From 8ef25116b04b9bf3fbcd86451ef7984ab78b098c Mon Sep 17 00:00:00 2001 From: jonaRumberg <66677551+jonaRumberg@users.noreply.github.com> Date: Wed, 25 Jun 2025 11:48:41 +0200 Subject: [PATCH 1/3] rework models up to ccp_alpha --- smoker-models.ipynb | 573 +++++++++++++++++++++++++++++++++++++------- 1 file changed, 489 insertions(+), 84 deletions(-) diff --git a/smoker-models.ipynb b/smoker-models.ipynb index d3902e6..54f69cb 100644 --- a/smoker-models.ipynb +++ b/smoker-models.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "bb478d28", "metadata": {}, "outputs": [], @@ -20,9 +20,7 @@ "from sklearn.model_selection import train_test_split, GridSearchCV\n", "from sklearn.tree import DecisionTreeClassifier, plot_tree\n", "from sklearn.svm import SVC, LinearSVC\n", - "\n", - "df_train = pd.read_csv(\"data/smoker_train.csv\")\n", - "df_train = df_train.drop_duplicates()" + "from sklearn.model_selection import KFold, cross_val_score\n" ] }, { @@ -35,14 +33,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "324e86b7", "metadata": {}, "outputs": [], "source": [ + "# Load the dataset\n", + "df = pd.read_csv(\"data/smoker_train.csv\")\n", + "df = df.drop_duplicates()\n", + "\n", "# store test error and train error for each model\n", "# [model, test_mse, train_mse, test_accuracy, train_accuracy, test_f1, train_f1]\n", - "model_errors = []" + "model_errors = []\n", + "\n", + "# Split the data into test and train sets\n", + "df_train, df_test = train_test_split(df, test_size=0.2, random_state=42)" ] }, { @@ -55,26 +60,50 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "9810a28c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy (immer Non-Smoker): 0.6361\n", + "F1-Score (immer Non-Smoker): 0.0000\n", + "Mean Squared Error (immer Non-Smoker): 0.3639\n", + "Test Accuracy (immer Non-Smoker): 0.6243\n", + "Test F1-Score (immer Non-Smoker): 0.0000\n", + "Test Mean Squared Error (immer Non-Smoker): 0.3757\n" + ] + } + ], "source": [ "# Modell, das immer \"Non-Smoker\" (0) vorhersagt\n", - "y_true = df_train['smoking']\n", - "y_pred_naive = np.zeros_like(y_true)\n", + "y = df_train['smoking']\n", + "y_pred_naive = np.zeros_like(y)\n", "\n", "# Fehlerwerte berechnen\n", - "accuracy = accuracy_score(y_true, y_pred_naive)\n", - "f1 = f1_score(y_true, y_pred_naive)\n", - "mse = mean_squared_error(y_true, y_pred_naive)\n", + "accuracy = accuracy_score(y, y_pred_naive)\n", + "f1 = f1_score(y, y_pred_naive)\n", + "mse = mean_squared_error(y, y_pred_naive)\n", "\n", "print(f\"Accuracy (immer Non-Smoker): {accuracy:.4f}\")\n", "print(f\"F1-Score (immer Non-Smoker): {f1:.4f}\")\n", "print(f\"Mean Squared Error (immer Non-Smoker): {mse:.4f}\")\n", "\n", + "# Fehlerwerte für testset berechnen\n", + "y_test = df_test['smoking']\n", + "y_test_pred_naive = np.zeros_like(y_test)\n", + "accuracy_test = accuracy_score(y_test, y_test_pred_naive)\n", + "f1_test = f1_score(y_test, y_test_pred_naive)\n", + "mse_test = mean_squared_error(y_test, y_test_pred_naive)\n", + "\n", + "print(f\"Test Accuracy (immer Non-Smoker): {accuracy_test:.4f}\")\n", + "print(f\"Test F1-Score (immer Non-Smoker): {f1_test:.4f}\")\n", + "print(f\"Test Mean Squared Error (immer Non-Smoker): {mse_test:.4f}\")\n", + "\n", "\n", - "model_errors.append(['Naive Model', mse, mse, accuracy, accuracy, f1, f1])" + "model_errors.append(['Naive Model', mse_test, mse, accuracy_test, accuracy, f1_test, f1])" ] }, { @@ -82,7 +111,8 @@ "id": "68aff011", "metadata": {}, "source": [ - "## Linear Regression" + "## Linear Regression\n", + "Not relevant to smoker prediction." ] }, { @@ -113,6 +143,73 @@ "print(f\"Test Mean Squared Error: {mse}\")" ] }, + { + "cell_type": "markdown", + "id": "6e92b579", + "metadata": {}, + "source": [ + "## Decision Tree" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "48c88bb2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Decision Tree Test Accuracy: 0.6719\n", + "Decision Tree Train Accuracy: 1.0000\n", + "Decision Tree Test F1-Score: 0.5620\n", + "Decision Tree Train F1-Score: 1.0000\n", + "Decision Tree Test Mean Squared Error: 0.3281\n", + "Decision Tree Train Mean Squared Error: 0.0000\n", + "Number of leafs in the tree: 4238\n", + "Depth of the tree: 32\n" + ] + } + ], + "source": [ + "X = df_train.drop('smoking', axis=1)\n", + "X_test = df_test.drop('smoking', axis=1)\n", + "y = df_train['smoking']\n", + "y_test = df_test['smoking']\n", + "\n", + "# Training der Modelle\n", + "dtc = DecisionTreeClassifier(random_state=0).fit(X, y)\n", + "\n", + "y_pred_train = dtc.predict(X)\n", + "y_pred = dtc.predict(X_test)\n", + "\n", + "# Calc error values\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", + "\n", + "print(f\"Decision Tree Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"Decision Tree Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"Decision Tree Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"Decision Tree Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"Decision Tree Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"Decision Tree Train Mean Squared Error: {mse_train:.4f}\")\n", + "\n", + "# How many leafs does the tree have?\n", + "print(f\"Number of leafs in the tree: {dtc.get_n_leaves()}\")\n", + "\n", + "# How deep is the tree?\n", + "print(f\"Depth of the tree: {dtc.get_depth()}\")\n", + "\n", + "model_errors.append(['Decision Tree', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" + ] + }, { "cell_type": "markdown", "id": "093b1869", @@ -124,38 +221,176 @@ { "cell_type": "code", "execution_count": null, - "id": "c9bdfa59", + "id": "41ce9948", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Decision Tree Test Accuracy: 0.7157\n", + "Decision Tree Train Accuracy: 0.7206\n", + "Decision Tree Test F1-Score: 0.5915\n", + "Decision Tree Train F1-Score: 0.5966\n", + "Decision Tree Test Mean Squared Error: 0.2843\n", + "Decision Tree Train Mean Squared Error: 0.2794\n" + ] + } + ], "source": [ - "X = df_train[['height(cm)', 'waist(cm)', 'hemoglobin']]\n", + "X = df_train.drop('smoking', axis=1)\n", + "X_test = df_test.drop('smoking', axis=1)\n", "y = df_train['smoking']\n", - "\n", - "# Split data into training and testing sets (using only training set for comparison)\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", - "X_train_1, X_test_1, y_train_1, y_test_1 = train_test_split(X_train, y_train, test_size=0.2, random_state=42)\n", + "y_test = df_test['smoking']\n", "\n", "# Training der Modelle\n", - "dtc = DecisionTreeClassifier(random_state=0, max_leaf_nodes=7).fit(X_train_1, y_train_1)\n", + "dtc = DecisionTreeClassifier(random_state=0, max_leaf_nodes=7).fit(X, y)\n", "\n", - "y_pred_train = dtc.predict(X_train)\n", + "y_pred_train = dtc.predict(X)\n", "y_pred = dtc.predict(X_test)\n", "\n", + "# Calc error values\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", "\n", - "print('Accuracy of Decision Tree-Train: ', accuracy_score(y_pred_train, y_train))\n", - "print('Accuracy of Decision Tree-Test: ', accuracy_score(y_pred, y_test))\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", "\n", - "model_errors.append(['Decision Tree', 0, 0, accuracy_score(y_pred, y_test), accuracy_score(y_pred_train, y_train), f1_score(y_test, y_pred), f1_score(y_train, y_pred_train)])" + "print(f\"Decision Tree Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"Decision Tree Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"Decision Tree Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"Decision Tree Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"Decision Tree Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"Decision Tree Train Mean Squared Error: {mse_train:.4f}\")\n", + "\n", + "model_errors.append(['Decision Tree', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" ] }, { "cell_type": "code", "execution_count": null, + "id": "0328d7b7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Entscheidungsbaum des besten Modells visualisieren\n", + "plt.figure(figsize=(20, 10))\n", + "plot_tree(dtc, filled=True, feature_names=X.columns, class_names=[\"Non Smoker\", \"Smoker\"])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c21c2869", + "metadata": {}, + "source": [ + "## Decision Tree limited leaves with cross validation for hyperparameter tuning (max leaves)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "c9bdfa59", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best parameters found: {'max_leaf_nodes': 9}\n", + "Decision Tree Test Accuracy: 0.7186\n", + "Decision Tree Train Accuracy: 0.7250\n", + "Decision Tree Test F1-Score: 0.6080\n", + "Decision Tree Train F1-Score: 0.6154\n", + "Decision Tree Test Mean Squared Error: 0.2814\n", + "Decision Tree Train Mean Squared Error: 0.2750\n" + ] + } + ], + "source": [ + "X = df_train.drop('smoking', axis=1)\n", + "X_test = df_test.drop('smoking', axis=1)\n", + "y = df_train['smoking']\n", + "y_test = df_test['smoking']\n", + "\n", + "# Training der Modelle mit K-Fold Cross-Validation\n", + "dtc = DecisionTreeClassifier(random_state=0)\n", + "\n", + "grid_search = GridSearchCV(\n", + " dtc, \n", + " param_grid={\n", + " 'max_leaf_nodes': [2, 5, 8, 9, 10, 11, 12, 17, 20]\n", + " }, \n", + " cv=5,\n", + " scoring='accuracy'\n", + ")\n", + "\n", + "grid_search.fit(X, y)\n", + "\n", + "print(\"Best parameters found: \", grid_search.best_params_)\n", + "\n", + "# Training der Modelle mit den besten Parametern\n", + "dtc = grid_search.best_estimator_\n", + "\n", + "y_pred_train = dtc.predict(X)\n", + "y_pred = dtc.predict(X_test)\n", + "\n", + "# Calc error values\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", + "\n", + "print(f\"Decision Tree Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"Decision Tree Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"Decision Tree Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"Decision Tree Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"Decision Tree Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"Decision Tree Train Mean Squared Error: {mse_train:.4f}\")\n", + "\n", + "model_errors.append(['Decision Tree cv for max leaf', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" + ] + }, + { + "cell_type": "code", + "execution_count": 49, "id": "d1de52a8", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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s8aRJ6UNfFAAAAAAAgFhGIAKPxcBGRfXGUzm0cOdJLdx5Sp/N2monv03/gXUHzurNb1fonap51OP5/PLxcNHaA2f1zsQ1uh52p9mymQyMCC4YTgr/3eWfiVW7zCnqRPr/N3loNq1fPJPaVrm734PpX2G8VCqLKgf6a/72k1q657Qaj1qqZ/On0/BXSySo0kzjl+5XTv/kKpszehAlIsjz78yHXAHeNhsEj8ewLs3sZPe8VVu0YM0W9R3zi72bv1ntSlq9da9e7TFMHV55Tn1bNZJvck+t3rZHLT7+2gYjIpiMoYjgQtTvgLnjP3LZP9+FiADT/8OURmtUrYzee+W5u14z/SuMJjWfUtWSBTR35SYtXr9d9ToNVK3yRTWmR8tYL81069YtjZuxUA2qlVZyj/DgZQT/VL62f0VUN8LCdO7SZQWkuhPIbFGvqt56oYpOnrmg5J7u9nwN+WGWsqa/O2AJAAAAAACAx4dABB4bk81gHqb3Qucf1+n7ZfttIGLlvmCl9HTV+zXv3IU9c8PRx7bfM5ev2ebWWfzCJ0v3nrpksyZyBdy78bIp82Saamfx87xnrfwI/j7uNiBhHiYjwpSS+rRBYSV3i15nPr6WZjoXcl0zNx5R15r57notog/EnpOXogUpzLkrTY+Ixypvtgz20bZRdZtN8O30BTYQsXzzLpuh0OPN+pHrTvt79WPbb/D5S9p39KSypQ/PSNh96ITOXLikPFnS33P9Irmzauu+w8qWPs19vxcBfr42IGEe1UoVVNNeIzSow2vy9oweHHjcpZlMeahDJ4LV7Pk7TaojlMqfU12GTNTFkKuR45i/eqvNMCmVP1e0dc2xmWMwxs342/58rnx4bxsAAAAAAADEDgIReGSm3NL3y/erWlBapUvhrpMXQrViX7AKZEgRWSrpTMg1TVq+3056r9x3xjaXflzckyVRu0lr9VGdAva5aYKdL72Pyue6913O71TNrRqDFqjNhNV6o0IOW9rp8NkQzdl0zJZkyuznZZtpPx0YYMtLhd64ZUtLpfd1l5dr0lgrzWSyQ3aduGh/D7F9N65ry5HzcknqHC1zwSwzzOsh125GPo/oZxFhyqqD9meDEuH1/KMyQZvnC2ewTbrNZ5Y9tZd+WHnQBiZGvhZz1gcenClnZCa6a5QtbJtRmz4EyzbuVKFc4U3Dc2ZMa4MF381caBslL9+0S2OmzXts+/dwS6ZW/cao39uN7fOOgyeoQM5Mqlj0Tm+UqDo0qaVKb/XSG31GqVX9qvLz9bYT/zMXr1WrF6spa7o06vDFeBt8MGWerl2/oemL1thjS+4RnmETm6WZxk5foKKBWVUw193Xc4MqpfX5d9PVrNcI9Xyrvs5dDLFjrVe5pG1UHWHwpFm2iXUyl6Q2S6XnyCnq2KTWYy0fBQAAAAAAgLsRiMAj80iWxAYjTMaAyU4w5Y2qBAWoZ+3wwEC1fGnVrmoefTJzq0Kuh9k77nvUzq9W41c9lv37e7vpldJZ9ca3K3T6YqiKZ02lr14tEeNd3ab80Mx2FfXp71ttX4trYTdtn4pyOVPL2z28NJOpcNPj1006dv6K3F2SqkiWlJrYstx97xR/VCcuXFWV/ncmojcdPq9Zm44pQ0oPrelZI3J51HWiPj8xpF605SY49FzBDJHlpv5tcOOi6jN9sw3ihN64aYM3P7Upr5z+NKp+HDzdXG0woulHX9mAQ0pvL9tT4eM2jezrNcoWUqdXa6nX6J8VcjXU9lro27qhmvUa+Vj2H5DKV01rVVSTD4fZnhOl8uXU2B6tYryG82RJp79GdFfvMVNVt8MA2xsiXeoUNkji4+UR+b3o8uVEWwbJ3S2ZiufNoV8GdIjV74Vx7PRZ/bF8o4Z0fP2er3t5uGn6F53VafAEPd2yj9xcXVSnYvHIIEwEUx5r4IQZunLtunJmDNDn776ips9XjNWxAwAAAAAAQHK6/ShFxZHgrFu3TkWLFtWfHSvb5sQJXf/Z2zR1zSGt+LC6o4eCGGw6fE7VBszX2rVrVaRIkTi7xheP6aVCucOzDxKbT8b+qh//XKaNk/s7eih4CBt2HlD5N3rG2XcFAAAAAAAgrtzpgAoAAAAAAAAAAPCYEYgAAAAAAAAAAACxhkAEErRONfJSlgn4lw+a1aUsEwAAAAAAAOINAhEAAAAAAAAAACDWEIjAYzd55QGlb/+LEoJDZ0IU8O5U+8j7wQxHDyfBMecs4vwdO39FicX3sxbLt2JTJQQHj59W8vKv2Ufm59o4ejiJ1lNv9Iz8HJZt2uXo4QAAAAAAAMSppHG7OyB++u6N0iqSJWXk89AbN9VlynptPXpeO09cVPoUHvcsAXU59IZ6TtukWRuPKTTspkpl91O/+oWUxc/rnvvpP3ubBs7ZrsalsmjQS0XvCuAM/WunDp+5okypPNT+mUDVK5bpoY7j5IWr6vXbZm05el57T11WmRx++qnNU9HWOXruit77Ya12HL+ocyHXlcIzmcrnTqMPngtSOl+PaOvO3nRUX/61U9uPXZBLEmcFpffVxBZl5eka/qdjYdeqWrXvjJqPXfFQ40Tcm9zvXZUIynHP166EXlOFNz/SjgPH9MfwbipTIFe012csWqtB38/Ulr2HlcwlqfLlyKipn3eQl4ebfT3oxQ46dCI42jal8ufU3K+633dMuw+dUKfBE+zEvLtbMtWpWFyftHlJnu6uD3xch0+eUf/x07Vo3XYdPXVWKX28VKlYkHq8WU/pUt/5Tkf1ydhf1e/baXq15lMa/n7zGINNrfqNUcWieTVjcJf7juHSlavqOvQHTV+0Rteu31DZgrk1oH0TZUvvH7nOrwM76cCxU6r4Vq8HPjYAAAAAAIAnBYEIQJKvRzKlTh4+qWrcvHVbyZI665UyWbXmwFmt2X/mntu9/f1qbTt2QV83Kykf92T6ZMYWNfhqsRa+X03uyZJEW3fJrlOasuqg8qbzuet9zIS/CQ70rF1AlfP6a+7WE2r7/Wo7rqfzBjzwcVwLu2W3aVkxp2ZsOKqwW7fuWieps5NqFkyvD2rlUypPVxuYMMGLV0cv01+dq0SuN2n5fvX4dZPerxmkpxqnkbOTkz1W8zOCOWdmf4j/Unh7KXUK73u+1n7geGVNn8YGIv7tu5kL1XXoJH34Zj2NKPamnJ2dtHXvYSVJEj2hrv3LNdXmxWqRz11c7v/Py+UroarV/jMFZcuov0Z017mLIWr96Te6cOmKxvVq/cDHtfvQcV25ek2ftm2sXJnT6sSZC/pg2CTV7ThQy8b2uWucC9du06Q5S5Qve8YY33PH/qPqNfpnG1B4EG/2GW3Pyfd92srHy0MfjfpJtdv316oJn8jdNfz7kcrHS5evXH3g4wIAAAAAAHiSUJoJkb5ftl85u/xmswGiMnfpF+05S7du3dbt27fVYfJalew9R1k6/qoSvWfbyfdrYdG3+a9STaaMjynns3T36chl+09fVvNvlivX+9OV+/3pavjVYnsnviOYO/77Nyyi18tlV+ZUnvdcZ++pS5qz+bg+b1BE5XKmUf4MvhrxWgmdOB+q39Yfjrbu6Yuhavv9Gg17pbh8PFzueq/h83apduGMalEpp3L6e6t15Vx6tmB6DZu386HGnSmVpz6pX0iNS2dVau87gZWo/H3c9WrZbCqYMYUypPRQyex+eqdqbm05ekEXr96w61wKvWGDED1q59cbFXIoV4C3cvgn1/OFM9wVYElIvp3+t9JXb6nQa9ejLR808XcF1muvW7du2Wv87c/GqkDDjkr99BvK36CjnVg2d7o/TKkmc3e+KcOzeP32yGV7j5zUy92HKkONVspYo5Vqv/e5ncB2pImzl2jznkPq27rRXa9dDDF3+k+yr7WqX015sqRTrkxpVbdSicgJ9ghe7q7yT+Ub+Ujpfe+soAhT/lquM+cvaWzPliqQM7MqFM2rge2baOr8lTpw7M7fhf9SuXg+jenRUtXLFLIZCCabY3CH17Vt3xHtOHA02rqnzl7QWx+P1ujuLeSb3DPG7JBXew5Xv7dfUua0qf9z/yar4/cl6zS442t6qkigCubKrLEftdKx4HOaOm/lAx8HAAAAAADAk4yMCEQyk8zdf9mgOZuPqU6RO3cL/7T6oC0RZO6ENsEIPy9XjXi1hPySu9pAQacp65U0ibM6P5v3/963mah/fsjfqlEgnX57p4ItAzR28V69MHSRFnerZvd5L0P+3KEhc3fc973frZpH71bLo8fNlCRySeKk8rnSRC4z2QGFM6ewrzUqmcUuM+es9YRValI2q530/7frYbe04dA5GxyIqnIef3X9eYPNzkjifCcL4XE7c/maflp9SAUy+MrbPTxI8veOk7p8LUxuLklUbcA8HTt3VTkDkqvLs0G2/FRC9ULlEuo85Hv9vmS96j1dMnL5D3OWqGG1MnJ2drbBCJM58E2PVkqT0tuWI3q3/zi5JE2ibs1f+L/3bSbBq7X5WLXKF9Efwz6wGQOjp/6lGu/009rvP40xW6H/+Bka+P39+5d0eKWWOr1a66HHZDIgun81WXOGfSDXe2QwzF+1RZeuhMrN1cX2ODhy6qxyZ06n7m+8cFe2wKhf5mnYlD/kn9JHFYsG6f2mdWwWQExWbN6tEvly2AyCCE+XyGf/zqzYvEtZ0v13ECAmFy6H9ysx5Z4imM+1ee+RavZ8pbtKT0X13qDxKpY3u+pXKaW5Kzf/577MWM21YY45QorknioamE3LN+3SK8+W/7+PAwAAAAAA4ElBIAKRzCT0M/nS2UnpiECEmSDfdeKSxjbLbJ+bScKuz+WLdgf+geAQjVuy95ECEeOW7lPGlJ42uyDCx/UKat62E/plzSG9VTHnPbczk/cmgHI/sVU66NTFUKX0dL0rSGAyEU5eDI18PuiP7bp5S2pX9d7BkLMh1xR267bS/CuDwbyPKbV07sr1GAMxj6Lldyv1x+bjunrjpopnTaVJrcpFvmY+U6PfzK3qWSe/sqX20uSVB/Xi8EW2fFPugHtPmsd3ZtK7ZrkimjRnaWQgYt2O/XZCfuLH79jnJhjR8636kduYu+L3Hz2lMdPmP1IgwmyfKcBPgzu+Hrmsf7tX9OeKjZoyd7naNHjmnts1r1PJBlDuJ4X3ve/uvx9753+PYerVsoENLpim1v+279gp+9OUKfq4dSPlyBhgsz9qtfvMlj3KkzW9fb1FvSrKnyOT0qTw1q5Dx9X766n6a9VmLfu2z12ZExFOnjlvgxZRuSRNqhTJvWx5pf+XKfnUddgPql2hWLQeDZ9995tu3rp134CNKdm0etteLfr6wfs4mLGm8kl+Vwkoc2yPchwAAAAAAABPEgIRiKZBicx67etlOn0p1Nb/N9kQ5g5/U5YnagmniSv226bKV66H2Tv2b92+/Uj7NQGPTYfPKVunadGWmzJR+05fjnE702jZPOKr5XtOa9ySfZrb6WkbxIlPetctqI7V8+rQ2RANmrNdLcet1I+ty9vAiilPZLStmjsyKFUgYwot23Na45fu08f1CimhalyjrBq+P0Snz120WQg/zFmqYoHZbMmhqCWcxs9cqIMngu2EfdjNW/aO+kexdvt+bdh5QAHV3oq2/Oq167ZkU0xMiaP/KnP0/+g0+HsFZctgGzbHJOKYO7zynM0QMArlzqLFG3bom98W2ECK8U6jGpHbBGXPaNcp2KizbXLdoGppxZWQq9fUsOtgm6EVtQn1kg079PWv87Xkm1420HQvJoDy/tBJ+n3I+w/VLBsAAAAAAAD/jUAEoqmYx18pvVz169rDalo+u6atO6KO1QMjX5++/oi6/rxe3WrlU+kcqZXcNaltitzv960xvmfU5sYRbtyMHrgwgQxT4sj0N/i35P+UC4pvpZlMBoPJZvh36aTgS9dsBoGxZPdpnQm5pmK9Zke+btZfsTdYP646qDU9ayiVl6ttIG0yLKI6femaXJM6K0UsZXSY8ZuHCTIFpfNRwR6ztHDnSVUODIjMzvh35oPpFXHkbHjZm4Tq6eL5bckgk4Xw1gtP6+d5K/RBs7qRr/+6YJU6fDFevVo0ULnCuZXcw12/Llit3l//HON73ivIdONffVNu376likXzakD7Jnet6+3pHuN7x1Zppr/XbtORU2f069+roy1/9p1+qlgkr6YN6qSAVL52WeA/mQ8RTK+IQyeDY3zvrOnS2OyIg8djXsf0kTB9NKK6ERamc5cuKyDV3Q3dH6QcU/3OgxQWdlPTv+gcreTTonXbFXz+kvK+2CFy2c2bt7R0405NnLNE234aqFVb9tiG2eXf6Bm5jimrZpj+H7O/7KrS9yjpZMZ65sIl+35RsyJOnbugHBkevNE8AAAAAADAk4xABKIxE+ovFM2on1cfsk2aL129Ea1fhJlAz5fBVy0r3ZmQO3w2vIxPTEwvCTP5bvpARDRQ3nz4fLR1CmVMYSfm0/q6274ED8qRpZlKZEtlAypLdp1ShTzhJWAuXLmudQfOqlHJ8FJWr5fLpucKRp/EbTdprTKkcFfHGnmVOrmrvXu7UKYUti+DyUiJsGD7CRXJkjJW+0NE+Ge+Vdf+aVQe0Qdiz8lLKpszdbQG3aUTcI8Iw0wWN6hWWpP/WGr7EJiGzFH7RSzdsFMFc2ZW20bVI5cdOnH/5skms8JMRJs+EGn+KTe0cdeBaOsUzpPVNoZOnzqF3GIoVxSXpZmmDexkJ/4jHA8+pzodBmjE+2+oTMHw73fEz10Hj6t84cBoDZrLFYreIyKqY6fP6vT5i8qQJmWM65TKn1Ndhky05z8iEDN/9VY7+V8qf8w9HO7FBBnqvNff9oT47YvOdwV23qz7tOpULB5tWat+Y5TBP5W6NaurNCl89Fz5IiqS5+No65gSUyagMKxzsxh7VpixmqDTwnXbbONs4/ylEK3Ztk9Nno052wQAAAAAACAxIRCBuzQonlkjF+xW/9nbVDUoIFrpo+xpvPTDigO2oXWetN6au+W4Zm06dt/3K5wppbxck6rvjC16t2puHTgTYvsmRNWsfHZNWnFAr49ZpnbVApXO113Hz1/V/O0nVCUore1hENelmXaeuKgbYbdsAMX83HLkfGRWQLKkzsqeJrmq50+rLj+t16CXisrbzUWfzNyiAF831S4cHrwx5a3MIyoP1yTy8UimwHR37vpu83QuvfHtShXOlEKVAgP017bw8zr+zTIPPe6IcZ6/cl0h125GPjcBJGPmhqO2pFb+DL7yckuq/acvq//s7facRzTezuLnZQM8A//YrnQp3JU9tZd+WHnQBiZGvnb/SfGEoPEzZTV08hx9MvZXVS9TKFrpo5yZAjT+90WauXid8mZLrznLNmr6orX3fT/TmDi5h5t6jJyijk1qaf+xU/p03G/R1mnxQhWNn7lIjboOUafXnreT9EdPn9PcFZv0TOmCdmI+LkszmeOMKqIcUeZ0qW1fDMP0WDBBkH7fTlP6NCltj4gJvy+yZYy+/aiVXWfllj22YXOFInmV0sfLBi16jpqijP6pVOupopHv/1bfUfbn6O4t7M8GVUrr8++mq1mvEbYnh8lGMJko9SqXfKhG1SeCz+u5dp/J3dVFo7q9qauh1+zDSOHtpWQuSW2g6N/NwD3cXOXr5aG82cIDmb7JPe0jKpNVEXI1NHIdY9TUubYx97qJn0aeR9N3pP3A7zS8S3N5e7nbnhrp/FJEC3ABAAAAAAAkZgQicJe86X2UL72Pthy9YO/a/3cGwo7jF9Vu0hqF3bytqkFp1aF6oLpN3Rjj+5lAwYjXSqj3b5tV+fO/lD9DCn34fD69NHJp5DomU2Jm+4q2OXKzb5brcmiYXVYqW6q7mjjHlZdHLY1WhqhK/3n256oe1W2TbmPYK8XVc9omO+ZrN27ZTIIfW5WXe7IHz+owahRIr4GNiujLuTvVe/pm+/5DGhfT03nvTBYv3X1a9YYt0tS3n4qWpfBvEeP89/MTQ+rZnyaIMmLBPu0+eclmQAT4uKtCnjQ2wODldqcM1uDGRdVn+mabwWF6dZhr4qc25ZXTP2E2qo4qX45MKpAzkzbtPqSuTe+UZTKa1a6krfuOqHW/MQq7edMGKj5oWkcdB38f4/uZQMHYnq3U7avJKv16dxXMlVl9WjVU3Y4DItcxmRLzRn5oJ6lf7jZUl65ctQ2NyxTIFVkCKT4a0fUNfTjiR5tBEHrthvLnzKQZX3S2Da4NV5ekNlAzcMJMhYResxkfJjOga9M68vK48909fDJ6GSbzmimh1GnwBD3dso/cXF1s1kK/txtHWy/oxQ4qVyiPDTLci2mKvfNgeDDU9KWIataX70fL5Hgczly4rN2Hjkdb9vWHb6nr0B/UuNuXCr1+Q2UL5ralrWJq1A0AAAAAAJDYON2O6EqLRGHdunUqWrSo/uxY2TYfTuwOnQlRid5z9Ns7FVQynpccMhkjn8zYoqXdqtmMivgiIkCyrlcNpfO9U5c/gmlCXm3AfK1du1ZFihSJs2t88ZhetmlyYnfw+Gnla9BRfwzvZoMeCYlpFJ65Zht91bW5XqwSd02vHfVZmGbmpkdFXH1XAAAAAAAA4goZEYCkRiOWKFVyV9s8Or76a+txdX8+X7wKQpgm3MGXojfZRvxkeiiY8kRbfxqohGLBmq0qljf7ExGEeObtj22gAQAAAAAAIDEiEIFEzfRFWN79Gfu7cxw0hX4UY5vHv8lYUybKNBc2/L2jNwhG/JA+dUpt+OFz+3sSZ2clJKb3gnk8Ccb2aGXLNhmmfBUAAAAAAEBiQiACiVrSJM7KmvrxNwJOLDL/0ysD8VfSpEmUPYO/o4eR6Jlm3wAAAAAAAIlVwro9FgAAAAAAAAAAJCgEIvBQ6g5dqPd+WOvoYeARvTNxjV4cvsjRw0iwarTtpzaffuPoYeARtfj4a9Vq95mjhwEAAAAAAPDEozQTEp3JKw+o3aS1Kpw5hWa/Vznaa6X6zFG9YpnUqUbeWB/HH5uPafi8Xdp18qKuhd2Sv7ebimROqc8aFFZyN5dY3z8St+9nLVarfmNULDCbFozuGe21go06qWG1MvqgWd1YH8fvS9Zp8KRZ2nngmK7duKGAVL62QfUXHV6Ttyd9RwAAAAAAAJ4EZEQgUXJykrYdvaBp6w47ZP9Ldp1Ss7Er9FTuNPrt3Ypa0KWK+tUvJC+3pDYokRBdT6DjTsycnJy0ee9h/fzXCofsf+HabXq5+1BVLh6kP4d30/JxfTWw/atK7uGma/80dk5ort8Ic/QQAAAAAAAA4h0yInCXsYv36tvFe3UwOETJ3V1UKlsqfdO89D3XXbjjpAbP3aHtxy7o5q3bCkrvqx6189s7+yNMXL5fIxfs1qEzIXJPlkR50vroq1eLK52vhy6F3lD3qRs1f/sJXbhyQ37JXVWrUHr1qlswVo/R2clJzZ7Krk9mbtGzBdIrWdJ7x+Quh95Qr9826/eNR3U5NEx50nnrg+fyqWKe8Oa/5phK9J6jUa+X1E+rDmrp7tNK7e2q954JVKOSWWLc/x9bjisovY86Rsm8yOLnpUqBAZHPzXvVG7ZI379VRl/8uUNbj55XLn9vfflKcft65x/XafOR88qd1ltDXi6m3AHekdv+tfW4Pp+1TTuOX7Sf4XMF09vPxdP13l/5w2dD1HjkUuVN56OhrxS352PMoj0at3ivDp+9onS+7mpYMovefjqXbfBtFOs1W/WLZdK5kOuavv6IsqT2vCvDJCEb/ctfGv3LPO0/dsremV+mYG5N7Nv2nuvOX71F/cfP0Na9h3Xz1i3lz5FJfVs3tHf2Rxg3428N/XGODh4PlodrMgVmS6+xPVrZJsYXQ66q85DvNXflZp2/FKLUKbxVp2Jxfdq2caweo7Ozk1q8UEW9Rv+s5ysUUzKXe18fl65cVbfhkzV94Vr7e1C2DOr5Vn09XSK/ff3g8dPK16CjvuvVWpPmLNWiddvln9JHXV6vrVeeLR/j/mctXa8COTKpa9M7mRfZ0vurSsnw9zUWr9+uZ9/5VD9//p4+++43bd59SHmypNPo7m/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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "plot_tree(dtc)" + "# Entscheidungsbaum des besten Modells visualisieren\n", + "plt.figure(figsize=(20, 10))\n", + "plot_tree(dtc, filled=True, feature_names=X.columns, class_names=[\"Non Smoker\", \"Smoker\"])\n", + "plt.show()" ] }, { @@ -163,104 +398,274 @@ "id": "1d00ddb7", "metadata": {}, "source": [ - "## Decision Tree limited depth" + "## Decision Tree limited depth of 1" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "id": "78711fd5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Decision Tree Test Accuracy: 0.6688\n", + "Decision Tree Train Accuracy: 0.6630\n", + "Decision Tree Test F1-Score: 0.6613\n", + "Decision Tree Train F1-Score: 0.6494\n", + "Decision Tree Test Mean Squared Error: 0.3312\n", + "Decision Tree Train Mean Squared Error: 0.3370\n" + ] + } + ], "source": [ "\n", "# Input Variablen\n", "X = df_train.drop('smoking', axis=1)\n", + "X_test = df_test.drop('smoking', axis=1)\n", + "\n", "# Output Variable\n", "y = df_train['smoking']\n", + "y_test = df_test['smoking']\n", "\n", - "# Test und Trainingssplit\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", - "# array100 = list(range(1, 20))\n", - "# for depth in array100:\n", - "# # Decision Tree Classifier\n", - "# dtc = DecisionTreeClassifier(random_state=0, max_depth=depth).fit(X_train, y_train)\n", - " \n", - "# # Modellanwendung\n", - "# y_pred_train = dtc.predict(X_train)\n", - "# y_pred = dtc.predict(X_test)\n", - " \n", - "# print(f'Depth: {depth}')\n", - "# print('Accuracy of Decision Tree-Train: ', accuracy_score(y_pred_train, y_train))\n", - "# print('Accuracy of Decision Tree-Test: ', accuracy_score(y_pred, y_test))\n", - " # Decision Tree Classifier\n", - "dtc = DecisionTreeClassifier(random_state=0, max_depth=4).fit(X_train, y_train)\n", + "dtc = DecisionTreeClassifier(random_state=0, max_depth=1).fit(X_train, y_train)\n", "\n", "# Modellanwendung\n", "y_pred_train = dtc.predict(X_train)\n", "y_pred = dtc.predict(X_test)\n", "\n", - "print('Accuracy of Decision Tree-Train: ', accuracy_score(y_pred_train, y_train))\n", - "print('Accuracy of Decision Tree-Test: ', accuracy_score(y_pred, y_test))\n", + "# Calc error values\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", "\n", + "print(f\"Decision Tree Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"Decision Tree Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"Decision Tree Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"Decision Tree Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"Decision Tree Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"Decision Tree Train Mean Squared Error: {mse_train:.4f}\")\n", "\n", - "model_errors.append(['Decision Tree (max_depth=4)', 0, 0, accuracy_score(y_pred, y_test), accuracy_score(y_pred_train, y_train), f1_score(y_test, y_pred), f1_score(y_train, y_pred_train)])\n" + "model_errors.append(['Decision Tree max depth of 1', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "id": "a200ebd1", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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IEdmTV+9Qp9dYo5qnivvW+3kc5q7fq3cQQnOjvP+UvzBqnrLpZ2wZNmuVQUGICOIEeqeRs3HtnifMRZywrttrrF5BiMjESfiGfX6X7x1rIoJimvLnyGSyk/riBG/tn8Zg9trdBgchdNmg05XIRhg+Z7XOQYjI1uw9ibEL10cZu/HgKer1HqdXECKCuE/DvhMQFBIKU1ALHh29cAPxjciYEZkP9XuPR8FmfWWAikGIhEWzDJlQPF8OONrbIj7Q9n1ijeUUiYiIKP5gRgQREZEV6v3HInnSODJnBztULlEQGdOllqVQ/AICZSmasx738PXbd9WTvCPmrDaoearYFBeb2rcfe2m9Tf4cmeGeP4fcULazTQ5v38+4/+QlLt15pLoJKzaKxSZHv7YNEZu2H7sgs0TUiLr8oj6/6GeRM1N6pEnpIsseiQale05eliehI0pViP4CXUfPRbF8OUy+xu/h4WgzdLri+U7t6iz7bbildpW9IcTaxG0ua3mObzx8hmkrt2Nkj1awFqKXgaayRfKaZG7x2oiA22OvN1pvIzYOyxfNjwxpXZEmZQp8//4dPp8D8fLdR3jc95SlzUxFlMoSmRmRiZ4U4nObNUNa+bkVpYxuPXqu9TWctWY3GlYpjTKF88geJi0HTVGsUfSWEJuiojfIt+/h8Hr7Accv3ZKZFZrEd4To9/F7n3ZG/3zliuaTvVUiO3ZJ+frGRSJr6tS1u7Lvw+6Tl2Q/Fl2J16p1vcrxOjMkIRGBu+sPnirG40NviAhnr99THc+WIW2sr4WIiIgSDgYiiIiIrIyoPy42DyPkyJQOY39ug8ZVSyOpjY1q89rR89bK09SaxKZhjxZ1/u1voOuGXJfRc1SDEKIhtZivT+v6Wsu9ePv6Y+qKbfhr22HFCfVxizagWqnCJm+kq43YmB06c6XqdaLExoKRPyl+DtEfQFzEZvmQLs0xePoKbPz/Zssi00Q06Da1uev2RHnNi+TJht/7tEX10kUUZXoigkyDpi+X/QU0zVi1E50b10DGdKm0Pl7gpc3//v/pa3flye/obmOMqyo9EgrmzGL0vF+/fUPbYdO1BiHERv2onq1QtVRhreVGRD+Ou09eYtvR89hy6KwMQBkqMCgE/SYt+ffPokSW6NXSuUkN2NsmV9z+8Ys36P3HYly4+UBxncgeOrL0d/z0+wLZyyJCy1rl5XeBWs+V0LAvMhtj2sod8ufSLBXVvXltoxvZiwbumt54++DNBx9kSGt8+SdLeOT1Buv3n8LGA6dlzw5dicDlj/UqoXXdSsiRKb1Z10ix696Tl6rZVbmyuKn2Ddl5/CIu334kS9CJXi7i96RoHp/G1RmlCuWWDa4rFM8P2+S69fCJDZsO/O93mqaaZYrCmohgs/i7xLnr93Dv6Ut89PWXwVwRYE7p7ISULk4okDOzfH5F0N7Y7zgiIiIyLwYiiIiIrEzkDekGlUpi5R8Dom1CnDqFMxaN7i2zDaav2qm4fuWuY3oFIhZtOoAjKuVWRAbEusmDkCdrhmjvLzZfpg3qgvqVSqDNsOmyzEmEsC9f0X3cfJxfM0V1g93UJi7dHGUjN4JY2/rJg2FjkyTa+4vN5GXj+8kNJPE8CmrZJ6Z8zUUvjVlDukX7/IjNlk3ThqLn+AX/BkkiiNJM6w+cwpDOzWFpb719VJ//grmMD0RMXr4NF289VIwnTpwIUwZ2Rq8f6speFNER1xfKlUVeRvVoha1HzuGCypy68PEPjBI83Dt/TLSbYrmzZMDuuaPQsO/vcjMzMhGcEEG7oxf/V6YrSZLEWDyqd7RNwcV7dEyv1jLrQpSGiky8Z8Vm+2/dWsIYoqSWeH41Mzk87j+JU4EIsZG59ch5mf0gSprpKqWzI5rXKo829SrLLAhTBEoXa8nWspRhXVsgoXvw7JXqeFa3/7IFxHfPb7NX/a/hvcrrKi6inJf4PhHlDVOlcMLgTs1kQ3pLByRE8FntfZ8xbSoUzpMN1kT8XUTt7yMiS0xcxOEA8bOs2n1cjovss0Edm6JGWesKqBAREdH/MBBBRERkpcRp+PVTBstNSF2ITUixcSnK80S2/eh5zBjcVacmlCKbYcLSTYrxXJndZNPblC6OOq+/WukiWPPnr2g+cFKUE9p3PL1w8JyH2Rs/i/Iaa/acUC09seqPgTEGISKbM6yHXLfappMpdWhYVT6WLkSgYvawHnJTSZxKj0z0FrGGQITmezFyUMsYInNh5mpl0E18Vlb8/otBJXLEfUWZLnExhquzA/YvHItM6WJuFC8CjHN+64nyHYYoNvenr9zx7/+Lz290QYjI+rZpIJvEa5aW2XTorNGBCAc7W/n50awvLx6rYZVSsGbfvn3H4QvXZZaY+P4RQVFdiO/NOuWLy+e/Tnl32bDYVPz8A2X/CWvCQMT/GterEcEE8bts4l9bZLkzzcyj6HzyC5ABQlEmcMOUwSiaNzss9TnQDFRG6NqsJuI68ftQXMoVyYsVE/ojc/qYv4eJiIgo9rBZNRERkRUSm5lLxvTWOQgRsTE9qFMzxbh/UAjuPnmh0xxz1+2OksEgJLVJgo3ThugVhIhQq1wxecJfk7aeDaYucRUQHKIYn9C3fbQZJmrE6yBO2ZuTKLczfXBXve4jylOIMlmaRLkiUbLL0p6oNPgVZUuMbVQ97e/tqpkpA9o1tnid/mm/dtEpCBFBZGNUci+o9XpR1kWUVdKVyPL4+cd6qu+JiH4nxsiYNrVOr7O1EP04hs1aidwNe6HV4KnYdeKSTkEIsZEpgoKe+5bIgHCjKqVNGoQg6/XBx0913NHeDv2n/IXJy7fqFYTQLKtX+6cx2H/mKixh1tpduKkSIBalpHq1Un5vxFUiE6VCh6E4fP66pZdCREREkfBv00RERFaoW7NaWnswRKdeRXdZjz44NGqjVbHxEFOjTVHSZ9VuZQZB12a1kC97JhhKlElYufNYlJrbJy7fxqv3H/XasNWXOAGuKatbGjSrUdag+UQpFtGsV62mvykM7NBEnjjXV/Oa5TFy3lrF+K2Hz1G9TBFY0ou3HxVjbqmNK+EjarBvOXxOMZ47awaM7GnZJt2iJJMhGRUiO+jU1TsmO6Fet0IJGZDQ3Cy989jL6PeEaPqtSTT+tiaiyfemg2ewbv8p3PXULQgbkfklXr/W9Sqp9uGghOGjX4Dq+NKtB7Fix1HVEn5VShZCpnSp5He4yCy89+SFLBmk1pBeNEJvP3wmjv31B4rnz4HYIkrATVy6RfW6CX3bwcXRHtZGlEPLnzOz/GyK9TnY2yIgKAQ+nwNkHytxyELtOY4ol/fD4ClYPXEgmlQrE+trJyIiIiUGIoiIiKyQ2Pw3hKg9LRo3apYQuv9UveZ1ZMcu3ZT/uNf0s5GnJEVpBNFIUnOj9eKtR2hZyzyBCNFw+6pKDewWtYw7Lf9D7QpmCUSI4JHY/DT0+RWnWb19o552v//0peUDESqNvQ0JsEUmyupoBtoE0RPC0ifWOzSqFmNfCm1ZEWpEcKV8sXx6zyeyl8SmqGaAwBTviQwqr585GrjrSzTr3nfmquz7cPTSTXz/Hq7T/USz2xY1y8m+D6VN0PeB4j5tGTOiaXJk6VO74vc+beXvhaQ2yu8e0R9HlN5aveeEIigoAv8dR87C2dVTYiUAIIJzHUfMUm3CXbeCO9o3rAprIXpaNa5aGvUqlpR9aaLjFxAk+9/MW79XNSAqvge6j50nm8sXyp3VjKsmIiIiXTAQQUREZGVEDfbomtzGJG+2jIpAhGjOGhO1hpAiqJErixuMJTZTNQMRl249REsjAwPaPHz+RlFiKqLMjTFEqSlzbbyIYISh8mbPqAhERG6ebCmffJXloVycjNt0O3pR+T61S55MbiRbWsXiBQy6nzjtq6aCAUGICDkzuyk25j6pBBr15eLooBj7qPI6xxbRNFj0fRC9cESDYF37PojNV/GeqVOhuOomcmzImiEtAi9ttshjk3YiSBCTwrmzYve80Ujj6qz1NiJQsWBkL9kvSWyGawYBRC8KUWbuj37tYe7AStth0/H6wyfFdW5pXLFodG9Yg9rli6PXD/X0yhIR2Si9f6wvs0iHzPxbNWMlJOwLeoyfj7OrpuhV7pKIiIhMj4EIIiIiK+NeIPoSSrr8w1xTQFDMG3RX7igzCEoXyg1TEKcRNd189BzmckOjUW8EY09EiiCR6MugFuQwRgmzvObK/hixLUglc0EEDYxx9d4TxViJgrngbAVlRYrlNazMipODnfp8+Qwv26I2pyneE2qvn+jX8fXbt1jf0BcNvcct2qDTbUWmStkieWXwoXnNcqqfGSIhpqymtCldsGf+aKROoT0IEZkIuIvDAAOnLlNct2LHEQzp0txsWREiO7D7uHmyLJNaQE6ULYoumBKbjOnvI36Wub/1lCXVRs9fp7helHESmRMia42IiIgsh0cCiIiIrIwos2MM0VBTU0AMG+dis+L+s5eK8TxZM8IURPkTTeZspizKUKg9r8Y2SRYbVCLjxNpecyeV1zxQpVF3bAsxcSBCbHZ7vnijGC9ZIBcsTQSo9G2CHvm+anTd6FSdU6XfSFCI8QE0Uf5Njah7H9vCvsbcdDp3FjeM6tkKt7fPw5Glv6Nrs5oMQlC0ktokifb6GYO76f3Z7NGiNiqXUDal9w8Kwdq9J2Eug2f8jR3HLirGEydOhGXj+sm+R/GJ6LXUrkEV1evmb9wX6+shIiKiqJgRQUREZGWMPRkpNhg0fQ+Pvl66aK4ZGqbc1Bsxd428mIOfGUsH+QUGKcZcXRxNMncKJ9PME5mLkRujhrzmseGbSp3+xIkNPwfz1ttXtTFpTHXEY4NaySJdaXtOjHlfmOs9YaNlk1at9rwlieDnvOE92aSWTBZsi2hI37S6Ye+pAe0b4/S1u4rxE5dvoU/r+jC1P5ZuxtKth1Svmz20B5rVKIv46I9+HbDrxCVF5qJoXC/6ZVnD7wsiIqKEihkRREREVsYSNYzVMgjMTTSZNBd/lVrxTlpOnZuqjI4xkhixOW/N1DIEtDWC1cUnvwCTBwGs+XNrje8LUW9djTE9TszB53MAOoyYiUb9JsiSLKYup0bxl2s0AcAf61YyqCF9RI8hUdZJrc+JyEo0pfkb9mLy8q2q103o205mBsVXotRUx0bVVa87ceVWrK+HiIiI/mN9/7ohIiKiWBesUkLHGhqCGj63crM7WdKkJpk7eTImlOpKbXNa20a2LrTd19iMEtJdaKjyNRAbs8b2/jBHoEZkz5y4fBs9xy9Ajno90HXMXBw+fx3fvllX9gZZF7VSghHKFs5r8Lzic6LWd0kE5Z++eg9TWbX7OIbPUc9kHNypqSxfFN/VLl9Mr/5RREREFDsYiCAiIiJ8VymhE5c5OdibrWdCYBBPVhuTPRJsgV4CZDrBYWGq/SgMPSVujMGdmmHrjN9kiRnRrDamYOvmQ2fRfOAk5G7YC0NnroTHfWXjc6IMaVNqva5grixGzV0wV1bVcVP1TNp65Dz6TVqCf/75R7VPxbjebZEQlC2i3vvi+RvvWF8LERER/YdH+oiIiAi2ydU38RpWKYXi+XIgrnFWDUSYJoAgmouSbjKlTaUYe+9jeBkwbafuP5uxzBdF9e6jr2IsYzrl6xwbRL+KuhXd5UWcKt925Lwsw3Tp9qNo7+ft+xkLN+2XlzzZMqJ13Ur4sU5FZM2QFrHpc2AwFm8+AGsyrGsLJHTZonkfuDob1yPI1dlBaykxY+0/cxXdx85T7aPTtn5lzBzSDQmFo72tzMjTzPY0xfNMREREhmMggoiIiLTW2K9QLD/6tW2IuCaFymbP248+MvPD2Fr+rz98NOr+CUlmtzSKsTcffAyeL6WWhuOfVZqTk3m89Va+flnSK1/n2JbCyQHdmteSF88Xb7Fu/ylsPHAaL99F/3l99Pw1fl+8EROWbEK5ovnQpl4lNKtRTs5nbn7+gfJxrQkDEUCerBlVx22SJIkx8yYmjvbqPYYCjAxwi4bXHUbMUm0a37hqaSwa1dsiWUuW5OJkrwhEGNOjiIiIiIzH0kxERESETFpONPv4ByIuyp3FTTEWGvYVj1+8MWpekVXx7PUHo+ZISLKqBCJECRJD+4OIkimJEys30x48e2XQfKS/t97KjIgsGSwfiIgsVxY3jO3VGvd2LsC+BWPQrkEVeUI6OqKUzfkb99Fv0lLkrN8T7X6bgT2nLpu1lw1Zp5yZ08NZpayc2OQ3diNbW4lAZ0dlFp+uLtx8gB+HTFNdW+1yxbHyjwFGB+Djos8BwYoxYwNJREREZJyE9zcSIiIiUrBNngzZM6ZTjD/2Mm7j3lKK58+pOn79vnGNKq8/eKpae5vUFVKphy6eP8+Xbw2aL6mNDXJlyaAYv3qXtf5jg7bXrpCRdfPNRZwAr1KyEJaM6YMn+5di6dg+qFqqsGowKzKxobvrxCW0GToduer3RP8pf+HirYextm6y/PumRMFcqtf5Ghmc9/VXz95KFU2D7OiI32ktBk5SnPwXKroXwLrJg5AsacIrgiAODag9J8aW1iIiIiLjMBBBREREUkmVjZez1+8hLhKbOmqBlR3HLxg1745jxt3fGmnblDVFwKVAzsyqJ1Dver4weM6SBZRBpmv3PI0ubUIx83rrrdprxV1L4M+aONjZom39Ktg7f7TMlBj7c2vkzqoMaqllhS3ffgQ1e4xG4eb9ZCklYzOryPpVK1VYdfyOp5dR8955rH7/tKlS6D3Xvacv0aT/RNW+ReL3+Zbpw2Bnq95XJ767eOuBzll6REREFHsS3vEIIiIiUiVKOGw5fC7K2Edff1n2QdROj2tqli2Kv7YdjjJ29OJNvP/kh3QGbPqEhH7B9ngYiHC0Uy9ZExL2RTb7NIbIYBCn5a/de6LYQDNUzbLFsH7/6Shj4uTrxoNn0KNFbYPnpZipBZDEaWu1zBdrlildagzp3FxeLt9+hPUHTmPbkXNaT6tHePb6Paas2CYvYqO3db3KaFGzPNK4Ohu0DtEcO/DSZgN/CjKnOhXcMWbBesX4xVuP5HeQIcLDw3H5zmPFuPh9FF2DbDVPX71D435/qDZfLpw7K3bMHgEnlfJSCcXh8zdUx4vnyxHrayEiIqL/MCOCiIiIpPqVS6puPM9YtRNxUafG1RVjot77hCUbDZpv1tpdMjAT32hrnur72TT9QSoWL6AYu37f8FJK9SqWgIOd8n26aPMB1vM3Mw+V161kwdxxuvRL6cJ5MHtod3juW4o1f/6KehXdZVPimFy964nB01cgd4Of8MOgydh65LwMVlL8UDBnFrmhr2nTwTMGZ4sduXAD3r6fFeOVSxTUa57X7z+hUd8JePdR2a8lT7aM2D1vdIIuQeTt64/Ve46rXqfvc01ERESmxUAEERERSS6O9mhdr5Ji/OA5D9m0Na4pli8HiubNrhhfvecEjl+6pddctx49x+w1uxEfpU3pImuia3pkovIzNcspTw+Levvfvn03aD5xyrdVHeX79NHz15i0fKtBc5Ju1Eq11SpXFPGBKCHWrEZZbJnxGx7tXYwpAzqhSJ5sMd5PNDA+cNYDnUfNxq/TlsXKWil2dGteSzUrZsfxiwbNN3vtHtXxuhXc9dpkb/TLH7JMmiZRjnDvvNEGZ+jEF2MXrFMtISdKsRXW4TNNRERE5sNABBEREf1rWJcWsEuurCndc9wCuRlvCuI0qbFNo3U1tldrxVh4+D9o+9t0nZvPPnz+Gk37T1RtfBkfODvaq9bNPnTOwyTzVyiWX5HBIDaJRONvQw3p3Ez1FP7M1Tux08BNQopeaNgXmQWgqZaBZWqsPTjXp00DnF8zFRfXTkO/tg11KucWzkb28Ur7BlWRPrWrYlxkwnz00y87TpQJPONxVzEuvntFeS9dfA4MRpNf/pBBV00Z06aS/U8ypE2J2OT15gMcy7RSXAo07aPzHCKzQzSIN4V56/fKwwZq+rSub5LHICIiIsMxEEFERET/ypguFUb2aKUYDwgOQa2eo2VZCmM2MtfsOYGSrX/Fr9OWIzbULl9cdZNHbITX7TUO4xZt0Lqh5B8YjDlrd6Nix2H44PO/choicyBf9kxICI3KxcbZ4fPXjZ5bBAzUaqqfvHrb4DmzuKXBoE5NFePfv4ej06jZWLr1kN7lU8R9Nx86iwFTeapdzcXbjxSbhZnSpVLNOopPCuXOikn9O+LRnsXYNvM3NK9ZDrbJlQ3YKf6xTZ4M43u3UYyL3weiNJLITtDFtqPnMWTG36rX/dqxKWxsYi4FJsp+tfx1suqBgDSuLtgzf7TsORIXid5NhZr3xYKN+w0O+IuyfOLvFcPnrFa9Pm+2jKrlGomIiCh2xd2CrkRERGQWv7RrKE9uHtLYhA4KCUO3sfPkBvWA9o1lM2ixURMdsVFz/sZ9eUr9wNlr/5ZLKFUwN2LL1F8749yN+4p62qKkyvSVO2TJpUolCiBHpvRIncIZvv6B8pTnqWt3EBoWdeO1Z8s6CAwOwYNnr6KMJ4KytFFc0rpuZVnjPjKx6dx84CQZeClVMBfSpXZVzZbJkj4N2tSvHO38P9athF0nLkUZ23PyimwWbKihXZrjxOXbiswWEVAQG1Lr9p3EqJ4/okrJQtH2MLjj+QJbj5zDlkNnZbmTiu7KnhYkXi9lebZWdSqqlvWKj5IkSSwbGIuLX0AQth05jw0HTuucWUUxu/PYC/vOXDXsvp4vZBPx6Lg4OaDXD3X1mrdt/SrYfOgcjl26GWX89mMvlGs/BBP6tMMPtSuoBhPE75w/lm6SJ/RFJp6m6qWLoEvTGjqtY8DUv3Dh5gOtfQ92HLsAUxnWtQVi21tvXwybtVL2cKpfqSSa1yiHCsXzx9jrQmSJbDxwGnPX7VEtVxVRdm3p2D5IasOtDyIiIkvjb2MiIiKKInHixFj950A0+WWi6iabGGs9dJr8x32JArmQM1M6pHRxgr1dcgQEhchMgvef/ORGzRtvH1iaKKmydcYwNOo3Ab7+QYrrRUBCbGiLS3TEBvXkAR3R988liuuSxuFmvUKtcsVQKFdW3PH0Ulwngi6agRfN5yWmQISoge7q7BDl+ReNj1+9/4hM6VIbtGaxqbR+ymDU+WkMHr94q7j+2r0naDbgTzjZ26F8sXzIkDaVrJ0uAhU+/oF48dYbHvc9Vd8TFJXILtl76opqgCkhSuHkIPsHiMuTl+9k0GujEdli9D83Hj7DhCWbDLrvzYfP5CWmTCp9AxEi0LZsfD9U6TJcfmdoBhp6jJ+PITP/lgHPzOlTw8HOVjakvvfkJS7feaQagBDEbf/+o7/8fasLbZvsERkX244iTgciIojDCiIzTVwiXrPCubIiTUpnODvYw9HBDoFBIfD5HCh/X916/FzrcxwRQFw8urf8uwoRERFZXtz+VzMRERGZhdhM2T1vFLqOmau6ARlxYl5kO4hLXGhcfWDReLQZOk02G9VXnfLFZXBGbH6LzBBNtsnidqkWsVmzauIA1Owxyiwb8yIjoUWtCli27XCU8V3HL8la/MbU8j+waBxa/DpZ6yakKCummd1D+hG9IV5/+BRlrFje7CiYMwsSupyZ02NMr9YY/dOPiueI4gcRwNy3YAzq/TwOr94rX2ORIaOZ8RWdPNkyYsv0YUjl4mTilcY/IvijGQDSVaoUTlgyug/qVtS9GTgRERGZF3tEEBERkSp72+TYOHUIZg7pJk8Am3JeUUoithXKlQXnVk+RDStFNoeuG93i59868zcZnInYdFLb8IjrRA3tC2unyewIc5Tb+aml8iTy2n0njZ5XNJM99tcE/PRDXSRObPy6EyeQUkP6WLNX2fy1V6t6FlmLtRKfGUOze8j6Zc+YDqf+noRK7sb97hLZYSeWT5QBLDIf8Xvs8voZDEIQERFZGWZEEBERUbREX4QWtcpj0aYD+HvnUVl2yZDgg6j33KRaGdk82snBDpbg7GiPKQM7Y3Dn5thy+CxOXL4lS2iI5qNfvn2Do50tMqVPjaJ5sqF2eXc0rFxS0QdD7ecXm+HxgdhI3TF7hMwaEX09bjx4hntPX+KTn78smWFoI1Ehf45MqFGmaJRa66J817V7nkaXzRCv0YzBXWUz0ql/b5dZPKLklj4impm2b1jNqLXEN+I133r4nCJAJ+riEyUkoszf/oVjZG+QaX9vVy0Jp03pQrll1ky10kXMusa4SPzdYGCHxjh19S5uPnomy+cZmnnXrEZZ/NyqPkoWZCkmIiIia5ToH1H0lYiIKA7y8PBAiRIlcHbVZFl6h8wvPDwc528+wOlrd3H9/hM8ffVebswHhYRC/I3CycEWTg72SJcyhdzYzZs9I9zz50S5ovmibRgcV4jN+Aw1OilqUh9cPA4Vi7PJcUyOXLgh+zZE1qVpTcwb3tOkj/PRzx/7T1/F+RsPZCDlxTtv2b9EBCdEsMnR3g5Z0qeW78+ieXPI07PZMqQ16RriC9H/4KffF0YZG9HjB4zo/oPF1kRkaeKf0Gc87uHw+eu4es8TT16+hZ9/kPyOET2TRJZcVrc0qFqyMKqXKSoDsRQz8T1969Fz2fvhvvjufusty2F98gtAcGgoQr98hV3yZHBxdEAKZwe4pXaVgewyhfOgdOE8Js3etEY3HjxFxU6/4dq1a3B3Z7YHERHFPXF/R4CIiIhijWisKTbcE+qm+8VbDxRBCFGShbXydSM2/EsUyCkbSUfYdPAMxvVuY9J66alTOKNj4+ryQsYRmVCRuTja42eWZaIETnzvixKDligzGJ+JbEmRISEuREREFP+wRwQRERGRjpbvOKoYE0EIV2dHi6wnLhrV80dF6Z8lWw5abD2k3fFLt3BDowm4aC7O9zsREREREemLgQgiIiIiHdx+9Bz7z1xVjNevVMIi64nLWRFli+SNMiYCEcb0nyDzmLV2V5Q/p3R2RN/WDSy2HiIiIiIiirsYiCAiIiLSoW51x1GzFU00RXmONvUrW2xdcdWEvu2i/FnU/16x44jF1kNKV+48xonLt6OMDenSXDZ8JyIiIiIi0hcDEURERBTvjVu4Hueu3zfovl5vPqBWzzF47PVGcV3DKqWQO0sGE6wwYRHNy1vVqRhlbNrKHTLgQ9ZhzIL1Uf6cJ1tG9GpV12LrISIiIiKiuI2BCCIiIor3jl26hTq9xqJy5+GYu24Pnr/5EON9Xr77iFHz1qJsuyG44+mluD55sqT4o297M604/hPPnYNd8ihZEbPX7rbomuh/jly4gTMed6OMTRvYGUltbCy2JiIiIiIiitv4rwkiIiJKMDzuP5GXEXPXIF2qFCiaJzsyu6VGCkcHJE1qA7+AQHz09ce1e0/w7PX7aOeaPqgLcmZOH2trj28ypE2J5eN/wc1H/zVDdrSzteia6H8+BwZjePeW//45jasLapQtatE1ERERERFR3MZABBERESVI7z/54fCF63rfL3HiRJg8oBO6NK1plnUlJKK0lbiQdWlZq7yll0BERERERPEMAxFEREREOnJ1dsCiUb25eU5ERERERESkB/aIICIionhvSJfmqFfRHcmS2hgcgBjVsxXu7ljAIAQRERERERGRnpgRQURERPFe46ql5SUwOBRX7j7G5duPcO/JS7x4643XHz4hMDgEwaFfkCRJYrg6OyKli6PsIVG2SF5ULlEIpQvlls2piYiIiIiIiEh/DEQQERFRguFob4tqpQrLCxERERERERHFDpZmIiIiIiIiIiIiIiIis2EggoiIiIiIiIiIiIiIzIaBCCIiIiIiIiIiIiIiMhsGIoiIiIiIiIiIiIiIyGwYiCAiIiIiIiIiIiIiIrNhIIKIiIiIiIiIiIiIiMyGgQgiIiIiIiIiIiIiIjIbBiKIiIiIiIiIiIiIiMhsbMw3NRERERHFVQWa9sGLt95RxhaP7o32DasiLvJ68wEFm/VVjN/dMR9ZM6S1yJqIiIiIiIgSCgYiiIiIiIjIan3w+Yw7j73w7PV7BASFIFEiwNnRHjkzu6FInmxI4eRg6SXGS//88w88X77FY683eOPtg8CgUDnuYG+L1CmckSNTOuTK4gYHO1uTP3Z4eLh8zJfvPuLV+0/4HBiEkNAv+PrtG5wc7OHiaI80rs4okjc7Urk4mfzxiYiIiMj0GIggIiIiIiKrEhwahrV7T2LNnhO48fCZ3BRXkyRJYpQtkhddm9ZE85rlkNQm7v/zxuP+E1TrNhLfv4erXr9/4VhULlHQbI9/+tpdrN17Akcu3IS37+dobyue//zZM6NMkTyoXa44qpYqpHdgQry2D5+/xoWbD3DtniduP/bC/aev5HtAF9kypEX1MkXQpUlNFM+fQ6/HJiIiIqLYE/f/pk5ERERERPHG3lNX8Ou05fJEfEzEZv256/flZdrKHZg/4icZmIirxM/Tb9JSrUEIcxIBiBFzVsvAj67EOu94esnL8u1HZJbErW3zdL6/yHLI1+RnfPILMHDVwPM3H7Bix1F5KVkwF2YP7Y5i+RiQICIiIrI2bFZNRERERERWYdyiDWg9dJpOQQhND569Qt1e4+SGdFw1f8Ne3NQjEGAKoWFfMGj6CtTvPV6vIISab3oGUL6HhxsVhNB09a4nqnQdgd8XbzTZnERERERkGsyIICIiIiIiixs9fy1mrdlt1Bzfvn/HL5OXyj4SXZrWRFxrqD7xry2x+pifA4Pxw6ApOH/jPuILkaUx9e/t8PUPxMwh3ZBIvBmIiIiIyOIYiCAiIiIiIovadPCM1iBErsxu6N26PqqXLoLM6VPLU/RPX73H4fMeWLjpAN599FXcZ+DU5ciXPRPKFc2HuGLA1GU690UwBfFYjftNwLV7T1Svz54xHRpVKYVa5YsjY9pUSJcqBWyTJYVfQJB8zkXmxpW7njh47hreeitfA0NlcUuDisXzo3DubMibLSNyZEqPFM4OskH1t2/h8A8KhueLt7j+4Am2HbmAK3cfq87z17bDyOqWFgM6NDbZ2oiIiIjIcAxEEBEREZHCvZ0LEJ9kzZAWgZc2W3oZpOKttw8GTFmmel2PFrUx9dfOiibUhXJlkZceLergp98XYPfJy4rMiO5j5+Hqxlmws00Ga7f50FkcuXAjyljpQrlx+Y76JruxRIPorqPnqAYh0ri6YFL/Dmhdr7LqfUVAQlyK5s2Ojo2ry7ku3nooN/49tAQ1opMsqQ2qlCyExlVLo1a5YsiULrXW2ya1gXw9xeNXKJ4ffds0xBmPe+j35xJ4vnyruP2fy7agWY2y8vNPRERERJbFHhFERERERGQxYxasR0BwiGK8W/NamDW0uyIIEZmTgx3W/Pkr6lZwV1zn9dYbc9YZV+opNogSQsNmrYoyJpoud25Sw2yPuWjzAew9fVUxLoIfHptnaQ1CqBGlj0TmyYrff8Hx5RP1Woe9bTI8P7gMO2aPkKW0ogtCaFPJvQCOLpuAAjkzq2Z9zF2/V+85iYiIiMj0GIggIiIiIiKLePb6PTYfPqsYz5MtI6YO7KzTHEmSJMaSsX2Q0sVJcd2CjfsQFBIKazZq3lp4+36O8vPMGdYDiROb559qL999xNgF6xXjIsNh++wRcHV2NHjulC763Vf8jM6O9jBW6hTOWDH+F/ncadp98pLM2iAiIiIiy2IggoiIiIiILGLJloOyubCm33u3RfJkSXWeJ5WLE4Z1aa4Y9/UPwtq9J2Gtzl6/h9V7TkQZ69mijgwKmMvYhesREvYlypjov7Bp2hCkcHJAXFUod1bUKV9cMS76VzzyemORNRERERHRfxiIICIiIrJiX75+k/XXV+8+jjlrd2P2mt1YseMoTl29I5vGEsVVIgCx5fA5xXiOTOnQoHJJvecT/Qqc7O1UG2Fbo7AvX9Fv0tIop/Xd0rhiTK/WZnvMJy/fYesR5XM+tEtzg8oiWZsaZYqqjr9VaWhORERERLGLzaqJiIiIrNDtR88xZ90e7Dl1GUEhYaq3sUmSBJVKFEDf1g1QR6NGft8/l+BjpHIvQq8f66NqyUKwJgFBIfJnPHTuOm57euGdtw+CQ7/I8jBpUjqjUK7/nXKuW7GEPLVN8YcIsL3/5KcY/6F2Rdl3QF+iX4QIYGzUCDyIhs9vPvggQ9qUsCbTVu7AY42T+lMGdpY/h7ks2rwf4eFRyxSJLIgeLesgPtAWTPmg8j4jIiIiotjFQAQRERGRlZ2SHjlvDZZuPaTYMNT07ft3nLh8W15qlSuGxaN7I12qFPK645dv4cVb7yi3b1iltM7rKNC0j+L+Yv72DavqdH/HMq0UY/sXjkXlEgXl/3/99g1z1u6RzYRF+RxNoma+uNx78hKbD51FSmdHDO/xA3o0rw0bmyTQl9ebDyjYrK9i/O6O+ciaIa3e85HxTly5rTper2IJg+cUATnNQMT/HusW2jXQ7b0bGx48e4WZq3dGGatZtiia1ygX6xkoP9SuAHvb5IgPkmr5bogvPx8RERFRXMbSTERERERWwtc/EPV+HofFmw/GGITQdOTCDVTvNlKWXrF24nR6ta4jMW7RBtUghBof/0AMmfE32v02QwZrKO47f+O+YszR3hbF8+UweM6IQJemc9eVj2UpohSTKMkkyq5FsE2eFDOHdDPr4572uItPfgGK8YaVSyG+eKelBFPGtKlifS1EREREFBUDEURERERWICT0C5oPmCTLyBjK6603WgycJAMa1urlu4+o3n0kbjx8ZtD99525ivbDZ5h8XRT7bj16rhgrnCsrkiQx/J8oIiNI9FnQdFPlsSzl753HcOHmgyhjgzs1Q45M6c36uCcu31It71auWD7EF6eu3VGMOdglR+HcWS2yHiIiIiL6D0szEREREVmBEXNX48pd9SBE9ozp0LZ+FdSt4I5M6VPD2cFOnvwV5V22HT2P7ccuIDTsf1kCni/fYvCMFbBGQSGhaNJ/Il69/6Q4rVy+WD65iSxKqHz088e1e09wU0uw4sBZD6zde1LnMlFkfV69/6jabD1v9kxGz50veya89Y56Mv7+05cIDw9H4sSWPYclemKMWbAuyljurBnwa8emZn9stawQ8VzFl7JFr99/wt5TVxTjotyVIeXciIiIiMi0GIggIiIisrDLtx9h+Y4jqtcNaN8Yo3q2gm3yZFHGRV8DcRE18cUmZs/xC+Bx/4m8btPBs/Kks7UZNW8tHj1//e+fK7kXxPjebVC6cB7V29/xfIEBU/6STY01jZi7Bi1qloedbdTnheKGZ68/qI7nzGx8VoAI3J1A1P4TogzSG28frc2MY8uQmX8rAjCzhnZHsqQ2Zi8Hdfuxl2I8VxY3xdiz1++x7ch5mV0ggp0+nwORJHFipHZ1RuoUooF8FlQvUxTVShdGKhcnWIPQsC/4acJCBIWERRkXz2v/9o0tti4iIiIi+g8DEUREREQWNmDqMtWeEBP6tsPADk1ivL841bxvwRjZXyKi5JFoZG1tHkYKQoz9uTWGdG4e7e3Fhufe+aPR4tfJOHU1askVn88B2HPqMlrVqYi4aMqKbbAmvVrVg4ujfaw93st3URuhR8iQJqXRc7ulVp/D6423RQMRh855YPvRC1HGfqxbEVVLFjL7Y4uybcGhUTfphaxuaaJkqYycuxY7jl9Q/T4SzevFRQQ8V+85IRtDd2laE8O6tpDZTJbyyOsN+vyxCBdUApajf/pRfj8SERERkeUxEEFERERkQWev31OtlS9O++sShIjg5GCHLTOGwb3VQAQEh8CajezRKsYgRASRCbJ0TB+4/zhAcdp5/f5TcTYQMWHJJliT1nUrxWogwtvns+p4GlcXo+dOm1J9DlHyy5JlyQZOWx5lLIWTA/78pWOsPL7IclCTKsX/MhpEUK/nuAV6fXd8/fYdS7cekmXS5v7WA63rVTbZerU/5jf4B4XIMkw3HjyV6z5y4aZq4FVkk+nzHUpERERE5sVABBEREZEFrd59XDFmlzwZJv7SXu+53NKkxODOzTB24XpYq7JF8mJoF92CEBEypkuFdg2qyk3PyC7deiRLziRKlMjEqyRzE+V+1DibIBiibQ6RRWPJwJPIJohs7M9tYi2T4MMnP9VxJwd7bDp4Bj3Gz1fNgtCFyLToPm4+PF++k2XkTFVqKXVl/b8DI4JZ0wd3kcFcIiIiIrIeDEQQERERWUjYl6/YefySYrx5zXIGl5Dp2bIOJi/fipCwL7BGw7u1RJIk+jcMFs+JZiBCnN5+8vKdap17sm6BIaGq4w52tkbP7WRvp/6YweqPaW7X7z/Fos0HooyVLJgL3ZrVjLU1fPRTD8LcfPgU6/adUgQhRG+FCsXzI1dmN6R0cZJ9LZ6/fo/T1+5q/W4R3zsiw+LnVvVgCe75c+LHupXQpWmNeNOAm4iIiCg+YSCCiIiIyEJE81i1uu0ta1UweE5RoqluRXfsOHYR1iZbhrSoXqaIQfctni+HzHwQGRCR3X/2koGIOEg0j1ZjiqbNoneBPo9pTt+/h6PvpCXyvxFEIG7OsB5InFj/gJyhwr6oBw9W7oqakWWbPCl+adtIljVSyywR31dLthyUPU7UAjsj565B2cJ5UTx/DsSm5MmSwi21KxztbZEIzJAiIiIiskYMRBARERFZiGj6qraJWsXI5rW1yhazykBEJfcCBpdREiflM6dPrShv46ulxI+1C7y0GQnZt2/qQQEbA7JlFHNoCUSI/gKxbcHGfbj5/w3kI/RsUQdF82aP1XXoEoQRPSt2zB6BUoVya72NyDQQfRfqVHBHo74T8F6j5JN4nIHTluHkij8R29ll+85clZdxCzdgWLcW+KllHZZtIyIiIrIiDEQQERERWYhotqopd9YMRp8KL5grC6yRe4FcRt1fbJRqBiICgqy7MTep05YNEK6R8WIIbXPEZgaC4PXmAyb+FTXg5JbGFWN6tUZsi2lDPnHiRNg4bUi0QYjICuTIjJ2zR6BK1xGKIMfVu56yhFPlEgUNXm9SGxuM/ulHxXhwSBj8AoPk98C1u57w8VcGIr19P2Pw9BU4ePYa1k4aJLMkiIiIiMjyGIggIiIishDN08RCvuyZjJ43f47MsEZpXJ2Nur+jSu1/0SeC4h5tWQvfvn83eu7vWubQVrLJXAZOXY6gkKil16YM7CzLp8W2mH727s1ro2LxAnrNWThPNgzu3Ax//rVFcd3CTfuNCkSI8lXDuraI8XbnbzzA4i0HsP3oBcV1Ry/eRItfJ2HXnJGwTZ7M4LUQERERkWnE7rEgIiIiIvrX58BgxZirs6PR84ryKaaotW9qLk4ORt1fnNrW9D38v9r7FHfYJkuqOh4aanyT9WAtc4g+ArFly+FzOHzhepSxmmWLonmNcrCE6Dbixeeqf7tGBs3b64d6sFOZ+/TVOwiPhc9m+WL5sHriQBlsSOPqorj+3PX7GLtwvdnXQUREREQxYyCCiIiIyIoCEU4qp/4NYYlT1zFJEsulcch6pXBSD7j5m6DUVqCWLJmUJgjy6cLXPxDDZq1UNIGeOaQbLMVVy/MtlC+WH1kzpDVo3pQujqhb0V31dbz16DliS42yRbFn3ii4OiuDnQs3HcCdx16xthYiIiIiUsd/DRIRERFZyJcvXxVjpspkSJ409k5/Exmyga1tE99Yn/wCVMdNkW2ki9Hz1+KDz+coY4M7NUOOTOlhbc+3ULZwHqPmLls4r+r4dZUeOOZUKHdW/NGvg2L8n3/+kU3DiYiIiMiyGIggIiIishC1rIXA4FCTzK3tVDiRNXBLk1Lnvin6+uCjPkcGLY9pSlfuPMaq3ScUDeh/7dgUlpQxbSqt1xXIaVxz+4K5s6qOf/TzR2zr0LAqsmdMpxjfd/qqDEgQERERkeVYX/FgIiIiogTC2dHeLAEEseEWGGKagAaZx5QV22BNerWqBxeV96O5ZNNSCujFW2+j5/bSMoeh5Yf08fD5a8WGd54sGTBrzS6957r58Jnq+MYDp3Hh5gPFePOa5ZA7Swa9f/bosiV04aql94vPZ+OzW/SVOHFiNKhcEvM3RM2A8PEPxP1nr1AgR+ZYXxMRERER/Q8DEUREREQWkkJlA+/l+49Gz/vmgw/Cw3n615pNWLIJ1qR13UqxGogQZYoSJUqk2LR//OKN0XM/fflOMZY2pYtq4C827DtzVV5MZfWeqBkXEQrkzKw1ECGyr9zSuOKtt6/iOgc7W6PW46ilr01AkLIHTmwokieb6virdx8ZiCAiIiKyIJZmIiIiIrIQtU3DO49fGD3vbTZmJSvnaG+LXJmVPRPueBr33v367Zs8+a6paN7sSOiKaXkOgozMntKWxeXsYJnATxpXF9Vxv4CgWF8LEREREf2HgQgiIiIiC3EvkFMx5u37Ga+MzIrwePDEqPsTWer9/+z1B3j7Gt5b4ObD5whTaQLvnl/5WAlNqUJ5zFJCyVfLBn+qFM6wBLXXX0iShP/0JSIiIrIk/m2MiIiIyEJKqGzECjuOXTRqXmPvTxQbqpQopBgTpZpOXL5l8Jwnrqjft2qpwkjoqml5Du56GpeFdefxc9VxUQ7LEj74fFYdT+lsXC8MIiIiIjIOe0QQERERWUimdKmRL3smPNAoJbPhwGn0bdNA1tDXl8f9J7j/9KUJV0nmEHhpMxK6mmWLqfaJ2HXiElrVqWjQnDuPX1LtxVKmsHo2gKm1b1hVXkxh7d6T6DVhoWJ8/8KxqFyioN7ziawQUbZIZF1FdvH2Q6PWefHWI9Xx0rH0nGtSa+Qd0ZeEiIiIiCyHGRFEREREFtSpcXXF2K1Hz7H50FmD5hs5d60JVkVkfhnSpkSF4vkV4wfOXsP7T356z3f9/lPcfPhMMd6kWhkkS8rzV6I00Q+1K6hu3D9/88GgOUVZp4PnrinG06d2Rd5sGRHbQkK/4ND566rZGVkzpI319RARERHRfxiIICIiIrKg1vUqq26Sjpy3Fq/ff9JrrhU7juKMx10Tro7IvLo0qaEY+/L1G2as2qn3XJOXb1Ud76zyGAlV12Y1FZlW4eH/YM7a3QbNt2jzfoSGKXsy1K1QHJYwY/VO+HwOUIzXq1jCIushIiIiov8wEEFERERkQWlcndGndX3F+LuPvmjSf6LOJ8NFX4iB05aZYYVE5tOiZnlkTp9aMf7XtkO4ds9T53lEOad9Z64qxssXy49ShXLrtaaJf22GY5lWiosYj+tEKbiGVUopxpdtP4IzHvf0muv2o+eqAaPEiROhf/vGMd7/zQcf+GlpdG0IkUkzc7V6AKtL05omexwiIiIiMgwDEUREREQWNrz7D8imUjZE9I4o1WaQrBUf9kV56lh49f4j+kxcjA4jZuL79/B/y5CkSuFk9nUTGcvGJgnG9mqtGP/67TvaDJ2Op6/exTjH1bue+Fmll4I4+f9H33YmW2t88XuftoosLNGno+2wafK51MX9p6/QdMCfMntFU/Ma5ZA7S4YY57h23xMFm/aRmSzGBCTCw8OxcNN+tPtthup6GlQqiZIFcxk8PxERERGZBgMRRERERBZmb5sc80f2gk2SJIrrRJkR0bA2R70eaDtsOobOXInfF29E3z+XoGaP0cjfpA9W7T4e5T4zh3SDg52tYi4Del8TxUp5smqlCyvG33j7oGqXEdh08IzcbNYkNp0XbNyPej+Pg39QiGoZIks1TLZmIkjwW7eWinFf/yDU/XksJizZBP/AYNX7BoeGYfaa3ajebaRqtpZbGldMGdhZ57V8DgzGH0s3I2f9nmg9ZCq2HD6ncxaYr38glm0/jAodh8nvRbUghAjIzhraXef1EBEREZH5sGsbERERkRWoWrIQ5vzWQwYYxOlktQ273ScvxzjP4E5N0bR6WYyYu0ZxXVIb/tWPrNOycf1QsdMwvPX2jTLu4x+IbmPnYcyC9ahaqhAypUuN7+HhePbqPU5cua3aD0AonDsrJvfvFEurj3vE98Tl249w8JxHlHHR72HKim2YtWYXKhYvgFxZ3JDSxQl+AYHyOT997S5Cwr6ozpnUJgnW/Pkr0qVKofd6RMbX3tNX5SUiq6tInmxIn8oVLk72cHKwx7fv3xEQFIIPPn6489gLT169k/0ttHG0t8WmaUNlU3QiIiIisjz+a5SIiIjISnRqXF1unvX+YxGCQsL0uq8oQzOsawuM6tlK/jkoJFRxG9vkyUy2ViJTEpvXu+eORr3e4/DR119x/esPn7Bu3ymd5sqdxQ0754yEnS3f79okTpxYBg1+GDwFJ6/cVlwvsguOX74lL7pwdrDD3xP6o2yRvCZZ3wefzzh68abB9xel7lZNHIASBViSiYiIiMhasDQTERERkZU17z2/Zpqsa66rQrmyYu/80f8GIYTPAcrSKqlc2DeCrFf+HJlwasWf8iS8oaqXLoJjyyYadCo/oRGBmh2zh6NXq7oykGmo3FkzyOe8TgV3WFqSJInRt00DXN4wg0EIIiIiIivDjAgiIiIiK5Mzc3psmj5UNqveeuQ8zl6/h0fPX8ua6IKzoz1yZkovN9oaVCmFKiUKRtlI/OjnL8uYaEqf2jVWfw4ifWXNkBan/54kmw/PXrtbnozXRfaM6fBbtxZo16Cq2dcYn4hybdMHdUXLWhUwftFGnPG4q/N9M6dPjaFdmqNDw2qy6bi+apcrju2zhsvyUEcu3MCz1+9hqAxpUqJt/cro0Ki6/P4kIiIiIuuT6B+1IsRERERxgIeHB0qUKIGzqyajWL4cll4OkdU4fP46mg+cFGUsWVIbfDi5xqANQyJLEH0DIjapbz16judvPiAgKFgG3SKCccXz50DdCu4yE0KUGyLj3Hv6EvtPX8XFWw/x8PlrePt+lj0hXBzskcrVWfZsKF8sH2qUKYrShXKb9PtENKm+cucxrj94iicv38LrjbdsWB4YHCJL1YlsB2cHe7g42sPV2VFm0Ijf/cXz5YB7/pzyeqL47MaDp6jY6Tdcu3YN7u6Wz0AiIiLSFzMiiIiIiOKZc9fvK8byZc/EIATFKcmTJUWTamXkhWJHgRyZ5cUSRDmthlVKyQsRERERxT88NkJEREQUj4gms2v3nVSMVyiW3yLrISIiIiIiImIggoiIiCgeWbHzqCxxoql+Zd2bXxMRERERERGZEgMRRERERPHEncdeGDVvjWpT2cruBS2yJiIiIiIiIiIGIoiIiIisQEjoFwyYugxPX70z6P4nrtxG/d7jERr2VXFdv7YN2ciViIiIiIiILIbNqomIiIiswPfwcCzbdhh/7zyK2uWKoVmNcqhXsQRcnR213ueff/7B9QdPMWftHuw4fgHh4f8obpM3W0b0aFHbzKsnIiIiIiIi0o6BCCIiIiIr8v17OA6c9ZCXRIkSIUfGdCicJxvSpUoBF0d7hP/zD/wCgvD2gw8u3n6IT34BWueyS54MKyf0R1Ib/pWPiIiIiIiILIf/KiUiIiKyUiLj4cmrd/Kir5TOjtgwdYgMYhARERERERFZEgMRRERERPGMKMckghB5smaw9FKIiIiIiIiI2KyaiIiIyBqIMkp//tIBpQrmNniOXJnd8NfYvri8fgaDEERERERERGQ1mBFBREREZAWSJEmMX9o1kpf3n/xw8dZDXL37GI+93sDrrbccCw4NQ0jYF9gmS4qULk7ykjl9alQqXgCVSxREodxZZV8JIiIiIiIiImvCQAQRERGRlRGNqZtUKyMvRERERERERHEdSzMREREREREREREREZHZMBBBRERERERERERERERmw0AEERERERERERERERGZDQMRRERERERERERERERkNgxEEBERERERERERERGR2TAQQUREREREREREREREZsNABBERERERERERERERmQ0DEUREREREREREREREZDY25puaiIiIiCh2eL35gILN+irG7+6Yj6wZ0lpkTURERERERPQ/DEQQERERERFZQEBQCO4/fQmvt974HBgk/2ybPBlcnRyQ0sUJBXNmQcZ0qSy9THwODJbrfPrqHfwCghAS+kWu09nBDpnd0iBnpvTInD61pZeZYIWHh+ONtw9evvuIV+8/yfeSeI2+fvsGJwd7uDjaI42rM4rkzY5ULk6WXi4RERElUAxEEBERERERxYJX7z/i5JU7OHHlFi7cfIgXb71jvE+mdKlQsXgBdG1WC+WL5UNs+ejnj/X7TmHn8Yu4dv8Jvn8Pj/b2InBSqmAuVC5REHUquCNf9kw6P9bZ6/dw7vp9xIbCubOifqWSMd5uw/7TePEu5tfHFBpUKolCubPqdNt//vkHD5+/xoWbD3DtniduP/bC/aevEBwaptP9s2VIi+pliqBLk5oonj+HkSsnIiIi0h0DEURERERERGYigg3bjp7HtiPncePhM73vL064bzx4Rl6K5s2OyQM6oZJ7AZiLf2Awpq/agYWb9iM07KvO9/P5HIBD56/Ly8h5a7FsXF+0rldZp/ueunoHk5ZtRWxo16CKToGIVXuO46zHvVhZU8a0qXQKRIgsh3xNfsYnvwCDH+v5mw9YseOovJQsmAuzh3ZHsXwMSBAREZH5sVk1ERERERGRGVy//xQFmvbB6PnrDApCaLr58Bka9BmPkXPX4MvXbzA1ccq+bPshmLl6l15BCDXfYsigsJQkiRPH2TV9Dw83Kgih6epdT1TpOgK/L95osjmJiIiItLG+v4URERERERHFA6JGv6mFh/+DOev2oPOo2TGWS9LHlsPnUL/3eJ3KRcVlVUsVhjVJnDiRLGdlKeI9NPXv7Rg4dZks+0RERERkLizNREREREREFMuyuKWRJZYquReUTanTpHRGGlcXhH75ig8+frh065Hsz3DwnIfq/XefvIxfJi/FgpG9jF7L1iPn0W3sXBnk0JQ8WVJULVkIjauVQZHc2ZAuVQq51uDQL/D1D8Sj569ltseJy7dx/uZ9kwZHTC2FkwMaVy0Na1K9dBGjGpKL91HF4vlROHc25M2WETkypUcKZwfZoPrbt3D4BwXD88VbXH/wBNuOXMCVu49V5/lr22FkdUuLAR0aG/HTEBEREWnHQAQREREREVEscLBLjpa1KqBzkxooVSi36m3Exr/YRM6dJQPaN6wKj/tP0HX0XHi+fKu47ardx9GsRlnULFvM4DVduv0IP/2+QDUI0aRaGUwf1AVuaVIqrnNxtJHrFM2Pa5cvjqFdmssG1yKosWjjfr3WMLJHK3kxlUWbD2DIjL8V4y1rV4Bt8mQ6zXFw0TiYUtth02XwSFOHRtX0midZUhtUEYGhqqVRq1wxZEqXWuttk9oAdrbJZPCoQvH86NumIc543EO/P5eovp/+XLZFvp+yZkir15qIiIiIdMFABBERERERkRm5Ojugf7vG+OmHunBysNPrvu75c+L0ykmybJJan4mhs1bhyvoiSJIksUGNqbuOnoOwL1H7QYi5lozurXOz6QipUzij1w910bNFbfgHhcBS1u49qTreoWFVWIII0Bw4e00xntLZEQ0rl9J5HnvbZHh+cBmcHe0NXovIwjm6bIJ8P9178jLKdcGhYZi7fi9mDO5q8PxERERE2rBHBBERERERkRnY2ybHkC7NcXv7fAzu3EzvIEQEsfG8deZvMgNBkyiNdOHWA4PmHbdoA7w0ekIkSpQIC0b00jsIEVnixIllGSRLuP3ouWzqralAzswoUSCXRda06eBZfP32XTH+Q52KMgNGn+fVmCBE5IDRivG/qAavdp+8xF4RREREZBYMRBAREREREZlBodxZMbZXa5NsyqdP7YpfOzZVvW7/6at6z/fg2Sus2HFUMd6ndX1ZEiquWqM1G0K/EkimtHbvCavK0Ih4b9YpX1wx/tbbF4+83lhkTURERBS/sTQTEREREZnVt2/fccfTS258fvILQNjXr3C0t0P2jOngXiAnUrk4WXqJRHHCj3UrYuzC9Yrxi7ce6j3XjFU78e171FP6oln26J9+RFz19ds3bDp0RjGe1CaJURkexhDZGbcfeynGC+fOimL5csCSapQpiv1nlCWj3n70lY2viYiIiEyJgQgiIiIyqw8+n7H31BXZcPX24+d4/8lP1iUPCg1D8qRJZSPNFI4OyOyWBtkypEGh3NlQplAeuUljY5PE4McVpSXuer7A2Rv3ce/JCzx8/hov331EQFAwAoJCZa1tV2dHpHRxQr7smVDRvYCsnZ0jU3rEpicv32HHsQuygejD56/g8zlQbqalcHJEnmwZUMm9oDw1q2vz0NCwLzh4zkPWI7/58DlefxA/cyhSODsgfSpXlCmSB02rlUHVUoVlCRZz8nzxFnPW7cGu4xfh4x+oepvEiROhYvEC6P1jfTSsonut9Nj25oMP9p25igs3H8iAyqv3nxAUEorw8HA42dshU/rUKJgzCyqXKIhGVUubvCyNpT5HZF1EY+LM6VPL77LI3n3y02se8f7ZdvS8ajaEg50t4iqxqS6CnZrqVHBHGldni6xpjZZsiPYWzNCIoK3R9Qc9309EREREumAggoiIiMxCbPyLk7sHz3ooTt1GCP4eJptjio2jJ6/eKZq7Nq5aRjZ3LZInm84n749fvoUth8/hyMUb+Ojrr/W2opGquIj66NcfPMWGA6fleO1yxTGsWwuUKZwHhvJ68wEFm/VVjN/dMf/fgMJbbx8Mm70KO49fRHi4sh63t+9neTl3/T6mrdyOHi1qY3zvtlo3CUXgZdn2I5i8fKvcZNQkngtxEZkJy7cfkT/f3OE95ea5IRzLtFKM7V84Vm7Ei7VM/Xu7XItaXfTIxM9++tpdeRHBkb/G9oFbmpSwFiLwIH6Woxdvaq2bLoIs4nLr0XP5PhowdRk6NqqG4d1/QNqULnHuc0TWLV2qFIpAxAcf/TaOtx45jy9fvymCgh0aWX5z3Bhr9qhv+ovPoyWI53jzoXOK8WRJbdC6XiVYmsgU0dbbhIiIiMjUGIggIiIik5uzdjfGL96o2OjSh69/EFbtPi6bs+qygSoeK0+jXtEGH3Rx+MJ1eeneojam/9rFLKfJxaZ7u9+my59RF9+/h2Px5oO4dOsRts8eoTjZ6+sfiM6j5uDYpZs6r+HS7Ueo2mWEnE9kgpiKWGv3cfNkMEhfJ6/cRoWOw7B73mgUymVYgMRURLbB4BkrsH7//wJU+gj78hV/bTuMbUfOY8GoXmhUpXSc+RyR9VMLiNkmS6bXHCIAqqlUwdwyyBFXvfvoKwPQmkQwUASYLWHv6Svw+azM0KhXsYRVlKQTz5majGlTxfpaiIiIKP5js2oiIiIyqT+XbcHIeWuN2jw1hCiRY2wQIrJl2w6jSf+J8qS5KZ26egdN+0/UOQgRmcjcaDtsuizdFEGUcmrYd4JeQYgIIWFf8MOgybijUr/cUMPnrDYoCBG5BFGDPuPx7PV7WIp47CpdRxgUhIhMZEm0HTYDi7ccjDOfI7J+z15/UIyl1SOAEBgciit3HivGTRmQtASRjSQCoZra1KtssfJka/dYX+PsyE5du6MYc7BLLku6EREREZkaMyKIiIjIZESfgz//2qL1+pyZ0qNgriyyxrkoMSR6FIiT534BQbLuvriIzXFTSpIkMXJldkOBnJllPwhRR19sSn0ODJJ1/0XNfVHvX1vQYOjMlZg/4ieTrEWUgWr324wom8uiHErpQnlknwpxclcEPkRvBfHYas+FKBU0d91eDOrUVAZfOo2aJZuhRpYpXSpUKJ5f9oRIliwp3nn74OTVO4pyLhGbkr9MXopjy/4wumfE0Ys3sHDT/ihj4hR+uwZVUbVUIXnK1iZJErz+8Ek211237xTO37ivmEeUGBIBlzMrJ8f6BuKLt96o9/M4re8J8XoVzZNd/lwpXRxhY2MDbx8/XH/wTPE6RJxeHzLjb6RPlQJNq5eNs58jsg53n7xQPWGfzU23HjLCpVsPVct8uRfIhbhszV4tm/4WKsskyu8du6wMEKdP7Ypa5YrB0l6//yT7zmhqXqMc+8oQERGRWTAQQURERCYzbNZK1XHRbHlgx6bIkzVDtPcXp1mv3vPEvtNXsOPYRYNPxYsNfdH4uGm1sihXNJ9s5BsdEYxYsHEfNh08q7hu5a5jqFvB3SSNlPtP+UtuFkcESLo1q4VhXVuolkMRtxs1b618fE2iZ0S35rVk1saJy7f/HS9RICf+/KWjDEKo2XzoLH6dtvzfNUS4fOexzGJoVaeiUT+fCJBEroE+7uc26Ne2oSLAkTdbRnnp1Lg61u07icHT/0ZAcEiU29x+7IV5G/ZiYIcmiC0iCPTjkKmqQQgRxOrbpgG6N68tAxDaeoNMWLIJmw6djVI+R/z/L5OWomyRvHITMq58jsj6bDp4RnW8RtmiOs9x85EyYCbkyuKm6Llz4Nw17D99FR4PnuLlW28Eh36Rje9Tp3BGhjQpUalEAdQoUxTF8mZH4sSWS7a/fPsRHj1/rVpuSgR5LUFkVKllaLStX1l+/1tSaNgX/DRhIYJComb8ie/t/u0bW2xdREREFL8xEEFEREQmIZrqima9muYM6yE3zXUhNmdEE2VxEZvYu09e1qs0ktjc/rVjE/xYp5JeJzrd8+fE8vG/oFXtiugwYpbiMaes2GaSQMRjrzf/NgLdMGVwtJuHKZwcZCaGuK1mloHIYpi0bAtW7Dj675h4jmcN6RbtZqAINGRxS4MGfX6XfQwiE30EjA1ERJyyFoGHZeP7yZO1MRHZElnc0spyVZprmrRsK1rWqiBP/seGcQs3yACIpvLF8mP1xAExBhFEI3Lxc4uN2Z//WBTl1Lko09Rv0hJsmfGb1X+OTEWU/Np35iqsRZb0adCmfmXEVaIXzN87//vMRyaCpboSGTNqsrql+Tdwtn7/KRlUUwvKRTS+F/Mcv3wL4xdtRP4cmTH6px/RuKph/VDiWzaEsHaf+praW7gs0yOvN+jzxyJcuPVQcZ14DS0VuCEiIqL4j4EIIiIiMokTV/47mR9BnMzXdfNUk9hQ17WUjWCbPBmubpxpVHmhOhXcsW7yIDQb8KeiN4No7iw2dk1h9cSBOp9g/r1PW+w+eUmxIbhg43/BiZa1ysuNal2IU/k9W9bBvPX/ZS8IZzzuylIibmlSwlhDOjfTKQgRuTb91IGdZcZIZGLzfPn2wxjXuy1io+TN4i0HFOPliuTFnnmjkDxZUp3nEpvdojSSKHkV2YGzHrjj+SLaRtyW/hyZ0o2Hz+RmtrWo6F4gTgciJv61WbW3TNVShZEzc3qjekzYJk8qy3x9DgxG97Fz5XtVH/efvpTl1CqXKIg1k36N1UbMIaFfsO2Isi+NXfJk8rvREkQJvYjAs+b3b0wZTaYk+gn5B4XIMkw3HjzFnlOXceTCTdXSXAPaN47VDDQiIiJKeNismoiIiEzizYdPRp3SNQVjexwIonZ3i5rldS6Joi9RjqhuRXe9Aiydm9SItgzVrKHd9VrDz63qKcbCw//B+ZsPYCxRrmVw52Z6369L0xqqDVLX7T+lWt7E1ETWi3gOIkvp7Ij1U4foFYSI0LVZTdQpX1wxvnhz1OwWa/wckfU5f+MBlm49pPqdJ06x6+PDJz/FmJO9vewz0rjfBL2DEJGdvnYX1buOxOMXyk14c9l14qLcbNfUpFoZODvawxLWxnKGhii15FimleLiWqEtstbuhvIdhqL3xMXytdUMQqRxdcGqiQPwR7/2ZlkbERERUQQGIoiIiMgkfD4HKsZcHB0QF3VuUl0xduXOY6PnFY2Oh3Zprvf9GlQqqfW6n36oC1dn9Z4F2ojyTGqb/mplifQlekKIclKGnNwfovLcvPX2lU2wzen9Jz/sPnFZMS4CKmlcnQ2eV+3n2XzoXJRm5fH5c0SmId4TXcfMUQTKIvoN6Jup9Uml2XVSmyToMW4+rt17ovp90aZeZQzs0BiDOjZF+wZVkVujn0RkT169Q/MBk2R2hSXLMrW3UFkmkcm1/egFxbiDXXK9MsXMTZQknDKwM+7unK8afCciIiIyNZZmIiIiIpNwtLfVuRa5tatQvIA8aRy54fAdTy/Zw8CQ0/ERqpYsLPsI6CtfjkywSZJEtZyGyLAwhAhEaAYeHjx9CWOI58yYjbZ6FUrI95HogRHZuRv3Zdksc9lx/KLiuRWvc5emNY2aV5RhyZ4xXZRm0WKT8ubDZyhVKHe8/xyR8UQ2kAhCqPVqENlHYiNZX6FfvijG3nj7yEtkxfPlwOQBnWRpMDWi1M+w2atw7vp9xXXiPd/7j0Wy1J05iQbxIgtDrd9FlRIFYQk7j19EQLAyQ0OUSHNysIM1EN9vbqld5fdNIhifSUhERESkCwYiiIiIyCQyp/9fo9PI1u07iT6t6xu0+W5JyZLayCwDn0gnh79++w7Pl29RMKf2+v661Kg3RFIbG2RxS42nr/7b0BZyZkofYwNlbXJmVp5o/qRyGl8fRfNkQ8Z0qQy+v51tMlnvfu+pK1HGPe4/hTkdvaDMuKheurBJNg3LF8sXJRAhXLr9UGsgIj59jto3rCovZLiR89bg6MWbqg3JV0z4RTa111d0GTkRRAbE4tG95eNoUyxfDhxcNA5DZ67Eos3K/iq7TlzCoXMeZg0iitJtkQPGEdo1rGqSUn2GWLPHOptURyaC6qKRvLiMW7gBw7q1wE8t61jsOSMiIqKEgYEIIiIiMgnRcFiTKM1Rq+cYeWq3SbXSsvyOpbx891E2VBXBhYDgUAQGh0S7IRceruxL4KfSKFYf4oSxoZwc7FU3Ag2fT7nJHqBSZ10fauWeDJlDMxBx/f4Tudlork2yK3eVZbdKFTJNY/IcmZRNhG8+fB5nP0cUexZvOYj5G/apXvd777aoWNywwOb/PkfKzfsI1UsXwZIxvXV6n4m5pg3qgg8+n7Ht6HnF9bPW7jZbIEJ8J6zfd0p1TaJ8lCU8f/MBZ6/fU4znyJQOFbVklpiCCFar9QoJDgmDX2AQXrz1xrW7nvDxVwabvX0/Y/D0FTh49hrWThqkmpVFREREZAoMRBAREZFJFMmTTW60X38Q9fS6KPfRYcRMZMuQFi1rlUeDyqVkberoTtqagthU333yErYeOS/7O/gFGBdEED4HGjdH6hSG9xtwsFNuDqU2on+Bo8p8QSFRSyLpq2Auw7NFIhTKlVV1I140o3UxQ+PZdx998clPWTM/T9YMJpk/pYuTYuyjn3+c+RyRZYjvraEz/9babL5/+8YGzy36QWhrAG+XPBkWjuqld7Br5tBuOHHldpQsMuGsxz3cfvQchfNkg6mJkkxi419TlZKFZF8LSzWpVs3QaGDeDA3xPTCsawudmp4v3nJAtYeFyLxp8esk7JozErbJk5lppURERJSQMRBBREREJvNn/45o2Pd31U0usWE0fdVOeXF2sEO5ovnkRdQfL1kwlzzRaQpfv33DnLV7MG3ldgSFhMGU/I1svuriZG9Uo2vFfEZszKttNH5XyQLRR9qUKWCsNK4uquOfA4LMEogQJ4XVtB8+E+YSU2aNNXyOyHJEc/ae4+erNqf+sW5FTP1V/74QmsGG0LCvqteJIFemdKn1njOVixM6Na6GWWt2K647fvmWWQIRa/acUB3vaKEm1SKLbv3+U6rf3e0aVIE1EKXixKVTo+roPm6+zIaITPT7GLtwvUG9R4iIiIhiwiNUREREZDKirMzsod1jPKUtTrcfOn8d4xZtkCVnMtfqipa/TsbGA6eNOpX/6v1HlGs/VM5r6iCE8E3LKWJdJTFxSR1rOw1vipIeYnNdWyDCHN77+CG2+QUEWvXniCznws0HaDtshmrZuPqVSmDJ6D5Gn6xP4eSo9bo29Q3fMG9bX70ckmg2b2oiKLz75GXFuAhWNqpSGpZw6uod1cBmtVJFDArumFONskWxZ94ouDore4ws3HQAdx57WWRdREREFL9Z179eiYiIKM7r0rQmds8dhdx6lLYJDA7FwXMe8oRmzvo95caqvqWUXr//hPq9x+PBs1cGrJpMwc42udFz2NupzxFopo31kNAviG1hOjQLttTniCzn5sNnMpAUHKoMolYuURCrJw6EjU0Sox8npYt6IEIEvkRWjaHyZc+o2jxbs8yYKYh+FGrPU8vaFWTTe0tYs1e9SXUHC2VoxKRQ7qz4o18HxbgoLbVgo3pvEiIiIiJjMHebiIiITE7U6L6yfgY2HTqDlTuP4cKth3ptpk5fuQOrdx/H3xP6y7l00XviYjx99V71OtFLoVqpwrKETc5M6ZExXSo5ljxpUlmmRG1zr0DTPlrL9pC6EJWNQX2J5qq69sgwBW218hPq54gsQwRQG//yh+yHoqlUwdzYPH2Yyer2Z0ibCtfuPVGM58iYDvZGBBNFpkaBnFlwXiMD4qOv9p4oxvRiUNOhoWU2/cXrtkclQ0NkHDSqUgrWqkPDqvJ74tnrqL87952+KgMS5uxrQURERAkPAxFERERkFmJzXzToFBdRMunE5duydMXZ6/fw6v2nGO//weez3JjbMn0YapcvHu1t95+5imOXbirGnezt8Gf/DmhbvwqSJ0uq1/rVSqNQzJvfxhLlhtSYoz+EkDy5+vuifYOqyJ4pnVke00Xl1Lg1fI5MTZR32XfmKqxFlvRp0KZ+ZVibp6/eoVG/CapN00Xz9u2zh5uk7FkE0fBcjauz9pJNunJVeW9//fYdAUEhcNJSdk1fj7ze4NLtR4rx/DkyG5XRYYyth88hJEyZXdWyVgW9f/fEJtErqEHlkpi/IWoGhI9/IO4/e4UCOTJbbG1EREQU/zAQQURERGYn6mOL8hQRJSpEw92zHvdw+todWeNebQMu4rR651GzcWPrXKRNqd7EWFi167hiTGQ6HFn6uyw/YY46/qTk7fPZ+Dk0mqcasnmvjxSO6vPWq1QCTaqVQUL6HJnajYfPMGHJJliLiu4FrC4QIUrKNeo7AW+9fRXX5c7ihl1zR5okQBBZHi3lvhxMEOxwdFCfw5SBiLV7T2g93W8p2jI0OjaqDmtXREsj8VfvPjIQQURERCbFQAQRERHFOnEiV1zaN6wqN0lPXLmFBRv348iFG6on5Oes3Y2JvyhrWQthX77i5NXbivFBnZoaHIQQjX5Dw74adN+E7O6TF2aZQzSwNldGRKb06k1kff0DE9TniGLf+09+aNj3d3iplIDL4pYGe+aPRrpUKUz+uMXy5lAdDzJBRlNgkPoczib6/Ir3+fr9pxXjNkmS4Me6lWAJ95++wpW7j1WzWYrnV3+urUkaV/XgJPvLEBERkamxWTURERFZlGiQWrNsMeyYPQJLxvRG4sTKmtS7TlzSev+Hz18jSKWvQOt6hp98vvHgmcH3TchuPXpuljmK5cthtlrl2TOmVS2d8tjrDRLS54hil8/nQFky6/GLt4rr0qd2xd75o2UGjDkUzJVFtReEKYJvviqb17bJk5qstJQIsr37qMweqVuhuFmCNnE1Q0MfIpiv7TuFiIiIyJT4twsiIiKyGqIOfsf/LzsTmShBo7b5JHzw8VOMiU02bXXQdXHptu5Ngek/Nx89x5sPPgbfPyT0C05eUWa3lCiQE+aS1MYGxfJmV4yf8biHhPQ5otgjyhQ1GzARdz2V2T+pUjhhz7zRyJEpvdkeP1lSG1Qonl8x/vT1ewQb0XBeNDe+p5LRpO3EvSHWaNn0b2+hJtXfvn3HhgPKDI2kNknQykIZGvoSfWTUpDRxSTAiIiIilmYiIiIiq9KydkWsVOn5IDZLxElhtZPFmlycjCsDsunQWaPun1CJjchtR8+jX9uGBt3/wLlrqg2vyxdTbpqaUq1yxRTNb28+eoYXb71liZyE8DkyB1EySlwoarDth8FTcO3eE8V1ovzY7rmjkD9HJrOvo04Fd0UJL1H26Mqdx6hSspBBc4rmxmrlfEoXygNT+PQ5AAfOXlOMi74ndSu4wxIOX7iuupFfr2IJpHF1Rlxw4eYD1XFzBsOIiIgoYWJGBBEREVmVjGlT6lU+QluJEbEpbojT1+6qnlQm3czfsM+gU9Xh4eGYvnKHYlyUW6lVthjMqUWt8orST2JTdvba3UgonyMyv6/fvqHdbzNkg3FNonTR9tkjUFQlO8ccWtQsL/sqaNqg0n9BV+v3nVIdNzSwoWnTwTP48vWbYrx13UqwsVH+LLFhjZYm1REN5eNCYEw0ulcL7mQ1IquQiIiISA0DEURERGRVPnxSLxOh7RR3apVTp6LRtCF9HsQm7aDpK/S+H/3n9YdPqgGFmPy985hqf4h2DaqYfZMxd5YMqFGmiGJ81e7juHrXEwnhc0TmJQJbXcfMlSfo1XoobJo2FGUKmyZzQBfitH6TamUU4yKj6eW7jwZlK6zec0K1z4DIODKFtVo3/avDErx9/XFQJUNDfMZqlyuOuGDG6p3w+RygmtFBREREZGoMRBAREZFJiJIZ4sSvsXYev6h6Wjh9avVGpAVyZFY92bto8369H3vIzL9x/+lLve9HUU1buQM7jilfR23OXr+HobNWKsbtkidD9+a1ERvG9GqtyIoQgam2w6YbtDGrrZ787Rgaelvqc0TmI7Kz+k1aovqZEL0E1k0aZLKsAX0M6tRU8Z4PCfuCPhMXywwlffw6dbnqhnbLWuWROb3xTbdvPnymGqgsWTBXrJSyUrPp4Gl8/fZdMd6mXiWzNHoW/XfUSl8ZSnzXzFy9U/W6Lk1rmuxxiIiIiCIwEEFEREQmITIJirT4BQs27sfnwGCD5jh8/jqWbjukGK9fqaRsKqzG2dEepQrmUoxvOHAGG1WaiKoRG7/9Ji3Fih1HDVg1RYgICImN1+7j5mH+hr0xlsgSpWBaDZqiWjJoWNcWsdajwT1/TnRvXksx/sbbBxU7DcPxS7cMnts/MBgLNuxDoeZ9MX2V+safpT9HZD4j5q7Rmi3w94T+sl+DJRTJkw3t6ldRjB+/fAs//b5QZnHoYsiMv2UmhabEiRNhcKfmZm1S3cFCTaqjK8tkrsbZ1+57omDTPpi8fKtRAQkRZFq4ab8sE6ZW6qpBpZIywENERERkavyXCBEREZmMODk+bNZKjFmwDrXKFkXzmuVRuUTBGMvBvHr/UfYWWLT5gGLzS5zY7dmyTrT3796iNi7cehhlTGyA9xi/QJ6iHdS5GVK5OCnuJx5LNGwdOW8NHj5//e94pnSpEPrlKz76+uv4k5PwS7uGmLl6l/x/EVj4bfZqrN9/WtZLr1qysOxbIDZfxeb+hRsPsHbfKZy/cV91rgI5M6N/+0axuv4/f+kom/XeeBi1rNcnvwA0/uUPWW6lX7uGqFS8QIzlosTp5dPX7shT8Ecv3fw30FKmsPV+jsj0RDmheev3ql5XPF8O+b0zZcU2kzxWm3qV9Q7c/fFLe/n+fPfRN8r4hgOn5domD+iE8sXyqd73xoOn+G3OatWeF8KI7j+YJFtBbJZvPnRONWOqZe0KsITr95+q9hIS5bXyZstotscVwck/lm6WWWfiu6FFrQryu0H00omJ6J0kAkbLtx/B7cdeqrdJlcIJs4Z2N8PKiYiIiBiIICIiIjMQm657T1+VFyFDmpQoli+7bIDp6uwIO9vkCAkNw1tvX9zxfIE7nuqbIkKPFrVRtkjeaB/vh9oVZK3re09eKoIRc9fvlafDyxbJh4I5M8sMCj//ILkZfsbjnqKciNgoXzymD3r/scio5yAhqlm2mOzPIU7bRhCBIHFiWh8pnR2xfvLgWD+9b2ebDNtmDUfdXmPx+MVbxfWivr+4ONglR+nCeZDVLY18PydPlgwBQcH4HBAs31e3Hj83SRArtj9HZHpebz9ovU70HzFlD5JyRfPpHYhIncIZq/4YIANtmllJHvefoPZPY+T7vELx/DIQljhRIrz/5IeLtx6qfkYi1KvoLjOaTGHf6auqZZ8aVysNF0d7WILWDI1YalKt+d0gvhNEhkv6VK5wcbKHk4M9vn3/joCgEHzw8cOdx1548uodwsO1Z6iJ0m2iV0kGLY3uiYiIiIzFQAQRERGZndicFRd9iWaq4kRuTBInTox1kwehWteRqiUrxOb4ySu35SU64tT4rCHdUdUC9drji0n9O8Lb9zO2HFaeYNaFaD6+e+4o5MriBksQJ4sPL52ANkOnyc1WNUEhYThxOfr3Ulz8HFHCJIIMayf9ivbDZ6qWSPN66y0vumpYuSSWjf9F0X/CUGu1bPqbqwRSTMRztOXwWcW4vW1ytKhZ3iJr+uDzGUcv3jT4/tkypMWqiQNQogBLMhEREZH5sEcEERERmYRptpz+a+A6uFNTrJ44EMmS6nZuIneWDNgxewTc0kRfvkYbUeZj+fh+6NqMTTqNITJKVvz+C0b1bCVfR31Uci+Ic6umyJO9lpTG1RkHF43DiB4/wDZ5UpPNm8LJAWWL5rXqzxElTPUqlsChxeON6skiPvuDOzfDhqlD5Ol6UxAlo0TpKE0iS8NSAeO9p6/A118Z8G5avQycHOwQl4jXrG+bBri8YQaDEERERGR2/BcJERERmcTx5RNx6JwHDpzzwKkrt+EfFKL3HGLTt0GlUhjevSXyZde/tnipQrlxdtUUjJi7GluPnNep2apoqNqgcin8+UsHZM+YTu/HJCVxEvq3bi3RslYFzF67G7tOXFTduIt4/ssXy48+reujUZXSsBaiB4Socd+xUTVZ43/dvlMGNYgVwYdKJQqieY1yaFSlFGyTJ7P6zxElTKJB8dWNM2Wfl6VbDsLHP1Cn+4nPsHh/j+zZSgaETWn9/lOq3+NtG1QxWcaFIX0/LJGhIXrUbJ81HAfPecjeRs9evzd4LlHmrW39yujQqDpyZk5v0nUSERERaZPoH1E8mYiIKA7y8PBAiRIlcHbVZBTLl8PSy6FIwsPDZb+GS7cfybr1T1+9h9ebD/ANCERgcKjcWHJ2sJOnRzOlT42iebLDPX8O1KtU0mQ1v5++eoedxy/i9LW7eOz1Bp8+ByAk7AscbJMjXWpX2VC0YvH8aFiltCxLoXb/r9++RxkTNdItVZPc2jiWaaUY279wrGycqunbt++yOeqDZ6/w6bM/wr58g4O9LbJnSIsSBXPJOvXWTjTMFc2nRWPe6w+eyfezqL0eHPpFbsQ62tvJ97RbmpTyvZUve0aULpRHnjIWp47j6ueIEqaQ0C9yw/vYpZu4/fg5nr/5IPsNiPe6+LyKS97sGVG9dBHUKFM0xkbqZHqiV8eVO49x/cFTPHn5Fl5vvGXptsDgEFk+TnzvODvYy+8C0VNGNA4Xf1cSTdLd8+c0+HuJLEc0iK/Y6Tdcu3YN7u7ull4OERGR3hiIICKiOIuBCKK4EYggIiIi4zAQQUREcR2PQRARERERERERERERkdkwEEFERERERERERERERGbDQAQREREREREREREREZkNAxFERERERERERERERGQ2DEQQEREREREREREREZHZMBBBRERERERERERERERmw0AEERERERERERERERGZDQMRRERERERERERERERkNgxEEBERERERERERERGR2TAQQUREREREREREREREZmNjvqmJiIiIKL4KvLTZ0ksgIiIiIiKiOIIZEUREREREREREREREZDYMRBARERERERERERERkdkwEEFERERERERERERERGbDQAQREREREREREREREZkNAxFERERERERERERERGQ2DEQQEREREREREREREZHZMBBBRERERERERERERERmw0AEERERERERERERERGZjY35piYiIqKEokDTPnjx1jvK2OLRvdG+YVWLrYkoOo5lWul8WxdHe7w+ttKs6yEiIsua+NdmTFq2VefbD+/eEiN76P67hIiIKKFjIIKIiIiIiKxO2JevuOPphYfPX8P3cyDCvn6Fg50tMqRNiYI5syBHpvSxso6AoBC8eOeN1+8/4d1HXwSFhiEkNAzJktrA2cEeLk4OyJnZDfmzZ0KSJLGfcP7q/UfcefxCrjEwOARJbWyQwskBubK4oUiebPI5S8j++ecf3HnshRfvPuKjnz98PgcgmY0NXF0ckTtLBhTKlRV2tsksvUz6f9++fcerD5/k+1p85vyDQhAcEorv4eFwdrSHi6MD0qd2RbG82eHkYGfp5RIREZEeGIggIiIiIooF3r7+uH7/Ca7dewKP+57yvx98Pitu165BFSwZ08dkjztlxTbEll6t6skMEmOc8biHJVsO4siF6wgKCdN6u2wZ0qJl7Qr4qWUduKVJCVPwDwzG5TuPcOHmQ9x69Ax3PF/g5buPOt3X3jY53AvkRKvaFfFD7Qpm3ST19Q/Eih1HseHAaTx49krr7ZInS4oqJQqhe4taqFexBBIlSoSE4tjFm1iz9wROXLmNT34BWm9nlzwZqpQshK7NaqJuBXckTmxcMGn/mau4/dgLsaFC8fyoWLyAWR9jyIy/sWjzAdXrsrilwb2dCwyeOzw8XH7Gzt24L78bxf+LwKMIQsZEvJdzZ82AuuWLo1OTGsibLaPB6yAiIqLYwUAEEREREZEZTtFff/AUHvee4Np9T/lfL43yZbFlwpJNsfZYretWMjgQITb8B0z5C4fOX9fp9s/ffMD0lTuwYMM+/NatJQZ2aGzUJvKMVTsxfvEGhIf/Y9D9g0PDcNbjnrwMn7MKv7RrhCGdm8vMCVNauesYRs9fC1//oBhvKzZ0D1+4Li9lCufB/BG9kD9HJsRnV+48xqj5a3Hu+n2dbh8S9gUHz3nIS4kCOTH3t54omje7wY+/68QlrNt3CrFBlAYyZyDi2j1PLNl60CxzP331DhU7DpMZD4Zmujx6/lpe5q7fi5pli2LmkG6xlilFRERE+mMggoiIiIgIQMdG1ZA1Q1rFuG2ypHrNc/fJC5RtN0RulCU0hpYmunDzAdoMm46Pvv5631dsJI9duB7nb9zHqokD4WhvWCmiT37+BgchNIlMDlFrfvvRC1g7aZBJNv9FyZo+fy42eJP70u1HqNZtBJaP/wUNKpdEfCSCNAOnLsPXb98Nur/IUqrefRTm/tYD7RpYf4+jJEZmb8T0fuv75xKTfSbUPreGBiHUHL14E2XaDsbEXzqgZ8s6Bs0hMmNskiRRvW717uMWCyYTERHFFwxEEBERERGJ0/z1KqNyiYJGz/P9e3iCDELkzuKGTOlS632/q3c90WzAnwgMDjXq8UUmxY9DpmL7rOGyJJE1EGVm6vcej70LRsu+FsaUsOk+bh62Hjlv1HrEc9x++AxsnDoEdSq4Iz4RmT+mKEMmskh6TVgkgxmdm9SANatWuojZ5p63YW+slZgyZXDj12nLERQSioEdmuh9f5Fdoi3DRJT4YiCCiIjIOAxEEBERERGR0do3rGZQ34zWQ6epBiFskydFlyY10aJWeRTIkVk2FPb28ceFWw+wfPsRnL52V3GfU1fvYOislZgzrIfBP0fkxy9RIBfKFs6LvNkzyhr0bqlTyt4Poq9AQHCIbH5869FzuZZtR87DL0BZLsnb9zOa/DIR1zbNMrhs1bSVO7QGIYrny4GffqiLSu4FZCPvsC/f8MjrNfacuoKlWw7ic2BwlNvLDfZRc3B29RTkzBw/ytiI50ZbEEIEpdrWr4LGVUvL91GalC7wDwrGy7cfZckqtZPuIpDYf8pfsgm5eF6tUZ5sGWW5LXMQZc9ERk9sEz0fKhTLj4K5siBftozIljGdbE7t7GAnm9V/DgjGQ6/XuHbXE5sOncX9py9V5xk9f53Mbmteo1ys/wxERESkHQMRRERERESxSDR4dc+fU9ajFxtm5hZ4abNJy7XkadRL0WRblGRqW7+y3vP1n7wU7z76KsbzZc8kT+3nyuIWZVxstLeoWV5e1u49iX6TlijK8IggRcPKpVCrXDG91yMaYDesUgoNKpdC6UK5o82scHV2lJfcWTLI9Uzs1wF/LN2EBRv3KzJixM8oykfNHtpd7zWJQMefy7aoXjfu5zYY1KlplCbUSW1s5PtLXHr9UBfth8+Upa8iE0GUHuPm4diyP+J8A2vPF2/RZ+Ii1etKFcyNZeP7KQIuqVM4y0vx/DnwS9tGmLBko+wzoJnZ1G3MXHhsnq1XuS/RaN6UzeaHz1mNeRprEzo0NF/pKNGrRfQ8iSACaOlSu8p+DKbkYJccNcsWk0Eikd2RNqWL1tva2CSBg52t/A6oVqowBnduJvtxiAyI95/8FLcfOnMlapQpanDwj4iIiEzPfEUliYiIiIgSuPSpXVG/UgmM7NFKlgx6fmgZ7u1cgLWTfjWodIilifJHmkEIoWaZonBLk1KvuU5evYPdJy+rBmr2LRijCEJoat+wKpaO7at6nciKEEETfQzt2gJ3dszH5AGd5Cl4fcs7ic1qcV9twYYVO46oPncxGTLzb7kprml877ZyMza6QEK6VCmwc84IFFNpvnz5zmNsPHAGcZ0I0oieHJrKFsmLPfNHx5j1ITJt/uzfEWN/bq247o23DyYvj/3MgAjiPaz2GonAX5t6+gf+dLHp4BnZbyGy0b1aRxskMESuzG54fnA51k0ehB/rVjJo/ibVyuDI0t+RQeW7RwT/Vu06ZqLVEhERkSkwEEFEREREZELixO6GqYPxaM9ieO5bgs3Th2F495aoXb64PIUdl63Ze0J1vEMj/csyTVmuXkpHnCYXG+i6+KF2BbRXaSr82OsNth+7oNd6Ujg5wBS6Na+FZjXKKsZF0989KoGX6JzxuIdz1++rNtX9taNugSxxivzvP/ojWVJlMvzUldvjdD+Tp6/eYdtRZckqJ3s7/D2hv16ZDEM6N5cn6DUt3XpIluCyhIPnPGRpL021yxWTQU5T8/kciGGzVylKf/VsUdvkjyUCfSIIZKwcmdJj3vCeqtftPH7R6PmJiIjIdBiIICIiIiIyIRFsaFSltAxIxCein8Ohcx6K8VQpnFC/Ukm95rrz2AtnPJQ9HkRZJH1r8o/v01Y1e2H+hn2wlEEdm6qOq/W1iM7CTftVxyf176hXSSVRPqp789qqAZtD564jrlqz96Rqtkj/9o2QOb3+jdOnDeqiGBMlipZtOwxLWKsl8GdIPxZdjJy7Gh99/wu6JE6cCHN+64HEia1720A0Xhd9JTRdueuJkNAvFlkTERERKVn33yiIiIiIiMgqbDp4WtGPQfixTiXV0/bR2XDgtOp4vzYN9V6XyJ74oVYFxbjH/Sd45PUGllAsXw6kdlVmv7xV6Yehja9/oGrgR2RDFMmTTe819W5dXzV4sfGg+msRF5y6clsxZpMkCTo3qWHQfHmyZpDPryZLlLASZbwOqgSJ/hf4K2HyxxNBMhHYiaxHizqy10hcIMrDaRLZPu8+6f6ZIyIiIvNis2oiIqJ4QPxj+67nC5y9cR/3nrzAw+ev8fLdRwQEBSMgKBT2tslkU9WULk6yCWxF9wLy1LEoaUCGNUc9eO4aLtx8iMcv3uCttw8Cg0PlJp+Tgx2yuqVFkTxZUbVUEblhZG+b3NJLJjKa5ialMU1z1XpDiBPsFYrnN2htP9arhLX7lOvbdeKiLLljCRnTpopyulzw9lE21dXm4FkPfPn6TTH+Y52KBq1HNOIWfRM0G1cfOHtNPo6+wSRLE9+5HvefKsZFkMaYskWi7NGpq3eijHm+fIubD5+hqEqvDXMRvRq+fVcG/lrXrSQbkptS2JevsnF8ZOI5HNtL2TfDWmVMl0prQCd7xnSxvh4iIiJSilt/2yQiIoplbz74IF+Tn2Vt78jmDOsh64CbgtgUqtVzjGJ8z7xRqFa6SLRNLI9fvoUth8/hyMUbig2vyPyDQuTF6603rj94+u9p5NrlimNYtxYoUzgPLGXt3pPoNWGholmtaOhrKK83H1CwmbKJ7d0d85E1Q1qD5xUbg9NX7cDFWw+13uaTX4C8iNPYK3cdl7XKf2pVF4M7NdOrXjmRNRHvZxHs1CSaIBfW83T+8zcf8Oz1e9XyKoaqWDy//HyJzenIjl+6bbFARFKbJIoxOz2Ckieu3FIdN+Z5qlvBXRGIEI2eL91+pHdJLEt79uqd6kZ9yYK5jJq3ZMHcquOigXNsBiK092OpbvLHmrJiGx6/eKso/+XsaI+4Qltwxj658X0oiIiIyDRYmomIiCgaosZ71ZKFdS4rYoj1+0+rnqRVKw8RQZxezdXwJzQfOEmuJbogRHQOX7iOGt1HYcDUZTKwQereffRFi4GT0HLQ5GiDEGoCgkMwfeUOlGw9ULEBSBRXrNmjpVa9AU2qz99QNl8WKhYvYNQmpDjtr+nynUcW+24T3xuaMurRN+T8DeX3RZ5sGXVu5K1GW7Dh3PV7iGs++QeqjmfScjLe2JP1Z2PxObp2zxP3nrxUjIvG0YVUeiEY4/7TV5i9dneUseqli8hG8HGJ2udNcItnvXqIiIjiMgYiiIiIYtCuQRXFmNiMfvrqnUnKIew4dkEx3qZepWibQ4aHhxscfFAjGnE26T9RNuWkqK7ff4qKnX7DofPGNXR99f4TGvT5XbUkDZE1E99TW4+cU4yLBtGtautfJujGg2eq42KT1di+DGprf/DsFWLbk5fv5GdeU5nCymCJtv4QInNEU/F8xp3IL5w7G5IkUf5uufnoOeKaT37qvwNdHB2MmjeFk4Ne79vYLIPW3oAyaDGVdfxl0pIoJcDE53rW0O6Ia05rlNMScmdxQ+oUyl4tREREZBkszURERBSDRlVLy/I64mS7ZibDqJ6tjJp735mr8AsIUoy3qa8MfuhCbDDlyuyGAjkzy34QKRwdYGOTBJ8Dg2SZKVFeRW1zTBA1sYfOXIn5I34y6LHjI1ETvFG/CaqvUUTplZIFciFv9kxI5eIE0Qf2/Sc/XLrzGI+ev1bcXmz2dB41GwcXjUNpC5bDItLHnlNX4Ouv/Aw0qFwSKV0c9Z7v7hNliSex+Zk9o+Fl04T82TOpjt/x9EKh3FkRmxZvPqAYS5w4EVrqeMpc7TS8IHr8GMPONhmyuaXFE41A+l1PL8Q1/0StmGh23r6f5fe7MRkpuggN+4Kth7UE/gzsD6LN8h1HcEEjy29Qp6bImTl9nDswcOnOI8V4qzqVLLIeIiIiUsdABBERUQxEo+Gm1csoTiiKRpIje/wgGxQbasP+U6r1rfNmy6jzHGlTuqBhlVJoWq0syhXNJzeaoiOCEQs27sOmg2cV163cdUzWEBfzJXSiwWWrwVNVgxCi9MeADk1kk14HO1utm61j5q9TZFKIYESPcfNxfu1UrfclsiZrtdWqb6h/WSbhuUp/CNFIObosMF1oa0irlllgTofPX8df2w4rxkX2iPg5dfH8jfI5EnJkMn6DOHumdIpAxMt3H2WmnbGvQWxy1ZK5IALvxtAWeBZEbxNzByJE4E9tDQ0rl4Krs/6Bv+hKGY1dsD7KmDjIMKhjU8QlPp8D0euPhYpeXimdHdG9RW2LrYuIiIiUGIggIiLSQdsGVRWBCLEhIWp4Vyie36A5vX39ceTCTeVj6ZgNIYIVv3Zsgh/rVJJZD7pyz58Ty8f/IjfFOoyYpSjHJJpWMhAB/DJ5KV5/UGaPNK5aGotH946xiWfBnFmwbdZw2R9i3KINUa4Tm4BjFqzHjMFdEdv2n7mK24+t5/Sz+PwY0xuAzOv1+084fvmWah+bGmWK6D2f2Ox+/cFHtR+PsdzSqM/x4q03YsP37+FYtHk/xi7coGiiLJ6vKb921nmuF28/qo5n0PIz6sMttati7Ou373jj7YNM6VIjrhBZf2rU3l/6vue18XrzQbUXiSmt1VKWqaMB/ViiM3jG3/gcGBxlbNbQbjLzIq64cucxfv5jkaL8mjggMnNod6RxZVkmIiIia8JABBERkQ4qFs+PrG5p4KWxobXhwCmDAxGbD51VbFYlS2qDlrViLt1hmzwZrm6caVQ2Rp0K7lg3eRCaDfgzyvj1B09x6fYjlEnApYPEiea9p64oxpvVKIvVEwfq9bwP7twMgaJh9aqdiuyT37q1jPWNkl0nLmHdPmUmjqUM796SgQgrtm7/KcVJY6FN/coGnZ738Q9UfO8JaVxdYCyRHabmo5ZeAsbW1g8KCYNfQKAso3T+5gOZJScyC9SCB/sWjJHl2/QpA6TGNM+T+ol+0XcoLgUiMrupr/Xq3cdGN4rW93UxlVfvP+LElVuqWXjVShc22eMcOHsNO49fjDLWslZ5VCutf3Axtoh+L/5BITIYJDI7dxy7KBuIi8+iZgm0ab92kT8PERERWRcGIoiIiHQgNp5F34bJy7dGGRf/EJ4+qKsMDJiiLJMoi6RrzXVjghARapUrhhY1y2Pb0fNRxsWGWkIORPy5bItiTJSsWDqmr0HP+6ieP+LgueuyVn3kTZW/dx7F0C7NjV4vkbms03I629CyTKKMipqYMox0IU5yi4v4bOnymLoas2AdZq7eZdB9m1Qrgzm/9dC7Ya7P5wCzPU/a5jD2eYpt4jkVmYEPNfrx3Hz43KheDkcu3tB6nbmfIxEkVgv8iUxJU5XNCgwOxcCpy6KMuTjaY8pA3TN2zEm8niV+HGjQfUXpswUje6FKyUImXxcREREZL+4UASUiIrKwtvUrK8ZEWYO9p6/qPde9py9x4+EzxXi7BlUR2zo3qa5a7iChEk0vr95Vnogd17tNjP03tBGls0QZLV1r7xNZg3PX7yt6CQjli+U3uJltUHCo6rijifqlONor5wkIDkFsSuHkgHYNquD0ykky60zfIIQQFBKq88+nL21zxPbzZApqGYki42b1nuMGzef54i1OXrmj9fqAIPM+R+v2KQN/IvjdvqHp/m7w++KNeKVRfmp0r9Zm731hLiIDoqJ7ASwa9TOub5nNIAQREZEVYyCCiIhIR6JJaDmV2tDrDShzo5YNkdrVGbXLF0Nsq1C8gOKUvzi5r3mqOKHYcvisamkVcbLZGE2rl4WdRubM01fv5cldImukLVBmTK36L9++qY4nTWqaRO2kNsp5RIP42CQCD+KSNInuvXs0ffmqLF8lJFP5+UzxHFnieTKFH2pXVB2fvWZ3tL0etBk2a6Wi1E9kYV/N93tRlBkSvxPUgi2maFIuiJJGi7cciDJWPF8O9IzDTZ0dbG2RLmUK2NkmRyIYnylKRERE5sPSTERERHpo26AKLtx6GGXs2OWbepWBEM1aNx1UbnaL5tHaNojMSfSlcHV2jFIKRDQu9Xz5VjZcTmiOXFQ2EG9UtbTRpbDE81yiYC6c9bgXZVz04xANsGPLkjF95IUophP5OzRqyEecphe9Ugz1VUsgwiaJac5HJbVRbv5/+6a+qW8u4rtzzro98lKnfHFMH9wV2TOmM83zpPLzmeI5ssTzZAqV3AugZMFciiw2ka3YZcxc7Jg9HA46ZtvMWrMLh85fj/Y25nyO1u7RVgbNNNkQYu19/1wSpfSTyCYQpcNMVfbJEkQmjygvKS6il9f4Pu3YH4KIiMhKMRBBRESkh+Y1y2PIzL8RGvbfqcjv38Nl4+l+bRvqNIco+/DG20en0k+GEg1T7z99KYMLAcGhsllydKddRXBEk59/EBIaUXbjwbNXivHShXKbZP6cmdIrAhE3Hz6L1UAEkS5E/xtRS15T8xrldN7YVZM4kfqGp1pdfEOozZPYyCBijTJFFT/z9/BwfA4Ikj0Dbj56Juvai98FmsTG9vn2Q7FkbB+9PufaNobFd7Wxm8bhWk78i03puGh4t5Zo8etkxfj5G/fR5JeJ+Gtc32gDQaFhX2RfIF36gJhrw1581nYcv6AYd7K3Q7Ma5UzyGPM37MOtR8+jjPVoUQfu+XPCmojs0NE//agYF3+PEQEmUT5LlFBUKyXm9dYbnUfNxpEL17FgRC+TBO6IiIjIdBiIICIi0oNo6NigUilFc+f1+0/pHIgQt9VUIGdmFMuXw6gN9N0nL2HrkfOyv4NfgPFBhM+BCS8QIXp3qJXlyJM1o0nmV2tE/tHP3yRzE5nSGi1lmdob2KQ6ptP437+b5qS56A+gydjNSFFzPqa6877+gVi79yQWbNynqL8vNkw7jpiFtZN+RcMqpYzLWvgejmRGboZrO9UfVzdt61RwR69WdbF480HFdRdvPUTJ1r/Knh1NqpaRv2tTpXCWG/8v33nj8IXrWLnzmNzAjixz+tQyoK/JNnlSs/wMO45dQFBImGK8ec1ysLdNbvT8Xm8+yGBLZOlTu2Jsr9awNqlcnDCsa4tobyMCckcu3MDCTQdw7NJN1abfIWFfsOqPAUZnMxIREZHpMBBBRESkJ7GhoRmIuP3YC3c8X6BQruhLGYnNjz2nLivnrF/FoLWI8h1z1u7BtJXbVTcxjOEfGIyE5oXGZlSESp1/M9tjJsTME7JuT1+9w/kbDxTjuTK7oXyxfEbNbZtMfSNXbBqaQkio8nvQVqM3izmI8nYiGN2pcXUMnrEC6/efVgRIeo6fj8sbZiBTutQxzpc8mudJlHkzRkiY+u8K22Tmf57M5c9fOuLWIy+ZBaFJ9DtaseOovOgiR6Z0GP1Ta3QZPcdsTdU1rd6jHvjrYEQ/lsgGTF2GYI3PxqT+HeHsaI+4SGSmiACUuGw6eAa/TF6q+DvQ9qMXUKZwXvRpXd9i6yQiIqKo4m4xSCIiIgsRZTrU+kGs36de3zmyXScuKv6xnCRJYvxYt5Le63j1/iPKtR+KcYs2mDwIEXHyNqH5YIHG0abIXiEypTV7T6pmBrU3Qa36FM7KrKCIrC5TCAwJVQ0SxBaxsbt0bF8ZkNDkHxSCYbNW6TSPq5OD6nhAkPEB4oCgUPXHjMXnydREcGb33JEyg8AYIgixd/4Y2GkJXqXVsReUPkSpoQs3lYG/3FkzoGyRvEbPL0pHiuyByKqXLoIfaldAfCD+/rRx6hDV4N24hevxweezRdZFRERESgxEEBER6UkEDlqrBA42Hz6nWiM8Ms1TshEbAqJEgj5ev/+E+r3Hq/YzIMMFazkpbE5hX//rN0JkaaLkyQaV8nHie09kg5mjPJng4x9o9NyiX4NajwhXZ/VNfXOaNbS73NTWtPf0FVkmJyYpXZxUx30/G/88ffrsH+8CERGZL6IUz7RBXWSfAX01rV4Wp/6ehCxuaWR/JTVuqVPC1NbuM1+TalEyTDP4JTbsxfszPqlWugj6t2ukmkG0fPsRi6yJiIiIlFiaiYiIyABt6lfBnHV7ooy9++iL45dvoVa5YlozGM543FWMtzWgLFPviYvx9NV71evEBky1UoVRrmg+2Rw5Y7pUcix50qTylKdaHfACTftoLUuUkMQUSCKK705cvq3ocSDUKF0UbmmM34QVTZ9Frx3RdNbU2UgffNTnyGCCdRtyQl/Uuf/p94WK75i9p6/GWC7GLY16cPq9jx8KG7k2bSfEM6SN/efJ1EQ/gJ9b1UOHhtXw17ZD2HPyMq7df6L1u128TrXKFkPftg1Ryb1AlOdZTZ5sGcwQ+DutGvhrU6+y0fOPX7wR3r5RX+9BnZoiZ+b0iG/Ez7Vw035ZAjMyUQ5zePeWFlsXERER/YeBCCIiIgOIXhBF82bHzYfPooyv23dSayBi44EzitO6YkOukY7NSyPsP3NVtTmjk70d/uzfQQY2tNUX1+bL12963T6+0lYjvW+bBmY7LZwlfRrEJvH+ET1NrEWF4vlRsfh/G4BkpU2qGxl/OjuCOHGu+R7UbBZsCG3B1KwZ0sIS6lUsKTeUNTfBRRmemAIR2tbs9cY8z5PIGhG/j+ILR3tbDOzQRF5E+bvrD57C2+czPvr5IzTsC1wcHZArixtKFMglb6vpmUqg3yZJEuTOYtpAhDi88PqDMvBXs4xpAn+aWZPi/SialU9ZsU3vuV6qvG9ELym1uUQvmP7tGyM2iSCnyIwQwafI7nh6yXXG1X4YRERE8QkDEURERAYSG/6agYh9p69q/QfvhgPKU4/NapTTu5Hqql3HFWMi0+HI0t9RKHdWGMIvwPhyH9bE0P4WLk7qGxWiFFexfDkQH+w6cQnr9ilL71iKOKnKQIR1EBu2onSQWpmghpX1C5hGR2wAawYi3n/yk30inBzsDJ73yat3quOm3jzWpwxV5nSp8VyjFJPIjotJrszqa/Z8+dbodT19+U7nx4sPUjg5yCxBfdx98kIxVjxfDqMbhWtas+ekWZtUaxJBsal/bzfpd8aEJZsU4yKoFduBCKFI7myKQIQ4APLG24eBCCIiIivAHhFEREQGalWnIpJqlDkS9Yh3HL+ouO21e554+Py10WWZwr58xcmrt1VLEhgahAgKCUVomOX6FCROnEi1XIUxDA2sZE6fWmudbaL4TjS1VfsuaFWngkk3YIvmya46bmymzi2NwHCEInmywVLSuLooxvz8Y25QnydrBtWGycY+Ry/ffVTtx1Ekr+WeI2sTEvpF9Xmu6J7fpI8jfq+oBf5SpXBC/UolTfpYCUWalM5aAyZERERkeQxEEBERGSiNq7NqGab1Ko1e1ZpUi0am5Yvl0+sxRTAjKETZULm1EbWkbzxQ37yLLY72dqrBEWN89FVvxhqTfNkzqY4/8npj1HqI4oK1e9VPZ3dsVN2kj1OiQE7V8St3Hhk17+U7jxVjmdKlQrpUKWApas3oRXmcmIjbFMurDNh43PM0qpfNZS3PcYn86q9JQiR6OamVKxSltkwd+BOHCzT9WKeSyTMvEoqwL+plJkVZLSIiIrI8BiKIiIiMoJbRcP7GA3hFKsXx9ds3bD1yTnG7NvWqmKQZq71tcmQzogb6pdsPYUlqpVgCgkKN2mwTzUkNkSldaqRPrWwSe8bjnsFrIYoLRCkaD5XPjcgmMHVGQdki+VT72By/rMz20tWbDz6qWWdVSxrb2tn0jaFT6thvpnLJQoox/6AQXL3naVQzcjVV9SxdFJ9tOaz8fZ0xbSqUK5o3VgJ/HRqarh9LQuOtpcm4uXo8ERERkX541IKIiMgIonyC2FSKXOrin3/+kf0gfuvWUv750Lnr+OQXEOV+iRIlQtv6+mcx+HwO1Lmvga42HToLS1LblPv2/bushZ43W0aD5jxzzfDAQe1yxbB6T9SGvSev3EZgcKhqU9O4ZsmYPvJCpNOmqBlq1dvZJpN9QY5duhll/PS1O7JcjSGbhjtPKEviCbXKK7PWYsuz1+/x7qOvYjxH5vQ63b92+eKqjYB3Hb+IMoXz6L0eEdxVKwUkvmdFA3H6X6+SnSrlFbs2qyl/b5vKHc8XsoG2JpEFU9iEgb+Di8aZbK66P4/DWY2gvHjf3Nu5ANbi/M2HqtkQWdzUyy4SERFR7GJGBBERkRFE+YQWtcorxjceOBNtqSZRkimrAVkMIvtBk9i4E8EPQ5y+dhd3PZVNOWNTnqwZVUuViL4ahnjw7BXOXjc8EPFD7Qqq9aWXbz9s8JxE1uzbt+9RvrMif7+JXjjmoPY5+/rtu9aASExW7jqmGHOyt0N9E5fT0YfahrZQqlBune5fulBuZFUJEKw/cBqhYV/0Xs/uk5dVy9aZ6zWOiyYv3yp7PWn+3u3WvJZJH2ft3qjB7gjtzdSkOiEQQT+1DE/RZDypDc9fEhERWQMGIoiIiMxQnkmc5r90+5EMEhw856G4vp2eTaojpHZVNmIUzWUN6fMgalMPmr4CliZOR+fOkkExvuPYBYPm+3PZFoMDMxElSvKoZGLMWLUTzyOV3CKKL8R3lLevsoRQg8olkcrFySyP2bR6WaRwclCMz12/B8Ghyj44MW2w33vyUjHeqm5F+f1iCZ8+B2DW6l2KcXGqvk55d53mELft1KSGYlwEE5ZvP6LXesLDwzF91Q7FeFKbJGjXwLDfR/HNicu3sHyH8nn9pV0jpE6h3gTZEKJc48aDysCfKFf2I4NCBhuzYJ1qSce6FXX7vBEREZH5MRBBRERkJHG6NXdW5Ua6yITYeuS8oumlOF3ZrEY5gx6rQI7Mqk0XF23er/dcQ2b+jftPlZt3llCheH7F2KHz13HzoX4BlnX7TmL7UcMCGJE3/8b89KNiXJTfaj1kmgwumYLYbL3/9JVJ5iIyxhqNUmQROjQ03+lsUeasu8op87fevhi3cIPO84hspWGzVirGEydOhH5tGurVI8NUQkK/oNPI2VFK9kWoVbYYMqfXvUxM9+a14WCXXDXgGrkXUUwWbNyv+n3aslYF2RtHX45lWqle4ipxcKDNsOkID48axBYZKQM7NDbpYx0466GamSICfwmll4EoWyY+J6ayYsdRbNCS1dW+AXtuEBERWQsGIoiIiExALcNh+9HzWL37uGK8UdVSqg2adeHsaI9SBXMpxsU/wDceOK3zacx+k5bKf7hbc1aJ2BDq+fsCnTf+RRCiz8QlJjutXbeC8hTlHU8vVOr0G26o1PbWp3mt2ETM36Q3NhxQlu0iiu2a+CLopylDmpSoUaaoWR97QIcmSJVCmXGxcNN+LNOhFJoI5rX7bQZevvuouK5L05rIlcVN57V0HzsP9X4ej3PX78MYj1+8QeN+E2RfGbXgyKif9NusT+niiF87NlWMfw4Mxg+Dp+Cjn3JDW9P+M1flaXFNtsmTYlTPuBs8iEyU9DK0nJ/43dl8wJ+yD5Dm6/XXuH5wsLONlbJMHRNQWab9p6+icIt+WLzloFEBCZHZ+fvijeg/5S/VTMhuzWohY7pURq6WiIiITIXFEomIiEygTb3K+H3JxiinKX39g+Drr9ywblvPuDIY3VvUxoVbUesgi3+A9xi/ALcePcegzs1Uy6mIkgVHLtzAyHlr8PD563/HM6VLhdAvX1VPaMYW0Xi1QM7MivIqon9F7Z/GYs6wHrKvhhqRVTBhyUZZniVCvuyZZK8IYywc9TOqdh2BF2+9o4yL8kxVuo5As+pl0ad1A5QokBOJEyeO8fTn8Uu3sOP4RZzxuKtaPoLilzuPvbDvzFXD7uv5QrVJcWQuTg7o9UNdGGvTwTOyObymtvUrq/ZuMSVRmmnKgE7oPm6+4roBU5bh9mMvjOnVWvX77OKth3LzUa3HjVsaV4zt1Ubv9YjPZp1eY5EzU3o0r1UejaqUQqFcWeWp6uiI79/Ldx7LLDixIS42R9UMbN8E7vlz6r2uAe0by+w6zQw28X1ZufNwzB7aXTa21iQ21meu3okZq3eqfueM6P6DQb2KrJH43dZrwkKULJgLzWuUQ6OqpZE9Yzqttxev0YnLtzFvw16cunpH9TaTB3TS+nvHmMDf4fM3FOMZ06ZC9dJFkNB6OgyevgLjFq5H/Uol0aJmeZQtmlencnDivpsPnZUBy6ev3qveJldmN4z9Wf/vASIiIjIfBiKIiIhMQJy4q1yikOopWM1TxtVKFza6yavYWNLctBebYXPX78XSbYdQtkg+FMyZWWZQ+PkH4Y23D8543IPP54Ao9xEbjYvH9EHvPxbB0mYM7ob6vccrTjWKzbfaP42RfRvKF82HtCldZLkrUdP+8u1HePzibZTbi+sXjOyFGt1HGbUeMc/2WcPlmkQWQ2RiU09sDIqL2EwVgZQMaVMhpbMjbGySwD8wGJ8Dg/Dy3SfcevRMnl6mhOXGw2eYsGSTQfcVJXRiKkuWxS2NSQIRa7Q0h25vxrJMkbWuVxmnr93FapXyUKIPgtjYr1qykAxU2iZPBm9ff1y8+VBmJ6kRPQ9W/N5fZhIY6smrd5j293Z5EfPlz5FZ9rFJ4eyAFI4OSJ48KQKDQuAfFAzPl+9w+9HzGD/jIstq7M+tDVqP6B2wauIA1Og2CgHBIVGuE4HS5gMnyU3Xiu4FkD61K75+/YaHXq/l7yPNU/4RapUrhoEdmiC+uXrXU15GzF0jv8OL5c2BLBnS/NuP5MMnP7z76IeLtx7APyjqcxnZ4E5N0fvH+iZfn8i+UA38NagSY0A7vhLvURFUEJeIwxGFc2dFGlcXGXAVGaRhYV/l5+3tR1/5efPSOCCgSbz2W2f+JkvAERERkfVgIIKIiMiE5ZliCkS0rlfJ6M0Gcf91kwehWteRsj66WvNqsY6Y1iJ6Icwa0l1u8lmDSv/H3l3AN3l9/wP/AC3QAsXd3d3dnTEYboPhQwYMhwFDxmDIgOEwnOEy3N3d3b20paWFFuf/Ovf7Z782z5M22iTl83698tq4aZ7cpkme5J57zimUCz82rqnKsui5ce+xuoQnflxPrJs0SLcJriUks2LXnJFo1HtsmCyS0ORvoFfahsjZSSkbvT4xJfPnMKuskbWmDOiogqSbDpzS3bkury9TXmPSP+fvET+p9xJbef/ho8o0k4sl5H22U6PqGNuzjVXv/dIfaOWE/mjQ63fdZt63Hj5VF1OUyJcdS37/Wc0tKpMA8o6j5r03S3B+VLeW6N7c9P4iNgn8sY/Bfx55+6mLpSSIIZ+RMqVJYdN5ERERkfW+zm0XREREdlC3YrEId9/p9UKwhOzOlQV3KUFiCY9YMfH38O5oW78KnMnYXq3RycJd3rJDfPusEcifPaNN5ySLGQcXjlHzsmWpmuSJE6BAjkw2Ox6RrRZFI7tWvWQRLR3TRy3+Wro4niShF9ZPGazK8jiLrOlTYduMXzG+d1ubvHdIgGXn7BGqgbKlmtYoi41/DbGq74GxoGyd8kXhyrKmS6n+XvYKQkimhl7JwNIFcyJzWi6aW0t6nkjW0cEFYxiEICIiclLMiCAiIrIRWdipV7EElmzWX9yT2uCyw95WiubJikMLx2LQlEWqRJApfQek+WbtckUx+qdW4dbPdhRZhJzQp63akT1s2tIIyy98KVvSum4l/PpjM1WKyh48Y8dS8+rQoBqmLN2oHm+9XckRkVITlYrnRcOqpVGtZEG71+AnMubN23dYveOwZjyORyzUd8BivrwWfu/xPepWKIYhU5eqHhCmLj62qlMRQzo1taoc0z9j+2DrodPYfvgsDp+7ojLLLCHvsdLku9U3FVGnXNEI+0uYSwKtJ5dPxLgF6zB71TaTy77lzpJOvUfWLFPY6jlIKS299+5fOjiu8bX0hHjy3A8nLt80uwePBIwkG++HepXh7ma/r8eLjTSplufv16b1t5WRJkUSbD98BjuPncNTH3+LjyVlyVrUKa+ySlImTWTTeRIREZFtRftsWIiZiIjIRZw5cwaFCxfGoYVjvvqd5XcePcP6PcfUAtHN+0/g9zIIIW/fIU7sWEieJCGyZ0iNMgVzok75Ysig05xUbi8lSEKTWuNS6shRpCSLlNWQhUEpISO14f0CAtVCUdKEXqpmfIWi+dCgSkk118gkQYjdx8/jyLlrqpa/1Gn3CwhC8Nu3qjyM1LT2iuOBNMmTqMdeAlDS3yJP1vRRvhyKq4hbXLtoumX6MJQrnNsh86Gwzl27o0o1Hb94HTfuPVGlm959+KDe02SxURbWKxbNqxagkyTwsul9v//wAZduPsDJyzdx5c5D3HvsrYKi/oGv8Dr4jZpHXI/YKvApr/U0yZIgf46MKJgjk+oXI9lOkSHodQg2HziJ3ccvqMbej7x9Vb19N7foiB83jiqvVSxPVtQsU8SmTZdbDZqIdbuPhRmrX7kEFo/+GY724uUr9Zw5fvEGrt5+iDuPvfH8RYB6XKQ3gzx/JCAswYfCubKgSon8KqhPjiXnUHm9yflUmk/La877RYB6vb1+8xYx3dzU600u0sxaXv/yeiucMzPyZssQKXOs8eOvOHTmSpixge0bYnAkBuDkfbFM6wE4ffo0ChUqFGn3S0REZCsMRBARkctiIIKILMVABJH55Ktjxpod4OsfGCYL5PjSCciZyXYZf0TOhoEIIiIi67EeABEREREREUVIMkRCByFEo2qlGYQgIiIiogixRwQREREREYDlWw/g6PlrmvHYMd3Ro2Vdh8yJyJkY9oeQ3h4D2zVy2HyIbOnQ2Ss4fPaq7nUPTehZRUREROFjIIKIiIiICMCijfrNZKVXCgMRRNpARPOa5VQvCqKoYP+pS/h97mpHT4OIiCjKYmkmIiIiIiIiirA/xOFQNfLd3WKgf7uGDp0TEREREbkOBiKIiIiIiIgoXBdv3seLwFf//btlnYrIkCqZQ+dERERERK6DpZmIiIiIiIgoXPmyZcCr4ysdPQ0iIiIiclEMRBARERHRV4cLqkREFNrgDo3VhYiIiOyDpZmIiIiIiIiIiIiIiMhuGIggIiIiIiIiIiIiIiK7YSCCiIiIiIiIiIiIiIjshoEIIiIiIiIiIiIiIiKyGwYiiIiIiIiIiIiIiIjIbhiIICIiIiIiIiIiIiIiu2EggoiIiIiIiIiIiIiI7IaBCCIiIiIiIiIiIiIishsGIoiIiIiIiIiIiIiIyG4YiCAiIiIiIiIiIiIiIrthIIKIiIiIiIiIiIiIiOyGgQgiIiIiIiIiIiIiIrIbN/sdmoiIiL4GNX78FYfOXAkzNrB9Qwzu0NhhcyIiInIWnUZMw9LN+8OMtahdHrOGdnXYnIiIiIgiGwMRREREREREDubtF4BLN+/D72UQXr4KRtDrYMR0d4Nn7NiI6xkbaZInQcbUyZAiSUJEixbN0dMlIiIiIjILAxFERERERHbe/RzapmlDUaFIHqvv58Dpy6jVZbhmfM/cUSiWN5vVxyf7+vz5M/aduoQlm/bi6PnrePDUx6TbecSKiXzZMqBQzswonCszKhTNq4ITRERERETOjIEIIiIiIqJINGLGMlT4+zdHT4McaN3uYxgxcxluPnhq9m1D3r7D8Ys31OWLvFnTo3a5ovilI0viEREREZFzYrNqIiIiIqJIdOLSTWw5eMrR0yAH8A98hdaDJ6HVoIkWBSGMuXjzPmas2GKz4xERERER2RoDEUREREREkWzkrBWqNA99PaTvQ93uo7Bm1xFHT4WIiIiIKNKxNBMRERERUSSTHeyrdx5Bo2qlHT0VigQfPnxEw16/4+y1O7rXu7vFQKVi+VCjTGHkyZIOmdKkUA2qpVn1i5evVCbFnUfPcPLyLZy+fAtHzl/Fm7fvI/33ICIiIiKyFAMRREREREQOMHrOSnxXuSRixGCSclQ3a9U2HL1wXfe6hlVL4bfurZA6eWLd65MnTqAuOTKmQa2yRdRY0OsQbD10Gmt3H8W2Q2fw4eNHu86fiIiIiMhaDEQQERERETmA9AhYsnkfWtet5OipkB1JRsPvf6/WvW70T63wU4tvzD5mvDgeaFy9jLo89vbDjJVbsW73URvMloiIiIjIPrj9ioiIiIjIztKnTIo0Ojvex/y9Gu/ef3DInChybNx/AgFBrzXjzWqWsygIYUgyKUZ1b4nTK/60+lhERERERPbCQAQRERERkZ3FjOmOAe0aasYfPvPF3LU7HDInihxbDpzSHR/SqYlN7yd2rJg2PR4RERERkS0xEEFEREREFAla1q6ALGlTasbHL1iH4DdvHTInsr/jl25oxvJly4B0KZM6ZD5ERERERI7AHhFERERR2OfPn3Hy0k3sPXkRp6/cwu2Hz+DtF4DXIW8QLVo0VWc8cQIvZM+QGrkypUW5wrlRMn8OxHR33EcEKVNz4tINHDt/HdfvPVaXZ77+qjlryNt38IrjgUTx4yFxgngomDMTyhTMhbKFcyNx/Hg2n8uHDx+x69h5HDl/Feev38OdR8/w8lUwgl4Hq8fPM3YsxPGIjVRJE6lFxWwZUqFYnmwokjsLEnrFtervdvDMFRw4fRnnr9/BzftPEfDqtXoMPn36pO7X0yMWUiROqO5XFreL5smqLtLUlpyTm1sMDOrQCG2HTgkz/vzFS8xYsRW9W9eDs5Dn2aGzV7H72HmcunJLPfdfvAxSr0GPWDGRJIEXMqVNgSK5s6JqiQIomT+7ek1ElkNnr2DD3hM4dfkmbj96hsBXwf+bV0IvpEuZDJWK5VWNnaXBsyPJe4hfQJBmPH2qZHAVT31eYO3uY9h38gKu3X0MH/+XePP2PeLH80Sm1ClQqkAOtKhTQZ1DTH1M5JwkJavOXbuLe0+eq/fUeJ4eSJ4kIQpkz4hvKxZHtVIF7XIucvbndmTzexmksnYOn72KK3ce4sEzH7wKDsGHD58QxyMWUiVLjBwZU6tzbb1KJSLtHPPx4yfsPn4eO46exflrd3Hnsbd6nX/89EnNoUKRPJgxpEukzIWIiIhsg4EIIiKiKEh2V89dswMzV23Dg6c+Rn9OFsjkcuPeY2zcdwJj561RCw91KxRH2/pVVFAiMsjiwoZ9J7Bm1xG1GBLe7vAXga/U5dbDpzh+8QZmrtyGWDHd0bJOBfT+vp5Ndhm/efsOExatx99rd6pF4vCCJlL7/fFzP5y8fPO/8ejRo6FsodyqBrzMy5yFl1mrt2Hass24H87fTYIhcnnq44+z1+6Eua5o7qxoWLUUOjeuiRgxmPzqbBpVK62eW5dvPQgzPmnJv2jfoBrix/WEI8lzcMG/uzFx0Xqjz8HXIW/xOsRHXb/3xEWMm78WmdOkQJ829dGidnlEj27Z867TiGlYunl/mDE53qyhXf/7twToBkxaiPPX72pu//5DCAJfh+DOI2/sO3kRw6YvQ5PqZTC8S3PVR8FRi7wSWDQUy4HB3i/iFm+sGdsyfZgKSAt5bxs2/R8s3rhXt4/Jl/OHvPdNXrpRNc4e26sNkib0Mnqf8h4/fMYy9Tcy9t5+9c5DLNt6QAXI/xrYSQU6XP25bWuTFm/AkGlLNc+thF5xsPyPfihdMGeEx7h8+wH+mLcW/+49jg8fP4Z7rpG/ybrdx9DvzwVoUKWUKiuWMXVyu7zO5XdauGGP+jwipev0yPj+05ctun8iIiJyHOf4JEVEREQ2s/3wGRRu0guDpiwONwhhjCzEyCJQ1Y5DLbq9uSSYkKlWB3QeOR07j56zqETN23fvVdCgQKMeWLRhj1XzkQXOYs174/e5q8MNQoTn06fP2H/qkvobmOr+k+co98NA9Ju4INwgRERkUbD/pIVqdy85H9lZPbRTU824f+BrTF6yAY5068FTVGw3GD3GzjH7OShZCT+OmoFqnYbZ5X1DFieHTluKWl2G6wYhjN1m+baDKN26Py7euAdHZcHoeeLjD2d26dYDlGjRR72vmtpMfeX2Q6jUbrDKMNB7j24/7C+0HjxJNwihR7Lhavw4DKt2HEZUfm6bm83Rd8J8/DJ1iSYIkTpZYmyfNSLCIIT8PQdNXoRSrfqpwJCxIISxYI78nYs3/99zw9Yk6FG/52h0Gz3LaBCCiIiIXBcDEURERFHIqNkr0bD3WJt9gdfbyWuPbAgp82ELssDS5beZasHSErLAWafbCJMXymxFFrdqmrHASq6tdrkiqnyXoekrtsDHP9Ahczp24ToqthuEM1dvW32c8j8MwjmDTB1r34ckUDlx0b8WvSf5+geiVtfhajE6siWMF0dlSBmSUnmy6OqMpDxPjc7D8Mjbz+zb3n3sjQa9fg/zu0kQoknfP1RQyJKgbodfp6oySlHxuW0OeRxb/zIJM1Zu1VyXK3Na7Jk7KsLyWJKhU/PHXzHln00qqGAp2TAgQZ1f/loCW5GSkd90G6nKIRIREVHU5PicYCIiIrIJKVcyddnmcHdiS+1tKXeRNFF81WdASm9IvW+pvyy7Pp1J7FjuyJ05HbKmS4X48eIgQbw4+Pjxo1rgkrJMZ6/eUfPXIwuWebKkV6VCzAlitBkyWe1M1yMlcwrlyoxMaVIgQdw4iBXLHa+D36j5SCDh4s376rG0hCyyGttpKzXLC+fOgixpU6jeGLFjxURwyFsEvg7Gk+cv1P1KaShyLcM6N8U33UeFGXsV/AYTFq7DmJ6tI33h2XDxODR3txgoUyiXeu5LLxbfgEAVrDt05orubmp5HdT96Tfsm/ebuo21Rs5aoSnlIq8LmZP0WpA5SU172Ym//9Rl3awqeV13/302ts4YhsgkpXwypEqmCW7KovL4BWsxsltLOBMJDMv7keF7a/7sGZE/WwYkS5wA799/UH0d9p64oEphGbr54CmGTF2CKQM6qn/3+mOuZnFZenlICSjpryPnIgnAHT53VZUJNCTPsZ/GzMap5X/CI3bMKPXcNpX8PSSYI6ULDcn8l//RV50jIzpGna4j1DnDmJyZ0qJQzkzqsfBQf5eXuHr7oWq4LkEhQ5OWbFD9Gro3rwNrSdaJYbBIyi5KaS4pA5U0YXz1GUCee/JcISIiItfDQAQREVEUMGvVNqNBCFmc6NO6PprVKhduk0nZKblp/0lVBkPKCkVGNoQhCZJIk9K6FYohb9YM4fY4kN2c2w6fUfW+pbyToZ5j56gFjDTJk5h033PW7MDN+08047mzpFOLxtVKFjRaZuWLR96+2HLwtGrCuu/kJZPuVx5zaUptKH3KpKoOtzQHleBDeGQRT0pybTpwEtsOnTGr1AY5RsVi+dRCrOHffu7aHejerE6k9TR4/+GD2nGut1DrFiMGfv7+W3RpWks18DUkpcukn8mkpRs0u6ul+W+n4dOwfdZwq+rqn7h0E7cfHvjv38kSxccvHZuo/it6i9ISzPlj/hr8uXiD5j3s4JnLWLv7KL6rXBKRSf7OellWMsfE8b3Qo+U3TtMMWfoOhA6KSr+ZX7s0V8EUvV46f8xfi3EL1mkea6nxL4vTEjBetHHvf+NZ06fC6J9aoXqpgrrPC8l8kKw2w+CqlFOatnyz6tUQVZ7bpnrs7Yd6PUerPg2G6lcugbm/dlcL9hGVdPphyGTdIIT0herQoDq6Nq2FlEkTGT3H/DFvjTpPGp5ffp2xDBWL5kWerOlhqT0nLqieR6F7XQzq0Bit6lREXM/Ymp+X55s0HCciIiLXwkAEERGRi7t295HRXgRVSuTH3OHddRdaDMkOyNZ1K6mLNLEc8/fqSFlkkfW3ysXzq0Wh8kXymHw7CVJIiZuaZQqpxTApSxWa7NSdtnwLfu/xvUnHW61Th1wWENdMHGjyLlwJenRsWF1dpL65NHmNiF79c9mVun3mcCSKH9ek+5XmsNIUWy4SDJHfO4YDmqpKc/SXRrJUHEEWq23RvNxehv3YDJXb/xJmTMqUjZm3Bn8N/N9ucnsbO2+tbkkwWQhcP3kwCufSlpAKHRQY3rU5apQphO96/o6g4LC7449euI4pSzehZ6u6Fs8vdHCwWJ6sWD1xYLivC1m0HNG1hdpBLRkQhhas3x3pgYj6lUpiwb/6vWuk1v+qnYfRrWltfFOhmO6ia2T68njL++v0wZ3RonYFoz8rAdKhnZsicQIv9P9zQZjrZPH+z0X/YvuRs/+N1SpbGItH/xzuonnlEvmxedpQ1WtCGleHtmjjHrMCEc7+3DaFnIvl/vWy3jo3roE/erUx6Tw9Y8VW1YNJ71yzdExvZEufKsJzzLjeP6i/YbP+41XAL0z/j1+n4sjisRZ/ZggdhJA5bZo6JNyNExK4K1sol0X3RURERI7DQAQREZGL6ztxvloIMCRZBQtG9URMd/NP91ISSRaMIkOlYvlQpUQBi28vCx8D2jVU5VikJFNoSzbtVVkFUvojonIkp67c0ix0TBvc2exSIKGzO0Z1j7jsyt6TFzVj43v/YHIQQi8YYmrwxdamLN3o8GauoZXMn8OpAxHF82ZTgbSth86EGZcAVq9Wde1e+kXK0Py5OOxrRshC8crx/cNdqDV8nP8Z2xvf9fod7z+E3S09Zt5qtK1fBV5xPa2aq9TA3zRtaISv5S9+qFfl/2cJnQozvu/URVXSLFUy/Z3f9iCL69IT5NTlsO8xX8hieYfhUxF7jDvKFcqDkgWyo3je7CiUM7PDAhOywB1eECK0Lk1qYuX2gzh9JWxZndCZEOo5MqZPhFllIku6lBjYoZFqyhyaZJWcuHgDxfJmi1LPbWMOnrmCZv3GacpkyblpeJdm+Pn7eiYdR7IZRs5eoRnPkjalWQHvL5lc8tlAHo/QWTCXbt1XGYq1yhaBNdKmSIIt04epwAcRERFFPWxWTURE5MKOnLuGvSe0C9mZ0iTHnF+7WRSEiGy2yroY1L6RZtFZ6sJvP/x/O3KNeerrryktIjtEZVe1PUlpEynzEZostEomBn0dhnZqqinLI6VPfpsTNsPHHhZt2KMbxOzV6lu1AGsOWaDs1KiGZlx2Tv+z9f9KK1lC6vjPG/6TyUGIL/q1baAZkzr3eqXc7G3qwE6qBE54JBtmx9GzGD5jOWp1GY5UlVujeIs+6DZ6JpZs2qdq40eGisXy6v4tjZHnb+dGNY1eL/08Zg3tYlIQ4os2dSvr/r1N7Q3gKs9tY9bsOoJ6PX7TBCHktTBnWFeTgxBiytINYTIYvhxn+bi+FgW8q5YsgHbfVdWM6zXRNtfEvu0YhCAiIorCGIggIiJyYX+v26E7Pm3wj4jj4dgSH5FNyoQ0qVFWM37yUsSLjv4GJUBERI0/bUHvfmV3rbPUiyf7y5stg26pICnZJY127UUCb/PW7dKMp0iSUJVJs8TA9o2QyEu7sDl3jf77lKmkT4ol9eclo0Cvt8H5G9pyPfYm8583ogdixwq/lr9h0OTyrQeqrJM0kM5TvxtyftsFvcfP0y05ZCv9dQI4EZESRsbetxpXL2N2do9kolUqllczHl6jZVd8buuR3hRtfpmsCaTE8/RQpQKb1ixn8rHevf+AhRu0JQLb1q+KHBnTWDzH3t/XU302QpNNEVIa0FJSeq1mmcIW356IiIicHwMRRERELkoWGDYblB35svj2tdZOLqfze58yKBeiJ65O0Obmg6eaJqW2phcs8vF/qRqH09fjl06NNY3ZZRF6xMzldrvPq3cf6e6wb1azrNmZB1/Ej+uJhtVK6/axsWY3vyyaWqpQrsza+dgxwBMe6Wmza/ZI3eCIqR4+88WsVdtQ+vv+KPN9f+w9ccGmc8yaLiXKFDT//JHQKy7SGGmw/n3dShbNJU/WDJoxvYbNrvzcNgygDJq8CP0nLdRk6EnPiq0zhqFS8XxmHXP38fOarDvxY2PjGSymllAqXTCnZvzYBcuzjUwtBUZERESuy/nrNRAREZGuo+evacotCKlZ/bVKptPcUhaKIpI6eWK1mzf04o8s3sxYuQXdmtWBvUj2g2RehC6/IcGPMXNXq8agrubK+mmOnoJLypouFVrUKh+mpr7YtP8kTl+5ZXI9e3OcvHRTd7xxtTJWHVd2v89evV0zLrX9LVmAlwwC6aVhKenVYuhFoOMaqhfIkQmnV/ypggkTFq2HX4DlQcdz1+/im+6jULtsEcwY0sXivjKh6S0umypz2pQqUGJYlqlwTm0wyBRZ0mqzKF681GaRuepz23BjQacR01QmlF5waN3kwRbdh16Daum3In04rFWqQA7sP3UpzNjxC9fRsGopi45XvXRBq+dEREREzo2BCCIiIhclC5R6KhbVlrNwVbIof+P+E9x6+EQ1lA4KfoNXr0Pw8ZN+psJLg3raauzVa5N28+bJkk5T9mPg5MV46uOP3q3r22SRT0+Zgjk1DXWl1nbg62D8+mMzpEwaeU11yXGk9MvybQfVgmRo0i9gw1+/2Pz+9BZrZde3lIqyRpFcWVTwQPodhCaNmmUh11x5sqS3qtdNgnja123Q62A4kjRM/qnFN+jYsLp67S/fekA1rdfraWCKzQdPoVK7wVg9cYDVC8wSKLFUvDgeun8/c3pDhD2ep0V/O1d5bn8h57Zm/cdrFvVF0dxZsWpifyRJYFnfBL3HQkog2UJmnXJb52/cs+hYiRPEQ5rkSWwwKyIiInJmDEQQERG5qKt3tDv9kyaMj/RW7sx0tMfefli54xD+3Xscl27d1yz6WBLMCHodortIFlrrbyujz/h5YcYkQ2Ly0o1qF+w3FYqhboViqFA0r037R8j9GgYixNLN+7Fi2yHUKF0Q31Ysgcol8qvyHBQ1SakTyWaauXJbmPE9Jy7g4JkrNi+3plfiJncW8/swGJJF55wZ0+LstTthxi3td2Ft49p4ntryZ3qZZI7qayO7x+US8uYdjl+6gUNnrqgd9pLtoFdSx5hbD5+q5sYHF45RgVVLWbrgbazEXZKE8Sw+Xhy9v13Imyjz3BZPfV6gfs/f1bnOUI3ShbBodC+Ly0l9+vQJV+9q55YtvTZLyBKJ4mv/tr4BgRYdy1ZzIiIiIufGQAQREZGLeuTtpxmzpvmko/n4B+KXvxZj2dYDqj6+LcmO04gCEW3qVsL89btUc1hDIW/fYeX2Q+oSPXo05M+WUZWlKJk/B8oWzo3EOgsyppLmnJWK5VMLzoY+fPyoghRfAhU5M6VV91sqfw6UK5yb2RJRTN8232HRhr0IfvM2zPiIGcuwc85Im97XC51G6dnSW1+uRWRNn0qzWKvXmN0U8eNaF/SLHl3bEs9YRpUjSXPmCkXyqMsX9588x+mrt3Hw9GXsO3lR9a0Jj/QqkPI+K8f3t3ge8a0Issp7oy3/ftF1ml+bcm5wlef2nUfeqNT+F005K9G6biVMGdBR0zvG3HOqXiB/0JTF6mIPARY+FgniabNfiIiIKOphIIKIiMhF+b3U7jyM76Jf5qXh6veD/4S/nWq3y4K+KbuTl43tg7rdR4XbfFQWwmQhSi7Tlm9RvSXyZk2POuWLommNssikU64iIvNH9VD3e/763Qh3+srl77U71b+zZUiNWmUKo2nNcqq0FLm25IkToHPjGpi46N8w40cvXMf2w2dQvXQhm92XXhkzL51SOJb2PjHl/kxhzUKsq5PsNrl8V7mk+veZq7dVbwkp4SWZXnq2HDyt+gdJkNQSMXQCN9ZwxN/PVZ7b8nfS079tAwzp1ATW8vYLQGQL3e/I2jJcREREFPV8vZ/siYiIXNybt+80Ywms3D3sCPtOXULjPn/YLQhhDgki7F/wuyqVIgEGU0j5pgs37mH0nFXI1+AnfNfzd5wz2DEbEcmo2Dl7hKoZ7xbD9HrqN+49xqQlG1CiRR9Ubv+Lbo1xci29Wn2r6tkbGjFrRZhm6tZ6+SrYbouBXjrZR5YuUNL/KZQzM2YN7YqDC8bo1uf/YtLiDfiaufpz+6MJgXNTGGZWRQbDHjemcrewjwgRERG5FgYiiIiIyKELRj/8MlmVPtKTNV1KtPuuKmYN7YKtM37FxbV/4f6Ov+G9bxECjy7Hq+Mrw1wur5tq9ZwkKLBgVE8cmP87WtaugDge5tXn3nH0LMq2GYhh0/4xumtZj9QBn9i3HU4un4BOjWogkZl13o9fvIHaXUeo0ixSb55ck9T37968jmZcsmXW7TkGV6BXUodsJ1+2DNgxewTSpUyqe700vrZ0QZgi77ktpRSl+bWh8QvXY9DkRVYf35zzDxEREVFkYGkmIiIiFyWlhAwFvHKtXcdj/l4NH/+XugEIWZSvWCyfWcd798F2i28Fc2bCzKFdMLFfOxw+e1XVaJemwedv3I1wgUd2rk9YtB6Pnvvi7+E/mXW/WdOlwoQ+bfF7j+9VcEHu98Dpyzh95ZZJi4vS5PrBU19s+Gsw3N0i96PezFXbLC5TYg/NapYzuljrzLo1q6MeS1//sOXXRs1eiW8rFLdJuRvJunj+IuxrL+i1die5rXak62V5kHVlvOR9olHvsbo74eX9wtLyTK7OVZ7bhXNlxrjeP6BJnz802QtT/tmkzmfje7e1eK56QQ4hZQQL5shk8XGJiIiILMVABBERkYtKpNMg+WWQbRZbIoMs5i/dtE93l+juuaMsWtwJsEN5J8lUqFqygLqIoNchOHbhOg6duYLtR87i0q37Rm+7YtshlMqfU2V1mCumuxvKFsqlLl9KcZ24dBOHzl7BrqPncPLyLaOleg6euYxRs1ZieNfmiExTlm7Eg6c+cBayEOuKgYi4nrHR+/t6GGiwK1pKcUkz95Z1Klh9H9KU2HCxNvB1iNXH/d9xtO9DCczM8CHTGt3L81vvNXfv8fOvNxDhQs/tikXzYu2kgWj48xi8Cn4T5rqZK7ep4PPk/h1MLhVoSqPw0gVy6mZdEREREdkbSzMRERG5qLTJk2jGrt97BFchi/kvAl9pxmXRxdIdpn4BQbC3eHE8VFBCFvmPLR2HC2umoGfLukZLOI2Zt9omZVIkA6Zc4dwY1L4R9vz9G25umolfOjbWDUiJGSu3wsdgRz25jg4NqiFV0kSa8d/nrsJ7G2T+6JX+uvXwKWzh5n3tcRLEc73+Na5AFpX1vHhp//dCZ+Vqz+0yBXPh3ym/6PafmLduF7r+NhOfPplfZilN8sS643rnXSIiIqLIwEAEERGRi8qZKY1mTHaBOtOO9PDoNXSW3b2lC+a0/JjXzWsSbasG16O6t8SJfyYgU5rkmuuf+virEku2liJJQgxo1xBnV01CkdxZNNdLqY8dR87Y/H4pckjgqX/bBprx+0991OKkPd4/LoeT3WNOptOVOw8047kypbX62KSVIkkC3fHXDmhU7Cxc8bldPG82bJw6BAm9tEGNRRv3otOI6Wb3fJD3kIypteekm/efWDVXIiIiIksxEEFEROSiCufSLj5/aVTqCgxLZ4icGbULSOawx4K/qdKnSoZZQ7vqXnf8wnW73a801144qifc3WJorjt2wXGPB1mvdd1KusGtcQvWWd2QvGiebJox/8DXuHxbu9BqDulN8Obte537y2rVcUnf+w8fdcc9Y2t7CH0tXPW5Lef0TVOH6ma5SUm2tkOn4IORv7cxekFqKe9HRERE5AjsEUFEROSipP631JI3rCs9f/0utYDp7Px0SodIbW9LefsFqMbOjv6bSDmMR95+EQZdbB0EkcW3I+euhhn3eRGAyHRl/bRIvb+ozs0thirF1f7XqWHGn/n6Y+aqrUaDkZYuUIpVOw4j94/pLD7uyh2HdMcZiLCPx8/Dvtd8kVKnrNfXwpWf2/mzZ8SW6cPwTbeR8PEPe95Ys+uIKsu28DcJPJv2Nb5ayYLq9w7N1z8QR89f+2p7iBAREZHjMCOCiIjIRUkz42/KF9OMn7p8C4fPhl2QdkZ6PRWsqWs+d+0Oo7uDI1PqZNq63G/fv4+E+9UuPL61QW8KcqzG1csgp07plz8X/asap1tKyslkSJVMM75sywHVGN0Sga+CNYueXxrQ65WIIevI7vj9py7rXqf3nPlauPpzO0+WdNg6Y5gqv2dow74TaDFgAt6+M+2cUqtcEXjG1p5rJyxcb5O5EhEREZmDgQgiIiIX1u67qrrj0txSegQ4syQJvXSDKObWwRa3HjzF5CUb4Qz0sh9SJE7ooPvVrx9PriN69OgY0qmJbsPZKf9Y/pyPFi0a2tavorvDfvJSy447dt4a3Ybx7RtUw9dsz/ELdjnuiu0HdYO3yRLFt7rMnSuLCs9tCXBsm/GrbmB7y8HTaNpvnElBlfhxPdG0ZlnN+LbDZ7Bx/wmbzZeIiIjIFAxEEBERubAS+bKjcvH8mvFbD5+i88jpqoyDs8qfLaNmLCDoNf7Zst+s48iucKmdbU3g5eSlm3jq8wLWOn/9Lu4+9taMZ0mXUvfnpWa5BFGsJWWppNSG9n5TWX1scry6FYqhUM7MmnFrM5++r1sJsWK6a8bHL1ingoLm2H/qEqav2KIZl/JxzWuWw9esWf9xqNRusE3799x59AwDJy/Wva5BlVJqMf5rFhWe23Le2D5rONKlTKq5bufRc2jUZ6xJ573+PzSARyxtz5COv07DhRv3bDLXz58/4+zVOzY5FhEREUVdDEQQERG5uD9+bqO74LJ211E07TsOL16+MvuYl249wPeD/8TDZ76wl9IFc6ryUoYGTVlkclNRH/9AfNN9JM5cvW3VXHYcPYvc9bupTJIrdx5adAzfgEB0GjFdMx47ljtqlC6kextZuCnUpCdaDpyIExY22paFqPa//oV3OmWYvq1Y3KJjkvMZ1rmpzY+ZJIEXerX6VjMe8vYdGvz8u8mLlNIkvlm/cbql0Qa0bQivuJ742p24dFPV/a/aYQiWbt6H1yFhe/uY48i5a6jacahuNoS8p3ZvXgdfu6jy3JYSU9tnDtdtWr/3xEV81+t3TZ8oQ6mTJ8bgDo0140HBIajacQhWbDto8fwkK2Pxxr0o0vRn/Dzub4uPQ0RERF8HBiKIiIhcXPYMqfF7j+91r9t+5CzyN+yOKUs3ql3zETWPXrhhD2p3HYGSLfuqQManT+aXSTJVHI/YaF5Lu5vUP/C1WqyTptt6i+tfsiBmr96Owo17htndWjBHJovnI/clv3+xZr1RokVftXP20s37EZaKkoUYqT1etvUAXLp1X3N981rlES+Oh9Hbf/r0Gev3HEOl9r8gf4OfMHzmcpy+csvo7x66PvzmA6dQ/odBakHKUJUS+Y1mYpDrqVwivwre2Vr/tt+pBrmGpAxNhbaD8Pvc1UaDmRII/HXGMlTrNBSBOv0qSubLjp9acFE8tKMXrquAZeZaHfHjyOmqPI5kgkVE3of2nriA1oMnqcfb2Pt5nzb1dXfQf42iynM7bYokKhiRNb02w+3QmSuo3+M31cMiPDLX6qUKasZfh7xFu2F/oUqHIdi0/6RJ5Z7ksfl373H8MGQyMtRojx9HzcD1e4/N/K2IiIjoa6TdhkhEREQup2PD6rj98CmmLd+iu7A/aMpiDP5rCQrlzKQCF0kTxodH7FgICHoFnxeBqqSQlHOKbP1+aICV2w9rykvIwk/332erhaDSBXKqZqAyXx//l7j/5DkOnrmiadaZPHECTOzbDhXbDbZ6XhJQkIvcvzTVzpcto9qZmtArLuLH81S7Y2Xx8Ob9Jzh1+aZazNGTKmkijOzW0uT7vf3oGcbNX6sukuWSN2t6ZE6bQt1vgnhx8fHTJ7XgJH9rCcAYW8CUkiGT+3ew+Pcn5/Trj83UTnhbcndzw5xfu6FK+180C64SDPttzkr8MX8NyhXOg4xpkiNx/HgqaHnn4TMcOH0ZHz7qN4hPFD8eZg3rqnpckJbsYl+8aZ+6SBmlzGlSqPfmNCmSqF327m4x8Dr4DV6+CsaN+09w+dZ99f/hqVmmkCrDQ1HvuZ0yaSLVM6JOt5G4apC1J8Gtb3/6DeunDFY9IfTIXBeN7qV+7tiF65rrZUz6Tsh5p3CuLMicJrn6PT09YqnAv5x3JPh18eZ9PLFBGUMiIiL6OjEQQUREFEWM7dUGsWPGxIRF643WcD595ba6OAvZuTtjyI9ql68e2bm6YV/EDTXjeXpg9YQBSBQ/rs3nKEEG6b+g14MhPCmSJMS6yYOMLgxFRAItEmwwt565PBYrxvdD+lTJLLpfcl4l8+dAtZIFVSkxW8qVKS3W/DkQjXqP1Q1uSeBt9/HzwHHTG9Gv+3MQMqVJYdN5RlXy3iyBYGuCwY2qlcbMIV0QIwYDP1H1uS3B9i3Th6Fu95EqIBDaycs3UafrCPw75Rej50HJQtzw1y+qp5JkPxg77xw5d1VdiIiIiGyNn1SJiIiikOFdm+OfsX3UgoUtRMaOT2msOnVQJ91+EaaWrdg5ewQK5rS8LJOtG7uWKpBTzSl35nQR3K9N7xa5s6TD1hnDUK5wbtsemJzGsB+b2qURsQQ59s77DQV0StmYo3jebNg/b7RVr8eoplOjGkhvp3JJqZMlVu/580f20O0VRFHruZ00oRc2TxumW4bw7LU7qN11uOpXZIxn7FhY/kdflT2YIF4cm81LjsvzDhEREUWEGRFERERRTN0KxVC+SB5MW74Zc1bvUOWMzCE7+OtXLokODaqpRf7I0ObbyqoM0YBJi0zOPJCSSW3rV8Wg9o3C7cFgij6t66NE3uzYcugUdh45p0okWUIWh7o2rYWmNbW9L/Q0q1lO7azdeug0th0+g6t3Hqnd0ebKliG1+nt1+K4a3NxiWDBzchVS816akEtfEVvLmi4V9s0bjfn/7safi//Fg6c+Jt9WmunK66hlnQosx2RgRNcW6nLu2h1sOnBKlf2RPjCG5eXMUSJfdvX+0aRGWVWKjb6e57ZkPGyaNlT1hpAm6KFJpkTNH4dj09Qh4W5IkHKODaqWwowVW1U/poh6SBkLPkjfGnk/kg0F1p6HiYiIKOqL9tmSb7tERERO4MyZMyhcuDAOLRyDAlY0KY7KpKHx/lOXsO/URZy5egf3Hnur3ZIhb9+pMk6ygJU0UXxkS58KOTOlRfnCedSuT0cuZksgQhbmD5+9iofPfPEiMEg1apWSQ2lTJlWlNioUzYPa5YpqdnS+//ABdx556y4kSb1wU8mijNTMPnv1Nm49fIa7j73xzNcfr0PeqMfOI1ZMeMXxROIE8VTWgywOVylRADkzpbHqd5fGqScu3sCpK7dw68ETdb9PffzxKjgEr9+8RSx3d1U/XnpGyH3lz5ZRPRZS05vIlqRRvfRi2XXsHE5dvo27j5+p5+ebd/9775DnvgTRiubOgqolC6JUgRx2ydSIqr6UXjt/4y5uPXiqLg+f+aheBlKT/+3794gTOxbixfFUC7yS+SDB2nzZMqj3aJZesxyf29rH48j5aypAJuc8OYfKOVDOd7JSEC9ObPU8TJ4ogepjkj1jahTKmVllmliayUiWkWBmmdYDcPr0aRQqVMjR0yEiIjIbAxFEROSSXr58iYEDB2LGjBkMRBARERFRlMZABBERuTrH55YSERFZwN/fXwUhiIiIiIiIiIjIuTEQQUREREREREREREREdsNABBERERERERERERER2Q0DEUREREREREREREREZDcMRBARkUvKkCGDatZHRERERERERETOjYEIIiIiIiIiIiIiIiKyGwYiiIiIiIiIiIiIiIjIbhiIICIiIiIiIiIiIiIiu2EggoiIiIiIiIiIiIiI7MbNfocmIiIiIiIiIiJbunnzJjZt2oTDhw/j+vXrePz4MV69eoVo0aLBy8sLGTJkQIECBVClShV888038PT0dPSUiYiIGIggIiIiIiIiInIFP/zwAy5cuGD0el9fX3U5deoU5s6di3jx4qF79+4YOHAg4saNG6lzJSIiCo2lmYiIiIiIiIiIXEB4QQg9QUFBGD16NHLlyqUyKIiIiByFgQgiIiIiIiIioijs4cOHqFSpEtatW+foqRAR0VeKpZmIiIiIiIiIiFyMu7s7ihUrprIdEidOrHpEPHv2DEePHsW1a9c0P//u3Ts0bdoU+/fvR4kSJRwyZyIi+noxEEFERERERERE5CLSpk2Lfv36qX4RceLE0f2ZS5cuoX///tiyZYsmGNGqVSucO3fO6G2JiIjsgaWZiIiIiIiIiIhcQMWKFVWQoVu3buEGEvLkyYPNmzer/hCGbt26hQEDBth5pkRERGExEEFERERERERE5ALGjRsHLy8vk39+4MCB6mJozpw58PHxsfHsiIiIjGMggoiIiIiIiIjIBUgfCHONGDEC+fLlCzP29u1bzJ4924YzIyIiCh8DEUREREREREREUZSbm5vqF2Fo/vz5DpkPERF9nRiIICIiIiIiIiKKwho2bAgPD48wY7dv34a3t7fD5kRERF8XBiKIiIiIiIiIiKKwmDFjolixYprxI0eOOGQ+RET09WEggoiIiIiIiIgoisuSJYtm7OzZsw6ZCxERfX0YiCAiIiIiIiIiiuISJ06sGfPx8XHIXIiI6Ovj5ugJEBERERERERFRxAoXLmzT4/n7+9v0eERERMYwI4KIiIiIiIiI6CvEQAQREUUWBiKIiIiIiIiIiL5Cb9++dfQUiIjoK8FABBERERERERERERER2Q17RBARERERERERuYAff/wRqVKlstnx0qdPb7NjERERhYeBCCIiIiIiIiIiF9C+fXsUKlTI0dMgIiIyG0szERERERERERERERGR3TAQQUREREREREREREREdsNABBERERERERERERER2Q17RBARkcu7fu+xo6dARERERGQ3/LxLRESuLtrnz58/O3oSRERElnjw4AFy5syB4OAQR0+FiIiIiMiuPD09cPXqNaRLl87RUyEiIjIbAxFEROTywQhfX1+zbnPq1Cl06tRJM96xY0fdcT21a9fGs2fPwowNGzYMdevWhS00bNgQd+/eDTNWtmxZTJo0yexjDRgwADt37tS9buPGjUiVKlW4t5ePCjKfe/fuhRn38vLCkiVLkDp1arPnFBWdOXMG3bt3R548edTfycPDw9FTIiIiC4SEhKBHjx64fPky/vrrLxQqVAiuTD6fbNq0yaLPAObo0qULjh8/bpPPLlu2bMGQIUN0r0uRIgU2b95s0nE2bNiA4cOHW3x7a3348AFlypTB+/fvw4zLnOrUqWP25y6ZtxyPiIjIFbE0ExERuTTZEWburrDAwEDd8ZQpU5q82BArVizNWIYMGWy2WFG9enXMnDkzzNjhw4cRLVo0FCxY0OTjLFy40GgQQsiiucw7IuPHj1dfig0fx19++QX79u1DwoQJYa3g4GD1pTtXrlxwNfv370fPnj1RqlQptbDj6enp6CkREZEVDhw4oBaK5b1dFsXLlSsHV5U4cWKrPgOYqnz58ppAxNGjRxEvXjxkzZrV5ONcuXIFEydODPczmKmfty5cuGDR7eWzTf78+a3+fLNu3TpNEEJUq1Yt3DkY+9zVtWtXfu4iIiKXxWbVRERETuj777/XjH369AmtW7eGv7+/yUGI9u3b22Q+DRo0UFkgel/wCxcurLIBLPX8+XO1MzB9+vRYtGgRXI0sCNSqVQslSpRgEIKIKIqQ93LJIihevDhq1qypAs4UvqpVq+pmBDRt2hRBQUEmHeP06dOoUKGCyZ917GXBggVqo0vv3r01mQmmksxWyZQ0lCZNGvW8Cg8/dxERUVTEQAQREZETKlmypNqpaOjixYuqzMGhQ4fC3UkoX2DbtGmjFgCELXa7zZs3T31p1fuiXaxYMTRr1kzthJSASUTu3LmDWbNmoUqVKqosxK+//mp2iS1nsHfvXhWEKF26NIMQRERRjLyny3u7ZLvJe70Ensm4ihUrInv27JpxWTQvUqQIdu3aZfS2jx8/Rq9evVRQ38fH579xWXR3lFevXqnMjEyZMqnnwJQpU3Djxg1VOik8EnSRkl5FixZVv5chyWqQDNeI8HMXERFFNSzNRERE5KSmTp2qvtQbfuGVmtUSjMiRI4f6b/LkyfH27Vu1w01KIMiX5NDk+rlz56ov0dZIliwZtm7dqubk7e0d5rqPHz9i+fLl6pIgQQJ1X7LjL1GiRHB3d8fLly8REBCgenqcPXtW/dvV7dmzR5XtkL/B+vXr2ROCiCiKBiOkz8C3336rghGSJVGpUiVHT8spxYgRAyNHjkTjxo0118lnE8mYyJw5swreS38pWYyXfluXLl3CyZMnNZ935HFu2bIl2rZtC0eSecnnK7mI+PHjqwBJ2rRp1ecc+febN2/g5+eHq1ev4sSJE3j37p3usQoUKIA+ffqYdL/83EVERFENAxFEREROSmot//TTT5g8ebLu9deuXVOX8MiXY/kSa4tawiJnzpyqV8U333yjvmzrkS++Uk87KpNdnfIYyN9I6j8zCEFEFHXJe/y///6LevXqqQC0ZElUrlzZ0dNySo0aNVJNq6dPn657/e3bt9UlIrlz58bq1avV4+5sZFFfNiNY8hlKAllubqYvw/BzFxERRSUszUREROTE/vzzT3Tr1s2i20o6/8GDB81qbm0K2c146tQpNS/Z/WgrKVKkcGgJBlNJ829ZEJAa1syEICL6uoIREoCWYER4ZYa+drKBomPHjhbfXjIA5POLrTZRWMKU0knmkIwaaYAumSDm+to/dxERUdTBQAQREZETky/CUmdYUu8zZMhg0m1ixYql6g9LQ8O8efParVSFzEt6VkjJBEt7I0jZgRYtWqjdpY8ePVI7KZ3Zjh07ULduXVUuQjIhYseO7egpERFRJJH3fHnvl4VyCUhLYNoVSCbHsGHDNBcp6WMPsuNf+hEsXboUGTNmNPl2UlpIMikkyOPIIISYNm2a2mzQvn17NS9LP8OVK1cOmzdvVsdKkiSJxfP5Wj93ERFR1BLtc0SdloiIiMgpSB8IKbMk6fdSf1h6QkijQakFLF8spbm1NCGU2swpU6aM1LkFBwerRXrZwSi1iO/du6fmJuOyIOHl5aUu6dKlU2UGpHl2mTJlkC9fPpvvOrSX7du3qx2N8hivWbNGBXyIiOjrI/0AGjRogN27d6ssierVqzt6Sk7rw4cPqseGfEaQHgvSE8Lf31/t7JfykbLbv1ChQuoxrFGjhqZskZRBevr0aZgx+dwjt4tM8rnmyJEj6jPOzZs3VXkpaaotjanl81mcOHHU7yOfx/Lnz69+J8mc0Ws2bQtfw+cuIiKKehiIICIiIorAtm3b1I5SabQpNasZhCAi+rrJ4rMEI2T3vux2l0V0IiIiIjKOpZmIiIiIwiEZKJIJUa1aNQYhiIhIkXOBZMfJuUEC1ZKxSERERETGMRBBREREZITUda5fvz5q1qzJIAQREYUh54RVq1apskISjJDANRERERHpYyCCiIiISMemTZvw3XffoVatWli5ciVixozp6CkREZGTBiMkYC2BawlgExEREZEWAxFEREREBjZu3KiCELVr12YQgoiIwiXnCDlXyDlDghFyDiEiIiKisBiIICIiIgrl33//VQ1I69atixUrVsDd3d3RUyIiIhcIRsg545tvvlHnkA0bNjh6SkREREROhYEIIiIiov9v/fr1aNSokWpOvWzZMgYhiIjIZHLOWL58uQpkN2zYUAW2iYiIiOh/GIggIiIiArBu3ToVhJCGo//88w+DEEREZDY5d0ggWwLaEoyQcwsRERERMRBBREREhDVr1qBx48aqnAaDEEREZA05h8i5RHoNybll7dq1jp4SERERkcMxEEFERERftdWrV6NJkyZq5+qSJUvg5ubm6CkREVEUCEYsXbpUBbjlHCMBbyIiIqKvGQMRRERE9NVatWoVmjZtqnasLl68mEEIIiKyGTmnSIBbAt0SjJBzDhEREdHXit+2iYiI6Ku0YsUKtGjRQgUiFixYwCAEERHZnJxbJNAdPXp0NGvWDJ8/f1bBbyIiIqKvDTMiiIiIyOUMHjxYNQO11PLly1UQQhaFFi5cyCAEERHZjZxjFi1apALfzZs3V4FwS0nvCTkHEhEREbkaBiKIiIjIpQQEBGDcuHF4/vy5xYs4EoSQxSDJhIgRI4bN50hERBSanGsk8C3nHrlYGkz38fHB+PHj1bmQiIiIyJUwEEFEREQu5d9//8WHDx9UzW1zSePQVq1aqcv8+fMZhCAiokgj5xw597Rs2VJdJDBuLjn3vXv3Dhs2bLDLHImIiIjsJdpnKVJJRERE5CJq166NoKAgHDhwwKzbScPQ1q1bq8ucOXMYhCAiIof4+PEj2rdvr8o1yUWy9MxRtmxZxI8fH5s2bbLbHImIiIhsjRkRRERE5DJevHiBHTt2mN3oUxZ6vv/+e7Rp0wZz585lEIKIiBxGzkFyLpLAuJybpJm1OeQcKOdCf39/u82RiIiIyNYYiCAiIiKXsX79erWT1JyyTFKTWwIQ7dq1U5kQ0aPz4w8RETlHMOKHH35QAQkJmJtKzoFSolDOiURERESugqWZiIiIyGXUqFEDb9++xd69e036eWlG3bZtW1UCY+bMmQxCEBGRU/n06RM6deqEv//+W/WPkKCEKSpUqAAPDw9s3brV7nMkIiIisgU3mxyFiIiIyM78/Pywa9cu/PXXXyb9/Lx581QAokOHDpgxYwaDEERE5HTk3DRr1ixEixZNZUdIYEL+a0p5ph49eqhzY+LEiSNlrkRERETW4DdyIiIicglr166FJHJ+9913Ef6s7CyVUkyyy5RBCCIicmZyjpKsvY4dO6pzlwTSI9KgQQMVtFi3bl2kzJGIiIjIWizNRERERC6hatWqKhAhWRHhkT4Qspjz448/Ytq0aWqXKRERkbOTwEK3bt1UAF3OZZLVF57KlSurXhPSuJqIiIjI2bE0ExERETk9Hx8f7NmzRy3OhGf27NkqC6Jr166qhBODEERE5EqZEV8C6FJWUAITElgPrzyTnO/kHJk0adJInSsRERGRuVingIiIiJzemjVr1MJMeGWZpKyFBCG6d+/OIAQREbkkOXdNnTpVZUbIOU36Rxjz5ZwopQuJiIiInB1LMxEREZHTq1SpEtzd3bF9+3bd6yVTokuXLvjpp58wadIkBiGIiMilydd0aUYtgXU5x3Xu3Fn356pVq4aPHz9i9+7dkT5HIiIiInOwNBMRERE5tWfPnmH//v2q7JIeKWMhO0dlwebPP/9kEIKIiFyenMsmT56syjVJzyMp0yQBd73yTJI54e3tjeTJkztkrkRERESmYGkmIiIicmpSckIWYurVq6e57kv5il69ejEIQUREUYqc0+Tc1rNnT9ULQgLvhurXr69+juWZiIiIyNmxNBMRERE5tfLly8PT0xNbt24NMz5lyhSVBdG7d2+MGzeOQQgiIoqS5Ct7nz59MHHiRHXuk15IodWoUQNv3rzBvn37HDZHIiIiooiwNBMRERE5rSdPnuDgwYOYN29emHHpAyFZELIw88cff5gVhPjw4QMOHDigblOxYkU7zJqIiEjf3r17VWChXLlycHMz7eu4nK/Gjx+v/iu9kKRMkwTiv2jSpAnatWuHp0+fImXKlHacPREREZHlWJqJiIiInNaaNWvUQs23337735iUqZAgRL9+/UwOQrx//x47d+5Ex44d1SJN5cqVVTCDiIgoMsm5R85BqVKlUr0d5Nwk56iIyLlOsv/69u2rSjWFPodJ6UI5V8o5k4iIiMhZsTQTEREROa2yZcsifvz42LRpk/q3lKWQUkwDBgzA6NGjww1CvHv3Dnv27MGqVauwfv16vHjxApkyZULDhg3RqFEjFC5cmOWciIgoUsnX71OnTmH16tXq/HT37l0kTpxYBRPk/CRBCnd393BvP3DgQIwdO1adEyUwL2rXro2goCCV8UdERETkjBiIICIiIqf06NEjpE2bFosWLUKrVq1UWQrZCSoLML/99ptuEOHt27fYtWuXWuCR4ENAQACyZMmiAg+ywFOwYEEGH4iIyCnIV/GzZ8/+F5S4desWEiZMqLIA5ZxVtWpVxIwZU/d2gwYNwpgxY9S5UQL0cq5s06YNHj58iNSpUzvk9yEiIiIKDwMRRERE5JSk7ET//v3x/PlzzJ49W5ViGjx4MEaOHBkmmCANOnfs2KEWcjZs2ICXL18ie/bs/wUf8uXLx+ADERE5NflafuHChf+CEtevX1cZgXXr1lXnMwlKxI4dO8zP//LLLyo7UEo2tW/fHsmTJ1clC0P3jyAiIiJyFgxEEBERkVMqVaoUkiZNqv4rpZiGDBmC4cOHq6BCSEgItm/frhZrNm7cqMpR5MqV67/gQ+7cuRl8ICIilyRf0S9fvqzOcRKYuHLlCuLFi6eCEnKOq169Ojw8PNTPDR06FKNGjVKlmg4dOgQ/Pz8cPnzY0b8CERERkQYDEUREROR0Hjx4gPTp06Nx48ZYuXKlWmiRjIht27aphRnpGfH69WvkzZtXLcrIRQIRREREUY0EIr5kSly6dAlx48ZFnTp11LmvRo0aKggh2YJfzplyDpXShkRERETOhIEIIiIicjoTJkxQWRAfPnxQCy2S3bB582YEBwejQIEC/wUfpAQTERHR1+LatWtYs2aNCkqcP38enp6eqlG1fK2XYIWbm5sKTPz888+OnioRERFRGAxEEBERkdORnZzSrFoWVCQYUahQIVV2qUGDBsiaNaujp0dERORwN2/e/C8ocebMmf/OmXIOlawIIiIiImfCQAQRERE5FfloIrWvkyRJohpuSvAhU6ZMjp4WERGR07pz547KiJgyZQp8fX1VLyX2SiIiIiJnwkAEEREROR35eMIFFCIiIvPxHEpERETOiIEIIiIiIiIiIiIiIiKyGzdTf1BqTEqKJxERERERfd2kdFq6dOkQFfF7DxERERHZWpIo/PnZpoEI+TCeM0cOBIeE2H9GRERERETk1Dw9PHD12rUo92VKfe/JmRPBwcGOngoRERERRSGenp64evVqlPv8bPNAhOwIkiDEtNbFkS2Fl/1nRURERERETunGs0B0XXhcfUeIal+k1Pee4GDMmrcI2XLkdPR0iIiIiCgKuHHtKjq1/T5Kfn62S2kmIUGIfGkT2m82REREREREDiZBiPwFCzl6GkREREREUUZ0R0+AiIiIiIiIiIiIiIiiLgYiiIiIiIiIiIiIiIjIbhiIICIiIiIiIiIiIiIiu2EggoiIiIiIiIiIiIiI7IaBCCIiIiIiIiIiIiIishsGIoiIiIiIiIiIiIiIyG4YiCAiIiIiIiIiIiIiIrthIIKIiIiIiIiIiIiIiOyGgQgiIiIiIiIiIiIiIrIbBiKIiIiIiIiIiIiIiMhuGIggIiIiIiIiIiIiIiK7YSCCiIiIiIiIiIiIiIjshoEIIiIiIiIiIiIiIiKyGwYiiIiIiIiIiIiIiIjIbhiIICIiIiIiIiIiIiIiu2EggoiIiIiIiIiIiIiI7IaBCCIiIiIiIiIiIiIishsGIoiIiIiIiIiIiIiIyG4YiCAiIiIiIiIiIiIiIrthIIKIiIiIiIiIiIiIiOzGzX6HJiJXVWToJjx8ERxmbHLLomhaIiNc0QO/1yg6bLNm/OTw2kiXOI4jpkRERERE5BLyZ8+Ehw/uhxmbOvtvNG/VBq7owf17KJAjs2b83LXbSJc+g0PmRERE9DVgIIKIiJyWT9AbXHkUgPt+rxH05j2iAYjn4Y5MSeMhT5oEiO8ZE67k8+fP6ne5+SwQfq/e4mXIe3z4+En9Hgk8YiJlQg/kTZMAMd1iRNqc3n34iFveQbjr8wr+we8QGPwO0aNHQwLPmGpemZLGRbYUXogWTR59IiIiIiLH8Hn+HJcunsf9u3cQGBikPp96xfdC5ixZkTdfAcRPkMDRU4wy/F+8wIXzZ+Hr46Mub9+8Qdx4cZE6TVrkyp0XadOnj/Q53bh+Dffu3Iavr8zJF25uboifID4yZ86K3PnyI168eJE+JyIyDwMRRETkVILffcCKY/ew7OhdXHjkj8+f9X8uRvRoKJYpCVqWzoRvC6WFewznqzYoi/yn7vrh4PXnOHjDG5ceBSDk3cdwbxPLLTrypUuI2vnToHnJjDYPtgSGvMPhmz44cM0bR2764JZ3ID58MvIg/38SlCiSMTEaFk2PbwqmgZuDH+vWsw9h24UnuteVypIU63pWjPQ5EREREZHtBQcHY9nihVi6aD7Onz2jNvboiREjBoqXLI3WbdujXsPGcHd3h6s7e/oUqpUvhY8f9b8/bNi+G2XKVbBp8GHOzGnYsWUzzp09jU+fPhn92UyZs6B+w8b4oUNnpEqdGvZy+uQJzJ87C3t37cTTJ4+N/pz8vUuUKoOWrX+IMn9/oqiIgQgiInIaWy88xsCVZ/A0ICTCn/346TOO3vJRlynbr2JC8yIomikJHO39x0/Yf80b608/UIvlkslhjrcfPuHkHT91+WPzZbQqnQkDvskDz5huVgUftpx/jH/PPFQBiIgCD4YCgt9h1+Wn6vLrOg/8XCMnWpfNAkfYdPaR0SAEEREREUUdWzb+i749u4e7AP2FLNYfOXRAXSaOG4NJ02aheMlScFXy+/Tq1tloEMKW3rx5g8kT/sD0KX8iKDDQpNvcuX0LE8aOxrTJE9GjT3/83G+gTRf/Jfth+C8DsHXTRpN+/v379zi4f6+6jPt9FMZNnoryFSvbbD5EZBvOt32UiIi+SqM3XESb2YdNCkIYuv4sEPUm7cWiQ7fhaG3nHEGLGQex6sR9s4MQetkhs/beQOXfd+DMPT+Lj1NwyCb0WHISe648MzsIYejZyxD0W3EGzaYfwPNA8/9W1ggKeY/Bq89G6n0SERERUeQbNewXtGz8nUlBCEPXr17BN9UqYsHfs+Gqpk+ZhAvn7P+597m3N+pWr4yxo4abHIQwDGLIbevVrAo/X1+bzGn7lk2oUraEyUEIQ7du3kCDOjXw57gxNpkPEdkOAxFERORwI9efx+QdV606hiyw911+GosP33Z4RoSt3fF5he+m7MOJ25Z9uH//wfZzkqDGt3/uVX08IsuoDRdUIISIiIiIoq5fBw/AxD9+t+oYHz58wM/dfsTCeXPgig3Vx476NVLuRxb8T504ZvWxjh4+iPq1q6nyTtaQv1eLRvXxKijIquNIWamRQwfjt+FDrToOEdkWSzMREZFDrT55H1N3Xde9Thold6yYDeVzJEfqhJ74+Pkz7vm8wu4rTzFn7014B2oXwQesOIPsKeKjWGbHl2ky7P1QOENilMqaFMUyJ0WqBB5IEi8W4sRyg//rd6phtPSRWHL4ru7ivvSWaDHzIDb0qoScqeLbZE7S+6FEliQolTUZCqVPhKTxYiOpVyxEjxZNNdO+8DAAuy8/VX+jN+8/6gZImkw9gI0/V0ScWPatw3ryji8WOkHGCxERERHZz6plSzFl4jjd66QpdeduPVChchWkSZtOlS2S5sU7t23FrGlT8OzZU81t+vbohuw5cqFEqdJwFb1/6qJ6Y9iTZDJ837QhHj18oHt9nnz50axla/VYp0qVGrFix4aPtzdOnzqBf9euxoZ1azT9Oi5dOI/2rZtj1b9bED26+fuejx05jH49u+v2ppDjSU+Kb79riPwFCiFp8uR4ExKCJ08eq/4R/yxegKuXL2luN2HMb8iWLTsaNWth9nyIyPaifTbW6SeUM2fOoHDhwtjZvyrypU1oh2kQEdHX6FlACEqP2opXbz5orvuhbGaMbFjQaBPqV2/e46fFJ7D5vDZdO23iODg4uDo8rOirYKmm0w5g79Vn//07T5oEaFkqk2r0HM8j4sV6WfAfv+Uypu66ptuou2imxNjYqxKiRYtm8pzS9Vytek8ICTJUzJkcLUtnRrU8KU1qPC0lmHotPaV6ROjpXjUHfvk2H+yZZVJlzE5ce/oyzN/4zbuPmqANm1UT2d+Fh/6oOnYnTp8+jUKFCiEq+fK9Z++Rk8hfMGr9bkREzu7pkycoXiCX7m74dp1+xOhxfxrtQxAUFISuHX7Apn/Xaa5Llz4Djp69BA8PDzi7NSuWoUOblmHGihTTz1qwplm19J9Y+Lc2W8TNzQ2jxk5A+85dwg0mSBPp9t83x/17dzXXye27/NTTrPm88PNDmSL5dYNJWbJmw5yFS8M9L0tQSspZSV8Jw0BGnDhxcPTsZaRJm9asORHZ0vmzZ1CxVNEo+fnZHCzNREREDiOldvSCEK3LZMaYJoWNBiFE3NjumNOuJKrkTqm57qHfa8zYrZ9lEVnKZk+GTT9Xwu4B1fBDuSwmBSFEbPcYalH/r1bFoBdrkCbWa0/p71wKj1v0aGhRKiNODK+Ff7qUQ638qU0KQohkXh5Y0rmMCqjomb33Bu77voK9TN15LUwQQoxuWBCx3fkxhoiIiCiqGDFkoG4Q4ocOnTBu0tRwmyHHixcP85euQLWatXRLEE2dNAHOLsDfH4P6/RxmrFCRYvi+bTub3s/NG9exeP7fmnHZ6DR30T/o2KVbhBkNhYsWw6ad+5A+Q0bNdWNG/ap6T5hDGmUbC0Js3LE3ws0BMWLEQPdevTFj7gLNda9fv8aQAX3Mmg8R2Qe/wRMRkUPc832lu6CeNXk8jGxQwKRjxIgeXS3YJ4oTU3PdrL038fqtNshhb4UyJMKanypgdfcKKJrJ8vJQjYplQNfK2XWvW3pUu/MoPPWLpMOhITUwsXlRpE0Ux6L5yBeTP5oWUhkZhiTbQso32cNdnyBM2h62f4gEUarlTWWX+yMiIiKiyHfv7h2sXrFMM541ew6VCWEKWYyePmcBEiXWfl6d8dcktSDtzIYO6gef58/D/D4T/5puUZmj8EwaN0a3/FHHLt1Rt34Dk4+TOk0atfBvOD8JJk2bPNHk4wS+fIm5s6ZrxuX3nzV/MZKnSGHysaQEU+t2HTTjUkrq6pXLJh+HiOyDgQgiInKIeftv4eMnbe2hwd/mQyz3GCYfJ1HcWOhZI5dmPCD4HVYcM2/B3hb61c6DMtmS2eRYvWrkQuK4sTTjx2/54GXwO5OPM7llMWRMGs/q+Ujg59f6+kGi7ReewB76LDsdpj+F9NQY1bCgXe6LiIiIiBxjzoxpqryOoWEjRyNWLO3nYWMkCNG7/2DdbINlixfCWR05dABLF84PM9auUxfkK2Dbz73Se2LNyuWa8XheXhj860izj1eidBnVu8HQ/LmzTA78rF+7SgUjDDVt+T0KFi5i9px+HTUGnp6eYcakKr1kXRCRYzEQQeTE3n34qBq0/nP0DqbvuoZpu65h0aHbOHTjuVmLkETO5uOnT1h3WpsNkSFJXNSwYKd7i5IZETe2th/E6pPmlzByJlJ+qrrO4/Hh02ecuffCIXMqkjGx+jsZuvDIX7ehtTWWH7ur3u9C61srt2pcTkRE9LV59+4djh89giUL5+GvPydgysTxWPD3bBzcvxcvAwIcPT0ii0kAYu0q7eJ4xkyZUbNOXbOP17JNW8SNp92Es3LZUjijt2/folfXzmGaP6dMmcqiwEBEjh4+qN5LDDVp1hJx42o/45uibYfOmjHJitiyYb1Jtz+wd4/JxzVF/AQJUL9RE92siJCQEIuOSUS2EfldPIkoQpcfBWD67uvYcv4xgt99MFrvvVTWZOhUKZumRn7vf07B91XYBq7ty2dF2ezJ4Uyk2bD8jtIA98rjADx7+QYh7z4gQZyYSBI3NnKljo/KuVOqhrpeHtrSO+S6pM/B88Cwz1HxXZF0ZjVhDr1gXyNvak15oNP3/PA0IBgpE7juwnWxTEnwj04pJu9Ax32ILpYpsSqtFZp8b5K/abrElpV+MuT36i2GrzsfZkzeEzpUyGqT4xMREbmKSxfOq/r2mzesN7rDWBrMli5XHl2690TVGmFr5Pfs2gm+ocq9iI5du6NchUpwJtJsePOGddi5bSsuXbyAZ0+fICQ4GAkTJUKSpMmQO09eVK1eE9Vr1YFX/PiOni7Z0ImjR+D97JlmvEGTZhZ9N5B+EbXq1NUEHqTh85PHj5EqdWo4k4l//K76NoT227iJ6vewtUP79+mOV6lew+JjFi9VWgV+DPt7SKaDlEqKyOGD+zVjSZImtSgb4osq1WpoMkyCAgOxe8c21Pm2vsXHJSLrMBBB5ETevv+I4evPY/6B2/gUajeEHtkRfeC6t7pUypUCk1sWVQ1lxf5rz/DwRXCYn6+Zz/QPW0WGbtLcXo7ftIS2EZWe5N1WasbW/lQBpf9/uZr3Hz9h+q7rKtgi5XMM+Qa9VRdpTis9BBJ6xkSfWrnRpmxmk5vrhvbA7zWKDtusGT85vLbNFk3JPPK81VM1j7bxtKkkIKfXp+DAtedoUiIDXFUyr9i64z5B2kCOM8zJVq+poWvO4cXr/3t/kO+gfzQpbNF7ABERkSuSXdLDBvZTtdP16rmH9uHDB+zfs1tdKlerjqmz5v1XV33vrp14+CDsZ6Radb81eR75s2fS3H7q7L/RvFUbk26fyENbcnPD9t0oU66C+v/379+rQMtff45X5XMMSc18uVy9fEn1EJDARP/Bw9C2Y2cVgDGXNC4ukCOzZvzctdtIl951PzO6sn17d+uOV69Z2+JjSkBOLwNi/95daNayNZzF9WtXMXn82DBjlapWQ70Gjexyf7cMAh5fFC5a3OJjSo+IQoWL4sC+sJkNB/fvU6/v8JqMS0kmvSBUoSJFYQ1jv8+eXTsYiCByIH6bJ3ISsiBff/I+/L3/VoRBCEN7rjxDrQl7VFNXZye702uN343RGy/qBiH0+Ae/w+DVZ9F27hEVrCHXd+y2r2ZMav/nT5fQ4mOWzpZUd/zobR+4MmPvBrHcTO+jEVlzim2jOe2/+kwTVGpRMpNVzb+JiIhciSzIf1OtEmbPmBphEMLQ7h3bUb1Cady5fQvOTnanVytfCiOHDtYNQujxf/ECA3r3QOtmDVWwhlzfscOHNGNSJqhAocIWH/NLoMvQkUMH4SykFJOUZApdKil27NgYN2mq3e7zxQtteVe5z8RJrPucrZdlIhkS58+eiWA+frrjqdOktXo+etk0hw8esOq4RGQdBiKInICUI2o2/YAqI2Oph36v0Xz6QZMX9x3h0YvXqD1hDy48NO1LhqHtF5+g3d9HbD4vinyXdJ4DuVMnUM2QLSUZQSnie5h0X67knk/YEkgRZSU4ck5JbTAneT/su+J0mDFp2P3Lt3mtPjYREZErkBrmjb6trcrIWEp2/TepV8fkxX1HePTggQqYRLRQaczWTRvRprl9do1T5Lpw/qxmLHfe/IgRw/JNLpIRJH0WDF08fw7OYuG8OTh2JGwQple/gao3hr34+fnq9lSwVvwE+hvKLpwL//Xt5+urf7z41s1JsjSkAbeh2zdvmNxEm4hsj6WZiJyA1EE31ng2fZI4aFI8gyo7Iw1a48V2h3fgG9x4Foh/Tz/AhrOP/msQe8fnFQatsuyDvL29fvsBTacdwGP/sCWfUiXwQPHMSdWiqmesGPALeouz91/g4iP9hns7Lz1VDWxNLRNFzkeeAy9D3mvGs6XQflA0lxzj2cuwvROuPwvEp0+fET26+fVlncHRW/oZHY4qKyaP5fE72i8MnjHdkCRuLKuPP37rFdz3DfvlYFi9/EgYx/pjExERuYKhA/vi9MnjutdlyJgJTVt+j2o1aiFN2nRqoc372VNcv3oF61avxPo1q/Dmzf/KN96+dRP9f/4Jzuj1q1doULcmHj96GGY8Veo0KFm6DJIlTwHPOHHg5+uDM6dO4sI57UK12L5lM/5ZvMDkMlHkfB49fKjbbD17zpxWHztbzpx4+vRJmLFrVy6rLCNZqHYkKUc0/JeBYcayZsuOHr372fV+QzfEjgzS78WZ5iN/+yuXLqJo8RKRer9E9D8MRBA52Km7flh46I7udV2rZEe/2nkQ2z2GZgFSLhKc6F4tJ7ovOo5zD/6322nNyQeqkbWzGfnvBdz0/r/SUaWyJsXguvlQJGNi3Z+X5tX9VpxWTY31AjffFkoLj5h8C3NF9w2aHH+RMWlcq4+dIUkcHDAoe/ruwyc8fRmiAnmuxv/1W+y+/FQznihOTBRIl8ghc9p37Znq4WKofI7kVgd75HU/c3fYP2DJLElduscHERGROU4eP4b5c2bpXte9Vx8MHDpclVEJTfoayEVq4vfo0x9d2rXB2TOn1HWrlv9jUR8Fexs2eABuXr8WpozOkBG/GV0clIXDn7t3wYlj2uzooQP7oX7DJvDw0GbGkvO7f0//u3CmTFmsPrZkFkjflNCkDJKUBEuT1rrSP9Ya2KenJgAzbvJUxIwZ0673m0Anc0EvEGSulwH62Vf37t4Jfz4J9TMpXr4MsDrgIM2p9dy/e4eBCCIHcb5PJERfmf4rTuv2hBjybT50q5rDpB3ga36qoPpLfCl5JI2snY1kcHwx8Js86Fk9V7g/nyt1AqzuXgEtZhzEoRvPw1wnDWy3nH+MBkXTwxVN3HYFzqR9+Szw8rDvB97QHhk0Qv8iRQLrvzwaO4aULnPFQMTcfTcRotMXpVKulA7L8Phrx/8tGtiq0fiXTIvey06Fef9yjxEdY5sUsuq4RERErqRPj666PSF+HTUGP/XuG+Hts+fIifXbdqFu9Ur/lTySRtbO5sa1q//9/y/DR+HnfmF3hhvKlScv1m/diab1v9E0xH3h54fN/65Dw6bN4YrGj/kNzqTjj93gFT9+pN2fYSP0L1Km0pZVMlcKndJM6j7v33NoIGLnti0qeym0Rk2bo1yFSna/70SJtZuZJItKXkeJEutvEjSFBHf0PLh3L/z5JNK/zyePH1k8ly/zMZZtcf9++HMiIvthIILIwSVXLumUIJLd/qYEIb6IG9sdizuVQelRW/HqjfN90QitX+3cEQYhvpBMkL9aFUPpkdsQ/C7s77XqxH2XDUSM3XQJzqRh0fSRGojwDfpfuQBDSW1Q1idpPP0eBX6vXK+RofRUmb77hu5135fJBEfYfO4RjuiUiorv4a7et6wx78AtTYm6zpWyIXvKyPsiTERE5EhHDh3QrV9fv2Fjk4IQX8SLFw//rP4XxQvkUs1indmAIb9GGIT4QjJBps2ZjxIFcmlqvC//Z7HLBiJGDx8KZ9K4WYtIDUT4PNcvQ5okWTKrj53MyDF8ffXvMzLIc7dPj26aHg0jx4yPlPtPn16/xLGUg5OsKktI8PRLFpYhH5+wmwoNJUyUSJWYM8xekJJs1jhz6oTR63yehz8nIrIfNqsmcqB/jmjTFD3cY2BY/fwW7QTvUc36Opr2VDRTYvSsbt4cUyX0RFOdsiwn7/pGej1Jsg3JaNETz8Pd6mNLDxX9+3StQIQ8t3v/c0oTgBMVc6ZQfVUcUSZqwEr9HjQSOJWAqKWe+Afj900Xw4ylTRwHP9c0LWhJREQUFSxZME8zJuWGho/+w+xjyW7yn/uatsDvKMVKlELv/oPMuk3qNGnQrGVrzfiJY0f53cBF+b/QluIVXl7WB0PiGTnGCyP3GVmBJ8MskCHDRyFZ8uSRcv/FS5XWHd+9Y7vFx5TXn7EySDIeXlZWtGjRULxkKd1ggaWN7MXuncZ/nwB//f6cRGR/DEQQOcjb9x+x8Zw23bBuobQWl5BpWy6LCmQ4qz41cyOGBU3B5DExJJkfd330ew2Qc5PG5XrixLI+SS9ubP1jvHbyTCFD03dfx75r3prxWG7RMaphgUifj3yx7774BJ4HarNZMieLh04Vs1l1/EGrzmqyuUY3LKgaYBMREX0N3r59iw3r1mjG6zVoZHEJmXaduzh134R+g4cgRgzzv7vUa9hIMyaZH3du37LRzCiyG5friRPX+v5xkh2k51WQY75HnjtzGrOn/xVmrFCRYmjTvlOkzaFUmXK64yuWLUFwsH4J3YgsmKvf1+aLiDKzSpXWn9P8CI5rTODLl1i7crnR64OC9IMmRGR/DEQQOcjlxwEIeaet/V6vsOXlTWRHsrV12u1FmmtLM1tL5EubENF0yuFfe8oPEK7o/Udt3WMR0836U5L0FNDzzsh9OqPDN55j9Iaw2QFf9K+TB1mSe0X6nCZtv4qdl7RNs2NEj4YprYohlhUBUCn3tPVC2JqytfKnRrW81tcFJiIichWXLpzXXQSs36iJVYuw1WrWhpWaFoQAAQAASURBVDNKnyEjKlauatFt8xcsrHZRG7p25bINZkaR7d17/WxpWzRtdnPXz9h9/07/Pu3p48eP6Nm1k/rvFxKIm/jXdES3YLOepZKnSKGaw+s1rLakTJhkQ6xesSzCQGtEwUW9oOQ/ixbgwrmzZs9pxNBBmvJt5syHiOyHWw2JHOT8g/81ljZcRC2TzbpamBVzpcCGs9Y1drKHUlmT6n5hMIXslE+T0BMPDZocBwS75gcI76mN8TUzFoiwJFvGkJuRQMQHFwlE3PN9hfZ/H9FtOC8lmX6slD3S5yRBgrGb9fua9K2VG0UyWt7ULijkvcqGMHy9j2pY0OJjEhERuSLZKW3I3d3d6ua1latVx79rV8PZlC5X3vLvBnHiIE3adJryNv4uWm7lRYh2c9rX5P3797rjbm7WL1fJa0j3Pj/o36c9zfhrsmZRvV2nLshXIPI/93bv1RuHDuzTjM+cOhklS5dB7br1TDrO0ydP8GO71qpHhCV/4y8yZMyEOt/W17xXSUmnDm1aYtOOvUhqYs+QNSuXY/6c8DMpPrx3rWx5oqiEGRFEDnL+ob9uiZOYbtaVVsqZKgGcUcH0iay6fXxP7Y6YIBcrt0P/E93Il85PNqjra+wYln7RjUwvXr1FixkHdXtoSL+Eaa2LI3r0yP09Tt/zw48LjkHvYa2WJ5XZPV8M/bbhAp69DNEENywtT0dEROSqzp3VBiKyZMtu9a7wXLnzwhkVKlzEqtsnSJhQMxYU6NyNuUmfsWyAiBa3TWHsGJGZgSAe3L+HsaN+DTOWMmUqDP51JBxBmlJLSSi9x+uHFk3w96wZET7+Z0+fQp2qFXD3zu0I78+UEmzSL0YvcHTz+jV1PxfPnwv39pJpIsGezm2/j7BfTHQjm9eIyP746iNyEB+dWuvZUlpfciW7DY5hD0nixrbq9nF1+ge8fhP5O1kIdiuf9PGj9YEIY8cwdp/O1Dej+YyDuOWt/QKdOG4srOhSTv03Mt18FoiWMw7qlpCTLIhZbUtYFeA5ddcPCw/dCTOWK3V8dKiQ1eJjEhERuarn3s80Y9lzWBfwFzly5YYzSpLUuizwuHG1tf9fvWIgwhUZy1oIr8GxqYwdw91N/z7tpU+PrppSQb+Nm2i0h0VkmLtoKbzix9d9zPr27IaKpYpi1rS/cO3qFdVz4c2bN3j04IHqZdOuVTNULVcyTBBC/o5S9klP7NgRrwXkyZcfQ0f+rnvdzRvX1Xw6/dAKmzesx6OHD1V5JZnX1SuXVQCifInCGNzv5zClryRzytL5EJF9sDQTkYO8DNHuek6os+vfXNLcVWrtv/vgXKVovDzdbb6L/qNO+RpyfrHc9YMCb95bn5YeYiTN1th9OoN3Hz7ihzmHcfb+C93m28u6lEXm5JH7JeXRi9doPHW/bnZGjpTxsaRzGasaSUt5rj7LToXJYJGX+B9NChstr0VERBSVvQx4qRlLmMi6jGLh6empsireOaAmfnjiJ7Aui1tvR3voBUhyHbFi6S8KvwkJmzVriRAjzZdjReJCtJQK2rV9W5ixSlWrqUb0jiTlkGbMXYA2zRvrlk6SDISB53uafLyRY8arXhHez55Z3Hi8a49eOHPqBNatXqm5TjI0Vi3/R11MkThJEkz4azqa1KujnU8c6xuhE5Fl+G2fyEECQ97rLjraQrzYkbvDwxQxXKA0DkWOBEYCbkE2yHB5ZaRcV0LPyM0mMNXHT5/Qef4x7L/mrbkutnsMLO5UBvnTWb8IYY7ngW/Q6K/9eBKg/fKXIUlcrOxWDgnjWPd4Ttt1DVefhF1waVEyE4pmSmLVcYmIiFxVYOBLk3b9WyKel/NlTJtSqoW+DnpltkRQYKDVxzaWJZMwkf592lqAv7/apW+4G3/cpKlwBjXr1MXKfzdbHRgcNGwEOnbphrdv3+j+fc0pMTdn4VJ06vqTVfNJkjQp1mzcpspf6UmWXD9zg4jsj4EIIgfRy1iQTAZbsNVxiOzBWOaPf/A7m/RZ0JMgjvXZRrYmtUt7LT2Fzecf65aSmtuuJEplta5sgbkCgt+hybT9uOPzSnNdivgeKgiRPL6HVfdx1ycIf267GmZMyk798q1z1rAmIiKKDO/eaj/DxIxlm40UMWM654YMIpEoUWLdcVs0H/fz9dMdT5gwcjb6DBvcH8+9w2446tVvIDJmygxnUb5iZew8cBTVatYy+7bSQHrBPyvRZ8Bg9e8XftrHO4WRYEB42U6/j/8TcxYsQbr0GcyeU9nyFbHn0AnVBPzFC/2/v7lzIiLb4WolkYPoZS0Y281tLlsdh8geUiTwMLlvirl8gvSPkdLKxXN7GLTqLFYcv6dbhuyvVsVQNU/kfkB+/fY9mk0/gCuPtTsyJVAgQYj0SaxPYx686qymDNewevmtzrIgIiJyZXpZC6+CbNPzgL0TyJmlSJnS5L4p5vJ5rs06FilTpYa9nTpxHEsWzAszljVbdvTo3Q/OJkvWbFi+diO27jmIxs1aIFny5OH+fPoMGVWj7RPnr6Ju/Qb/bbLy9Xmu+Vn5nS3RoEkznLhwFROmTFPBhfCyKiTDqlyFSliyci3+3bYLadL9rzfEc50yUSJbdsvmRETWY48IIgeJ56ETiHhrfQBBPgBI41tyXhO3XYEzaV8+C7w8Ii9jIF3iOLrjD/zCNnCzxIMXwWbdp6OM/PcC5h24pXvduGaFUb+IfmM1ewl59wEtZx7CmXvanWdeHu5Y3rUcsqfUNrOzxI1nYdPs48Ryw+OAYIteF3ol7h766x8rmVdstCyVyez7ICIiigxeXvHtEkBQ3w1eaTMdyXmMH/MbnEnHH7vpNjG2F1nU1vPg/n2rj/3gvnbTj0hn5D5t6cb1q+r1F1qWbNkwZeI4s4914dxZ3fEV/yzBsSOHNePSf0KCC+YqXrKUusi8r1y6iPv37sLX1wf+fi/gHjOmChrlzV9AN7jw+NEj1UDaUI5cuWEpCT780KGzukiz73NnTqkeFH6+vup9TQK4GTJlQqHCRXV76ty9e0f3uNbMiYisw0AEkYMk0AlEPDayiGqOpwEhYRrAkvMZu+kSnEnDoukjNRCRMWlc1ZjY8Gl657n1X7bv6ZQUShovtm7gz1FkkXzqzmu6141oUCDSF8ulWXa7uUdw5KaP5jqPmDGwtHNZ5Etrvzq6Eji15Wviod9r3ePlTp2AgQgiInJaejXaHz18YPVxnzx+rJq8kvMaPXwonInsiI/MQETGzFkQLVo0zaL9rZs3rD723Tu3NWOy29/LQX1Ttm7aqC62snThfN3xnLlyWxSI+EL+Hrnz5lMXU129fFF3vGjxErCFOHHioHTZ8mbdRoIpen9/Y8EvIrI/lmYicpBMybTN5648CbD6uJcfW38MInuKE8sdmZJqn/+XdUoCmeP9x0+4/lR7jLxprWu+Zkuz9t4wuujev3ZudKpo+RcGa5pl776iTVuO5RYdCzuWQbHMbCBNRERkb3qLhnqLaOa6fPG81ccgsqe4ceMic5asmvHLFy9Yddz379/j2pXLmnHZ0U+2d/LEcd2SScVLloajnD55QjNWqkw5h8yFiP6HgQgiBymYXps66Bv0Fo/9rcuKOP/A36rbE0WGAum1O+zv+72Cr5EeD6a4+NAfb3WawBdIFznN6CKy+PBtDF1zTve6blWy4+eakZsiLLvOeiw5qdss2y16NMxuWxLlc4RfH5aIiIhso2DhIpoxn+fP8ejhQ6uOe/bMaatuT+So5/+9u3fg66PN2DWnnJFeqaCChYtafEwybs/OHZqxMuUqIF487Qa0yHD92lXdrLIates4ZD5E9D8MRBA5SAGdQITYeMa6Lxsbzlp3e6LIUCZbMs2YZGMfuK5tcGaqA9f1m9GVza69r8i25uR99Ft+Rve6H8pmxpB6+SN9TgNWnsGqE/f1m2V/Xxw18tm/iR8RERGFvzj679rVVh3X2tsTRYayFSrqbprZv2eXxcfcv3e37nj5ipUsPiYZL4F19vRJzXj9Ro3hKGtWLteMxY4dGzXrfOuQ+RDR/7BHBJGDpE7oiewpvHDdoHHrqpP30alSNlWX0Vzn7r/A9adhj0fOx3uq4z6QOYuKOVPo9onYfO4RvrOwUfOms480Y/E93FEkY2I40rYLj/HT4hO6vVuaFM+A3xsXivQ5jVx/HgsOamvmyt9kQvPCFv8NTHFqhO12IRUZugkPDXrrlMqSFOt6ar/MEhERObM0adMie85cuH71SpjxlcuWoMtPPS36bnD29Cnd0jTkXF6EfMTXrlKV6rp9IjasX4sGTZpZdMwN69bo9mIpWrwkIkPzVm3UxRb+WbwA3Tq204xv2L5bZR042tyZ0zV/O+kz8l2jpg6Zz5s3b7B0wTzNeMOmzR2WoUFE/8OMCCIHal5S2yTp0qMArDllWWO64etZA5ZcQ8oEniiZOalmfMelJ3geGGL28c4/eIGLj7T9UWoXSIOYbjHgKJKl0XHeUXz4pA1C1C2UFn+2KGLRwoLVzbJ3Xde9blSDgmhekg2diYiIHKFl67aasYvnz2H18n8sOt6wQf1tMCsi+0uVOrVu7f7tWzbB+5m2l1lEzp05rUozGfqm3neIGTOmxfMkrUcPHmDB3Fma8dZtO6j+H44we/pUPH36JMyYfOf6sXtPh8yHiP4PAxFEDtSwWHrEdNO+DEesO48nZvaKWHToNo7ctLyGJlFka1Fau+D97sMnTNlxzexjTdgadvfgFy117iOynLzji9azDuv2raiSOyWmty6OGNEj9zQ8Z5/xZtmDvsmL9hW0jQKJiIgocjRp3lJ3kVQCCo8faTM/w7Pg79k4dGCfDWdHZF/f/6Dd8f/u3TtMGj/W7GON+32kkftob9HcyHhD8G6d2iEkJOxGsgQJE6JnH8cEQq9cvoSxo37VfX/NmStye/IRkRYDEUQOlCRebHTUWfjzDnyDptMOmLwzfOPZh6reO5ErqVcoLdIk9NSMS8mgs/dfmHwcKee0/WLYHS+iROYkKJzBvLJM4zZfQvJuKzUXGTfH5UcBaDHjIILffdDtWfF3+1JwjxG5p+Dlx+5iiJFm2T2r50SP6jkjdT5EREQUVpKkSdG5Ww/N+LNnT9Gwbk2Td4ZLX4i+PbrZYYZE9lO/UROkSastDzpv9gycOaXtP2DMxvVrsXXTRs14ydJlUaRYcbPmNGbUcCTyiKG5yPjX7uPHj+j0Qysc2LdHc93gYSORMJF+T0x7un3rJhrUqa4JjEhJriEjRkf6fIhIi4EIIgfrXSs30iWOoxmX3hHlf9uuFg/fvtevG/rYPxi9lp5E+7+P4uP/L/2SNF5sJI4by+7zJrKWW4zoGPhNXs34+4+f8MOcw7jn8yrCY5y554ceS7RfTKTakSMaQIs7z4PQZNoBvAx5r7muWKYkWNixDGK7R265qC3nH+Hnf05penKIDhWy6v4diIiIKPL1GzwU6TNoy7dK74jSRfKpWvFv377Vve2jhw/x048d8EOLJmqRUCRLnhyJkySx+7yJrOXm5oZfho/U3XXfqkkD1RA5IqdPnlA79A1JWZ5ffxtjs7lGBU8eP8asaX/h1auIv3MZevrkCVo1+Q7r16zSXFepajW07djZojlt+ned0SbjEdm1YxvqVq+sG7AdP2kqUqZKZdFxici22KyayME8Y7phYvMiKgPCsI78i9fv1CKr7GIumy0ZUiX0RNzYbvAJfIvrz17i1F0/zcLimMaF8Ou6c/AzuJ9oiNw69ESmlidbcfye6qUQ2tOAENQYtwujGhXEd4XTIXr0sM/fdx8+qsyJ0RsuIkQnUPd96cwOa1LdeOp++AS90YzHiB5NzWnW3hs2uZ+0iTzRqFiGCH/ulncgOs8/9l+wMjQJWiaKE1P1jbCFklmSqgsRERFZxtPTE5NnzEbDb2riw4ewmZUv/PxUw9pBfX9GuQqVkDpNWsSNFw8+z71x7coVnDx+VNMw9o8//8KQAX3hB98w45Hdo4rIFI2btcSyJYuwf0/YxeinTx6jStkSGDN+kmpeHd2gvKmUcJo3eyZGDh2k2Q0v2rTviKLFS9h9/q7k1asgDOzTE7+PHIa69Rvgm2/ro1zFyogVy/imxnt372DtqhWYPOEPBAUGaq7PlDkLZs9fYvH7iwSS5Ng5cuVG/YaNUbtuPeTKncfoz0vA9cihA/h71gzd5uRC+kJY2vCciGyPgQgiJ1A2e3L80bQwei/T37EcGPIem88/jvA4P1XLgToF06hAhCF3nV4URM5gWutiqDp2F569DPulwT/4HbouPI7f/r2gXiOpE3qqxfR7vq9w8Lq3CtTpyZ06AYZ/55hsCPHwhX5/F5n79N36TaItUSpLUpMCEd4v3+j2qRB+r95i7ObLNptTn5q5GIggIiKykgQZJvw1HT27dNIEFkTgy5dq53BEevUdoBYYJRBhKKY7G/aSc5r59yJUKlVU02zY/8ULdGr7PYYPGYTyFSshddp0+PTxo8qUkF30EqjTkydffowaOyGSZu965P1kyYJ56uLu7q6CALL4nyhxEsTz8kKAvz+eez/DzRvXcfniBaPHkcDoyn83I1Fi6zeDXbtyGb+PGKYuUuIpX/6CyJg5MxIkSIgYbm4q+CpzOnn8GPx8wwZZQ2vcrAVGjhln9XyIyHYYiCByEi1KZULc2O7oueSkbl358MiGg59r5EK/2v/bLRD8TrtDPLY7AxHknJJ5eWBlt3KoP3mfWhg39CQgRGVNmCJzsnhY3rUcPGLy9EZERESuq1WbdogbNx5+6twer1+/Nuu2shu5z8BfMHDI/xq2Bgdrbx8rdmybzZXIlpKnSIE1m7ejbvVK8PXx0Vz/5PEjlTVhiixZs2H1hq3w8PCww0yjHimDdfH8OXUxR+68+bBszQakSZvW5nOSAJQEmswt2dTlp14qCMHsLyLnwpVJIifybaG02DOwKqrnNb1+Ya7U8bG6e4X/ghDiZbB2p3iiOOwbQc4re8r42Na3CvKkSWDxMcrnSI7NvSshmRe/WBMREZHrk9Ik+4+fQc0635i1ILh+687/ghDiZUCA5ucSJ2bfCHJeOXLmwq6Dx5A3fwGLj1GhchVs33dY9Ukh+4gRIwY6df0JOw8ctUsQwhIpU6bC0lXrMGrseAYhiJwQt4wSOZmMSeNhUacyuPEsEOtPP8DRmz646R2EgP8fXPDycEeGJHFRMEMi1MibCmWyJQtzgpUd5Ya9JkTy+FycJecmTdu3962COftuYtqu67p9FvSkTxIHvWvkRpMSEZcpIiIiInIlUnN96ar1uH7tqqrNfuTgAdy8cU3tEhZe8eMjY6YsKFSkKGp9Uxdly1cM+93A11fTa0IkT5kyUn8PInOlS58Buw8dx8ypUzB10ng89w7bU86YDBkzoe+gX9CsZWu7z9GVJUuWHM2/b4Nd27ea/Nh+IX0kvqn3HXoPGIzsOXLabE7lK1XGubOncfTQQdX3wxypUqdBu04/qsCI9NohIucU7bNe0UkDZ86cQeHChbGzf1XkS5swcmZGRBbZffkpms84GGYsplt03J3wHdxiMAmKXMPb9x+x6/JT7LnyDJce+eOB32sEvfmgypDFi+2OjEnjIn+6hKiaO5XKhDBsZk1ERPZz4aE/qo7didOnT6NQoUKISr5879l75CTyF4xavxt9nXZu34om9eqEGYsZMyYe+QXBzY37Esk1vH37Fju2bsbundtx8dw53L9/VzVLlqDbl2BcwUKFUbVmLVSsXFXTzJqMkyVB6f1w4tgRnDl9Cndv38aD+/fw8mUAQoKDVd8I6RWRLn1G5MiVC2XLV0CVajVt0gvCmFevXuHk8aM4ceworly6qJpkS8Py169eqeeCZ5w4SJQoMTJnzYoCBQujYpWqKFm6rMrQIHJW58+eQcVSRaPk52dz8JMHURRz9Ja2jma2FF4MQpBLieUeA7ULpFEXIiIiIrKM7Cw2lD1nLgYhyKV82YEvF7ItCeZIQ2+5tIVziBs3rgooyYWIohauTBJFIe8+fNRt6lsiS1KHzIeIiIiIiBxDSpssW7JQMy47h4mIiIgiGwMRRFHI4sN38DxQW1ffnObXRERERETk+hb+PQfez55pxs1pfk1ERERkKwxEEEURlx8HYMT6C5rxNAk9UTorMyKIiIiIiL4WUvN92KB+mvE0adOhTLkKDpkTERERfd0YiCByAiHvPqD/itO45/PKotsfuO6NBpP34c37j5rrOlfOhhhs1kVERERE5BJCQkLQp0dX3L1z26Lb79+7G3VrVMabN9pM6a49fmZDVyIiInIIrk4SOYFPnz9jwcHbKDVyK1rOPIiVx+8hIPhduLf5/Pkzzt1/gY7zjqLJ1APw1/l5aVLdpmwWO86ciIiIiIhs6ePHj5g3eyaK5cuJZg3qYvnSRQjw94/wu8HZ06fQrlUzNKhTA/4vXmh+JluOnGjbsbMdZ05ERERknFs41xFRJPv46TN2XnqqLtGiARmSxEWeNAmQNF5sxPd0x6dPwMuQd3gaEIJTd/3g9+qt0WN5uMfAzDYl4B6D8UYiIiIiIlcMSGzfslldokWLhoyZMiNPvvxInjwFvBIkwOdPnxAQ4I+nTx7jxLGj8PP1NXosDw8PzF24FO7u7pH6OxARERF9wUAEkZP6/Bm46/NKXcyV0DMmFnQsjdxpEthlbkREREREFHkk4+HO7VvqYq6EiRJhyYq1KohBRERE5CgMRBBFMVKOaX6HUsiS3MvRUyEiIiIiIgeSckyLV6xB1mzZHT0VIiIi+sqxZguRE4jtHgO/1s+PQhkSWXyMTEnjYur3xbBvUDUGIYiIiIiIXJSUURrx+zgULlrc4mNkzpIVM/5egMOnzjMIQURERE6BGRFETiBG9Oj4sXJ2dXke+AYn7/jizD0/3HoehId+wWos+N0HvHn/EbHcYiBRnJhIGCcm0iSKg5JZk6JM1mTIlTq+qh1LRERERESuK0aMGOjW82d1ee7tjeNHD+P0yRO4deM6Hjy4j+fezxD8+jVCQkIQO3ZsJEyUGIkSJ0batOlQqmx5lC1fAbnz5uN3AyIiInIqDEQQOZlkXrFRu0AadSEiIiIioq9XsuTJ8U2979SFiIiIyJWxNBMREREREREREREREdkNAxFERERERERERERERGQ3DEQQEREREREREREREZHdMBBBRERERERERERERER2w0AEERERERERERERERHZDQMRRERERERERERERERkNwxEEBERERERERERERGR3TAQQUREREREREREREREduNmv0MTEUWOB36vUXTYZs34yeG1kS5xHEdMiYiIiIiIHODB/XsokCOzZvzctdtIlz6DQ+ZEREREDEQQERGRgbfvP+LKk5e4+SwQ/sHv8O7DR8SJ6YYUCTyRK1V8ZEgaF187eYwuPgrAY/9gvAx+h6A37+EWIzrie7gjvmdMZE/hhUzJ4jl6mkREREREUcqbN29w7sxpPPd+Bj9fHwS+DISHpyeSJkuG7DlzIUfOXIgePXILwLx69QoXzp3B0ydPEPgyAEGBQYgVOzbiJ4iPhAkTIXeefEiTLl2kzunG9Wu4d+c2fH194OvjCzc3NzWfzJmzIne+/IgXj99VKPIxEEFEROQA931f4dwDf5y7/0Jdzj/0x+u3HzQ/N7llUTQtkTFS5nTk5nPMO3ALuy8/Q/A77Vy+kEyj+oXToW25LEiRwMOq+zx6y0ddIkPu1AlQPW8qi28fEPwOy4/dxbrTD3H5UQDef/wU7s8n8IyJ4pmToHnJjKiaJyViRPIXoi9azz6EbRee6F5XKktSrOtZMdLnRERERET/5/69uzhz6iTOnj6lLufPnlaL24amzv4bzVu1sel9r/hnMR4+eABby5M3H2rU/sYmx3r//j2WLVmIDevW4OihgwgJCTH6s4mTJFH3275TF+QvWAj2IkGHxQv+VnO6duUyPn0K/7tBsuTJUaZcBbRu1wFly9vn8/fpkycwf+4s7N21E0+fPDb6c+7u7ihRqgxatv4B9Ro2Vv8migwMRBAREdmZ98sQnJWAw4MXOP//gw8vXr+Ds3j04jX6rziDXZefmlwObfKOq5i99wZ+rpkL3arkQPTo0Sy670PXvTF+6xVEhibFM1gUiJCMkAlbr2Dmnht48/6jWYGL7RefqEuahJ4Y3biQVYEQS2w6+8hoEIKIiIiIIt+zp09x9vRJnDl9CufO/C/w8MLPz2HzWbJgPg4f3G/z4zZr+b1NAhGrl/+D0SOG4d7dOyb9vJ+vL5YunK8uDRo3xehxf6psCVsJDAzEr4P7Y8mCefjwwfjmLUPPvb2xdtUKdcmRKzf+nDoTxUuWsln2w/BfBmDrpo0mB3YO7t+rLuN+H4Vxk6eifMXKNpkLUXgYiCAiIrKj+QduYcDKM3BWJ277os2cw/B79dbs24a8/4jfNlzE8du+mN22BOLEcu6dNJYES+75vELr2Ydx7elLq+77kX8wvp91CE2LZ8CE5kVUGSd7Cwp5j8Grz9r9foiIiIjINH/PmoG+Pbs5ehouQRbL5bFaNG+uxcdYs3I5jh4+hCUr16JAocJWz0myVto0b4xHD63LIJEMitpVyqNnn/74Zfgoq461fcsmdGjTEq+Cgiy6/a2bN9CgTg0M/nUkevUdYNVciCLimBoBREREX4l3EZTvcaQz9/zQdPoBi4IQoUkmxfezDqu+Cc6sXPbkZv38wxev0WDKPquDEKEtP34PPy48jo8RpG7bwqgNF/DspfG0dSIiIiKKXO/eOU9WtLM/To2/rW1VEOKLJ48foV6tqqqvhDUunDuLhnVrWh2E+EJKOU3843cMGdDX4mMsnDcHLRrVtzgIEXouI4cOxm/Dh1p1HKKIMCOCiIjoK+Qb9AZtZh/W7UsR2z0GWpbOhHqF0iJHyviIHTOG+vkTd/yw8NBtHL7xXHObQzeeY8iac/ijqfU7jexBmkjXyp/a5J+XQIE8PpLJoCd1Qk+0LJURpbImQ+bk8VQ/CCnh5Bv0VpXf2nL+MTade6TbR2LDmYfImdILP9fMDXs5ecdX/a2IiIiIiFzNwD49sX/vbqO9Flq1aYdqNWsjQ8ZMiJ8ggSrHdPPGNWzZuAH/LJqv6a8R+PIlWjSsh33HTltUpikoKAjNvquLAH9/3euz5ciJlq3bomTpMmpOXvHjqz4W0lD7zKkTqhzTzm1b8fnzZ81tp02eiDz58qFJ81ZmzenYkcPo17O7bm8KadZdv2FjfPtdQ+QvUAhJkyfHm5AQPHnyWPWP+GfxAly9fElzuwljfkO2bNnRqFkLs+ZCZCoGIoiIiBwkRvRoyJrcCwXSJ4RnTDfVKDqy9Ft+Gt6BbzTj2VN4YUHH0siULF6Y8ZQJPPFtIbmkVQ2b+yw7rVlkl4XvGvlSoVKulCbPo2/tPOpiK3P33dQtR1S/SDoVYDHVokN3cOlRgGY8WjTgp6o50a92bk15JfcY0VV5qvRJ4qJuobS47R2EHxccU43IDU3ZcQ0Ni2VQjb9tTf4u8vcJ/T0nbeI4ePPuI3yCtH9zIiIiInK8GDFiqAXtgoWLwNPDE3NnTXfYXPoNHooBvwxzyH2vWbEM8+fM0r2uResf8NsfE+Hl5RVmPGWqVOpSrkIl/PRzX3Tv3E4tuIf29OkT9OzaEUtXrTd7TuN/H6VubyhmzJgYPvoPdOzSDdHki0Io0gBa5pklazY0btZSNZLu2KYl7t7Rbhb6dfAA1Kzzreb3MkZ6irRt0USVrzIk9zdn4VJNo+7YsWMjQcKEyJU7Dzp3+wnTp0xSfSUMAxk/d/8RJcuUQ5q0aU2aC5E5WJqJiIgoEsjn0kxJ4+K7IukwokEBbOhVEbfG18f+wdUxuWUx1CmQJtLmcvC6Nzaff6wZT5vIE6t/qqAJQhhqWiIj/mpVTPc6yYr44MByVBIkMTZnc0zbfV13fHDdvBhUN69JPR4kU2LNTxWQK3V83f4ai+yUsTB15zVNOanRDQsitjs/9hERERE5A1m0zpwlKxo2aaYW1rfs2o/7zwNw+NR5TJ31N+p+1wBfI2n+PGLoYN3rOnbpjr9mzo1wsT5V6tRYtmYDqtWspblOmjnv3L7VrDlJZsPfRoJC0+bMR6eu3TVBCD2FixbDhu17kCq19nuf97NnWLtymclzmj7lTzx79lQ3CLFxx15NEEIv6NW9V2/MmLtAc93r168xZEAfk+dCZA5+IyUiIrKjstmSYVX38rjxRz0cHVYLM9qUQKeK2VA8c1KVBeEIE7dd0R2f0qoYknnFNukYkmEgjZcN3fIOwr9nHsIRLj8KwEWdLAYpL1UwfSKTj3PpkT8e+r3WjOdPmxDdquQwa07xPNzxZ/OiKhBlaNsFbTDIWnd9gjBp+9UwY1KSqlreVDa/LyIiIiIyT/mKlbBuyw7cfeqHkxevYfaCJfixew+UKF0Gnp6e+NqtXLYEDx/c14xLo+lRY8ebfBzJVJgxdyGSp0ihuW7sqBFmzWnPzu0IDtaWa61Ttx4aNG5q1rFSp0mD0eMm6l63eeO/Jh1DykzpZctIcGHW/MW6v7MxUoKpdbsOmvEN69bg6pXLJh+HyFQMRBAREdlRrtQJVJNkL4+YcAaXHwfgyE0fzXjNfKlVvwNzDP42L2K5aT9KzN57A46wzEg2RLMS2oBJeI7d8tUdb102s0m7nQwVSJ8IRTIm1ozf9A5CYIhtGxZKSaY3oZqGx4nlhlENC9r0PoiIiIjIMrny5EX5ipVVDwHSWjx/nu74b2MnwM3NvE1cCRMlQn+d8lLSs+HooYMmH+fo4UO64+06d4El6tZvgJSptL3rTp04btLt169dpYIRhpq2/F6V9TLXr6PGaIJg0stCsi6IbI2BCCKyKynRcuGhP1afuI9Ze2/gr51XMf/ALey58hQvXr119PSIvjryWtTTuVI2s4+VzMsD9Qun04yfe+CPW96BiEzSF2HtqQeacenb0LBYerOO5R0Yojte2sxATWilsujf1vvlG5uWpZKm4aH1rZVbNdYmIiJylrIr58+eUbueZ/w1GZPH/4G/Z83Arh3bVM1zIvp6SYNpCRIYypErN0qWKWvRMRs1bYF4OqWclv+z2ORjeOuUQJLsg5KlLZuTKF22nGbsZUAA3ryJ+LvBgb17dMfbduhs0Vyk2Xf9Rk10syKkLBWRLbFZNdmVNMXcev4xzj/wx6XHAfAJfIPAkPcIfvcBMd2iq7IkXh7uSJPIUzXszJ06gdo1Kv81pf62MRK9vfLkJY7d8sG1Jy/VrtNHL14j6M0HvHrzHh4x3ZAgTkwk8oyJbCm9UDJLUrXAlCFpXEQmKaGx4cwjHLn5XM3xxeu3+PDxM+J7uqsGtqWyJlV1zU1tZiq7YHddeoodl57g4iN/PPEPUb9vfM+YSB4/NopmTILaBdKgXPZkFu3qNced50GYvvs6Np19BP9g/R2/0aNFQ8msSdGhQla1G9tZPQ0IxvaLT3D8ti9uPAvEE/9gvH77AZ8+A3FjuSF1Ik/kTBVfPYekBIo83lHhdURR0+bzjzRjaRJ6okSWpBYdr0Gx9Fh+/J5mfNO5R+hZPRciy46LT+CnE9yskjslksQzrdzUFy9e6b9nJYtv3nFCS2HktgFG3h/NJb/78HXnw4xJbwp5fyUichY+z59j88b1OHfmNC6dPw9v72cIDHyJ4NevEStWLHh4eiJ+/ARImy490mXIgDx586No8RLIky+/2TthNd8NLl3EkUMHcfXKJdy4dk2V/ggKCsSroCB1vwkTJkKixImRPUdOlCpbDmXKVUDGTJkRme7cvoV/167GoQP71Bz9X/ipRqTSXDRrthwoXa48WnzfBunSm5bpJwtaO7ZuxvYtm3Dh/Dk8fvRQ/b5yvOQpUqJYiZL4pt53ane2vb8b3L51E1MnTVALW/4vXuj+TPTo0VG6bHlVb73WN9/CWT15/BjbNm/AsSOHcf3aVfW4vn71SjV8jRsvHtKkTaeawZYpXwF16tZXi3xR4XVEZG/HjhzSbb5cpVoNi48ZJ04clCxdBju2bgkzvnH9Wkz8a4YKKETEz89XN9tCyj9ZKkVK/bKp8v4oTbfDc/jgfs1YkqRJLcqGCP0YL104P8xYUGAgdu/Yhjrf1rf4uESGeBYiu7j5LBC/bbiInZee4IOs1uoIefdRXWTx5K7PqzDXJfCMqRZ025XPgjxpEpq8837/NW+sO/0Ae648012Q+iLozXt1kRrg5x/6Y9X/3yFcOVcK9KqRC0UzJYGlHvi9RtFhmzXjJ4fX/i+g8CwgBEPWnlOL9J8+ax8f36C38A3ywdFbPqrWd5uymTG4bj5VYsPYl6uFh25jwtYreB6ojaDLYyGXK49fqp+TRerxzYqoxXNLJO+2UjO29qcKKJ0tmZrLn9uvYuLWK2qHcnjkdz9847m6lM2eDFNbFUeKBB5wFidu++LP7Vew9+oz6PyZFAmyyOXSowD1POq/4jSal8yI3rVyI6mZi5/O8DqiqO2+7yvc99X2PqiSJ6XFx5RArrw3SXAuNHk/jsxAxD9HjZRlKmlek2oRO2bEX0hsJW5sd5scZ+iac3jx+v+CGrKe9EeTwgxGEpFTuHH9GkYOGYTtWzerHfF6pP62XPx8fdWCfGiycC4LIR06d0Xe/AVMuk+5n727d2LtyuXYvXM7fH20ZQlDL7bI5cH9e2pxd8U/S9R4leo10GfAL2rB3lJyzAI5tAGNc9du/xdQePrkCQb3+1kt0stitt7Cs1yOHDqAiWNHo13HHzFk5Gi1wKZHPo/PnzMT434fpRqgGpLHQi6XL17A/DmzULR4Sfw5baZaPLdEIg/teXPD9t0qmCNzmTB2NMaNHqm7wBia/O4H9+9VFwmOTJ+7IMIFucgkgYcJY3/Dnp071O9lbBFRLhfPn1PPoz4/dUXLNm3Rb9BQJE1meWalo15HRJHp1o0bRps8W6Nw0eKaQESAvz/OnDqpgnQR8fCIvDUKveyN0KQkk977eqEiRa1+jPTs2bWDgQiyKX47JZubvusaKo3Zga0XHhtdPI2I7BCVRSVjJUQMvfvwEfkGb0TzGQfVYnB4QYjw7L7yDHUm7lGLyRLYsAdZdC8/ejs2nHmoG4Qw9PHTZ/y9/xbqT9oL36A3uo9V02kH0H/FGd0ghJ5Td/1Qc9wulYlhSx8/fcKPC45j7KZLEQYhDB28/hxVxu7ElcfaRrORLSjkPbovOo5v/tyjglom/Jn+8/bDJ8w/eBtlR27DlvOPXep1RFGfZPUYCyZYSkofFdMJ3p6+62e391FD3i9DVMDQkAQDJcBsq+yF51aUUXqmc1vJCkud0PovNvuvPsPqk2Ff5y1KZrIqqE5EZCt//TkB5YoVVE04jS2eRkQWjJYsmIeVy5aa9PPv3r1Drkxp0KReHbUYHF4QIjy7tm9DjYpl0KdHV4vnHhHJfihdJB/Wr1mlG4Qw9PHjR8yeMRXfVKuo+3vJY9Wwbk306dFNd7FKz8njR1G1bAndXbbWkLl2bNMSo4cPjTAIYWj/3t2oWKqIymRxtMDAQHRp3wa1KpfD7h3bjQYh9Lx9+1aVnipRMDc2b1jvUq8josj24oV+ebbUadJaddxUqfWrLxw5eMDi7AUJOMq5xlLPnj7RzbKIGzeuwx4jvcy4wyY+RkSmYiCCbGr8lssYvv4C3n2InMWnL2Sd1tLgg54FB2+jybQDqvSNLUnt7qbTD1hUikMyN9rOPRJmgd//9Vs0nLIP+655m328kPcf0XLmIdW41laGrT2vMlKsKUHU8K/9uOcbdmd/ZJL7rjF+F1ZauXgvWRJt5x7G3/tvuszriKI+6deiJ3866zJm8qVNqBuUu/4scvpESABagraGGhVLb1FGQJGM+gv4h60I3h65pb1tjlReVjcxD3n3AX1XnA4zljhuLPzybV6rjktEZAtjfxuBYYP6WbVYYwlZ0Lc0+KBn3uyZaPhNTbXT3JZk578cVxaIzSWZG983bRhmgV8WxurVqoq9u3aafTypA97su7oqS8JWfunfB2tWLrf49s+9vfFtzSq4d/cOHEXuW4I0y5eaXk9ej/xt5O81Z8Y0l3kdEUW2FzolkIS15c0SJND/rnP+3BmTbq+XNSGB1qOHTW94bcoCf4lSpSO8nWQ76ZFybNaQ0nh62Ri3b97A69fajHoiS7E0E9mM7K4ft+Wy0eszJo2LXKniq3r6UsYjGqIh8M17vAx+hxtPA1XtfVkct6UY0aMhc7J4yJHSCwnjxFJ19GX37suQd6o8kjRUfewfbDRoMGT1OUxobnmdvdCkDFTbOYfDLC7LbtjCGRMhe4r4SOoVC8FvP+L28yCVNaH3WMhu5hm7r+Onajnx6dNndJx3DBcfhQ0kSFPSElmSILmXh+of8OxlCA5df45HOr+nlFLpu+w0NveuZHVd2D1Xn2HOvrCL7nnSJECT4hlQNntypErgAbcY0VTfihN3fLHy+D0c09mdLQGltnOOYEe/KpFeUuThi9f4bvI+o88J+XvlTZMAudMkQKI4MdX8JHhy4YG/5u8gZLPU4NVn1d+iTsE0Lvs6oqjj6pOXmrFYbtGRPrF1/XGk147u/T1+qXqV2Js0abZVWSZRNGNipIjvod4/DYPUUnrN3PfLc/dfqEw0Q42LmVbjOzzjt17RlNsaVi+/OucRETmS7K4fO2q40eszZc6CXHnyqnr6ceLGVe+tUnLiZYC/qrt//eoVmzfJlFrgmbNmQ85cuVU/CFm4cXN3R2BAAJ48eYyzp0+pev96Duzbg0F9e2HStFk2mYuUbJKF6dCLy7IQVKRYCeTIlQtJkyVXNf9v37qBg/v26j4WUk992qSJ6Nm3vwq+tG3VFBfOndXski1VpqzqCSH9A54+faIanT56+EC3UWyvbj9i+75DVn83kMyBWdOmhBmTckDNWrZGuYqVkDp1GsRwc8OTx49w/OhhLF+yWHdRTxbd5HHac/hEpPc3eHj/Pr6pVsnoc0L+XvkKFFS9FxIlSgx3d3c8f+6tmnEb/h2EZFIM6N0DyVOkQN36DVz2dURkL+ZkG9mCqYHXajVqI3bs2JpG0nNnTFNl5MwlZfiePtFWT2jSvJXTPUZybpHMNFNKWBGZgoEIspkha87pjjctkQHdq+ZAluReEZb1OXPvBbZdfIKNZx/q1jE3hZTiqJkvFeoUSINimZOoxtQRLRDN3ncDa05qP4wvOXJH1U63RSPlfitO42XI+/8CJK3LZFb9KJJ5aUuAyKLyiPUX1P0bkp4RcltZEDtw/f8yIQqkT4Th9fMbbTi75uR9DFx55r85fHH6nh/WnX6I74qks+r3m7n7+n//LwGQQd/kRedK2TRfYrKmcEfWFF5oUSoTVhy7h0Grz+DVm7CZJ5KlMXPPDXSrmgORRbJfWs86rBuEkKBDx4rZVK8OY4t70htESlKtOXU/TCkn+f8+y06haKbESB7fw2VeRxQ13ffTPh/SJ4mL6NGtW2zIkEQ/kPHAz/7ZTbLAf9M7SDNeKEMiZEsR/uvFGAkySpPnkf9e0GSU/LXzmgoGm1Pqrdc/JzUl3pJ7xUbLUplgDSllF/q990uZrSYlrA9wEBFZa1Dfn3XHm3/fBj1690PWbNnDvb3sNj198gS2btqgGjhbuis+WfLkqvGxNGUuUapMhLW+JRgxc+pkrFr+j+a6RfPmolqNWjZppNy7exe8DAj4L0DyQ/tO6DPwFzVfQ/Jzwwb3V/dvaOIfo/FDh06YN2cm9u/Z/d94ocJFMXLMOJQsU1b3/lcv/wd9e3X/bw5fnDpxTPXVaNCkmVW/37TJE//7f2no+svw39C1Ry/Nd4Ns2XOoS6s27bBsyUL0/7mHaqgd2qUL5zF98p/4qXdfRBbJfmnRuL5uEEKCWD9274m2HTqrUirGAk1SkkqeR6EXDuX/e3XrjGIlSiFFypQu8zqir8+De3cxfcokHDt8EDduXIefr48KcsmueQm8JUqcBHnz50epMuVUk3m99y5bZS4Yvk+ZKyDA3+jrVF6TEQVe5TUvrznJjgtNSqWtWbHMrPdLaXav97qWgGLtuvUivL30etHz8mWA1QEH6ZWk5/7dOwxEkM0wEEE2IU11pVmvoXFNC+P7MtrmbHpiRI+u6lnLZfA3eVV9fXNKI8mCU7cqOdCgaDqzdtLLAv701iXwXZH0aP/3EdX4N7Q/t16xSSDi1v9fKPOIGQMLOpRGhZzG65bH94ypMjHkZw2zDCSLYfzWy1h86P8+REpgYkzjQuEuJjYoml41y24wZZ8qmRLa0iN3rA5EfOljIOfwad8XR91CEdcolMWytIk9VY8LwznJ71ivcFqkSaTfhM/WRm+4qFumqkTmJJjdtmSEQQR5bKe1Lo4KOZOj55KTYfo6SJmm3stOYUln/S+CzvQ6shV5LLdf1Na9dJS0iTzRyAa7z12ZZFE91Qm0yc5/axnrqfDghW1LWJiVDVHCsmyILzpVyob1px9osp1Gb7z4v2yyWrkjPNfceR6EzvOP4crjl5rsqoktiiKeh7tVf095Xwn9XiMZf2ObFLL4mEREtiJNdaVZr6GJf01Hm/adTDqGLM5Lk2i5DBnxGzb9uw7BwaZvsMiWIyd69O6LRk1bmLWTvmDhIpg1fzEaNmmGH1o00ZRjGj/mN5sEIm7e+F8g2dPTE4tWrEGlKtWM/qyUJZFMDA8PT02WgWQxSOmehX/P/m9MAhPjJk1VO/aNadi0OdKmz4B6NauoPgahLV4wz+pAxJc+BrLAN3PeItRr0CjC20i2hDTwlnJVhnP6Y/QIfNeoCdKks+47i6lGDh2sAiCGSpYui78XL4swiCC/h/zeFatURfdO7cP0dZAyTb26dcKyNRuc/nVky53nWzdvhLNImy6dSbvPv2aqHJlOSbIXfn7qgps3cOLYEdUDRV7nterURY8+/VGkmH7TY1MkTJRYd1wypwDLjyuL/3rkfebpkydGe0iENmT4b9i2edP/n8v/6dqxLfz8/NCxS7cIjyHNsTu0bqE5hgTIZ8xdoF6vEZEgkB7DY1ryGBnLtrh//55VxyYKjYEIsonQO/ND78o0dfHUkCyom1rKRsR2j4EDg6tblUJcJXdKzGtfCs2mH9T0Zjh5x9dmTT/ntC0ZbhAitF++zacWkg136c/e+3/BCVms/6NpYZOOJ7/DD+WyqGyD0I7c9FGlqlIksH5Bsmf1nCYFIb4olTUZRjUsiL7Lw9Y4l4DQwkO3MbhuPkRGuRppCG5IGvCu7FYesdwj/kDwhSx2y9wNf5+dl56q3cu5wilT4+jXkS1dfOivMkScRaksSb/6QIQExPQanyeJZ30JH8lE0+MXZLvePcb6I6w/rd2p6OEeA/ULW7dQIYv6izqVQd1Je1VpvS/k87lkpkmWWfNSmVA6a1JVAlACyFJ6T8rLnX/wQr13bzz7KExfny8ZcROaFVHnHGvMO3BLZT+FJllo2VPGt+q4RES2EHpn/heya9bUxVNDsqBuaikbISU0jp65aNV3g6o1amHBslVo/G1tTW+GE8eOqoVdW5i3ZHm4QYjQho36XS0kG+7SlwyOL2SxfsKU6SYdr3jJUmjXqQumT/lT00BbFudSptI2aDXXz/0HmRSE+EJ2Vv8+/k/83L1LmHEJCM2fO0stptvblcuXMGfGVM148ZKlsXbzdlXiylSy2C2lkX7u9mOY8e1bNqtyJ7IL2llfR7YktfglQ8RZyPOMgQjbkQVsyQ6QiwQk/pr1t9FsofCkz6D/fU2yeqx57p45dcLodb4+z00KREhAeOX6TfimeiUVTPxCyutJyTXJSpPMrpKlyyBDxkzwih9fvfafez/D6ZPHsW71SuzctlVlHhgGISQYLaXrTCGPq2SlGGYvSJDDGuE9Rj7PLe+TR2SIzarJJp4EaOtOWrvIYi5r65iKSrlS4ludRfS1pyxvwBya1BavmieVWQGWlqUyhrv4N7aJaUGIL9pXyKoZ+/T5M47f0W96ZI6UCTzMKlnyhZQn0asjv/K4NKC1f8PmiduuqMcgtISeMTG/QymzghBfSOBA7/k/N4LG1c7wOqKoS5rb65HeOdaS14n0mtDcZ7B9AxGbzz1G0Juw5eZE7QJprMo2+CJVQk9s/rkSymRLprnu4YtgFWyr++de5B64AWl6rEam3mtRdNhmtP/7qDpvGAYh0ieJg7U/VbC4d8UXT/yD8fumi2HG0iaOg59r5rLquEREtqK3M1NKGrnad4Mq1WqgfsPGumWNbKFlm7aoVjNsoCOiAMv3bdsbvV5Ko4yfbF4z5E5dumvGZKFM+k9YK2Wq1OjVd4DZt/u+bQfVd8HQ8iWLVKkhexv/+yjNYqEs/i1escasIMQXbdp1RNUaNTXjs6b/5fSvIyJzbdm0ARVKFrFoYVzK5+nZvXO7xfORIObRw8bfz/z9w27sCY8EDrfvO6wbNLhx7SqGDOiDKmVLIEuaZEgWLxbSJ0uAonlzoHPb1ir4aPi+Ij1mdh06jspVq5t1bpMgsl6wQPrTWCq8xzjAjMeIKCIMRJBNBLz+vyZrtlzccgTpXWDotE6TUXNJKQ7pCWGu6nmNR+fbls+CBJ4xzTpe2kRxdBf9L+uUBDJX54rZ4BlBTw5jO/clk8KQNIrde1WbJWBLzwPfYMs57Yf8HtVzIomRXd6m0Pt9ZGHy3YePX8XriJyPlBPSI03PbSFubO1z1bD/i60tM1KWSXqq2IqUZVvdvbzKZsuXVr8ma3gkA0Iymya1KIojQ2oa7eNjjkGrzmoe29ENC1r0/ktEZA96CzteCVwzY6vVD+00Y6dOHrf6uLI7vc+AwWbfrmbtb4xe175zV6P1w41Jmz697qK/qU1cw9Plp16q9JQlj83P/QZqxqXR9h4rFiRN8dzbW2WdGOrVdyCSJLX8HP5zv0GaMaktH7pZeVR+HZHrkcBm+UqV0bpdB3Tv1Qf9Bg9Fp64/oVHT5siaPfxejg8f3Me3NSqr7DFzJE2WTLfviWQPHT96BJZYs3KZ6m1hjLG+CMZkyZoNuw4ew5/TZqr/N5f0zKlcrToWLluFvUdOImeu3GYfo1TpcrrjkjVmCXl8pDeQMUFB5j1GROFhIIJsQm8h68Yz13yzKpkliepzENqVJy/x9r11u2/KZk+m+giYK1tKL7gZ6f3QwsJdtblTaz/AXn9m/ORsCnnMzCnJZKhqnpS6z6Ojt3xgT9LQ2bBcjezsblXauiayUgZLdj+HJiWbDOvNR9XXETkfKRtkrASRLei9TxlmBNiSNIg/fFObJiyZAXoZDNaQnUfy/jbrhxLqvcGcTbbyupb3/mResc3qX2TM5nOPsPVC2Dq3tfKnRrW81pfPICKylThx4mrGrl+9ClckpXAMsytkkd6wh4G5ylWspPoImCt7zlxGe160bN3WornkyasthXrtymVYQx4zc0oyGapeqw7ixtU+j44cCltG19akoXPofg5CsiBkMdYasoNZyrUY7tS+cO7sV/E6Iucnr9my5StizITJOHftNq7de4J1m3fgz6kzMXz0WAz4ZZgqmyY9dI6fu6yuHzh0OBIn0S9h/fr1a7RsXN9ofwZjvmvcVHd8cL/eZmdESZPrMSN+DfdnLHkvd3d3R+u2HVRpvTomNJg2LPGUPkNGJE2azOLMvXoNG+n2k/hn0YJw31OMGTF0kPp7GWPt+Y4oNG6dI5tIk0i70+X/sXceUE2k3Ru/a6NXKSJVsCB2VMDee++997K2tddd13V17b333nvF3guKCqICVkB6bwLq/s99vz/fB5k3JJkkhHJ/58zZdUImk2Rmktzn3uc58vgTjGxSXlTxXZOUKFaU2fLEZOlOx2Lah8gkqFhafAcKdsSKAYuEGNj8KSop2/oy5voyA5SlUcbCQLAultONrwhVbEyYjYlYdEoUg4YVLAUFNvRaVyc3/MIE6xo6W3K7uxXFw8kcPkdl/0DHvJGaDiUL/HnU26MMW4i8Ay8fApEmdCoKT9BQpxBx9PEnltcgSW93B5XYcWTl+adoWH7xNVznXC9kkZCawc5jXCrbGMPCrtWhnkihJDE1g01DSAodmLNDEASRl7C1sxesO7R/D4z5daKo4rsmwe5VtOVh4az/T0ZGBrwPDACXSpWV8qgXAxbA8PX9+OF9tvWOTmVlBihLw7Gs0Lo1JosHuhjQcsTaRnxWGfqmN2rSjHnOS2Z0qJPrnpcF6xo3aw4GBsLfT4qC3vGfPn7Itg47xqWF+xak86jvgMFsIfImPfv2g5XrN3GnEXKamJg2ay6MHDMexo0YwiyZJImKjIQpv46GwyflDyofPmosrFu5jAl1khkGC2bPgEVLl8u1HbxOjx0xmE1S5cT370KbV1ncuHYVli5aCE8fKzbxkWmhtHPrZrZkZuLwptJyAkXN9p26MOE0KyiijhjcH85fvcmmS+ThxNHDsGtbzpMU3zPUO+VOFC5IiCBUQt1y5tziS8dVN+DPbtWhXTUbZr+jKYJjkuFdaAIrtielZTBLi/QcCmQ/OAW7+BTlCvXV7BS39MjEQFt4qoqxCMlpezyfdUVw4UxZiJnUEAoRsSz8StWFxUy8Pwt/ZEkTChTFwVzYxeSbw0REXj+PiPyNtENHij6hMJI5K/95TPUcr3hNwMK+JPhwvVRoy4QZNUvPv4Z1nm+5zw+tkNwcSzJh2ERPC9K+//j/sOpYeBsaLxBK8Pzvvu42TGldEaa1U7x49dfZV8yyLivT2lYCayVEYIIgCHVQr0FDrvVDm6YNYfGyldChc1dmv6Mpgr98gTdvXkNsTDQkJSZCUmISpGdI/67P68KNj41Vah+q1XAVfV8MKlXp9gwMVW7FUYkzZaHwNqpWEwgR3s+91PrbAENxJanl5qGSbZdxKitY5/PSO9+eR0TBAUOWxYId/vuPnYJpk8bDji2bBLdfvXQR7t6+yaYt5AEnLIahGLFKKDhsXLsKkpIS4c8ly3MUB8NCQ+HX0cPg+lXZVm5Fi8ifCYniCAZT79+9k3s7WuN51K0Htrb2YGxqCinJySwM2+vJYyZeS3L/7m1o0bAO/L1iNcuSUYTfZsyGi+fOMMElKwHv3kL7Fo1h+96DOQZg4+fa1o3rYf6saeyamhNFVDRBTxAICRGESqhsYwLVbE3gZVD2L+ShcakstBO7uTvXtIXWVa2hup0JFFXzF6akbxksxPT08y8s3yE+VbkiO6LsNkrqKx5slpNlj6q3J80/Xl6UmRbJxIWTXYGFeBRJDHUUy8KQh/D4VFY0lKScpfDHmBhM9YT7zHu8vHoeEQULabZA31UUCM+buFCV7ZMk9wMimTWTJGjJhDk4quDnz39h/N4nLNtFEjwXp7R2ge5u9lKfIwZKb7z+DnbdCcz22qCgsfySH3z7/hPmdZK/SOP1MRr23PsgEIBHNBZ2sRIEQWgaLH5Ud60p6F4P/RoCQ/r1YrYUXXv0gjbtO0KNmrW4FhOqJDExEc6fOQknjx1hBSG061CW+HjltmFmJj5vgGfZo9T29IWfnclJ2aexFcWlUhVQlkqVq3AL8ejpbmik+qwELF5GR0UJ1ivSJZ4TpqamgnVRUZH55jwiiJxAS6dAf3+4ffO64LZN61bLLUQgc37/E+7dvsWER0n27twOVy6ehwFDhkOrNu3YdABeD3BqLcD/LVw8dxb279nJROas2NjaQXCQ8Hu9lrZ8uZCpqanQp2tHJqrwhNfps+dBu46dpYqDAf7vYPWyJXBo/16B7dGU8WPg358/YciI0SAvOEUx/8+/WUA277Ga1K0N3Xr2ho5dukG1GjXZhETat28QEhIMt65fgwN7d7HsDXleI205XyOCkAcSIgiV8XvXaqzTkzdNgAWjtVffssVAuzi4O5mBm6MZsyuq4WCqsmIV2oBsvPYOVl95Aynpqh0fQ0sMZTBSopDO6yo20i2u0u1h0U0ZzJUIds7EzEBLqgikDiEiKCb7uGcmw3aIC8KShzgZkzV54TwiCibaxfg/Tr8pmX+TNQNFEsxbUQeHHvJDqvuo0A7sr3M+XBGieSUr2DTYXeY1Ca3q0DKpQw0bGLLtgUCEXO/5FlztTaFddRu5PtumHvLKNpWBl/F/etVUSe4EQRCEOvhzyTLo3KYFd5rg86ePsGrZErZgdz92kHrUrQ916jWAmrXdmP2QKsBO0fWrV8DKpYtz9L8WQ0KCcvlq2EUsFl6hy1DF21PUi10SCzltQXICPdR5oJCkDiECA3Z5DO7bE9RFXGxcnj+PCEIeUAhbvHwVNKhdHX5KNDrhZAKet/Je99ASb+eBw9C6SX0IDxNao+K65X8vYos8oI0RBkuvXr5UcJseJ4uGx/iRQ7kiRN+Bg2HF2o0sSyYnUNDcsG0XEw5HDx0osJ6aPnkCVK3uys5deRk3cTKzrDp1/KjgNnwPjh0+yBZ5J1FWrNsIvTq3l0v8Jgix0K9XQmXULWcBS3u5QlEZ1jHY3X7tdSgsPucDHVbdgArTT0O/TXfh+JPPSnXlh8SmQLO/r7LtqlqEUEXXsKotdYqqaRxZLKrIVJC2jYQU5SdaeEQkfIPcJl7Gc9H0eUQUXKSJl4nfVHO88I47Y85UkCpE4QsvgwXrDXWKs9BmVVm2oagtSXV7U9gxvK5Cwqi7kznsGVkPSnBEmelHnsl1vm649hbefM1e8OpXxxFqO/LDAQmCIPIC6H29fO0GmV3a2N3uefkS/Dl/DrRt1hCcSptB764d4Oih/UqJB8FBQdDQ3ZVtV9UiBCIZaKwoqu5ez2vd8PoqyFTgWVCpYhpFGhHhimdBKUt8XGyePo8IQhEqulSC1m3bc0XhB/fuKLQtnPi5eusBVFQiiwdp2aYtbNtzAL594//2t7QsJXMb506f5Bb727TvAOs2b5cpQkiKIihISNrLodg4cexImTZJkuBzGzVuAiiDmbk5nDh3GaysSnNvt5DjNSIIeSEhglApA+o5wdHxjaCspfxfPLEIgwXVcXsfQ5XZZ2HxWR+F8xjQAqPrmlvwLkw5L1NCPDollP/xo1eCP6SlrsJ6qhoEK1mkf/+RZ88jomCDGQY84pQMqkdik9O4GQomuqoXItByjzd90aWmHQu9VwWrLvsJng/+VljVtxZoF1f8WoeCwdCGQl/oqMQ0OP5EmHWRlY+RibDq8huBNd/cTspbXhAEQaibQUNHwMkLVxSytklKSmKe4qOHDoKKDqVh0YK5ClsphQQHQ6fWzeDdGz8Re02oAh1d5fOLdPX0pB4j6iBVokM5N0Bblrx6HhGEGJq3as1d/8L7ucLbsrW3h0s37rJAbJySUAT8++lz5sPB42eYUICZQDxKSSm+Z2UZZ/JCV1cXVm/YKiqvplPX7szGSRK0SrruKTvXQnKiDQOvt+3eLyrEHi2zbtx7AlWr14AYJV4jgpAXEiIIlYMe3bdnt4K1/d2YbYwiYDF1zdU3UO/Py3DPP0Lu+00+8BQ+RfG/kGLBBgtUS3q6wpFxDeHu3Nbgt6QTvF/eBULWdIfw9T0Fi60pBX8qCq8wqCjJUoQBXS31dHjxCqeF+TwiCjaYDYNTA+qYDIpM5P+ILmWsA6rm8CN+4b63ikKq8fXw9A0VrG9asRQ3x0ZexjWvwMQMSXj2T1mZc8xbYJ+1oHM1qcISQRBEXgOLHPefvYIN23aCe516Ct0Xi6kr//kb3Ku7cC0xpDFhzHD4+OG91M5P9M1etno9HD93CR56+0JAUDh8joiDiMQ0iEn9IVhs7ewV2m9CNUV9DHrloSdFoFCWHz9VY1dZUM4jghCDm5Tj88snvrWqLAwNDWHJyjXg5fMOxvw6SaYgh4HRQ0aMggfPfWDm3AX/tZ4L50w8mZYsySyJcsL7mRf4vnopWN+7/0CWuyCWib9N564/ceSQqO1169UHnrx6AyvWbmDXi5yEG5ywati4Kew/ehLOXL4GNnZ2bH0ExwYLKV9BNTk5BIFQRgShFtCzupeHA1vQMunO23BWEH0YGMn+LYvIxG/Qc/1t2DeqPjSrZJXj317x+Qq33oYL1utrF4Pfu1SDnm4OoKVgB2v6d9WEtxYmMCBcXdtQRz4EoiXFM7+3uwPYm6vHB9GIUwjOC+eRqnkdEsfOzbwCios93FRTqM7PYJAzvjdZCYpRflw/iBMcnRnqrEoCwxNYaLMkFawMwdWhpEoe4/H7SK5I2dRFuXPIwlAHKlsbg09w9tf/xZdYNilVQsr1yF9i0g8FpZC4FFh5WfEu3wRO1lFQLH9bFoba0L+uo8KPQRAEwaNYsWLQp/8gtqBl0u2b1+DurZtw/+4dCAkOknn/iPBw6NquFRw8cQZatGqT499evnAObl7z5FoFod9+734DFbLRQDLSacpUUSSDYsWAdkOqztfICS0tfuZdnwGDoIyjk1oe08jIOE+eR6rmtc8ruHThHOQVbO3soFffAZrejQKJhYUld720bnt5wWL5X/+sYEvwly/wxs+Xhb1HR0UzO6OSZiXBuWIl1tmP54oknz58EKzDv5fFvTu3ueubt+RPfsiLa63aTAjBkO2sPLx/T/Q2UXzAwGtc0JLtxXMvlqcRHRUFyUlJzO7OwdERXGvWBhNTU8H9P34UvkaIs4vs14kg5IWECELtWJvoQp86ZdiCfI5KYoXU+/4RcN0vTBDgmQmG9Y7a9QgeLmiTYxDygQfCi6VO8aJwdnJTqCSyexXDkQnFiJLyPiq0DSld1YoU7xVB2nZbViktV4BsQTqPVI1PUCwsPe8LeYW6Zc1JiAAAJwt9gRCBEwAoAiqT8/Ixkj+R5mShvD90Vg5JmYZQZUi1ZBZDJpVtlC96VLY1EQgROO2AwmIZcwO5J55UeW6hiMTbHn5+khBBEIQ6sLG1hX4Dh7AlM3D3/t3bcO/2LfC8cokVTHigf/bwgX1ZV2xOXaj7du8QrNPR0YFL1+9ApSpVRe1znAwff0JIZGSkCrYRoXTxXhGkCRzoed+hc1coTOeRqnn54jks/mM+5BUwe4OECMjV8yjtm/L1gqyiRGYXv7xTQV8+C39H1Hb3kHnfN699uOsrV60OyoCWTpWrVIM7t25kW4/7iZkayobN4+QYHueKgNZQklhYWrK8DoJQFWTNROQ69mb60NujDKwb6A4+izvA4bENoalLKamBvLzA0EzSMn7A3XfCL6gTWjqLFiGwyCNpg0GIL94puw0D7eJcOxlVYC3Fgis2H2QrqPI8IgoPlW1MuOslxQlF8QmOVejxxPDj50849lj4A6JYkV+gW23VWWbESBH1TPWVt0IylRLeHaOCnA6CIIj8ChY4+g4YDBu374a3n77CsbMXoVnLVlI75NetWp6j3/6dm9mLOsikaTNFixDYVSot5JSQjp+U4p1i2xAK5djRa2hkBOrAxpZf2IyNjYHCdB4RhDJIyyLR0tacrehzryfw86fQ9aJug4Yy7xsdzRf1ZFk6yQNvKgGJjdHMNefZ0yeCdXXry36NCEIRSIggNErRIkWgiUspODS2IfPCL8Ix0D7/Iljq/QPCEyCFkyugTFEKO7kJxXkt0eUrBl/ONqramYgKgJK3mK9VTHgZfB+u/Ch5fjqPiMJDdXv+l91nHLsjRXj+KYY7xYP2Pqrihl8YhHPyLJpXtlLp4+AUUW7DO2cJgiAKI+hb3axFKzh25iLzws/09s7KudMnpd7f/+0bJhxI0rNPP9H79EpEwCoBXE91hbfx8oVgXfUaNdX228ChjCPXtivQ3x8K03lEEMoQESG0zUZMTPi/Q3KDG55XuXZ99Rs2lnlfnCLKbXjnrLp59/YNBAcJs+tat2uf6/tCFGxIiCDyDOiD36eO0DrlS3QyhMencu8TmSDsXNUpUZQVmMXy9CNf8SZkd0SHxokPpUtN/w533gm/tNSwU11HtSTFixaBKrbC7T8IiChU5xFReHBzLMkV325zcnbkBc97yRwDpEF5i1wKqVbtqLC0EGhpkxKKEC3Ffq6kCqYtCIIgChrog99v0H9sZ7KCFjRhoaFyF8B0dXWVspV48uih6PsWZl698IavISGi75+amgq3b14XrK9RsxaoC7RCqVrdVbD+vhSP+IJ6HhGEMjx5eJ+73tZeMza5mB9x+sQxwfo27Tow2z5ZmJryc+ik2Z8pAm8bKEJgdkRuc+LoYcE6bW1taNO+U67vC1GwoYwIIk/RpaYdHHjwkRu6a2kk/JCISRYWdYyUDDY+8VSoAhOywWzXM8+CYHSzCqLu7+kbymyxJHF3Mgd10syllCD8Fj3cMcAXg30Lw3mkDrA4rOoCMaE8OiWKQZ2y5nBLQni4HxAJcSnpYKyr+PVT2rRNUxUGpKMIcNVXGH6OuSctVBzEXtJAS6rY6lFWueuRZD7Efx9TX/rr7rVQdV1Iteafh6CYFEF+yqlJTVT2GARBEKqkW8/esG+XMPMhMiIcSlkJr/+xEqGfqsgTOHbkoFL3L6xg8e/U8aMwbuJkUfe/cvE883WXpE69+qBOmrdqDU8fZxefXr30hqDPn8HWXnVWkHn5PFIHaBuFC1HwuXblMnd99RpCkS83uHzhHDcfYsjwUXLdv6QZ//u/z0tvltUiFrSK8vURTo4Zm5jk+kQE2g8e2L1TsL57775gYKDazD+CoIkIIk9R2pjv2Z/2Xejnh+hqCbU0LKbhF18xYPCvKrIOCitbbvpzrbJk8fPnv7Dm6hvBerRbkZZ7oCo6udqB5HQ3WrPk50wFRc8jonDRpZbQ/zjjx084/FAoXsnD/vvC++lrF4OWlVX3w/aE12dI5xy/3WvbQbGiqv0q41zKkLv+pl+YUtvFyRG/r0IhwsFMH/S01JODQxAEkd8pbW0jNQuCh66eHtffX+xvg3t3bnHDOwn52LRuNaSkpIgq0K1atkSw3rJUKWjWsjWoky7dewqsn9CaJT9nKih6HhGEWN6+8YPLF89z7cLq1GuQ6/vz/ft3WLxwgWC9a83a4CGnqOns4sJdf93zilL79vTxI4iLFdqCV1EyBFsMWzeuh9DQ7E1feB0c8+ukXN8XouBDQgSRp8CObR6WUvy/zTh2Fhg0/UpEzgMGX886Rh6wyvA1LhXWcgQFWex/8IGbD9HT3UHlRUZJnCwNoLGzUOw48OADPP+knG9+fjmPiMJFhxo2YMQJgN90Q3Eh8eLLYHgbKhRvu9WyZ9MX6rZl6lNH9VM37mXNQbt4UcH6G2/CwE+JUO91nm/Z5JgkjZwtRW+TIAiioBMZzrcOLFXKSu7OVez0fCki5wGLtNMnT1D4fsT/+BoSzBUUZLF35zbw4eRD9O43EIoVU6+pQ9ly5aFJ8xaC9ft27+AGuRbE84ggxICC3expk7mh0I2aNtOI3dDSvxbCa59XgvUL/vpb7m00aSa8HiCH9++FyAjxls5rVizlrm/ctDnkJn6vfWHpot8F63v17Q8VXSrl6r4QhQMSIgiVcNXnK+uoVZZzHIsPPa1iUu1knK2MoFgRYVjZ9lsBCj/23OPe8C5U6HNOKMbqK2/gnHeQ3H//MDCSvfaS6BQvCoMbOEFuMLN9ZcFUBE4PDN3+AIJjhIGHYvj+46fMQG9NnUdE4QK77wdxzq2w+FRYfFb+rs/4lHSYd/wFN3h5dNPyoCp8gmK5QmUNe1OoYGUEqgZFiPqcfAsUESYfeMrEbjHTdnvuvufe1kKFkyMEQRB5BbTVycjIUHo7Z06dEKzT19cHSyl2MhUrVeYWqrduXKfwY8+aOgne+r1W+H5EdlYuXQxnTh6X++8f3LsDs6YK7ZzQy33oiNGQG8xZ8KdgKgKFqYG9u0Pwly8q69SWFeitqfOIKDzg8ayqMOY506bArevXuLeNHj8RNNHlv2LJX4L1nbp2hwaN5LcltbN3AGdOQR6nvSaOHSFq4u7oof1w+YJwcgRp0aYt5BbvAwOgW/tWLJMnK0bGxjBv4eJc2w+icEFCBKESZh97Dh6/X4StN/0hITVd1Dauvw6FXXcCBetbVSnNQoV5GOgUB1cHobJ+7OlnOP7ks1yPi4XfqYe8YO/9DyL2msgkUxDCz+Fxex7D5hvvZH4oH3vyCQZsvse1DJrc2iXXMhqq25vC4PrCwmxoXCq0/Oca3H4j3pIlMTWDWVa5/X6Raz+VF84jovAxvrkzNyB5260A2HNXePxIgpMTTKiLFdotDKjnCI4WqvMSPfSIbxnVVw3TEJlMalWRu/7Fl1gYtv2BQucnihB4n+8/hdfDKjbG0FzFGRcEQRB5AZwkqFmpPGxevxYS4sXZnnpeuQQ7tmwUrG/drgMLFeZhaGgINWu7C9YfObifFX7kAQu/k8ePht3bt4rYayKTTEEIfw+MHjoQNq5dLfO3wZGD+6BPt05cy6Cps+bmWkYDBmIPHSkUPUK/hkCTerXh5nVP0dtOSEiATevWQI2KZWVOi2jqPCIKD/v37gKP6pXg0P49okUvPKYH9ekBWzet596O0xDNRViqrV62FIKD5G9wzDoFt2jBXCYm86aAVqwVng+ymDJtJnc9igkTxoxQyOYMs3MmjeXnU7Tr0AlcKlWWe1vnz5yC2zevgxiuXb0MHVs1g/AwYa1j+er1YFW6tKjtEoQsKKyaUBlYkJp34gUsOvMKmriUYt779cqZy+zCDolNgS03/GH77QDmzZ8VbEQZ2rBsjvfHzt4nH6KyrcPvuOP3PQbf4FiY0LIimHIKbj9+/oQbfmGw8PQr8A/73ySEtYku63iNTiLPTEXAkOr1nm/Z/6OwsODkSzj25DP08SgDDSpYsNyCIkV+gbC4VHj8IRKOPPoEj95nf9+yTrqMbS4u9FosC7pUg2efYgS2Xngc9Nxwh4Va43PEYFdZdlHoBX/fPxLOegfBrTdh/xVaapUpmWfPI0K9XPH5Cq9l2Pp8iU6WOimDtmc5UcnamIlN8mKkWwIWdq0O4/Y+Ftw2/chzeB0SzyaFeNfOpx+iYNrhZ9w8nVJGOjCrg/xfnmWR/v0HnPL6wp2Y6lxTfDicLGo7mkHLyqW5AdnXXodCsyWe8FsbF+hW216qwIfTVBuuvYM9994LzslMZnesIui4JAiCKCgEB31hNh1/zJ0JzVq0Yt779Ro2lhmOi4UnzBbAKQbJTl28Zg4bNTbH+w8dMQoeP7yfbR0WwMcMGww+L1/C5GkzuRYh+FjXr16G+bNngP/b/zWPWNvYQlraN4iKjJTzmRPIuIlTYM2Kf9j/Y5Fu7ozfmNDQb+AQaNikKcstQN94LO4/enAPDu3bCw/v35U66TJ+0m+5uv8L/14GXk8eC2y9oqOioFv71izUGp9jvQaNZNpFfQ0JgXt3brLJkBueV7MULevk2fOIUH+Asi/HMigrnz99lFr8xmMqJypXqcrEJnm74seNGArzZk6D9p26sImB2u512NRMTqAtEVqWbdmwVqpFkYmpKazZKE7U3bxhDSxeOB9atG7D9qt12w5se9KIjYmBSxfOwooli+Hjh/fcqaq9R06Isojq1qsPrF21nDvFdGDPLnadmD57HrTt0Elq0DTmZ6z65284dvgg93a8jsxasFCh/UK7OLzO4sQGXhvadeyco5CB1wKcOtuxZROc5UxKIZgLgc+XINQFCRGEysGi6+VXX9mCWBnrQBUbEzA31AIT3RLMNzw1/TuExX9jwZ1+IdK7O4Y0KMsKQjnRtaYdrLv6VuBTjmIEep7vuvseajuWhIqljcBQuzjEpWawYviDgAiISc7e1Vq0yC+wpn9tZr+RP9MBNEfTiqVYzgZ2VGeCdipzOLZLOYHHyK4RdXO9ex+PywNj6kPn1bfgfUSi4PbrfmFs0S1RjAkKtiV12b5qFS8Kid8yICElA0LjU9lzVoWIldvnEaFeLrwIhiOPP4m778sQtuREL3cHhYQIpLubPdwLiIBDnJBqLJ4ffvQRGlSwBGcrQ2ZXFJWUxkRfaccanrObBruDiZ5QvFBGwJG8TiNtq1uDoU4JUCer+9eG9iuuw4fIJK5oNHH/U5h9zBvcHM2gjLk+mOiVYOctnv8vPsewz6ScGj8nt64ITV1oGoIgiIIPFl0vnj/LFsSqtDVUq1EDzC0swcTEFHR0dSE1JQXCQr/Ca18frp93JsNGjgH3OnVzfDwsoKxe8Q+8ee0rECM2rFnJusPd69RjxW1DIyMWForF8Pt3b0NMdPZfAFgo37BtJ/w6arhSr0FhpFnLVqwzGYuUmWDuw8zfFLNowcLj3sPHc717H4uWh0+egw4tm0BggL/g9mtXLrNFT08Parl7MPsWPJ61tLUhMSEB4uPj2HGFhUtViFi5fR4R6uXc6ZNwaP9eUffFLnhccqJP/4FyCxGZ4PVv787tbEGxytGpLLtOljQzA0NDI3aM4WROTHQUvHzhDe/e+OW4PV1dXXbu4rmhjIXZpfPn2IL7VMbRCSpXrcYmGwyNjeFbaipEhIdB0Jcv8PTxQ/b3PLS0tGDHvkNQy004MScP+Ni7Dx6F1k3qc89nPM/Rus3YxATq1KsPtnYOzN4Iz8moyAgWTI2CT06sWLdRoWmIrKCN4N8LF7AFr5lVq9WAMk5OYGxsAkWLFYPIiHD2OuF+oJgqjZ59+sGfS5aJ2geCkBcSIgi1g/Y2uChK++o28EfXajL/Drvsdw6vC22WX4P4VOE4IU433H0XwZacwKbUJT1dWeGNEAe+X1GJaXDqmTjvVLSKOTq+oUptXRTBwlAHzk5uAoO33YenH6KlWtLceccPfMvP5xFROFneuybEJqf9V/DKChbVsfsfF3ms2TYOcoe65YTZCuoIqe7toT5bpqzXo0PjGkK3Nbe4FlRIctp3uPkmDG7m7LrGta+a2b6KanaUIAgin4HFWVwUpUPnrrDonxUy/w67UfccOgYtGtaB+DjhNCIWx9HKQpadBRaelq1ZDw0bN1V4X4n/sGjpclaEO3H0sKj7m5mbw4lzl8GpbDnQBJalSsHF63egf8+u8OTRA+7fJCcnw+0b4qxR8vJ5RBRuULjFwrms4rk07B3KwNbd+6G2u4dK9+nD+0C2KAIW5lFEUCQXggcKM4dOnIWendux6QseKGyjaKII+Fkze8FCGDB4GKgC3Dd5PuMkGTthMhMhaFqbUDdkGE6oBhVerLCrdkJLZ9g61ANKFCsq132cLA1YwQhtQcSANh8bB3nAQE5OACE/RYv8pyN6RrtKCk801C1nDtdmtIDKNiagScwMtOH0xCYwrW0l1gWuKox0irPO6bx8HhGFD7QZQyEXw6XFHn5YsD88riF0dFWtVVJ4fCor8ktiW1IPGnDCpNWBg5k+3JjVUmU2UAbaxWH9QDdY3qeWSrZHEASRV1FlIQM74dFOaef+w1CihHzTcGXLlYdjZy6ClVVp0d3wW3ftg8HDRoq6P/G/iRIsRs6a/4fCEw31GzaGmw+8oEq16qBJUAw573kTZsxdANra2irbLnZL42ROXj6PCEIMvfr2h9uPn6tUhBBL0xYt4e6TF0qLEJnUrO3GtteoSTOViZ1Hz1yA32bMBk2Bn5MHjp1iwjGJEERuQEIEoRIu/tYMVvWrBW2rWbNCixiw6NvJ1ZYVfeZ0rMqK2opQ06EkeM5oDt1q2zGLJXko8ssvbJ9vzWkFXWvZidpvIjv44TWlTSW4M6cV9K/rCMa6JXJ8/TFzYdeIenBqYhMobaILeaU4O7VtJXgwvw2MbFKOiQhiwPvh8bV5sAe8WtwRhjcul+fPI6LwgcfIH12rw9lJTZmNnSLH2pAGTnB/Xmu1TJIdffKJm63Qy80+V78kY57GliF14PivjaB11dJyf75kxcxAiwVg35vbGnq4iR9PJwiCyC9cvf0A1m7eBu07dgYDQ0NR28CiL3pe33niDfMW/sWK2oqAFhw3HjyFHr37yn1fnKbAfb7/7BV5ZKsI/MyeNmsuPHjuAwOHDmfWJTm9/pi5sO/ICTh75TpY29hAXgC922fMmQ9PXr2F0eMnMhFBDHg/PL627TkAbz6GwMix4/P8eUQUbDAceeSY8cyCSZnv12hRhgHvD719YdOOPWAo8njNyqBhI6FcBWdR98XryJHT5+H42UtQ2toaVAlu7+SFK8x2SuzEHNpV/b5oCTx87suyX8SCQeC4iBEXMacHrwlPfd9Bm/YdRe8DQSjKL//ifJMMnj9/DjVr1gTPGS2gqq1mu5WJvM/Pn//Cm9B4ePYxGvxC4uBjZBLz00bbpKRvGaywhEVWfZ3iYGOiC5VtjKG6nSm0rGKlMs/vT5FJcO5FEAsMDoxIhJikNGbRhP7+lkbaUM7SEDzKmkGbqtZgb6bPvX/Gj/8EDGeC91O3J3l+wXL8UcG6kxMaQz1Ol/L3Hz9ZSC8GgqN3evr3n6CnVYy97jXsTVk3dV4HA3PxWHoQGAGvvsSy4zkyMY1lNKA1mL5WMdDXLs5yHPDYKlfKAGqVMYMa9iaihYC8cB4RhRMMbL/8KoTZkwWGJ0Bscjqk//jJrp94jDuXNoKGFSygbTWbfHH+qhoMo38QEAnPPkWz1wrt6BJSM9hSrOgvYKRTgomQOLlRs0xJlinj4WRGk0lEgQKP/RZLPeHZs2fg6uoKBYnM3z03HzyFajUK1nPTFD9//mR5Dejfjd71aKvx5dMniIuLhaTERBaeiUVWAwNDsLG1Yx3wNWrWZMGkmOGgCjC49OzJE3D3zk0I9PdnHuepqamgq6fHvMbLV3CGOvUbQruOnZilCO/+GRnZLWCZR7mK9i+/Y6oj/IxDIQGnGiRBD3f0U3/31g+io6IhPS0N9PT1waFMGXCt5cb86PM66enpcPf2TXhw9w688H7GjueIiHDmB49iir6BATueMcehvLMzlK9QkXWHu9aqLVoIyAvnEVGwQUufVy+9weflf85PDEr/GhwMMTHR7NhGWzs8V42MjJmgiEJhLTcPdmzXrO3OxAh1EPT5Mwu0x2Bmf/+37LiPjo6ClORkdjueb1hUL1e+AnjUrc/CrTFLIrfAzwcMgMZwe3zt8PMFM2IwKwaFQMP/f73Q2glfLzd3D3CrU1dqqLUYkpKS2LXhyaOH4OfrA58+fmDWbclJSSxfBj/rTE1LglO5clC9Rk1o0rwF1KnXgITJXAZDzZvUrV0gvz8rAgkRBEGoVYggCIIgCKJgQUIEQRBihQiCIAiCKIyQEPEfyLODIAiCIAiCIAiCIAiCIAiCIAi1QUIEQRAEQRAEQRAEQRAEQRAEQRBqg4QIgiAIgiAIgiAIgiAIgiAIgiDUBgkRBEEQBEEQBEEQBEEQBEEQBEGoDRIiCIIgCIIgCIIgCIIgCIIgCIJQGyREEARBEARBEARBEARBEARBEAShNkiIIAiCIAiCIAiCIAiCIAiCIAhCbZAQQRAEQRAEQRAEQRAEQRAEQRCE2iAhgiAIgiAIgiAIgiAIgiAIgiAItUFCBEEQBEEQBEEQBEEQBEEQBEEQaqOY+jZNEERBJXx9T03vAkEQBEEQBEEQeYCY1B+a3gWCIAiCIPIBNBFBEARBEARBEARBEARBEARBEITaICGCIAiCIAiCIAiCIAiCIAiCIAi1QUIEQRAEQRAEQRAEQRAEQRAEQRBqg4QIgiAIgiAIgiAIgiAIgiAIgiDUBgkRBEEQBEEQBEEQBEEQBEEQBEGoDRIiCIIgCIIgCIIgCIIgCIIgCIJQGyREEARBEARBEARBEARBEARBEAShNkiIIAiCIAiCIAiCIAiCIAiCIAhCbRRT36YJdVBr/nkIiknJtm5N/9rQ26OMxvaJIHLCcvxRuf/WUKc4BCzrotb9IQiCIIi8zpfoZKi94ILcf29rqgteC9urc5cIItepVsERgr58zrZu/dYd0HfAYI3tE0HkhKlOUbn/1tDICD6Fxah1fwiCIAoTXz5/gurOTnL/va2dPbx890Gt+0QIISGCIIgCS2xyGvgEx0F0YhpEJX2DtIyfoK9dDEob60JFayOwNdXLlf34/uMnhMSmwNe4VPbfpG8ZkJL2HX78+y8YahcHQ50SYGmkDVVtTUBfu3iu7FPWfcPXKDQuFaISv0F8ajpoFy8KpnpaUK6UIVQsbQTFi2pueO7ff/+FDxFJEBiRCGFxKZCU9p2t19MqBiX1tcDBTB8cLQzYv/MLkYnfwC84Dj5HJ0Pitwz4BQAMdIqDo7kBVLYxBiPdEpreReL/SUn/DiExKey8DYtPheS075Ca/gOKFvmFvWdGOsXBrqQeO09KFJO/+KCqc/fN13j4FJUE8akZkJCSDkV++QUMdXG/SoCTpQGUtzSEIkXwCMsdktMy4FVQHITFpUJCajokfvsOWsWLsP0x1i0BLtZGYJNL1111gMeBX0gcBMfgtSgDihcpws5XJwsDqGRjnK+uQwRBEASRm6Snp8O7N34Q4P8OYqKjITkpCYoVLw56+npQurQ1ODg6gaNTWShWTPWfpWlpaRAc9AVCgoMg9GsIJCUmQXJyMrvN0MgQjIyMwdrGFqpUqw46Ojoqf3xCeeJiY+Hli+cQGR4O8fHxkJSYCLp6emBkbASmJc2garUaYGFpqfb9oGOJIJSHfjERBFHgxIeddwLhqm8ovPoSCz///Vfq35Yx14dOrrYwuIETWBnrquTxf/78F/y+xsGjwCh4+SUG/L7GQ0BYAqR9/ynzvr/8AlDWwgCaV7KCfnUdmRCgruL+We9gOOX1Be75R7BiuDQMtItDE5dSMLi+E9QrbwG5xX3/CDj86CPceBMGUYlpOf4tFoUrWBlC7TJm0NSlFDSoYJnnCoJY0D7y6BMcevgRXgXHgrTDEp+Lm6MZ9K/nyI5NTYpAuQ0el4HhifDiSwx4f46BF59j4XVIHHzL+CH425MTGqv8eExN/84e9/H7KPAJimXn7ueo5ByvIZloFSvCCtGdathCD3cHJpKpAxRCTj37AseffIYXn2MglfPaZAXPg5oOJaGXhwN0qG4DWsVVL5ag6HDg4Qc45x0M70ITZL5e5gbaUK+8OQyo5wT1c/GaIpa4lHTYe+89e83fhSXkeAzg8xnUoCy0rGwFv+AFnSAIgiBUwJGD+yDoy5dceaw27TpApSpVVVa0PXfqBBw7chDu37kNKSnZnR0kwcJttRo1oU69+tCiVRuo7VEHihZV7LtLRkYGvHj+DB49uA8vvZ/Ba18feB/gD9+//6eZKSdQBHF2qQTtOnaGfgOHgI2tLWgK72de0LJRXfjxg/9d7+yV61C/YWMoyHx4Hwi7t2+FyxfOwfvAAPZbISdQAGjaoiUMHjYSatSspfTj58VjafmSvyAvnfdBnz/DkUP71bJPI8eMZ5NjRMEjb1VqCIIgRILFyvWeb2HzDf8cC+tZ+RiZBKuvvGH3+bWFM0xsVVGpwu+nyCRovtRT7seXBL9bBYQnsmXTDX9oUrEULOnpCg7m+qAqbviFwqIzPqzAKw/4XM4+D2JLY2dLWNq7JptCUKcA8fupl/AqKFbu+/xA8Sckni177r1n+/f497aQV7j0KgRmHX3Opk7keS4PAyPZsvbKG1jRtxbUdjSDgkhQTDIrpuPi/SWWCYdizx1lOf70M0za/xQyfsgWDHmg0Pj8Uwxb/jrnA/3rOsKcjlVUNuGEAuf22wGw7OJrSEjNUEi4uPMunC3zT7yAeZ2qQp86qrFyTEzNgIWnX8LBhx/h+0/ZYk3WiaDTz4LYggLiij559xjf/+AD/Hn6FRMj5DkGrvuFsaVWmZKwsm8tqGBFP54IgiAI5dm/exfcv3s7Vx6rtLW10kLEz58/Yf+enbBk4e8QFhYq9/1SU1Ph0YN7bFm1bAn0HzwU1m7aJvf98TXq2akd244YsMDs++olW5Yt/hO6dO8Jf/2zMlc67bOC4sPk8aOlihAFnYjwcJg++Vc4d/qkTPEhKzilsG/XDra416kHqzZsBueKLqL2Ia8eS4v/mA956bz//Pmj2vapZ59+JEQUUEiIIAgi18FCGNqZSKJdTJwIEJHwDQZvvQ/PPkWLFjGwwHf3XTjsHFFPdDczdierspB6800YNF58BRZ0qQZDGpZVenvLL76G5ZdeS+3Gl8Wtt+HQcqknbB7iAU1drECV4Hvwx6mXbJpFWX78FFdMVgeLz/rAmqtvRN0Xu687r74Jf/d0hYH15fe6zA9gAXvDtXeQV4hPSRctQkiS/v0nO44vvwqBTYM9wKOsuVLbi05Kg6Hb7sOj91FKb2fSgadw1jsItg+rA3pa4kUSnBwZvv0BBMfm3NkoC5yg6LjqJhOCZ3esAnkFtL2actALjjz+JOr+Xh+joc3y67BxkDu0rmotahvGusVhRvvK3Nt8g2LhwssQUdslCIIgcpd+g4aAvYOwCUBLSxvyIopOIEjyNSQERg8dCPfu3FJ6X37I0XmeFbTrEVs45okpJ44ehuueV2DNxq3QoXNXyC02rl0Nr154Q2HE88oldvzExiiXn/L44X1oUqcW/LlkOQwfPVbh+xeUY6mwYWxsArMXLOTehufU+TOncn2fCCEkRBAEkev0qG2vMlsVDPTssvqm0gUxBAt9PdbdhhMTGoGJnnqsVcSIGzOPPmedzeNbOIvezq97H8PRJ9kDH8WAXvSDtt6H3SPqQbNKqhEj0Et+wOZ7Shda8xp/nn4J65UstmOn+bTDz5htF1rZFBSwWF/QwUyY3hvvwP7RDURbEKFA0mv9bZbjoipu+IVBv0334ODYBqBbQvGvgWhb1XvDHbmmBOQBrZxQrEv//gN+71pdJdtUan9+/gvj9j5mExvKgNfs4Tsewu6R9ZjdnqJgdtCU1vwuPrStIyGCIAgif9Crb/98Y6FTpEgRqN+wiej7+732hR4d2kBo6FcoSNkEQ/v3hs079kC3Xn1yJWx36aLfoTCChfqBvboxSy9VgNvByQqcqhgxZhwUtmOpMIITFFNnzuHednDfbhIi8ggkRBAEkW/BLnrsFJYmQlSyNmbe6I2cLcHKSIf5o6MtiPenGDjnHQTnXgQLpgPQsmj0rkdwaGxDlYS8lrU0AA8ncxZmi5kP9mZ6LOAWsxfQygOL8GjFhPt0wusz6xDm8eeZV2yKpKOr4v6S6zzfSBUhcD/61ikDrauWZoGrJnolIC4lAz5HJcFV369w4MFH1kktWUQesfMhXJnWXOkcC8xO6LH+DrPn4YGvV9uq1tC0khWUNtYBC0Nt0CpWlIVqh8d/A5/gWGaH4+kbysKE8wpo9SNNhHA014eRTcqz49LaRJeFlqOt13W/UNh2MwDCE74J7jPzyHOoUMoI3JzypoVNQQMt2qrYGrO8jvKlDNlS2kQXDLSLseI9HrcxyeksLPpRYCScePqFXVskwWBrFNluz2nFnQKTxfi9T6SKEDi5hdNlDctbgHNpIxYGjcdSbHI6EwuuvQ5lxyHugyRo/TX7mDes7ldbof1J+pYB/TffkypC4OuE1xN3JzOwN9MHQ53i8C39B5tawykKzLfA45w3lYV2dJiz0cPNATTJ6qtvpIoQ1WxNYGijslC3nAVYGesw8SQgLJHZr+EUjKRtFk7ZjNr1EK7NaAFlzA1y6RkQBEEQhDgaN2sO1jY2ou6LIdQdWjbhdrJjblKNmrWhfcfOULdBQ7AsVQosLEuxTnEszgZ9/gQvvJ+zLvbrVy9DUlKSyoQVl8pVoE7d+uDs4gLlnSuCnZ0DGBgagr6BAet4j4+NhTdvXsOTRw/h2KEDTAiQBC2SRg8bBHYOZaC2uweok98mjJWZpVEQCQ4KgsF9ekgVIVxr1oY+AwaBm0cdsLG1Y+8hTi18/RoCXk8ewZED++Hh/bvc+878bSJUrlIV6tRvUKiOJYLIq5AQQRBEvmXucW9uka5YkV/gj67VYWjDsgIxwdZUjy1Y0H/+KRpG7XrEpiokLYi23vKH0U0rKLxPWKTEwOQ21axZoRmDWaVRrGgRFiaLQdkNK1iyjIoLL4LZBAQW7njPt3FFS9YpKy+P30fC3+d8ube1qGzFfMwtDHWyrbcwLMoK/ujbPq65M8w+9pwVWiW7fcfsfgRXpjeHokXEWWphdwpugydCmBlowR9dqkN3N3vufS2KoyihA1VsTaBvHUe2racfomHX3UCpokZugeG9M4484942pIET/Nm9hiCLxMXamC1DGpSFCfueCLqdcTJi7N7HcHdOK9AR0cWenyhRrAhUtDKC6vam7DjDYnpugMd86yql2bmLdko5TQvgOYgL5pG0qWoNcztVZRk1Ky/7CaY9ULTAjJADYxT78YNCAoqBPFCA+Kt7DW4oO+43ClxoCTStbSV2POE1jddVj1kWmGcgL/j8eIIfvmfzO1eF4Y3KCUKai+sUAQOd4uBkacDOZ7zujtn9GD5FCYsMC0+/gtZVrNnfawLf4FhmYcdjdocqMKGlc7bnh+cxHqe4DGtUDobveMDCzrOS9O07jNvzBC781pQCrAmCIAhRnLt6Q6XbG9i7O7czGEN1xRATHc389HkiRJVq1WHluk1Qs7Yb9756enpM/PCoVx9Gj58A3759A8/LF2HLhnWoYCi8L8YmJtCqTTsWEtygURMwMjaW+rcGBgZssbGzY+HYs+f/AXt2bIUFc2ZCYkKCoIA85dcxcPPBUxZErA5OHDkE169eybaulpsHK7QXdObNnArJydl/kyNY6F+1fjN07dGL+17j4lKpMgwcMpzZOo0fORQiIyKy/R3+Tpw2+Ve49dBLofcuvxxLeTG4PCa1cOabEPIhPpWVIAhCgwSGJ7BufUnw++qWIXVgeONyMicaXB1KwplJTbidypgZwRMDcgI73f2WdIQdw+tC99r2OYoQ0mhX3QbOTW7Kum0lwU553nPOCQymxgBkweNUs2b2SpIihCTYZb1hoDsMqOcouA1FoL33PoBYMHz38ithobWmQ0m4P6+NVBGCBxb4cFoAPfkvTm0GmmTR2Ves+CjJoPpOsKRXzRwD0THceNuwOlwrl6DoZNh0Pe/kKqiCokV+AWcrI+jt4cCC2S9Paw7vl3eBqzNawD+9a0KDCqqxcJNFTzcHePVXB1jWpxbLP1HUsgjf08mtXWDHsLrc9xdFhZdfFBPINlx7y10/sJ4jm2TgiRCSWBrpwP4xDZgoKglOJWy75S/3/qSmf5ea4bK2vxuMaFxerkI7XndPTWzMJpwkwWsuTk1oirnHX3Cvlxg8jkJxTs8PhSycpKtqayK4DfOLcktQIwiCIIiciI6KgisXzwvWm5iaQtsOnURtc9K4UfD5k/A3yrBRY+DG/SdSRQge2trazEP/vOdNWLRkuUL7Ub9RE/D/EgabduyB9p265Fg45oGf84OHj4JTF66yArgkr31ewcVzZ0Ad4GTI7OlTsq1zreUGA4cOg4IOTg6cOXlcsL5EiRJw6MQZrgjBAwUAae+dn68P3L55vVAcSwSR1yEhgiCIfMnaq2+Zt7gk2JHbvob8I8Vot7J+oBsUkSgwYSF58w3Fir5o/aSKbnUHc31Y3qcW97Zz3sFyb+e+fwQ8+SDMXcBu6TX93dhEhrxfpBb3qMEKxpKs/X9vd0UJjkmGv874CNZXsTGGQ2MbMAFELJrM98Au75NewkJqOUsD+LObfP73OGGyboAbmOoJX4MtNwPYlEB+p5OrLZyd3AQCl3dhtkV4PGIgew17UyhRTLmQRDFgB74qutVbVikNI5uUU/rcjUlKE3TWIyhQLpTzOMoEhREULnSKF+XmRcgb0n3zTTjX5qltNWvoUstOoX3C6+6f3Wpwb0ObI03wICCCWVZJgvkeGKYtDygObR7swSZEJFl95Q3ryCMIgiAITXLs8EHIyMhuJYh079kHtLQU/w6NBWTudMWgIfDPqnVKhV+jOKIIOF2hig5z11q1Yf7Cxdzbzp46Aepg/uzp2Tr58XVbuW4jswQq6Fw4yy/IDxs1FurWb6jQttA+adqsedzbFCn85+djiSDyOgX/qkYQRIEDrU54XbOYdzCrQ2WFt+fuZM4Ko5LsufdeY0Vf7IjHXAlJnn+OZp3J8nDgIX9aAV8jRa1PsDj8R9dq3EDeM88VD3X966wPC+LOCvrJ7xlVH4yUECE0zc7bgfyO6k5VmVAlL6b6WjCJE1SL3vxHHik2FZMXQdsvPO/EhCXndcY2qyAQNpH7AdnHxHPi6cdo7nGEkyNixE4s/KPllCSYaeAvJZeGZ/PGAwUkMaBgzJv8evYxGjTBtlsB3PV43VNEpEILKpx+kiQwPJFNxhAEQRCEJsHAVh59Bw5WeFvp6enw+5yZXD//1Ru25GtLwkHDRjBrHknu3bml8sd6cO8OHNizS1CEr1qd37RR0JCW7TB89FhR2xsyYhSbppDE68ljKOjHEkHkB0iIIAgi3/E4MErgw470cLMHPS1x3uKDGwgLRzgVoanuXKRJxVKCddhQywsz5nHvnbDwiV32HWsoHniNoL0LeuJLcvSxYpYjHyMTuWGwk1tVZNMa+ZUfP39yBTJ8zTB7QFH61SkD+trCovNxibwOIm9hZqANVW2F49sYri4v4VKC1zEkWSx1y5nzHytBvpB33v6jtZaHEgHqdcoK9yk+NQO+SYiU6gYFPp5IgNMQlW2EPxxlMaIxZmUI15M9E0EQBKFJXr3wBt9XLwXrK1etBtVquCq8vaOH9nMtmZatWa/UJEReALvhGzZuKlgfFRkJ37+rrlENw5knjxudbWrSyqo0zPn9TygshIeFCdaVtraBMo7C3+fyTjNUdxW6C4SHhRboY4kg8gsFrxVRzeAHhN/XeHgUGAlvv8ZDQHgisxhJ/PYdkr5lsE5FY70SYKpbAspbGbIf2fXKWTCrFUJxPkQksrBODKHFbkIMycQOdfyBj93vtqa6UMnGmAX9oiVGQeyuJYTck9JZjCHRYnFzNGNFX0lv/7PPg1jegyYobcLPb4hM+MYVBLISEJbAFSzqlbdQqDM/K9jVhK+xpE/8Pf8IiE5Kg5L6WnJ3HkvaahnpFIfBIjur8wp4neLlinStZSeqIwzzIjC4V7J4iX7zoXEpLOScyJvgBMKLL7HZ1kUmyi9ExCSncddbGiqeO5NJKSP+9SQ2OV30PqGFmjJWWtL2KS45HUpxpiXUhafvV6643a22YpZTmdib6bPPFEl7ras+oczKThP2YwQh+nePrw88uHcX3vj5gv/btxD05TMkJiZAUmIi6OjqgomJKZiWLAkVnCtC3QYNWWCm2OJRYed9YABcuXgBHj+8D4EB/hD6NQSSk5LYdwj0GLezc4DK1apBoybNoHW7DqCrS98DCMU4uFfKNMQAxachkM3r1wrWNWneAmrU5FvM5jesbYTNWz9//mQF5FJWwjw3Maz8528I8M9uB/zXspUs+LiwEBMttCMtVUq515f3/vDC1AvSsUQQ+YU8U7XFoorrvAuC4tSy3jVhIGfEXQxP3kdBh1U3BOuPjm/EDXLM5PuPn3D7bTjrdEU/ZSy4SSPxWwZbMFT0ZVAsHHvynwJSM5dSLMgS7Sg0xeFHH2Hi/qfZ1mEh32the9Hb/BKdDLUXXBCsf/pHO24AsCJFgTVX37DCnjTwfcAFiz0Y4ItF5GENy8HEVs6iu+KJ/MH78ESpIahiwWDr6namrKguaaeCHuo5BQyrC2mPKY/gFhgh5TWyV8xrVXB/B1PYeSf7Orxu33kbLpdPPE4N8KYhsFif34XEO+/CuetbVLZSyqKL10V9520E9PJwEL1dQr3w8ld4GQ3S0BYpFooBRf08t086uXstwOsXj+aVFJ9k+t99rQRCBNoKen2MVmqyhSgYfA0JgarlHVgRIivoB47hlqrg0YP70LaZ0Fv75IUr0Lhpc6n3w+7Mm9c94eTRw3Dd8workkgjMSGBLRg0+uL5MzhycD9b37xVa5g6cy64edQBTdrPjB+ZPeTV1s4eXr7j21bKAz7P6s7C36Uv3r4HO3vxn8lXL12Alf8sgSePHuQYMIyL93Mv2LdrB+gbGMDIMeNh0rSZoK9PDW+EfDZKx48eEqxHC5ueffopvD2crEChUpIBgwtOuHLx4vzvSKoSAd+9fQNrli/Ntq5pi5bQuVsPKExo6+RO8wkvNLqgHEsEkZ/IM9ZM2NnZoILwh9nRJ59U9hi8bZU21oEG5aX/IMTOtapzzkHfTXeZqJCTCJET1/3CoP3KGzDjyDMmbBDS7Sj6bboL/Tffy1GE4IGd7CheNFh0hYlORMElltOZi0UyeTvypYHXA95x9Sooe2dzbiHNykWeTmHea5TZqa0M0rrweSGvPO4HRHKvo62rCv3r8xuPONcdDK+tZqe4tUsm9crz7XQeSvHrJ/IGERxrJUUmWKRNCshry8YDJwp52Jjqit4ntDQSE1af0z6Z6JbI9WYC3rmLAfMWSkygSBMbcKKWIEpbW0PDJkKbhsMH/lPIVwVHDu7jPK4N1x4ia6HSxdEGenVuz0SFnESInLh25TK0blIfpk4cR7YTORAWGgq9urSH3l075ihC8MCJFOykrlOjMhOdCEIWGNQbEy38fd2qbXs21aQoZzhBuyhqNG/VBgoKPCsfFAFVUdDGiTO0ZMLrbiba2tqwbPV6KGzwJgLClLRRwuurJChGF8RjiSDyG3lGiEB6ugs7SbAY/SkySeltp2X8YBYrknR3s2ed0NLArEix4gOP3XffQ68Nd1hXHJGdl19ioMVST6XDHENiU6Dbultw8WWwyvaNyFvEcKxEMOhYWaSFJPtoSIiQnM5AnCwM5BJcYpL4ditGOsoFQRvr8l9necUanC6TpFiRX8BNCZ/5vIIv5zWoZG0MRYuI/6i1MNThFoB5j0XkDdA+0PuzcPS7tqP8P/JrleH/7QMFAq+F9xUWFNESzdnKSPQ+YaA2r4gvLzwBM7evBSim4HSnJFWVEBCRStZGLENDEp/gOKW2SxQc+vQbKFiHxeiPH96rxHP89IljgvW9+vaHIjl8JmXaRKiKnVs3Q/cObSAlJUVl2ywo4ARJ07q1wfPyJaW2ExIcBJ3bNIfzZ06pbN+IwhVS3U9ESDVy6/o1wbpqNWoWqAmdu7eFYcK13T1UEsK9Z+c2ePTgXrZ1k6fPKpTWdrXdhdNzX0OCRX8eJiUlwYvnXoL17nXqQUE8lggiv5GnfDDaVrPmerTjJMP0dpWV2vYVn68sAFGSnm7ixmjxxyUWBJ2tDMFET4sVQdFGJT41HcLiUpldEBbEpRUX5x1/ASv6FgzvRFWAhd4e625z3yMEX9sa9qZQvhS+3iVYRgR6sT/7GM1yOiRBr+dRux7BqYlNpBZ0iPxL1jCv3OC1BgpHKMyhhYdYz/J/IXdfI8zMwfdF1pcpXjcw5unkd1smvN7zrl94zVIW3IZk5/i7sAT4+fPfHIV0QjPsu/8e0rh5A/J3YdmY6kF1e1N4ISFoHHr4CSa2rMjyqBTha2wKXHoZwt0neY8htBrCyTPJIOmdtwNZTpOinPcOhtC4VJV9L1Pm2sVD2XMX3yO0qPwo0UzjF8J/PKLw0a5TF9YNiZ3tWTl8YB/Mmve7Utu+dP4sxMcJv7v06jdA1PYwdNapXHmo6FKJdU4bGRlDseLFISEuDr5+DQHvZ16sIM7jzq0bMHvaZFi9YYuoxy6ogcFd2rXkvkeZFh6utdygQsWKYGpakn23Cg8Pg6ePH0HAu7eCv8eO6uED+8K5qzdZYYsgJAn9+hVuXvPk+vA3a9la4e0lJyfDS+9ngvUFJRsCQXEPi+GS9OjdVyXhzH/MnZVtXbnyFWDib9OhMNKhc1dY8qfwc2/bpg2weNlKhbe3e/vWbJMmmfQW+RmYl48lgsiP5KnKDxai2le3gcOPslsooT/2tLaVlFILebZMWNgup8APTXMDbWhTtTTbR+zYk1UIwALC1lv+cOLpF8Ft+x98gOaVraBNAbAjURYM8By45R63iGdtogvjmleA3h5lmMUJjzdf42HRmVeCSQoUI8bvfQzXZ7aUel8if8KbXEiQImIpQnwKf4rgM6dbVp2grRLmuUhm5qBlySA5M3OkTT6gWKoMcSn81zk14wezksrJNgqFitchwh/dKOpK8ikqCc48C2LCrX9YAntNsGBqpq/FJkIqWhtDY2dLVgA1VdKSSxV8juJP7pUxV74rzMFMD+5kz7Bj17fQ+FR2jSTyDjgZtOzia8F6DyczqFOWb7MljbHNKsDInQ+zrUNBav6JF7Csj/w/9DHjZtKBp+wclfzONaZZBbm3g+dZbw8HNtmZlUuvQuCk1xeW86JILti8E96C9RVLG0GbauJzGcTwOYp/fS9jrnxIpIOZvkCIQNGSREQi0xe6Y5dugvDYY4cOwMy5C5T63cOzZcLCdvkKznJvw8LSEtp26MQKRB5164OODA9vFCM2r18Dxw4fFNy2d+d2aNm6LdteYScyIgL6du/MFSEwzHTClGnQd+Bg0NPjZ+35vfaFP+bOFExSYNFtzLBBcPvxc6n3JQovRw7sgx8/fnDFSRQaFeXNa1+u7VrZcuUF6548eghnT51gQtr7QH9IiI8HXT09MDe3ADNzC6jl5s4CruvWb8isifICmAczY8pEwXqcVujao7fS2581dZLgGrBszXpmbVUYQZEbs4XQ1i8rO7dugvadOrNjQ14wt2TZ338K1rdo3Qaqu9aEgnYsIV6PH8O9O7fh8YP7EPTlM0RFRcK31FQwMTUFE9OSYGFhyc6zug0agptH3VyZWjp3+iQ8uHcXvJ48ZrZUmYHkuD/Y0GBtYwMedRtAvQYNoVoNVyhWjOp1hYk89273cncQCBH4IxED/zwU/BGfSVTiN7jpF8Z9LHnArrjxzZ1ZJzIvgFIa2M24cZAHdK1lD8N3PIDU9Owf/qsu+ZEQAQDTDj2Dr5yuyHbVrGFNfzcwkGG5g4WLA2MawJorb2DxueyBWVgAQJHi756ukNvgFA6v6KopsAimaCEsr4JTMZJgl25MUppSRWnecYjwbDvUxbNP0TB5/1PW8Z4VrEcs6eUKZgbyfUE31eO/DrwOZEXAAqI08HXKSYjA2yWvg4itqV62It0fp17COe9ggRCDBMWksAWnzg49/MimpQbUc4TJrSsyGyNNERyTIjrPQxbSthEUnUxCRB7i2JNPMOeYt2CqE8OgV/WrrfD2Ornasm16+mYX2ffe/wDff/4Li7rXkCmyRySkwq97n3At0f7oWo117CvC7A5V4KrPV8G1cuL+J+z6O7xxOZnbQNuq0bseCbaBYd7rB7opZWUmhuBY/vXdSkpOhyJYGmlzhSESEYlM+vQfKBAiPn38AI/u34M69RuI2iZaK12/eoX7WPJQ3rkiTPxtGvTo3U+hwgB2Qm/ZtQ+69+oDQ/r1EtgxLV/yFwkRADBl/GhuZ2z7Tl1g/dadYCjDL9ylUmU4cuo8rFq2BP6cPyfbbR/eB8LCubNg6aq1kNtcvnAOfH1eQV6hbv0GChUvCzqH9u/hrkfRSwzv3vpx19vZ/2/68/HDBzBn+m/w3OuJ4O9QjMDlfWAAPH54HzasWQklzcxg0tSZMGzUGI0KEp5XLrHshtCvIYJJpQ1bdyotFnheviiwzsPO+JzyewoDy9dsgPq1qjFbpawCa59undhEXZfuPWVu49rVyzBuxBBITMj+OxqPrZXrNkNBO5YyWTh/ttTJG1ze+r1m04mYK4RNEP0HD4PxE6eAjZ38TUSKMqgPP3AdvxvgBKXPyxdw+cJ5ts6qtDWM+XUSDB4+skBZuxH5SIjAQqltST1WYJGcaBArRGCnHv5oz0qJYkWgc01bmfdFG4I7c1op1ZWEdgY7h9eFPhvvZlv/MigWnn6IgtqO+d8bXSzXX4eybkpJOtawga1D6yj0uk9sVRGS0jJg7dXsI8sHHnyA39q4yF3AVRUXXgTDkceqC1tXlqltXAqMECGtePb8cww738SAHaovv/B996MSVZcTI5ldk/gtgxXo8bHPegcxz3TJ+nuRX36Bv7pXh8415f+yYGcm5TX6pFgIvPD+Qu/7TKKScg7SlTZZYqr/ny9hF1+GwK/7HgsKuTmBRb2ddwLh0KOPsLx3LZb7owlQ8OZhroJpDZzG46HK/CJCMTDnKSElA/zDE5iF2imvL2xyRxK0bTw4pgE4cqZ+5GHjIHfovvY2+76QlYMPPzKxu2+dMtDQ2ZLlPGB+C2Y2xCansxyCa75f4fjTL9xMquntKsFAOaerJKfRUPjvuuYWxGaZIMMJnTnHvWHPvffQr04ZcC9rDvYl9djzR5EYrRTx2nH6+Re4/jpMIDKiCLFrRD2obKNcLoMYpF3fzQzUe+6SEEEgWCi1s3dgHZNZOXxwn2gh4viRQ4JOZSx2dO3RS+Z9sfj38LmPUr97WrRuC7sPHYOendoJMhGwM9rNQ+gFXljAotSFc2cE6zt17Q479x9W6HWfPG0ms/VCQSIre3dth2mz54GZee5+58fu10P790JeYfqc+SRE/D8YZh7g/06YyeRRl9kBieHTx4/c9aYlzdgE9JJFf8DyvxcpZKcbHRUF82ZOha0b18G+IyegavUaoG5SU1NZ0fpDYAA883oKJ48eBm9OtoCWlhZs33sQPOrVV+rx0NJq6sTx2dYZGRvDn0uWQ2EHPwv3HT0Jvbt0YDlHmeD7M2xAH9iwZhX0HTCQ5Tzg9BhaG6YkJ0NISDA8ffwQjh06CPfv3hZsF6cCTpy7zDrwC9KxJBYUAvAc27VtM5vAmznvd1FTUaoEhZr5s6bByn8Ww6r1m9lnIlGwyXNCBH4B6+lmDysuZVfZsTt2cQ9XJgwoyrEnnwXrWlSyYtkO8u6TsjR1sWLdjWckArNRJCnMQgTPwsLRXB/WDnAT9brPaFeZWTRl9WBGr+599z/A5NYuSu8vkTdwdzKHHbcDBetv+IWKFiKwmIiiAA9c//3HT4UmorISEJYA9RdlHzVVRHTBbur65S0UDkrlZe7cD4iE9O8/oEQxxa+l+GPi1hvhdFkmWADNCSxG8sCOcbTgw85t3hSEPOCkxbi9j+FDZKLSmUKqClBHZE10yQO+PvzHJCFC3ey5GwjTjzwXdd+6Zc1hzQA3hacOsmKoUwJOTGgMUw97welnQYJi9jrPt2xRpDD+T29XaFtN/I8xF2tjuPBbMxi56yH4SuTnoBiz4NRLhbZXxcYY1g9ylzs0W9VIO49Uce6iEMMjlkRE4v/B77pojbJscXYbiTMnj8PSlWtFdQXzbJlatmnHijHy7pOyNG/ZmnWvnjp+NNv644cPFmohYumihYJ1TmXLwcbtu0W97rPm/wFXL1+E11kmEbCAhyG4v83gd8gShQ+pIdWDxE1DIBHh/N8DWBz+bcJY5tEvFrSWade8EWzbcwBat+sAqgA75SXFUXmpXLUabNy2i/1XWRb/MZ89v6zM+2MRs8IjABo1acaybkYM6gefP2UXu3CyhjddI2t767bsABtb2Q3I+e1YUpaMjAxYsXQxm1xCYSQvHINxsbFsonLk2F/hzyXL2OQIUTDJc0JEZlChpBCB/u+XX4Uo1BGMvA2NZ57NgseQ05ZJlfSr6ygQIjBsubCCYbxo0SDJnI5VFQ7izAQLxWijNXbP42zr0e6LhIiCQ52yfPHu+JPPMLdTVVHBx9jJmxNJad/BmJNNoQ5wAgI95fE6hR3+aD+kKGhvUruMGdyUEA6weInCriLBuZnc9Y+ADxJ+51mRJuRkgtYtPPAaffTxZ4EIgZNrHk7m4GShz4TjuJR0Nj1y3z9C4HefCX52oC2VPBYxqiQ5jT/FoYp8GhSUuI+pwOQIkTvgtadZpVJs2kBMgLO0gviWIXWgr0cZWH3lDTx8L5yakkV1OxN2zvev56iSYHgnSwO4PK05HH70ETZd94f3EdnDdmWB5zaKq/3rOkLbatYqKXzmyXNXyjbw84QgsoZnSgoRaFly8dwZuaYYsvLG7zW89H4u2pZJlQwYMkwgRHg9zf79vDCBEyG8Itq8hX/JzN+QBlpnTZwyDUYOyR7AinZfJEQQmd3PkjZACOaIdO4m2+pGGjFR//F7l2THlo1cEQK7/tF6CDvZ9fT1ISoyAvx8feHZ08fw8+dP7uTA4L494fLNexrx9ccpsoZNmkL/QUNZTo4qvqfgNQA70SWzewYPH6X0tgsSmGVw/9kr2L55I3u9eFZ2OYHHdtMWrWDoyNFMiNA06jiWsoLbs3cow2z7rKytwdDQCIoWKwaxMdHMlsnr8SMIC8tu85qVe3duQYeWTeC85y0wt1Cs8TGn51y2fAWW/VHSzBwMjYzge0YGxMREMyHu6aOH2Sy4JMH3PSz0K+zYd0jj0xpEIRIiHMz1wc3RDJ58yP4Bd/TxJ4WFiGMcaxwMOm0msmta2eIpXneyFhD8vsYzexYtEZMe+R20spDEylgH2lVXLjejQw0b+O2gV7ZCJQbfYje2hWHeCMAilAOzAOqWM4cHAZHZ1mPg+dLzvvBH1+oKbQ8t0nA6KSdwiiC30NUqCuaG2qBToigo81WlS007gRCB/H3eF1pXLQ16WsUVskD6/WTOnc5oz5ITaVJewwMPsne84OTbmGblYVwzZ25XMlrN7LwdCCsv+3GLiH+cfgm1HUtCNTv5uj9VAb4+0gquyiJNiEqX8piE5kB7JAxU11LB+y5Jo4qloFwpQ9h1N5AV/6Udc5Lg+YSWl5ZGOirdr//ksziBq31JWH7pNbNWU2RSACdF0P5IkyIEkiHlulVC5ARcVqRN0cm6VhKFCwysRKsJ9EnPyuEDexUWIjCQVhK06Gneqg3kNmiLg+d3VmsW7NzHjn20pihsnDh6WLAOfbGxMKUMHbt2h4ljRzJbkEw+fngPEeHheaLDldAsZ08dZxZeknTs0g0MDMTZRiLf0vhTzju2bMr271KlrGD+osXQrWcfbndzWGgoLF44Hw7s2SWwccJ8gKH9e8Oth16skJmbGBgagoVlKdEioSQYFD5p3KhsgeFYYF25biMUyeVsrPwA5hj8Ovk3cK9Tl2XhPLh3R+77oj0Y2jyVLJk3XEdUfSwhOC2JmUut27Znn+/GJiYymxQ2r1/DviPgeSUJWrfhJMKZy9dEF/7xu0bX7r2gRZu2UL9h4xw/5/E8QAFk7cplcPOaJ/dvMOD+74ULYO4fi0TtD5G3yZNCBNLT3V4gRNx6G65QMRk9309wiotda9mJ6jBWFrRCMdEtkc3CAwsJ2GGMgcuFjRucAimGdytblMDXuYa9KTwIzF6k9voYpZQdhaKgvRQuhHoY19xZIEQgW28GMOsm7LKVh7C4VBgvhyVQxg9xlkFiQDslnJ7CBQuIcztWUViERbrWtoO/z/sIAqoxg2fS/qeweYiH3MGw8457ywxfR/sqMQW/rBjpFIdD4xpCTYeSUv8GO7rHt3CG5pWtoMe62wLLJyzyzTjynHVs5xbSisKqCN6VVsyU9XoTuQ8GMO+6+54tKIb93cMVqtgqn3uA9m5Y7D/7nB/inhOY0YBTULiUMdeHuR2rQvsayn8Wok0b2iuirZ2YXIbdd9+zBS2sMHi7ko0xaIIMiQyxTMRa8WVF2nfN75zuT6Jw07v/AIEQgT/OFSkmY1fxscMHBeulFQDVDXZEoh1UTHR0NisIDKfFzs3CxnVPYYB4+46dlf/dU6IE66qW9EZ/8ugBC8DOLTZs28UWIm9xcK9qQ6ozyUjPeQoaQfuZk+ev5JhXUsrKCtZu2gaNmzaH0UMHCvJtPn38wOxj/li8FHITzKvAySJcKlaqDIuXrVSqu37TujXw6oV3tnXDRo3NlRyM/MjJY0dg+ZK/WMiyomDHPYafb1y7Ctq06wCLl69iwoSmUPWx9PuiJdB/8FAwLSn9t7IkOJmwZuNWGDthMguR9n/7RvA3KPZsXLuaCUCKYFnKCjbv3MMmrOQN30axA18DXC6cPQ3jRw2D+DhhnQEzkNq07wg1a1NNraCRZ4UIzFOYe/wF+wGdCYYwnnz6GUY3ky9U6e67cEEBTtW2TMExyfAuNIF5o2NQMhYQc+pSxecgSXyWwMfCQtK3DG6wZ80y8l9QZU3VSAoRPkFxuSpEEOoFsyBQcJK098Ii3YgdD1hha1B9JyhSRPoPvBefY2DUrkdsYkYWRZX4oYhTWDPaC390J3/LYLZz7yOTmFUZL6QZRQPcxxt+YbCyby2FimNYBJvYsiLMPCq0aTjrHQxp3x/Air61pAaqIgmp6TDnmDcc5WTtSJLTa82Q8RqiJdWeUfVzFCGygp7yh8c2hNbLrwk6jPG4QAunegpma4gF952H2MwLebah6U7ywkANh5KCcxc79vC8RauwNyHxbLKRJ0Q9/RANbVdch4Vdq8OQhmVF78P2WwGw8PRLlnckCU44uDqUhPKlDMFEr8R/w6p9Q+LAJyhW8J3jY2QSDNvxgFkiLe3lKqrYjhNJeE3AwGweaGGHU602prpsn1LSvkNUUhqzouRZu+FndZvl19g1W0yAtrJIu2xhM4vMa5oM6Nwl5KVLt54w67dJ8O3bt2wdgygsjJs4Wa5t3L55nQU+8qyfVEXwly/w5s1rZvmAXdZJiUmQniH9d0zW7t9M4mOFlrkFncTERHj3JrvtcKYFiSoo4+QkECJevXyRq0IEkfdAj31eeC9OYSkb5C3rcwwF1FMXrkJJM/m60nH6Ky42RhDkjOzesZVZjSkzFVG2XHmYvWCh4PschgvHx8fBuzdvwOeld7bJokzevPaFru1asYB4Md3ZXz5/gqWLfs+2zsqqNMz5PbslHwFMuB4/aihcvnBe6nGFE4SlrW3Y8YCfQ+FhoSznICQ4SPD+Xjx/Fu7dvQ2btu9mBW1VoMljCZnw2zTR+17BuSJcv/cYOrVqBs+fPRXcvnzJIhg0dLhC5xoG3osNvUfadewM5So4Q+sm9VlGhOTrumD2DDjveVP09om8SZ4VIjCgsVWV0oJMBSyGyStE8ApnWLiqqkR3IhbQL7wIgdPPv7Af1WgFoyyq2EZ+483XeK7HdTlL8SOiWTHVE6qx6I1PFCywo7/FUk9WFMzK95//suL7/gcfoLeHA/NqR9svnJaJSvwGLz7HwlnvINYhnLVQhIV7LJzxQpW1iovvjjXV14IpMjJKsOiFU0Lbbvqz6S9Jjjz+xOzGtg7xUKiIhQVQtGe64vNVcBuue7jwEvSrUwZaVbUGJwsD9vxRHP0UlQyevl/Za4jdy1mxMdGF4NgUwfa0ZQRgFy+a834PbuAEdcpK75rigV3UKLbwgu+33QrINSFCWufzDxVM0kjbhiYm+wob+H1B1ncGtAc79ewLbLnhLxDYUSDDaxF+kR7aSPHckj/PvIL1nDBqFDcntqrIBAVpWQaYybL9dgBsvuEvsDDD8xoFhQ0D3RUqtqemf4f+m+8xkU8SF2sjmNqmEptslLbNwPAEWHv1LbueZQVFlmmHn7HXaVAD8aKNqqcWShRRzjaT13yS02MShRf80Y9FEslMBQyelleI4NkyYfdltRquShXQz585ybpTvZ485nYsKgoWagobWHyStJ1BsPiiCkxNhQ0c0VHCqWGicHFw3x7ucddnwCClBfFixXMuIy1duVZuESKToSPHwJmTJ+Du7exFRyzw4nMZPX4CiMWhjCNMnTknx79By5rzZ06x6QXMrsgKvo4r//mbTXUpOp0xdeI4lnmRlb+WrVTKGqsggpMDHVo15U5B1KnXAGbMnc9yRqTx3OspK6RLihiYuYR5I3sOHVNJ+LkmjyVVgBkaB46fhsZ1arIMCclzbd/unXJ/71AV5Ss4s/enc5sWgmsWTmpg9pUy32WIvEeeFSKQXu4OAiECrUH8QuLAxTrnEf7ktAyuX3Evd8UDWhHsdtx47R0LisQf76oksRAKEcExwiIm0vKfa2p7TOxeJQoWDmb6sG6AGwzf8ZDbkewbHMcmq+Tl9y7VWFYET4hQRXBpTmDhDqc8cDn+9DNMO/RMcK05+zwIapcpCSOblFdo22gR1n7FdQgIF3rEooiz6YY/W+QBpxXQ3m7O8ezjxYiujNcIvepzmigYI6fILMmwRmVZsVYywPqef4RKuprlQZpQlXWqTyypGfzPHGXEMUJ14LUBBYGebvYso2b9tXeCv5l34gWb+FMkt2TP3UCuCFHd3hR2j6gLVsa6MgXQ6e0qswnTQVvvs2mIrOC1DkUWRc67ifufckUIFHz/6VVTZt5VWUtDdj3CjJqxex5Danr282PWMW9mZYVTHrmFlhQBFc9dFK+VQdr3RXVkiBD5n979BwqECN9XL8HP1wdcKlfJ8b4Y+oj2BoJt9hMXUo0FkvWrV8DKpYsFBTRlSUiIh8IGWoXwaFpPfXYTkp2lROECrdoO798rWI95BGKvC1nR0Zbud48TF5hBIYbxk38TCBHIrRueSgkR8oC2MjiZ0blbD9i8fi0smD1dMNW1btVylluA/vzyZsNcu3I527qmLVqyxyCyH6/9enThihC/zZwDs+b9LjNLw7VWbTh4/Azs3LoJZkyZmO29w8+0kYP7w32vV2BrL64eqOljSZVYlioF02bN5U4gnTp2JNeFCKRBoybQqWt3OH3imOA2bIYgIaJgkad/CTWuaMnNg8DQalmc9w4R/AAsWuQX6FZb8QtPSGwKNPv7Kiw+56NyEaKwegVHJPIDrtRJYbTAKgy0rmoNB8c2YNkCyoD2K8Mbl+MGKqPViLIFKUXoXtsedo+sxy1WLT7rA5EKnj+4/+emNGVe7MqABVB8raXZjcjK78H9kIaHkxkLrxWDiZ4WtKhsJVif+C2DWdTkBtKeG+6DsvAsuxAT3cIX9pmXwWvEvM7VuDZsOKU1/fAzhWwffz/1SrAeM2MOjmkgU4TISgUrI3Yf3jGKwgl+x5GHCy+CBc0hCE6vru5XW6YIkRW0SUQRWbIhEycIphz04nZwqgsjXf5nR6KU804RJCdRMsHJM4KQpGnzlqw4IMkhTjFRknOnTwgEA/Rg7tG7r8L7ERwUBA3dXVlAqKpFCETSA74wgFkfuU1cHAkRhZk7t25wBbBGTZuBja2t0ts3yiEct0effqInLpq3bM3NxUHrHSxW5wZY8B47YRKs27Kd+zymTRzPDfzliYFzpk8RhAwvW71epftbEMDJAcy1kWTE6HEwZ8FChQK9cbJmwaIlXMF+2mRh4T0/HEvqYMCQ4dypJe/nXmyKRBOgZZU060miYJGnhQgM+cSCnCTYxfdDxgfR0SdCsaKRsyVYGimWVv81NgW6rrkF7zh5BoR40N4ht5H0kCcKDmi9dGlqczZNoChmBlqwY1jd/1onob+6JJZGORfY1QFer8Y2F3YqY9f/3nvvRRXrj4xvCFPbuIC+tmLTHTitgLZJZyY1YcVM3muElJJxfcV9kEYtR+U6oGs58se/MXsjNzCRIkTEqkAARYsdHsZUzMyT4LUEhTVJXnyJhYcS2UXSwAklXuPD4u41mC2TojhaGMC0tpW415OddwLl2saKS0J/c50SRVnOjJiCQ4cattC2qjXXuhHt5HILUynXpTgp1zlFkGYJmZMoSxRe/iMc9BOsP3HkEDdrIStHDuwXrGvcrDkLglWEkOBg6NS6GTfPgBBPaqp8gq8qSU+jBqzCDAbj8ug3cIja7MAycfOoI3q7+H2iVm1hdgrawn38oPjvH2XAyRGemBsa+hVOHjss8/4L5swQiJCTp89iEyPE/0hLS4O1K/8RrLcqbQ0LlywTtc3xk6ZAddeagvWely/BO05Qc14/ltRB8eLFuaHZ2Az08oUwXzI3qFKtOpQqJfze8trnFZtqIQoOeVqIQHq4CYWI8IRvcJvjoZ4Jdvc9CBD+2O/ppnhI9eQDT6UG2WIxoEtNO1jS0xWOjGsId+e2Br8lneD98i4QsqY7hK/vKVhsTeXvYizIoF0KQagSJ0sDODCmAZyf0pQJmDkFMCPYfT+zfWV4MK8NtK9h898PXsyQkKScpSFogl9bVORaQvFs5+Tt2J7WrjI8+b0dTG5dESpZG+eYH61bohh0q20HV6c3h6W9av7XWolnXYWUlZHxgjkd0qhYOme7PVm4lOaHauVWNkwpKc8tUsprpQjSJmCsFBTWidyDNxWBXHwZLPO+2GjBm/ysUMoQWlYpLXqfBtRz5BbAT3l9kXnfF59jmDUmz0JT1rU2J8a34PujY8NJbiFNaJZ2nVOESIl8HXmuhUThhhcsHRYWCjeve+Y4wXDvzi3OthS3X5kwZrjUYp+ZuTl069mbdfMeP3cJHnr7QkBQOHyOiIOIxDSISf0hWGzt1G+BkR+QJSQRhCrBbmaeVZuxiQkLhlUFGBYsDZdKOVvJycKlSlXu+qjI3M89kQwlzuTCGeHrmxXM1Nm/e2e2dRjoO/G36Srdv4LA5QvnIDJCaPs5auyvoKUlfvr718lTBevwtz7aZWkCsceSOsHgb2lB95qiNkfIxM9QyTByIn+TpzMiEMyCqGJjDD7B2X8AY9BhUxd+l8/xJ58F1iGGOsWhTTVh511OYJArLzQWu4nRSx6FDUWsCBDqyv8P0l63UU3Kq63LN7dFIDx+eIUbTYEhwIoGAedHajuasQW/aPh9jYcv0cmsGB2bnMYCQrFrv7KNMfMql+RrXCoLTZWkgpVmhAgUIXAyQlJ48AuJZ9kyBiLtqFBEndm+Cluw2PY6OI69RlFJ35g1ipFuCShvaQjV7Ey45ypPnMUAa33tnPfHPgfrJWkTBfIircNY2vSGqpFmK4XHn7J8kZKpI9bKilA/Hk7m7DyTFMKevI+SeV+foDiW3SJJExehZYsi4Llct5y54HqCzRtBMclgayr9eHoQIPyBiEj7HiYvNexNwVSvBMRInKeP5HidVIVdSX3uenxNlCWIc/7jtcpQhyYiCD6YBVG1eg149SJ7DhN6vaNlCY9jhw8ILEsw/FrRgiMWg25eEwoe+gYG8OeSZUzYULQolKEhy4m8hpYWX/Ac8+skMDGVPztIEWzt7CA3wePH10doKagp6tZvAHXrN4TCCHZYp6amCtajkKhMYTcr9g7SGzyVPaaNjfm2T7Ex0ZDb2Nk7cK/Jjx7ez/F+/u/eCGwmy5YvD2tXKt7hL/nYmRw5uB8ePRDuB+YSlC2nWJ6gJrl/5zZ3ffNW/M88eWnSrAWzRpL8fHx0/x5oArHHkjoxt7Dgro+Jzh1HAR48azYkJjqaBYUTBYM8L0QgPd0dwCc4e+DslVdfpRbiMOhVko41bHMMSuVx4MEHwTqd4kXh7OSmrJNYDPEFLJhalkWWNFAY4tHdzZ6FZxYE0E8bBbO8AlryFAYhIutoL56nipyraAnCo1aZ3AtOlQRFE8nCIQqtofGpooUIyVwHCwULnLzXCYN4ZYFCBQpBYfGpKg8Dl2Y3pYqMBnkoY67Ppkskre0/RAgDwhXlk0TIMIJd6Kp4/wn1gAHpzqWNBMHOwXLkMUi7DuG1QFmwsYM3UfUhIilHIUJd+4TXaWw4wWB5yQJ+xo+fTDxWN04WfCHivZrOXUcpj0cQmWDBX7JQcen8WUhISABDQ0NuMYpXiEIvckXYt3uHYJ2Ojg5cun4HKknpUC5sOQVi8y2MjPlTmz379CswAZznTp+UK88kt5g+Z36hFSIO7N2jVlsmpFwF/kRjsWLFlBY79A34n5OJCZqxyq5ctZrgmhwdFcXEHrxGysul8+fYoioO7NnFXV/RpVK+EiL8Xvtyj6OKlfjTxfKCE0BY/P/0MXtN731gAGgKVR1LqsLImP89Pi0t9/NcMzEykrJP3zS3T0QhtGZCutayE/wYRV/js97C8RzvzzHgz8lz6Omu2GhwWsYPuPtO2AE4oaWzaBECQwu/ZWhuNBd93iVR1iEpLkVckc/GRE+j3csEwePZR2GnDYbcu0nJH8gNzKT4wWsqfB2nIXh2R9hpLQ9VbI0VCnVVNtDZUMaUhqrQ0yoOjuZCa6rXIcqFfWEx9l1ovNyvI5F34J278XJ8ZsYkpymUZaAI0nJacGIs533iX29wmkFZpG0jt74PoKUcNplIouxEIwaO8zJiqtgUjGYLQn1079WHeTdnBYsUZ04eE/ztc6+n4M/xu+7dV2jxJMuj+87NG4L1k6bNFC1CYND1Nw0WDnjhpsqG3WL4rBhsbPnTCbGxmus6JQomb9/4wbOnjwXr8TzmeeaLxdGpLBhwhFEU6/B6ogxJiXxbbJz00gTm5hYqvR4Q2YmOjuJO1YgNPJeVZaKJyZq8eixh9ooiU3y5QXy8lH1SsLmCyNvkCyHCzEAbmlQUduweeyKcfOD5KjuY6YO7k2Kd4AHhCdygyG6c8Gx58QnS7IcVr2NY2eKfWP/18lKsbt6HUyg4oTl4AalYYJdlOaROeFZRmQKJJrjFeY3we2KLyvJ519d0KKmWUOc4Kfc3FRHsK5bq9sIC4+foJG7uiCKfG7xjoLqdeqwcCNXBs2IsJsd5i/ZoeaFRQfP7lDuPU7RIEajCmcR88TlW9NQn8uxTjNzXCYKQzGJo1rKVXIHURw7sE6zDIFSPevUVekwUM1A44HXsi+WVt2bCLjPR1xc2ByQn8wuc8hIdJc6jvoKzC3d9oL+/UvtDEPKGVPcdMFilj4NFYtdatbm3xcYoJ7BJm6QyLamZxjBpwgp27RPK8zOXM3R4InVhPZZ42RyIianmvqtKBrxnoi4bQ0Iz5AshIjMQUZJH7yOz+W9j5+iZ50FKT0MgkQnCi4ROiaJgbyZ+pP7px9zzPObBK6YmfctQ6oc2BliKwdpEFywNharmg8DcD6EiiEwLjRdfhMdz55q567Erb1CxiZqyVGTBC7atXcaMndPy0NCZ7/vop2T3sbTuZWWCdBWlfnlhlwtaNd3hTNfJy513/C9jDSrwO2qIvAPv3JUnA0nauS1tUkIVzQOYZyFun5SfWoji7BMKI6qYAFHm3EVbt+dSxAR5uMPJGEMaVOBfAwlCVtD0w/t34cvn/zVcZWRkwMnjRwR/14sTeC2LiAjh8aqrqwv2DmVALE8ePQRNwuvWTkpMVCo4+vkzL1H3s7G1hVKlhJk6vJBxghALTiMcPSQULHHCqkfvvip/vMZNmnPXv/ZVLivktc9Lhbzj1U0k5/qIxWxptjaEYphwpxZiBBkbYojiiMclzTRnVZ3XjqXHUvIp0NJKUzzlfHcoWrQoWNvYamR/CPWQb2TcllWsWJhp1q5ZvDYdf/IJprSpxP597XWo4Ec2Nvn1cFP8ROL94DdSMlzwxFNhAS834YXBfv/5L/OGLldKXBjvfSkBlvLQtJIVHHr4UfDDPTktg9mc5HfWDnBjC5E/2HknUODvj1kmXWpq9kOPF26LXdU2Ofi5qwss9vNCZAfVd5J7G9XtTMDMQAuiErNfY704tliKIO3+uZnvgZN7vJwIzItBi0ExnPcOFqwz0imu0dwSQjY4UekbLBTHysjRzFBSX1tqiHUPJT9SfIKldBnKECKkCRU4sSOvCMnj589/wY9jX2asW5zlbOQWTV1KwcrLfoL1eO7WFmHNhw0el14JszjKlzLMMYuDIDJp3a4D6/7L2lmMRRnMg5g2ay77t+fli8xbWrJLubcIISI2Olpun2Z5OXbkIGgSExNTbqEW/cHLS/G3FxuqKg/NWrUWeLrfvnkdkpKSQF8//2fHbNi2iy2E5rh25RK3m7hV2/Zs0krVtGjTFv6YN4srQjZrIZzqkge0T/N6IrSWsixVSilhVBkeP3wgWIdF0RIlpNeGcAJFVVMoB/fthvEjhwnWn71yHeo3bAz5HTMzM+612s/XR7Q1IIKfn8FBwvpbSc7j5eVjSV1gMwN+BkmC3yOqVddMdpHPyxcQFhYqWI95IZp4jQj1kW8mIkoUKwqdOQXBrPZMxzi2TB5O5mBXUvEffbqc4FS0/hCrzGJgpbSwx9wCfZB5di6YqyEGzOJ4qMQEQxdOpzmGee+5+170NglCrJf33nvC425APUeNimLh8anwlFNgr2pnkishrpIsPusjWGdlrAOdFBBr0AaFd+4/fh8Fn6PEWSagv72nr/BLC05diRVZxWBlrAt1ODaAV32/QkSCMKBbFi+/xIAPp5jdrroN+0wk8i54PPIyoVzlEJCcpVgX8qzjFCE1/Ts8CIjkTns6mudcBKugpn169imaa6tWSQXB3IqAwp4t57vi0SefRWV7YSA4b/qki0hBkih84A/urj16CdYfzRJMfZhjy1SnXgNRnYy6enrc/AKxv3uw0x+LSJoEw3Sxi1KS515PRG3v3ds3cP+ueCGiW8/eXH/uXdu2iN4mQchjy9RvoGptmTJxqVSZhe9KcuzQAdHXjutXL3PtYjRVcH/29Am3mF3LzV0j+1MQcXb5T1OxJNevXlFqu3gs8XKBeMdsYTyW9u/eIWhmyHx9MOhbE6xevpS7viAIbkQ+FSKQHhx7pg+RSfD0QxT7Iev5OlQltkzSQibxx+grETkPGHw965hmfVIRnRLFoKyF0C+VF/otD8suvhZ0/ipCwwoWUM5SuD9rr74VXZAkCEVBS7eJ+59CqkSxyVi3BPzaQlzHnKpYdOYV15td3jwGVXLgwQc2dSbJjHaVFRZFBtZ3YpMDWfn577+w6fo7Ufu2/VYAt1jYvLLQBkHd9KvnyM0KwOuaoqy4JOzQRvpzHoPIO6R//wFLzvELcC3lOCYdLQy4RXEU/6/6fBW9XyjyJ6QKw7LrlDUHLU5Yc1YaOQtzupAjjz9JtY+TB2nnRSMpFm7qAru/+tURdlqimLCHI1LLmvJYc0UYHozXSZ7NKEFIoxcncBq7+bHbGIMtr166ILi9d3/FpyGkWVVg0PRLETkP6IE9ffIE0DQ6OjpQtnwFwfozJ4+L2t7SRX8oZRXSqEkzJo5Isnr5Evj8KfuEOEEoSlRkJFzhXBPQEqx5qzZqe9whw0cK1n36+EH0ebZu1Qru+pat24Im+H3OTO76Vm3b5fq+FFQaN+NbfG3ZuE508Dleq9euWs5/vKb8xytMxxJOTi1bvIh7W5duPUEToNB/+sQx7m1dumtmnwj1ka+ECAw5xa5+3lTE6WdfBMGQ2OXXsYY4WxVnKyNuqCQWvBRl7nFveBeaN0KYPcoKf2hcfx2mcJD2kUef4Cwnj0PRH/4z21cRrEf7rcHb7ksNnxVjkfEuVLPTKETeBO0zxu55DPf8hZ03M9tXBhMFPMo/RSWxjmNVgRMax57+b+IrkxLFikDvXC5mXXwZDNMPPxOsd3UwFVVYQ3uSNlWtBet333sPDxS0e3sdHAdrPd9yPebHNZNfSJqw7wlYjj8qWA4/Uqw40NnVFmw4VjW7775XaPoMLWGucIrOHk5mUgO/c6LW/PPc55c1Z6mwgp8PqvChzSxCTz7gxZokJKlQyhDcORMzPFpU4gsWs497S815yAkUMZZdeq3QY2UFJ0t5UxGp6T9gygEvUa/f8Sef2bQQj+aV5Bdbu6y+yT22cRJVEQY3cALdEsJp2OUXXyt0nmy96c+dZMKpXmVsrIjCB3ZJluMU0o8c3Acnjx2G9PR0QaZDp649RD0W2h7wwjK3blyn8LZmTZ0Eb/3415vcpm79BoJ1npcvwasX3gpt59D+PVILJIr87pmzYCHXPqR/z65MXFIFKSkp8PYNv5GBKLgcPXSAWa1I0rNvf+5kkKroM2AwN/9k5m8Tud3WObFz6yZubgpOeXXhTIhJEuD/jln6qIo/58/hTkGhtU/7Tl0hv9OhZVMw1SkqWHI7u8a9Tj1uB37o1xCYN2OqqG2uWLoYfF8Js0a0tLTkEiLy4rGkKsEaPyP69ejCtUDC7xEDhw6Xe1uq2qfAAH8Y1KcH9/dEzdruUNvdQyWPQ+Qd8pUQgfTk5D1gQPXBB8KToG01a25AszwY6BQHV06xBwuD+ONZ3k7rqYe8YO/9D5BX6OEmnBDBTuRf9z2Ru/CPIsSUg09Vsj/ta9hAc04RBD2jWyz1FDWBkgl2aWIBodb8C8xegSh4hMalwLZb/ixXRFHC4lJh8NYHXEENvf6xKKUIWDR2//0i7LgdoJQggRNUS877wPQjz7gTRzhNUFrBYhYKqFiIFCPUbLnpD6N2PWJ5MlnBgt2Gge6ifdzndqzKRJWs4PMdsu0BPP8ULXcBuffGOwIRGunoagNOHOFa3RQrWgRmdajC/TwYsu0+C0WXBT5/nNKRBKdI5nXWzDhxQWbxOR/2eYPTBigkKGOlNmT7fTjOERCRmR0qy72tMc0qCM4PJCg6GfpuusuuX4pku+B9kr5959qX9eFMAvCY2LIidz2KCZMPerFrl7zg97bfDvFDX1GkrFjaCHIbFJ5/bSkUL3GKZMDme3IJQPg5sIhjYaddvChMbyf/+08QmfTuLwytPnX8KOyXyBpA2nXsDAYG4j73DA0N2Y99STCTghd+ywOLoJPHj4bd27dCXp4qQauOsSOGyF34RxFi4hhh17cYOnbpBi3bCDu7X/u8giZ1a4uaQMkE7WyW/rUQqlUoA0c4tl1EwQZzBHj0VZMtUyba2tow78+/uB3XXdq1ZJMa8oDXtZm/TeLeNmnqdK5QKsnOrZvBo3olds3iiTLykhAfD5PGjYJVy5Zwb588bRYr2BKqAcPUx0/6jXvb9i0bYfHCBQo1vGxevxb+XriAe9uQEaPBtGTJfHks/TpqOHRu00IpoQgFlhYN68Czp8IcFmTStJlyvT6Z1K7iDONHDYMP7wNF79PlC+egZaO6EMPJqkIBf+Fivl0Tkb/Jd0IEFtKx0zUrWEB/ySlY80QLRRjEKUTiNXD8vsfw+8kXECPlRykW7zx9v0LTv6/CviwiBHbCSQt8zC0wdBGnPSTB/IqOq27A4/eRORb9hm67DxP2P/lvURI7PJVldf/aYGsqvABjB2LrZddg1K6HzEdangIRdqVjJ3n3dbeg2pxzzD5KTPcokT/Awtrc4y+g+tzzMPnAU2YdJKsYhsfI6it+UH/RZW43bhlzfdg4yJ198ClKeMI3mH3MGyrNOgtjdj+Cy69CpF4nBPeNT2XWRA3/ugKrLr/hihDo4z5bgWJmJie8PkPDvy5Dt7W3YPfdQJlFzOS070ygab3sOsw/8UJQ6Mdr8IZB7sxCRiwoEkxp7SJYj9fzLmtuwdLzvpDIsZHJnHLacO0ttF1xHSIShLYwpYx04M9uNUBTdHezh4YVhNYyoXGp7JqGhWre9QwtfbCbuuuaW5D4TfjcB9ZzKlAh1ceefGIBwTkt0qyIsClA1n0VyTDCDvYBW+5BjXnnYd4Jb/ZZKK+g6BcSB3+cesmuKZdf8fcXu+HbVrORe39wAgEzani8+BwDzZZeZccKnqvSwM8+FDXbrbjOBAwev7VxYbaN8oCB65Ws+dkNhx5+hDbLr7PpqZw+q/F7xNg9j2DkzodcOzWcRJ3RXnMF+3HNKnAnP96GxkOrfzzhOseeDkExHF9rFBtRdJRkalsXUXllBNGzT38oUiT7zzUsoL94LpxS7CUipDorQ0eMEqzD4s+YYYNh3sxp3CIB8uPHD2YT1cCtBuzZsS1bAKc6AnIVwc2jDpv2kATzK9o2bwSP7t+Tel+cKhjYuzuMGzH0v52xFSoKv7coyrrNO8DWzp7bWdq8gQcMH9iXhfXyvM15Fji7t2+BLm1bgoujDbOPUrQLncj/4PWAl8lS272O6GB2RejdbyA0ad5CsB470hu61WBTXNK6y8NCQ2Hi2JEwYlA/7t+gbc/AoSPk3hcsiI4eOggqlrFmBeCb1z0hIUG+Ziw8n1DMc6/uAnt3bpfavT9q3K9y7w8hH6PGTeBO1iDL/17Epjfu3r6Z4zbwutmzczuYPW0yV7gwMDSEydP49kj54VjC53Tn1g3o2KoZ1KpcARYtmMvOfXmEEsw4mvLrGHY+vnnty/2bWm4eMGHKNFAEPGcxmwYFiVaN6zMR6OOH9zKFI/zegO8nvl99u3eW2hgw5tdJUIcz2Ujkf+T79ZmHwE7geuXN4e67nEfuMUCVVwhShK417WDd1bfsB2hW8LzadMMfdt19D7UdS7LOPUPt4hCXmsEKfGgtEpOcfboAQ6LX9K/NiqXy9fqqj7971oCua28JCp1oH9Vx1U2W24D2EeaGWqwAGZWYBl4fo+F9RGK2vzc30IYVfWtB+5U3lNof3M7BsQ1Z8U3Saxr98U8/C2KLkU5xJqTge4v+/ei3nPAtAxJS0iE4NgV8g+O4/tdEwQff94MPP7IFjwssJOF5aaqnBQbaxdi5iQXrwPAENm0jDRQLD41tAKZKCoZYHDzp9YUtmdt1sTYCMwNtdhwbaBdnRbikbxkQFv8NfEPipBYKs54nB8Y0EB2ejec7WlDhMuPIc7ZPVWyNobSxLhjpFoeMH/9CZMI3+BqXAk8/REsNaEV9ZknPGmziTFmwwxqvLZLZE/jYWEhef+0t8693sjAAE70STKT4HJXMLFckMz0ywfd/+7A6YGGoDZpkwyA3aLH0GoTFpwqs58bteQx/nXkFDSpYsvcBr3MokN19Fy747MgEC8B/dC1Y0xA4yfhAAbFAsvAti6ltXNjxowj4fm29GcAW/NzGYw+vJ/iZg+cuFu3x/EahCMVy/NyRJXa7OZrB6n61QVHmdarKpgLxfJQEP5fnnXjBcmTQqqu8lSE7R/BYiklKZ9cUtFzkZcxkbewY1KCs3PuD4uyO4XWg3Yob3OeMkxc40YSvlbuTGcu5wNcM7ZuiEr+xc51nWZWVf3rX1Mg0RCaYlbF1KD7H64IJkqCYFDZZgoJw3XIWYGmkzb4jBYYnwp134VJFoaYupWB8c83mDRH5F2sbG2jQqAncvnk9x7+zKm2ttO91t159YPWKfwRFCiwobFizEnZs2cgKJ1jYNzQyYoUDtM5AuwlJkQKtYDZs28k6ODXNP6vWssKNZGEE7aNQjMDchjr16oO5hSWkp6VBVGQEPH38iFlFZMXC0hLWbNwKrZvUV2p/zC0s4OiZC9CpdTPWNS5ZnDl57AhbjIyNmZBS2toGTExMoVjx4qy7NiE+DoKDguDVS2/2b4KQGlI9SL3TEFm/H2zZuQ+a1XeHoC/Zp0LR/gXFTJx2aNi4KdjY2oGevj47z/x8fcHrySOpohv+7fY9BwVirDzgNQkLwLjg/jmUcWTh2qZmZmBkZMz2ITUlBRITEyAkOAh8XryA0NCcc7jQKm/fkRNqtboqrOjp6cGew8ehc5vmkJoqbJh7cO8OdGrdHCxLlWKfQ3hdxM+hpMRECAv9Co8fPmDvozRwombn/sPs+lsQjiUUSVb+8zdbSpQowT6Xy5YrzyyuDA2N2OdFXEwMO/+8Hj+SuT+OTmVh7+HjbFtiwM/Xp48fsgWFIBR9qlStDnb29mBoZMzeq58/fkBMTDS7RmDWVaIMUadt+47w+1/8SRIi/5PvhAgEPcllCRHdatuLtgzJBO+/c3hdaLP8GsRzCtxYLMP9kLUv/yncubKiU14Af0APb1QOtknJuwgIT2RLThjqFGcFWyNdcRcrnmf8+SlNWUeqNAsZfA94YbkEkRXsRsXiIC6KgELB/tEN1OLhHRKbwhaxYBEar0UO5voa3Sed4kVhVb/a0KWWnUr2Aa+xKBrgec+7jmKR7/bbcLbIAwo8m4d4MMFS01gY6sDR8Q3ZdAevaPs1LpUF/coDFsMPj2sod+e6IogY/Ck0YBEfP4/E2Jpl0tHVljUhiHnv8D57R9aH7utusyI/j7TvP5mYo6igg5aIeC4rShlzA9g/uj703XiXiWo8UDDk5ZvIOg4x+L5fXc0HsePU6L5R9ZnogCKKJCimyBJUMsFmle3D6oqasCOIrAHUsoSInn36iSrWZQXvv+fQMWbbEB8Xxw2vxv2QtS94vC9bs54VHfMC9Ro0gpFjf4UtG9Zybw9495YtOYFFlKOnL3B9zMVQwbkiXLpxF/p06wT+b4Xh9gi+B5hnQRA5gWG+x48eEqxHu5cu3WXnKqgKnH46c/ka61znFYTxeD53+qTc20OB8NCJMwrZxORUJMUubVzEgoLwjn2HND7llRto6jsL5gDgazxsQB+uGIGEh4XB2VMnFLZ+Wr1xCzRr0apAHkuYF4W2fmKt/fCzevPOvVDKSnZmnLygyIDi0QPpQ4c5Hn8jRo+DhUuWyWXJRuRP8p01E4L2BnpaOR+UYgJUpdmHHBrXkFl9iAELdxsHeTBf97zEn92qw9CG8ndCZgVtlM5MagJVbFXzZTwTLLJemd6c7Rd2oqoK7IyupuJ9JQoOeKyNaFwOLk1tnueCRNFXfFaHynB1enOVihBiqG5vCldntFCZCJG12HpobEMY1qisUkXxspYGcOG3ptzMGU1RwcoILk9rDpVt+HY28tDI2ZI9L2UmPNA2Bm2hJKliY8wN1iaUB78z7BpRD7YNrcMNQJYXnM66OLUZDG9cTiWiEeZOLOhclYkJOD0kBszPujm7JTSooHhXGQ88tg+NaQiTOVZtmmzYODe5KZvqEEv32vZwbHwjmd9XCUIWGGSpr6+vcJaEGLCj8tiZi2BlJX9gfFZ0dHRg6659MHiYajIVVMXiZStZYUMMaKN08dptqFpdtZaPZRyd4Mb9J2y/VNlhjR3D1Wq4qmx7RN7m4rkzXFsTzCMRmxkjFuwUv37vMdRv2Fip7WCOiuftB6xLW9PgZNKqDZvh9CXPAidCBAa8E6xDeyTXWm6gKVq36wA3HjxV2fUWP9Mu37wHffoPAk2T144lzHf5fdESOHXxqkpFCGXA4+/wqXOwZOUa0dMZRP4gXwoR+KOuQ3XpXsvV7UxYh72qQNsDzxnNoVttO7kL5OihjtYlt+a0Yr7KeQ1UGv/u6QpbhnjI/UNbq1gRJhLcnNUKXKT4RCsLFmxwv27NbsUCNHVKiPtibmagxd4v7Gp8sag960olCh7mhtrQ28OB2RYpCh7PeG7isbaoew1W9FeG/nXLsKkFPG7FCpeZoPUHChCPF7SFSa1cWACyMvSobc+KzmJAEW/TYA+4PLWZSq+rWcGC6OIerqzwV7ecYl/MsJC+vE9NuD27FSv85zXQF/7KtObwe5dqCh2n9mZ6sLa/Gxwd34iF6CrDo8AoQdg4guG51KkNsLRnTXYMta5aGvS1lSsaoyUR2jA9mN9GJfZlCF6b/upeAy5Pbc7slPDapSg4xYhixp05rWBsc2el33crY11WZN81oi7ULy9OkMDvHmg/dXdua2jiUkqp/VEH2GyBr9ekVhXZ6ycvaC2F3z0wR0cdU0xE4bSs6NClm9Tba7jWYh32qqKWmzsrBPXo3VfuAjlOU7Tv2BnuP3vFLJ7yGnjNW7pqLWzfexDs7OVrVtPS0oLho8bC3acvwKVyFbXsF3at437d83oJ/QYNER2Ai3Yj+H5hB7lv4Bfo3K2HyveVyJtoKqRaGmhhhpMRG7fvYkVgRUCP+pMXrsDhk+fYFJKiTJ89Dzbv3ANde/RSepKiSrXqsGTFGvD2C4RBQ0cUuO/LmBmA0wWSTJ4+iwnKmgQ/zzzvPGT2fq41FZ/eRZxdKsHyNevh1qNnUKNmrQJxLI2dMAl69e3PbKmUAa0c5/z+J/gEfIYJv01T6thetHQFtG7XXtT5mhUUz9dv3QHeb99Di1ZtlNoWkT/45V85IuifP38ONWvWBM8ZLaBqIe8s/xSZBOdeBMF9/0gIjEhkQbRo0YQFdPQLLmdpCB5lzaBNVWuwN9Pn3l8yyBDvZ6ijOcUPw32v+4WxEEbvzzHMyxl9yosV/YV52jtbGbK8jU6utmCpZIFVUTCU9tabcBYcimGi6KMfk5zG7BIw1FJf+z9++9amulDe0oAVSjHfAm12CtoXhvyK5fijgnUnJzSGeiKLVzzwMobZD08/RrFjGM8z9POOT01nxwoWurHAiEVhLFbXL2fBfLuVzYLIiaCYZHj+KYZ5vH+OSmLZBphTgT7ieFyXKFoEDHSKswIXeru7lDaGqnYmUMPOFCop0UGfExEJqfD4fRQ8+xjN7GbQ4z4yMY3tDwbMosiL5zhaAWEoMr5G6hIdcwJzea68+gpPPkRBQHgC88PH6yxm8ZQ00GId1B5O5tC4oiUTipUVanLzWov2cjf8wsA3OJa9/onfvrNOd7yOYVB6NTsTaFGpNJuEUNZeMJOFp1/ChmvZu55q2JuyaQ0iO3ge4PGH1xG/r/H/uZZEJ0N0chqkpP34z+e9VlF2LOL5a2mow7JW8LtRzTIlwdZU/YHE+L3jfkAEu75gcHV4wjd2rcNwd/zcw2sKZjNgppargyk7R7DDX52d+fg6YTj4s0/RzBYPP6cTUjJYlgbmLuD+oJUjiqz4OuH1pXYZM5Ud4+oG83wwiPzW2zBmkxUSk8Ku5Xjtwdcbr5k1HUyhZZXS7DuIujn86CNM3P9UMK3qtbA95Bb42dZiqSc8e/YMXF0LVvd15u+emw+eFvrOcrSfOHvyBNy9cxMC/f0hJjqKWWbo6umxzkUMwq1TvyG069gJ7B3KcO8vGaSJ91O2aKGslc21K5fA88oleO71FKIiIiA6OorZd5iZW0DFSpWgUZPmrJif212iKSkpcPPaVXh4/x74vHwBXz5/YvuG/uNoUYG+2wYGhsw7v7yzM1RwdgGPuvWgUpWq9Lsnj2CqIxTvzl65rvSUQH4Ef59hhgxajOG59iEwAOLiYlnALRZ3TUuaMQ/5ho2bsbBrZxWEwWd97PeBAfDs6WPwefkSPn/8AJ8/f4LIiHBITkpi1zHsCEc/fQMjIzA3t4DKVatBdVdXNhGAHv4FmR1bNsG0SeOzrbO2sQUv33dMhM1L+L32hccP7rEwavz/2JgYiI+PY++jjq4uy2lA2zwUMFDMcq9TF6q71izQx1Lwly8sJ8jX5xUE+r9juUFfQ4IhISGefV7gOYafs5mvjVPZciy8HnOHUBhRdc4J5hv5v3sLvi9fsH3CsO6QoCCWTZGcnMT2CT+jcCrE2NgEjE1MoXLVqsyOy82jbq5NP6FwO37kMMHU48t3HyC3QAutJnVrF8jvz4pAQgRBEPleiCAIQjqt/vGEF1+yj+0fHtswT3ahEwQhGxIi1AsJEQRBiIWECCI/MLhvT0HWwsp1G2Hw8FEa2yeCUDckROQd8kcbKUEQBEEQCpOQms6mybLi5mhGIgRBEARBEARBFNJJlaygZV2/QUM1tk8EQRQuyLyWIIhc59jTz/D4Q5RgvXaxIsy/nCAI1fAwMAp+SORDzGhfWWP7QxCE/CLi9tuB3Nt8g4TBpARBEETe5MjB/fDowX3Bei0tbfh18m8a2Sei8PLmtS9ER2X/HT5t9lxmT0cQ+Z2E+HjYumk997ZXL7xzfX8IPiREEASR6xx6+JG7Hr22SYggCNVx3z8i27/REk1suDBBELlHXEoGLD3vq+ndIAiCIJTkwJ5d3PXo4U5CBJHb3L19K9u/MT+gd7+BGtsfglAlmEOz+I/5mt4NQgZkzUQQBEEQBRQMNc7KzHY0DUEQBEEQBEEQhZF7t29m+/f02fNUHl5MEASREyREEARBEEQBJDY5DV6H/C8forGzJbg5mWl0nwiCIAiCIAiCyH1+/vwJ9+/d+e+/yztXhG69+mh0nwiCKHyQNRNBEARBFEBM9LQgbF1PTe8GQRAEQRAEQRAapkiRIvDhqzCnkSAIIjchIYIgCLUSvp4KoQRBEAShCHYl9ejzkyAIIp8Rk/pD07tAEARRaLGzd6DrcD6ArJkIgiAIgiAIgiAIgiAIgiAIglAbJEQQBEEQBEEQBEEQBEEQBEEQBKE2SIggCIIgCIIgCIIgCIIgCIIgCEJtkBBBEARBEARBEARBEARBEARBEITaICGCIAiCIAiCIAiCIAiCIAiCIAi1QUIEQRAEQRAEQRAEQRAEQRAEQRBqg4QIgiAIgiAIgiAIgiAIgiAIgiDUBgkRBEEQBEEQBEEQBEEQBEEQBEGoDRIiCIIgCIIgCIIgCIIgCIIgCIJQGyREEARBEARBEARBEARBEARBEAShNkiIIAiCIAiCIAiCIAiCIAiCIAhCbZAQQRAEQRAEQRAEQRAEQRAEQRCE2iimvk0ThYEuq2/Cg8DIbOumtnGBae0qa2yfCIIgCCKvMGHfEzjy+FO2db3cHWDtADeN7RNBEAShfjq0bAr3797Otm76nPkwc+4Cje0TQRCEpjDVKSpYd/bKdajfsLFG9ocgCM1AQgRBEARBaJiIhG/gFxIHMcnpkJCaDonfMqB40SKgW6IY6GsXB2sTHbAvqQ+WRtrwyy+/aHp3CYIgCIIgCEKl/Pz5E969fQMf3wdCfHwcxMfFw7fUVNDV0wNdPV0wMTEFe4cyYOdQBgwNDTW9uwRBEIQISIggCIJQc/dzVo7/2ggaVLBU+nHu+0dA17W3BOsv/NYMapUpqfT2CfXy77//wl3/CDj86CM8eR8FQTEpct1Pp3hRqGRjDNXtTaGGnSk0qGABlkY6at9fgiAIgiAIglA1CQkJcOzQATh76gR4P/eCpMREue5nWaoU1KhZC2rUrA213NyhTr0GoK2trfb9JQiCIJSDhAiCIIhc5O9zvioRIoj8yznvIHYcvI+Q74dWVlIzfoDXx2i2ZFLJ2hhaVy0N08kSjyAIgiAIgsgHJCcnw98LF8DendsgKSlJ4fuHh4XB5Qvn2YLo6upC/UaNYdS4CdCkWQs17DFBEAShCiismiAIIhd59ikarvh81fRuEBogLiUdRu58CMN3PBQlQkjjdUgcbLsVoLLtEQRBEARBEIS6eHT/HjSoXR02rl0lSoTgkZKSAlcvXWQLQRAEkXchIYIgCCKXWXrel1nzEIUHzH3oue42nHkepOldIQiCIAiCIAiNcOvGNejSriV8+vhB07tCEARBaACyZiIIgshlsIP99LMg6FLLTtO7QuQC33/8hH6b7sHLoFju7RhK3cjZElpUtgKX0sbgYK4HelrFoUSxIhCbnM4mKT5GJsHzT9Hg/TkGHr+Pgm8ZP3L9eRAEQRAEQRCEWLyfeUH/Hl0gLS2Ne7u5hQV06tId3OvWg0pVqoK5uQUYGBpCRkYGxEZHQ3R0FPi8egHPvZ7C44cP4M1r31x/DgRBEIRykBBBEAShAZZdfA0dXW2gaBEaTCvo7LgTCE8+RHFv61zTFhZ0rgalTXS5t1sYarOlfClDaFWlNFuX9C2D2Xud8w4GT9+v8P0nTdcQBEEQBEEQeZefP3/ClF/HMAslSQyNjGDWvD9g2KgxUKyYsERVokQJ0NPTAxs7O6hWwxX6DxrK1r8PDIAzJ4/DiaOHSZQgCILIJ1AFjCAIQgNgRsDhR580vRuEmolNToMVF19zb/u9SzXYMqSOVBFCGvraxaFbbXvYPbIePP2jHYxrXgGMdEuoaI8JgiAIgiAIQrUc3LcbXno/F6y3LFUKLl6/A6PG/coVIXLCqWw5mDJ9Ftz3egmnLl6Flm3aQhFq8iIIgsjT0EQEQRCEmrEtqQc/f/4LIbHZO4BWXvKDHm72UKJYUY3tG6FeLr4MgfjUDMF6fN/HNKug9PZRxJjfuRpMb1dZ6W0RBEEQBEEQhDo4uHcPd/3mnXvBpZLy32MbNWnGlm/fvim9LYIgCEJ9kFxMEAShZrSKFYEpbVwE64NjU2DPvfca2Scid0ALJR4z2qtWONAuTmIWQRAEQRAEkfeIjoqCp48fCtY3aNSEiQeqRFtbW6XbIwiCIFQLCREEQRC5QG93B3A01xesX3PlLaSkf9fIPhHqx+tjtGBdZRtjsDXV08j+EARBEARBEERu8tzrCfz48UOwvk37jhrZH4IgCEJzkDVTAebff/+FZ59i4M67cPD+FAOfopIgPD4VUtJ/wC+/ABhoFwdTvRJQrpQhOFsZQb3yFuDmWFKjNjHp33+wfX7yPgoCwhMgICwBwhO+QeK3DPiW/oPts4leCTDV14JqdiZQt6wF1C1nzv6tar7/+Ak334TBo/dR4BsUCx+jkiAxNQMSv31nr59O8aKgp1UMShnrsKJiOUsDqFmmJLg6lARjJfza8X17EBAJ9wMi4FVQLLwPT2TWLhhQi5m0OiWKgm6JYmBpqM0sf8qY67PHrelQkoXaEnmTYkWLwLR2lWHM7kfZ1kcmfoPttwJgQsuKkFdAG6mHgZHs+Pf+HAOfIpMgJjkdvmX8YJ33JQ20oIyZPrg6mEJTl1Lg5mgGv+BJkUvgvl14EQzP//+6lpCa8Z/90tcC25K60MjZElpVsWYBz5oEryExyWmC9XYl848IERaXCme9g9jniH9YAkQlpkFaxg+WSWFvpgceTubQy8OBfYbI+5rgti69DGHXty/Ryeyaqq9VDCyMtKGqrQm0q24DzVxKqeWzKK8f27lNTFIam9p5FBgJb0PjISgmBZLTvrP3SVerGFgZ60CFUoZQp6w5tK9hAxaGOrmyXz9+/oRbb8Lhul8o+ATFsfMcP39//PsvWBhoQ/0KFrCmv1uu7AtBEAUT/L7t9eQx3L55nRVJP7x/D+FhoZCSnMyu+waGhmBa0gwqVHAG50qVoUGjxuBepx4LzdUU6enp4PXkETx++AD8374B/7dvISwsFBITE+Bbaup/9tm0JNvvGq41oW6DhlC/YWMwLVlS5fvy/ft3uOF5BR7evwevXnrDx/fvISEhHhITEtjrp6OrC3p6+mBV2hrs7O2hXAVnqOXmDrVqu4OxiYlS79v9u7fh7u1b8OrFcwj094f4+Dj2uBiGzB5XVw8srazA1s6eZQiwx3XzAAtLS5W+BoT8hIeHcdfbOzhAfgHPu/NnTsGzp0/gfaA/xMfFsTyKkmbmULlqVWjesg306N2XBW/LOyVy5uQxuHXjOrz2eQWRkRGQnpYGZuYW7Lxp3Kw5dO7aHSpVqaqW55MQHw8Xz5+B+3fvgJ+PDwQFff7veaSnrw+lrW2gfAVnqFOvAbTt0AmsbWygIOPz8gVcu3qZTe68Dwz87+dB0aJFwcjYGOwdHKF6DVdo0rwFNGvZGooXL54r+xUZEQEXzp2Gu7duwts3fvA1JBiSk5LY5I+dQxn4bcZs6NK9Z67sC0GoChIiCiDYXb3n7nvYcTuAFRWkEZ2UxpaA8ETmY77ysh8rcLerbg0D6zmBm5NZruwvFhcuvAyGM8+DWIEoNV3YLZFJbEo6Wz5EJrFO4x23A5ntTW+PMvBrS2eVdBljQWrd1Tew594HViSWRvr3n0wg+BqXygqimRT55RcmjqAHPO6XIoWXnXcCYcvNAAiKTpb6dxmpP1nhNSw+FV4GxWa7DYtnnWvawfBGZaEoBXXlObrUtIW1V9/Am6/x2dZvuPYOBjdwAkMdzQYO4zF44MFHWOv5VuoxiNeXlOjv7HYsKK++8oaJYRNbVoRe7g5QpIi4ou2EfU/gyOPs4d24vbUD/ldsfBAQAfNPvACf4DjB/TN+/GSCJRYs776LgL/O+kC3WvYwp2MVhcOgVQWKEP/+K1xfopjmz03L8UcF605OaMwEaSQ+JZ29hocefWTXOmmfH3jt23j9HXStZQd/dqsOZgbSxVC8xi8+68PeI2nX9nehCXDsyWcmIi3vUxPcncwhvx/bqmbDtbfw55lXgmMLBfA9I+uBR1nZrxleg1Zd9mOC3ndUuDng5wwu+J6c9Q6GuSdeQCdXW2Yr5mAmnO5SxXmOBaYDDz/Cqkt+zLqOB66/7x8h6vEJgiBSUlJg59bNsG3Tegj68jnHIiEuAe/ewvmzp2H534tAT08P2nfqAoOGjQSPuvVyZX8TEhLg/JmTcOr4UXh47y7bf2nExsSw5X1gACumbd20HrS0tKDvwMEw6bcZYGtvr/T+oP/+6uVLYff2LRARHp6jaIKFWiyaPXv6+L/rsXCL4kjPvv2g74DBcj8udtNv37wRNq1bDV8+Z/8cyUpGfDwrsIaGfoUXz59lu61mbXfo2qMXjBw7nhUXidwjKiKSu76EluqbCRUN0B4/cli2dShgvXz34b//RsFy5pSJ8PzZU+42QoKD2HLl4gX4c8EcmL/wLxg6ckyO5/SyxX/Cji0buXkWeM5knjcrlvwFfQYMgj//XqYyQfFrSAisWPoXHNq3R2qeRlxsLFv8fH3g9IljMGvqJGjVth3MmvcHVK5aDfICuH/9enSBh/fvci2/9h09CYaGOTeloehy/MhBWLNiGbx57StVdMVrHS54Xd22eQOYW1jA+ElTWcC6WHHaVEd4DTp75Tq7PiL4+bPo97lweP9eSEsTNrYlJSWx9+fd2zeiHp8gNAkJEQWMa69DYcbhZ1J/wMsCCzFYBMLFa2E7tduHPP0QBd3X3WbFf7Gkff/JfPaxYLa0lyv0reMoels+QbEwfMdDbqFMXn7++y/c848Av5A4uYUI7Aoeuu0+t8CqCFgUxKV/3TKgp6X5YieRHewQm9m+Mgzaej/b+riUdFbMndm+isb27UNEIpvWePElu7glDx8jk2DSgadw4OEH2DTYQ+XXDSxOLjrrwwqwvMI+/z4Ax59+Zp3vx8Y3gko2xpDbFJMiBuKUQV4Gr139N98ThKvnxEmvL/DsUzQcHdcIHCQsyHCCYspBL/Z+yAtOX3RefQs2DnKHLrXsoKAe24pOc8w7+YJNUElS2lgHDo1rKHMyBacOUQzaeisAfkgRIKSBf4/v86VXIbCwa3UYWN8JVElCajqM3PmInbMEQRDqwPPyRfhtwjgIDvoi6v7Jyclw5OB+trx8+0Elhf2cePLoIXRu01yp8F0sYO3atgUO7NkFy9dugP6Dhore1qsX3jCkXy/4+EF8vhkW/u7cugG+Pi/lFiJQeBjYuzt7fGXAwi4uA4YMA319cYI6IY5iUrrHQ7+GQF5mw5pVsGD2dHbcygOKYFMnjofnz7xg7aZtTHjLCk4+4LGsyDmEgsGj+/fgvOctsCpdGpQVXmZNncwmHxQBn/+l8+fA8/IlmDBlGsxesFDw3HKT4KAg6NGpLbx74ye4DcXGjdt3yxQIAvzfwbgRQ9mUmZgpBTwuDu3fA7sOHIEKzqp1NsD3e2Cf7hAVyRfwCCK/Q5XKAsQ/F3yh/+a7okUISeQt+CkDs1xSQoTICnbtTj7gxTpFxYoQKIooI0KIISgmGbquuam0CEHkD1pXtYYa9qaC9VtvBkBUDhM46hYE2yy/LqpQm3070dB62TVmuaNKEWLi/qew3lN+ESIr2LXfde0tVozObbBDHSekJEFLICy65kXQnqfz6psKiRCZfI5Khr6b7mZ7bihCoPCmiAiRVdQdv/cx3FKiMJ2Xj21FwNdx1K6HXBECxYcLvzWTKUKgDVOXNbdg0w1/hUWIrODU4rTDz2Dh6ZegKtAOqse62yRCEAShNv7+83fo3bWjaBFCkn9B/T+U0OpIGRFCckJhwugR8MfcWaLujyJA57YtlBIhxBD0+TN0aNlUaRGC0CymJYW/fZCb1zwhr7Ji6WKYN3Oq3CJEVg7u3Q0L583Otu6l93Po0KqpqHMI79OlXUsmhooFz32c/lBUhJCcDlj5z9/Qt3snbpd+boBTAK0a1+OKEGN+nQTb9hyQKUKgBVPzBh6iRIisvPV7DS0b1WWisapA6zl8r0mEIAoyNBFRQEC7ki03/aXejrWwqjYmLA/CzECLWTBhF3ZUUhorwGPXZ14CvbqdSxtBWQsDMNQpzgp633/+ZDZO7yOS4OWXGGaLxAMLlpWsjZlViLxgl+jo3Y/Ya8ID96G6nSmz6cD/x/3DwgnaVqCQ8DokjnmniwGLrNIstDCHAovWZSz0wURPi/0bp1YS/98SCjuX8b9E/mJWhyrQc/3tbOvweFp79S0s7FY91wvP/yke88+n4kWLMH94PPZN9UtAdGIay0t5GBDJtXTB86DX+ttwaWpzQWe8GJZe8BVYueB5UKecOctaMNXTgqS0DHYNw0kknrUbnte/HfKCUxObQG6CVj64j5LiJk5xrbnyBuZ1zhujzZkkfMuAifufCK6tVWyMobKtCfPmRwssnOC6/TacCcmSvI9IhD9Pv4JlfWqxf884+lxQXMYsD7SAsjLSAV2touyYwYwCtAmUBI+xqYefwd05rUCnRLECdWzLC9pkoZiD1oWS1C1rDrtH1mOZHbK2gUI7flZJo4KVIfucw+wofK1RGH0bmsBsEFEUkgQt5fCYGN2sAigLTp1IikVou4jWXA5meszyC78D4LH3KDBK6ccjCKJwMWf6b8zSJ6eJ1Wo1XJkfOvqz6+rpQXxsLPNsxwL4h/eBkJdAb3CXSlWgbPnyYGRkDEYmJvDj+3cmXAQG+DNLIrRF4rFmxT9QuUpV6Narj0IixohB/ZgVCg/0xK9RsxY4OpVl+6Olrc08zHF/cJqB+d9HiLPUGz9qmFQLLR0dHXCt5QaOZcuybAxtHR3m6Y6ZGWht4/vqFfsvoXkcHcty1587fZIVll0qa24qnAdmQfz1+zzB8Va/UWOwty8DxqamEBcTA69evmDFbJ5YsXblMpat4OZRh9n69OnaUXAOoc0RXnssLCxZkR/Pl5vXPdlkhSSYC4MWcQsW/a3w81m+5C927ksDrYbqNWjEciHQzg3PG5zqQGs6HlcvXYQRA/vC3iMnIDe5e/smDOjVTfD64DX8j8X/wPhJU2RuA0WI/j26sOsaD3yf3TzqQhknJyhZ0gwyMjJYXsSDe3e51yIUdnp2bge3HnqBQxnxzhxIaEgIzPhtokDkKVXKCjzq1QfLUlYsrwKf/9s3r5ldH0HkR0iIKADsvB0gVYQw0ikOE1tVZHkFOYVMYqck2i2cevaFFfNyYxpCEvQEx3yKttVsoJK1UY4ZB+j37ekbCus837IiiSTTDz8DdyczsJbTG3733fcQyCmCVSxtxIrGGJyKYcM5gR3EV32+sryNu/7SPVOzgq85z+saQ6hntqvMwkFR9MgJLBahJdflV1/B0/erVL9vIu+AYcpYiJV879FibHTT8rmWaYBF5fF7HnMLtcWK/MJyV0Y0Ls8Kx5JgfsqWG/7MUkqyuxrDf3/d9wTOTGqilK8+Wv0ce/K/Ir65gTZMb1eJXc94RenktAxYefkN18IJA+DPPg+Cjq62kJvUK2/OnbJaf+0dmOprwdhmFfJMGPKiM6+yiaKda9rC7A5VwJ6TB4CTbKuv+LEcBcnXGj3+RzetwDJsDj38+N/1ZS0NYEHnatC8khX3uMDJh8kHngrEVcxswIkh/CwrKMe2vHyNTYHeG++wnAZJOtawgfUD3UFLxmcEWjqh0M4TIbApYUhDJxjZuDyUMtaR+hmz6sob2H0nUPD5svicDzRwtmTiv1hQ1MLMo0yw8WBa20rQp44D6GkV505J8UQZgiAIHpm5AjywoDN52izo1bc/WJYqJXUbMdHRLCz05NEjzFYIr0O5TXnnitChc1do37EzK17mlHGAeQpXL12A1cv/YZ7mkkyZMBbc69YHG1v5vhNhpgbamEiCxeO5v/8JzVu1gWLFism0Urly8TycP3sK7ty8IdfjXjx3hhUeJbGzd4DZC/6Ajl26M1EmJ7Cr+OrlC3Dp3Fm4cukCK/YSuU9NN3fQ1dUVZJzg+9GrSwfYd+QEVHetCXmBpKREmDx+dLbrxMy5vzNLL3wOkqD4h9NGjx7cE9z2+5yZcPH6bRg7YjALls9qHzT3j0XcwjVOQeE0xsqliwXXmo1rV8HQEaMVsoXDjIuli/7g3oZ5GEtWrIaWbdpxrynez7xg9rQp8PhhdlthBLNzMCtm8PBRkBucPHYExg4fLBAQcPphw9adcomr/u/ewrABfbgiBF5jp0yfCZ279ZQ6UYGB5fNnTRdcV1EYGDNsMFy4dkspyyo8XrKKVSi0/vn3P0yE4P1eRME5p8wcgsirkBCRz0Ef7d9P8e0RmlQsBRsGuXMLLZJgQaxfXUe2YIjlykuvITdyOX+BX6CxsyX82rIi1P//kFR5QJECLW5aVi7NimFLL7zOdjt26m696Q9/dJWvuxwFGEmwUHxgdH25u3BR9BjSsCxbAsISWGaFzMf1+sLtSsUiF05AyAN2imIWBS4ohuDz5tnBqBsMR5c2paIJsFitST93WcxqXxnar7whKO5iaPzy/+8mVzcYVsuzBMNC4OFxDbkWUllFgbmdqrJzsM+mO5D0LfsPuycfomDTjXcwrrmz6P3LKg7WdCgJB8bUz/G8wKLlvE5VWQf11EPZAwqR/Q8+5LoQ0bGGLQtJ5rHw9Ct2DRjVtDy0rWbNLbrmJpmvd9Eiv8CqvrWhl4eD1L9FgRQzTXAiZd6JF9luw+L9umtv4frr//3gwuNk+7A6ORbNG1csBScmNIa2y6+z4OqsHHz4USEhIq8f2/KAn8V9N97hTr0Na1QWFnWrIZcYsu12ANzwC+N+1uwcXhfKWhrK/Iz5q3sN9noM2XafTW9lne5B+6zrM1qKFmayihC4T8d/bZRj4wT+EKtbTv7vCwRBFF4wxBOtVXg0bdEStuzcByXNzGRuB0NiBwwexha/174saLbIL+p3OMbrXZPmLWDS1BksfFVesKDYpn1HaNW2PSto/r1wgaCDd/P6NbBo6XK5tnfi6GHBOtyfw6fOse5heUDRY9ioMWzBYiBmVoh5XGeXSnDB8xaYmEr/HM+Kmbk5y6LABcUQfN6aCKretmkDxMfnHRveXn36qz3jJCvFixdnxyTvPcWgZ7S36dazNwt5ruXmrtEmHQx8z6SMoxOcvuiZ42tVtlx5OHH+MnRu00JQoEZxYtGCuXDD8yr7Nx5767fugF59B0jdHoprcxYsBGNjE8H1C7vzDx/cB9NmzZXruaSmpsK4EUOYOClJ81atYce+w2BgYCD1/jjphMV1LJCvX71CcDsW5Zs0bwn2DvLlYiqT1TF/1jSBMGNgaMhErIaNm8rcBr4Go4cO5FpT4XXpr39WyrR0cq9TFy7duAMzpkyAHVs2ZbsNxZqNa1fLNZUhjdDQr//9//GTfoM/Fi/N8VxAkayKce66KRCEKiAhIp8z55g3KwRI0q6aNWwe4gEliin+RQunALYNqwu51RnexEV6B5IssPAxpU0lSE7/wSyZsnL40SeY0b4y6/jMCbQ5Qs/2rOD1fmXfWgpbgWSCFljz5bBduftOODmxuIer3CIETwyRV3xRNZuuv5NqMaUJ3B3N8rQQUdvRDFpUtmKTPVnBDvLxzZ3Vbv2C2QmS50ymHcq+UfVzLNRmxc3JDHYOrwf9Nt1lXehZWXHJDwbWcwIDHeUK7Oh9f3xCI5nnciYD6jn9d0ooK3ffRUBoXApYGefOxElmcR1fS8lrTCZYLB+/9wkr7NcrZ85ez9plzKC6vYnGhIlF3arnKEJkZUTjcnDC6wu8kHh+WSchcDpt14i6MqfKEEcLA5jathLMOZ7dCxqnSnD6rVaZkgXq2JbGg4AIGLz1vkDcxc+mOR2rwK8t5BNlcJph6XlfwXpHc32FBO/Mz2sUk9DuKuvvQL+QePB8HQqtqigXoGhjogsnJzRmwgdBEIQqmMmxuEDad+oC2/celFl04uFSqTILJ80NmjRrAc1atBJ9f+zMxYIl2hVJ2rJgaC0GzvI6vLOSkJAAz72eZFuHhbE1m7bKLUJIghZYWGCTxe2b1wXrlq5cI7cIwRND5BVfVA0WcaVZTGkCj7r1clWIQKbMmM262nkTRTgZkRkEb1XamglwaGlU270OCwLWRDCysYkJnLl8Xa7JITwXVq3fBA3dXQU2TZipkMk/q9bmKEJkZeyESXDi6CFmtZaV44cPyi1E7Nu1gzvNhJ32uw8ek3n+I/jaL/z7H4iJiWbZF1lJSkpi0xYYDq0O8FiZO2Mqd6oN7YqOnrnAJsTkYc+OrYLXEhk3cQr8uWSZ3PuEr8ey1evZ5IKksLZhzQoYNe5XJrwpw9CRo9lrThAFFQqrzsc8fh8JdziFbAczfVg30F2UCJHbqMraAm0cbE11Bb7wWTtyc+rGlPw+VM7SkL2O6gS739HmIys6Jf5TjCQKB7PaV2GFxayg9ck/F4WFQ1Vz8OEHrog5voUzK8AqAhYohzYUer9i5/TRJ8qNi6KP/8bB7nKLEJlMbuUiWIc+9zwrN3Wzom8tmfuP14PrfmHw9zlfFq5dduppaLz4Ckw5+BQOP/oInzn2TuqgYQVLGNqonNx/j8WI4Y34vr+ZeR5r+7vJJUJk0q9uGXYtlARzJArSsS2NM8+DoPeGOwIRAs+F9QPc5RYhMgXirBMMmdvZMyrn6SJpNHWxgkH1nQTreSHaivJ3T1cSIQiCUBmP7t+D2zeEhWzscN60Y48oESK3UVXxdcbcBcyCJStYRPO8fFHmfcNCvwoKx+UqOCvthS4LtKdBS6ysYNG0fsPGan1cQn1UdKnExAhZhH4NYQXvSWNHQb2aVcGhlCmbNvhz/hzwvHIJEhOFdsrqAC2L5LUvy7Qqy+n4RHFlyIj/WT7J8x175NjxgvUoLMibubJz22bBOiySb9qxWy4RIiv/rFrHMiQkOX3imOBcVQVonzR8YF+uCIHXoCu37sstQuAkyYqlwmyNuvUbyiWK8lixbpPA0i88LAxOHz8KyoDXasy7IIiCDAkR+Rj0k+exql8t0NMqXMMu2E3crbawq+OZHEVHXkA1BlKrm7hkzuNqF88zfvGE+qlkY8yseyQ55RXEgnbVBf6g3Hvvg2C9paE2K9aKYWpbFzDhBObuucu/TslL++o2ovznq9ubsqBoSXyCcn8sHvd/02B3mXkvkqIJWvOgrRMG2rv9fhFqzjsPs44+B58gflikKpjSRijgyKJF5dICQS2TLrXsFJ7uwUk0FAAkySloOT8e2zww72nUrocCIUVfuxizCuzuJn/3Yvr3H8zSSpIB9RxZJpNYfm3hzHI2soJNEWgNKBa0Xmup5EQFQRBEVnZt38Jdv3bzNtDTy7sTs+oArV569unH9Y5XxKYmEwykVje8xzU0NKLfSfmc2fP/gB69+yp0n6TERJbNsmrZEujVuT04WpWEFg3rwpYN69RSAM8ULHv0Fp4zsmjdroPU26bNlG+KISut2rTnHvO+Pnxr7qzcu3OLBVxLgvZX5cpXUHhfULiY/+dfXNFw/+6doEowc6FHx7ZwilPUxyDpyzfuKjTRc+n8WSZwZQVfV5yEECv4GhoawogxQqHo4L49oAyTp80odJ9RROGDhIh8ChYYJG1HkOp2JoXWO5n3vKXZoWRFlyPafIhIZIHY6oQnFkUlpbHgcKLwMKNdZebJL1mEXnJOfVMR78IS4Et0MjdXQ9HJg0wMdUqwojPvsZTp5h9YX3zHHYoRwv1Rn8CTE5hpc25KU644Ii/BsSmw804gNF/qCS2WerKQX1XiZGEAdcoqPpGFuQvWUuyu+tYR5xnLE594gc35+diWFFB+P/kC5p94IZjQw8yKUxObQKOKitkY3noTLpi6y7TTUgYbUz3w4BwnTz9Eid5mbzmtwAiCIOTtpMXCkyQ1XGtBvQaNoDBSr6HweT/3eirzfvr6wmaC94H+XM95VaLHedzIyAi1FZ6J3AGLv1t27YPf/1oq2r4Gj71nTx/DrKmTwMXRBsaPGgZhobJdEBSh36AhokSvSlWqcNdj4R8DhxUFbcisbYRNa2/9/GTe9+ol/sTT4OEjQSwY5IyWVYLHkmO6Sl6+hoRA2+aNuEH1bdt3hFMXrypsz8bLJkHbL8zAUIaeffoL1uGxKfb6iKJx1x69ldongsgPFK62+QLEkw/RArsFZADHMqGwYGGozQ3zlidXAb9nZC3+YPFm260AGN1U8W4BeUFvcSOd4tnsNzDkdcVlPxYMmt/wWthe07uQL3GyNICe7g7ZPPWRS69CmJAmr5+9IkibFOpaSzmv2K617FihXPB4n2LAXoTVGU4QyJMJII3ylgZyTSLlFlVtTeDe3NbsNVrn+ZZlGYjlVVAs9Fx/m/nyr+lfW3SuTFY8yipmW5SVMhb6TCiRtGUSe/w6mgvfu9jktAJzbEs2FkzY9xROPfvCFYcOjW0g6jFuvgnj5q1gDoeyeDiZwT3/7LYATz9GQ+eaQsFGHppVslJ6nwiCILKGhqJ3uSSDho+AwoqFpVDMfvdWdjETi6BYkM1qz4RiAHajo4e9usBuYwxijY/73zQkFvf+Wfwns8zJb7x8J5zWLMxMmDIVOnTuAov/mM+63iVzFRQRHdHG6cyJYzD3j7+YP78qQMseMTg68Zs9xIgQmTiVLQfBQdm/I2Jegyx4E09VqlVnmRtiQUu7jl26wd6d27Otf/Hci52fygbBv33jxyYhMMCcJ6BgNoOij4H7xcubwawgZUHrLrRSypr/gp89r31eQdXqitdzcNrD0MhI6f0iiLwOCRH5FO/P0VL9vQsKOJEQGJ4I7yOSWKB0UloGJH37Dj84AVdIAsdiSdJjW1o3r0tpY4Htx++nXkJ4/DeY0NJZJUU+HnXKmQsmW9BrG5/v7A5VoJSxuBA4In8xtY0LnHj6GdIl7Fj+PucDR8ervnPv+SfOuLtOcWYVpQxYdEbxAPMOsj9eNCvkKkrF0kZKZd0Ycex0Er8JBdzcRKt4URjTrAIMaVgWLr8KgWNPPrPQel6mgTxc8fkKbZdfhwNjGihdYK5mK+xwkhcDbWFXW0VrI4WyISStiMS8d/nl2M4Er/WDt90XFPURVwdT2D+6AZTUF/f5wxNlapZRjbBZhiMU+Yq0DMPnhw0BBEEQquL5U36nf+OmzaGggMU19Ip/H+APCQnxkJSYBElJiVI7cbMW9HNaJwl2P1eqUhV8X2W3gpk3cyrLj5g8babo8GhZ1KvfEC5KTLZs3bgOEhPiWdHZqjRZ+uVn0P5o254DsGDREjh6aD8cO3wQ3r2RLY7xSE5OZhMSfq99YMXajVCsmHJlrmo1XEXdz8CQb31ZXeT22DYNhN+5EhNybrbE8O+X3sJg5jr1GoCy1K3fQCBEpKSkgJ+vDxM6xPLw3l3o17MLy6+RZNb8P+QO6Jbk3ds3zOpJklpu7qAKHJ3KCoLoX730FiVEKPP6EUR+goSIfArPosLMQEsp24+8wNfYFDjp9QXOvwhm/uiSRR9FwQmDpG8ZoM8pkkmGo84+5p1tHeodG6+/g113AqFNNWtoV80GGlSw4BY3xdKvjiPXYuvI40+sMN28shXzyG9csRSz5yAKJmh1gr7tO25n77hG650HAREqt1vj5U+4lFa++wKLzhVKGcJLiYKk2LwLvKYpA6+YjYJmXgCL2tg9jktq+ncWov0wMJL9FzMgeJY60vgQmQS9NtwBzxktmLAqlpL62iq1mhNbQJe2Pd4UYH49tpGwuFTos+kO+IUIt9G8khVsG1ZHtJ3Uz5//MusoScpZis+GyIqJnvA4EzvhU5YzuUQQBKEM/9fefUBHUb1xH3+UmkACxNCr1BA6SGihSi+iKEUFFBAVURC7IioWEBRFmiJFEQRRKYLSAyTUEAg91NBrEgIkgdB5z73/l/eFzGzYNiGbfD/nzDk6CTObzWR29/7ufZ69e3Yb9uUvUEBKlPTsMnAnT5yQObNnyYL5cyVq1w5dm90VKrRQjX/NBjrv1uPFPvL+WwPu2adWSIwbPUqmTJwg7Z54Us8ubtz0cb2KwV169OpjCCKUWTN+04PWLVu3lQ5PdZJmzVvp3y88k5pV/tZ7H+rt9KlTsi5staxft0a2btkse3bv0qse7DX9lyni5eXt0qoZVY7My8u5yYBmpcyUR/wdL32aWpmyS5dSLw165PAhSU5ONuyvXLWq04/j/x/DfLB8T9QupwfSF8ybI6/27mm4p6lAadTYCfoe5Kw9u3aa7i9fwbnecSmZBbHnYp0rV1o+wD2PCUjvCCI8lFlTSFeaTz5ocYlX5PP5O/TsYFUf350Sku0JIkrL9HWHdPiRUvL1mzocUdvDDz0kVYrllTpl/aVO6fxSv1x+8XNhsE0151RNWc1qvd+4dVuHFHeCigqFfaVumfwSVMZfgssVYLVEBvNmq4q6sWzytXvDt+ELd+neAu5k1qBdlYhyB3WclIO1zpZDyuPlWuin/l7NBmjTG9WcuWGFgnq7Q/U52HY0XgdRYftiJDomMdVjqO9/47dNMv1V55d++3o7V6vX1nPtyu/P9Hdnx2uDp1zbR+KSpN2oEEM5qzt9Nb59tpZkcbJ5nhKXdMU0yFcr/dRmhQuXnQv51IoVAHD3gH1KFQICxVPFxcbKpx+9J7NnznC6hI0taqbwfYOIXn1k2tRJesZzSmqw8+/Zs/Smmr6qWcB16wdL3foNJLhRE/F7xPkSm63atpcmjzeX1SErTGd8q5DiTlAREFhJ6jUIlrr1Gkhw46aslvBQ6vf2TLfn9KaoEEJddxHhG3XPAFVi536rAdSqGTVrX5UQcoavC83YbTU+diWgMzvmrfv0IDBr9q6ULed62Wlbja7Pxzu3MvbXyT/L/Dl/Ge5tqjn21Bl/SMs27cQVx48ZS58qZYtZF15euODcc5HHhWsP8CQEER4qPuma2wftHhQ1CP/y1A2mA0juoAb07Zmd/GvfBtJ5XKhpo9O7B8LUQJTafl51QPeWUE1V21QtKs/ULiml8jtex/unF+vqWu87T1y47yoYtU1bG63/v1xBHx1kqPMGmjR2hWcp4OslfRqXk3HL996zf9OhOFmx+7SeIe0uF00GDH3vE9a5MqhoT4k0MymbeGcmanWb2p6o+b8GdSqUUD0K/o44qld6mVm265Rsio7TYaUzsjjRlC+9/f485doOjzafKfVW60B5v31lcVVMgmuzZJ1xMfma28p6AYArzp0z3mPzeGjd7dUrV0jv7t1My5W4w82bN+xqoDp99hzp1K6VHD1yb0+zu6mBxG2RW/T207gfdG+JylWrSdsOHaXLs8/rUjyOmjxtpnRq30p2bLt35XpKe6N26+2XSRP1/5erECCt27aXrs91l8DK5g2Ekf6pngTVa9bSW99+/fWM+UUL/5HR344wlAu725effqxX6dgKBlLjap+DtDpmai5eNB9XcEf/AdVkXK0YSbniwtY572fuX7MN+x7x95c/5i6UWrWDxFVnzxp7plnN2SDCVmkvIKNxfrodHiizmY6q8bGnUbXRX5i41rIQwhEqRFj6bnN5spZqymbfv1ETdHeduCDfLNotdYYukucmhOkmso5QKyoWvNVMejcqK1kdGLg7cDZRxq/YJ02HL9Mza81qjMOzvNEiwHSw8+uFO+9pEuiqBJMBQ9U83R3MVh9dTAd/356uekk/GdMjSJa911weTSXwHLfi3iArs/H0a/uGm2a6plxZlRZS9rixVzYn+4gAgC1XTEqS+LqxZFBaCVu9Up5/5knLQghHqBAhZG24dOrcVQcM9lDvXXdu3yYjvhwqtSqVly5PtpPtWyMdOq9aUbEoJExeeuU1h+r+H9i3V8Z+/60E164urZoE69n08HwqFFPXYOjGLfLVyO/0oLiZgwf268Ais7LV/8XXxz0D3WYD5u68T6kVT+767JucbFx9bLVrV50rV2rregYyGj794YEOGL3660Zd+shMmQI+8kJwGRnTPUjmDWwi4Z+1lT1fd5RDozrJ6TGd5ey4LvdsEUNdW7Z3JxSY2KueDiS61SnlcH3ukKgz0nLkcvnynx262ba91HmGd6kpYYNb60Ain4N13lVd+afHrJYB0zfpevPwTKq+f79m5Q371WqZhVuNZQbSo0y8iCFNVC6WTxYMaibF/cyb+4btOyvXbqT9IHRm4M5rW/WbUCvxUhqzbK98Nneby8e3tWoGAOAZVMmkvi88b1rnXSlbrrz06vuKjJ80VRYuWymRUQfk4IkYOR6XIHGXrkt88s17tm17/7ei2hUqFJj820wdSDzb4wXJlcux3oQrli6RZg2C5PMhH9lsqm1GlWgZOXqsrI/cKX1f7e9wc+yI8A3SsXVz6d+3l83nE55FhWH93hgoEyb9YvN7li9dnKaPKTN5+CH3DSOq1S5mQcrTHVpL+Ib1Lh/fkXsNgLRBaSYPZTaA4WyJiAdl1OIoiUu8ahpAqEF51TvBEdednI1pploJP/mhR5AM71pTNh6MlTX7YnStdjUgfL8BHhXej12+V05duCwTXqjrcA1y9bMP7VRNhwvqvOsOxMjWo/F2zTZVTa6Px1+SP19vnOazTKeEHkhX12DnoJJS3M/zmre/0qy8TA49aGj8OvK/XdKuelGX6sbf4euVXWIT7y3dkuim353ZcXzd2OAdqoxXThnWuab0mLjWdCb8tqPnnS7P5Ok85dpWK1y+7FxDek5ca1i98OPK/XLt5i39O3ZWDpP3CIoqI1i1RD6njwsAniCnSaPZBBszhNOrkcO+kNiYGNMAQg3KN2nW3KHjOdLw156Bw/E/T5VvRo+T9WvDJGzVSlkXFio7tm+976CfmuWsyuqcPHFcJv4y3aHzqp99xPdj5IsR3+pwIXTVSlkbuloiN2+y6+dTTa5Vvfg5/y5J85nHk34c73TpGit0fba7FC9ZUjzd012f1c3bF86fa/iauiYzK1s9KRISU++vYa+EhItu64MxdNgI3SPiTlm1O1QvkM5PtJFZcxdIg4aNXVpFY+aDIZ85VbrLHpWruN4UHMjICCI8lF+u7G6rz/wgqNUCszceMZ0l+u/bzfRgkqMuWPDzq5UKzQIL601JunJd1+xffyBWQqJOS9RJ44vwHXMijunm0j2DHa+Hmj1rFqlfroDe7pTi2nL4nGw4GCsro85I5NFzOvAwox7biH93yccd0/YF8MeQfXI8Pu2XPtpSp7S/RwYRuXJkkwEtAuTTFA1lVSku1cy9W91HXT5HHu9sxsHaK+5ZSZNwxThYm9cDy8ald6o/jFoVYfY3d/RcUqYNIjzp2m5UoaDMeq2RPP/jGrl09d7HOCX0oA7XR3arZXcJDHtKNdYt4y+vPu56o0IASM/8/IwNki9etP2ePb1Rg/mzZkwz7K9QMVCWrlrrVJ13K8o7qZUKzVu21puSmJgo4RvWyfo1YXo2+u6dO2z+27/+mKmbS7/40itO9Q1QA5N3BidV34DNmzbKujVhErJsqWyJCLdZ1mVt2GoZ/vmn8skXwyQtjRs9So4fOyrphWomnhGCCEX1jjALIo4dPaKvA2feR3k6W02P79fo296ySZcvGz9/5M3r3EQX9fsZNWaCZM+eQyaOH3PP15KSkqTrk+3l97/nS+Omj7v1uXBmdRUA96A0k4cqalKW48CZRPEUEYfOyXmT2tpq0MWZEEKJTzGD3AqqRrgKJdQg/6oPW0n4p22lf/MKNks4qVUf7iiTolbANChfQN5pW0kWvfO4bP+yg7zfrpJpIKVMDj0gcSkG4+A5XmxUVgrnNc7m+3ZxlFy/ecstJaBSOhTjnvtH9FnjcfKwIsISdcvmN90ff8lzQml387Rru17Z/DK7fyPThs2/rTskg2ZulltOlFkqks+8dJfZ6y4AZDTFihc37Nu/b494ik0b1sv5+HjD/u/GTHC62Wy8SQNvd/Px8dGhhBrkX7Npq2zZvV/eGPSOzRJO3wz70i0rNdSM5+BGTeT9wZ/IstB1sjv6uHz4yVBdSsrMzxPGSlxsrMvnRfoQVLe+aTNoNWCuSpxlRrYG2KMP7nf52Af27zPdnzefa314hn/7vb5fpKRCj2c7PSErli1x2+uBcv688R4LIG0QRHioCoWNDYLULFBVlscTbDdp6Kxm99oaWLPHTgebRLurwfUnT1aT0MGtpJS/sYHsmYvJusSSuxXM4yVvtakk64a0kRoljW80VKmPkN1n3H5epA0VPL3VOtCw//i5SzJ9bbQl94+oUxfdstJp72njTJuAIs59aEbqCvqaLzW+nGJ2fWbiidd27dL+8tcbjU1DlFkbDsuAGZsc6jl05x5S0t848BPtplAGANKzgIqVDPtizp6V40fTz4z01GwzaehcvERJqRfc0Oljbt+2VR5Eg2tVdmXdlh36v1M6ffqULrHkboUKF5Z3P/xYNm3fIzUfCzJnxTKvAAAbKElEQVQd2Fy+dJHbz4sHQ62QsRU6XbrkGWMj7lbq0dLiZVKibtcO26uU7LV7x72r9u+oGFjZ5WOr+8XbHww27Fernnp06SRL/lvo8DErBBg/UysHbQQqAKxHEOGhapQ0f7EN23tWPEFsgnG2foXCrg3oRFgw4G+vEo/kkrE9jG9076z+sIpqrv1z73qm/SAiDls/8wnWea7eo6bh1uile1xuSF6rlPH+ceHyNdnj4oDt1qPndRkxe84H112/aT5T3iu7eX+AzMBTr20VKP/9RmPTVW6qJFu/X8PlhoOroWqavE9QpfsAIKOrWbu26f7Vq1aIJ4iNMX6eCwg0H0yz16aNrjd9dVaJkqVkvI2mwps2uj+IuEMNTk+dMcu0H4SV50Xau379us3yYZlR1qxZpVoNYxPojeuN/eUctX7dGtPnObByFXGHwZ9+rvs3pHT16lV54dnOpmW4UlO1Rk39fKS0NhP3EAEeNHpEeKig0o9IrhxZDXWlp687JM/XLy3p3XmT0iG+LtTajklI1o2dHyRVk71oPm85ef7emokp65VbEYLUKuUnG6Pj0vS8KW3+vH2ani+jy5rlYXm3bSXp/1v4PfvPJlzR9ePNVsLYq6aNwdN5m49JxSecfxM5d7P5TMOapai/aYXTF8x7shTOmzk/dHn6tV2leD6ZM6CJdB4XKnGJ95Ya/CfyuA4iJtoIns08XqmQzNty7J5955KuyqbouEzbQwRA5lCnXgPJnTu3ri9+t2lTJkuPF/tIehcff87uOuf2OHvmjG4o/aB7EhQtVlw3qU65UsXqEOSxoLqyIcXgaazF501p+75DaXq+zEStcDHrgaIGx/Pmc65vQUZQq3aQIXjYFrlFog8ekDJlyzl1TBX4LJg3x7BfhR5mg/3Oeu+jIZIjew4ZOuRDw/n79HhWfpr6m3Tq3NWuY6nScPWDG0nY6nvvgWp1xWdffW1Zw2oAtvFX56FUM+O21Yoa9m89Gi8bD6b/GY/eObLYFU7Ya9qaaLfUzneVWV3/azesf1xmA49pcV5Yq9NjJUxLzYxbvlcSTRrn2iugsK8OsFL6a9MR01nf9khMvi7zt9z74fJOA3qzlR1wjRqUXrvfPHw1u2YyC0+/tgOL5pV5A5ualt36b/tJ6T1pvVy18+doVaWI6eqYH5Z5Tp10AHC2VEu7J5407I/cvEk2rDXO5k1vvL1z2RVO2OuXyRNtzhhPS0WKFjPsu3bN+h5/RYoaPzNfTYPzIm2sXL7UoZI8mUWrtu1M90+bMsnpYy6Y+7fEnzPei1q1MT+XKwa+8558NfI7094fr/TqIX/OmmH3sTp1MYYWBw/sd3h1BQD3IIjwYC8EG2ttKoN+j5DLLpZusdojuXMY9kUeOedwHew7jUjHh6SPGn9mqxAK5sn5QM5bwEb9eHiOhx9+SD5oX9m04exPK51vNvbQQw9Jz2DjyqlTF5JlgpN/S98tidKzrVN6oaH5fSqzCN1jTa+WORHHTJtS5/fJqQfIM6uMcG2XL+Qr899sKkVMgu1lu07Ji5PW2RWq+Hpll861Sxr2r9h9WhZtP+m2xwsA6dGLL71iun9Av756BnV65p/f2DNvS8QmuXnT8UBdzX4e9/23kl5LThUsVDgNzhvzQM6Le6/DY0ePWHLsST+ON93fsElTycxUA/fyARUN+yf9OE4OH3K852BycrIMHfKRYX+OHDmk+4u9xQr93hgo34wep9/f303dC197qZf8/pt5ybeUnun6nGkD76Eff2i6mgaAtQgiPJhqcNkkoKBh/6HYJBk4IyJdrBCwpUox4zLJi8nX5c9wx5rIJV25Lv1+3aibMztry5FzcuZCsrhKNcs+GmdsiFU6v4/p96ua5SpEcVVMwhXZdMjYD6JMAfPzwrO0rVZMqpcw/r1scHHl03P1SkuOrMaXgDFL9+hQ0BFqZv6k1QcM+1X5uC5BpSQze3HSemn7bYiE7XNfCYAjsUny2bxtpl/rWKu44c16ZpMRru3SBXx0GFHcz7jabWXUGenx01q7JhwMah0oXtmMqyLemB4uu06454PX7du3ZfuxeLccCwDcpU69+tK0eQvTAdHXX+6dLlYI2FKlWnXDvosXLsgfv//m0HESExPl5Re6uxS8bN4ULqdPnRJX7di2VY4cNpYnslUiJmr3Lv27cpUq/WRWF79s2fIuHxv227VjuwRVrSjvvvm6W66nO34c+4OsCV1l+jV7S/dkZL37vmraa0EN4qsG0I744O2BcuL4vSU/laee6WKzWbg79Hmln4yeMNFQQunWrVsy4NW+8uvkifc9hirTNejde8s8Keqe1LtHN4efC1tUqOFMyANkNgQRHu7LZ2qYDrgsiDwuL/68Ts5fcnzZadTJC9J36gY5EW8cVHeXumXzS3aTx/3ZvO12NxWNS7wiz4wNlW3HXBtMWbn7tNT+7D+9kmTvaecamqrZsgNmbDLsz5kti7SobD7jRg3cNPhiibw0Zb1sdrLRthqI6j8t3LQMU/vqxuXP8EwfdnBP86+Uq5JebxFg2J98/aZ0/2mt3YOUEYfi9L3GLPh8u02g+LjQ+yWjUGFn57Gh0uG7lTJ74xFDbx9HhEfHSofvV5quhlD31Feb8cE6o1zbJf1z6zDCrPyTCraen7BGLl1NfSCtSD5vebddJcP+pCs3pMN3q+TvCMfC/7upVRmzNhyWRl8tlQ/+jHT6OABgleHfjtazdVOaP+cv6d7lKTkf73iIGrVrp/Tu3k1OHDMOyLmLqmeuykulNOSDd/UAvT3iYmPlqbYtZWvkZpcey4plS6RGxTJ6JcmeqN1OHeNcXJz0f9k4YzpnzpzS0kZJl22Rm6VOtUB58bkuEhG+0anzqgDmld495No143umDk91cuqYcJ76PUyZ+KPUqlROBr72soRvcL6BugoSRw77Qga/95bp11UIWbV6DcnsevTqI+XKVzDsD9+wTvr06GZXSKkG/NXKgem/TDF8TfXieW/wJ2I11dtn3M9TJEuWLIbJMG8P6C8/Txh332O8/NrrpiHv6pAV0qZZQ9Og1F7Hjx6Vwe+9LVXLl5LVIcudPg6QWRBEeLhyhXxlaCfjDfVO+YW6QxfLjyH79Kz51MQnXZXf1x+Sp8eslmZfL9NBxq3bFj3o/zubtHOQsWTEhcvX9GDd9HXRcu3GTZurIH4JOyjBXyzRPTHuqFbc+WZUaiB/5obD0virpdJ0+FL5Yeke2X3ywn1LRamBGFV7vOWI5RJ10hhidAkqKblz2h6sunX7tizcekLajQqRukMXyfCFO/XPZOtnv7s+/JIdJ6X1NytMZ1o3rVhIz6hFxtCkYiGpV9a4TN9VarZ0lWJ5TYO1Nt+GyKjFu22GmSoIHLZgp3Qcvcq0X0VQaX/p18z4xjczUyuXVGBZ5aMFMnDGJl0e5+Ll+/fGUfeh0L1n5eWpG+SJ71fZvJ8PbFlRivsZ60pnRhnl2i7ml0v+ebOplC1ovJ+vPxgr3cav0T0sUqMea/NKhW0G2e2/C5HFO07aVe5JPTf/bTshr/6yUQI/+Efe/D1C9p9JcPCnAoC0Ub5CgHw5YpTp15YvWSy1KpeXcaO/u2/DZFUTffqvU+TJNi2kYVANHWTcum3dynPVXLXr8z1MZ9uqAbNpUyeZDq7fWQWhBnvrVA/UPTHuqF6zltOPR51rxq9TpUGtqvrn//6br2X3zh33LRWlZhnPnjldmtavrb8/pW7de4qPj0+qA6CqMW6rJg3kscoV5KvPhkjk5gibP/vdNeQX/7tAmjesK6ErQwxfb9aipdPNeuE6dV2oQW11LatVEipQsLf0mAoP1fUfXLu6fP3FZ6bfowKur0f9YMEj9zxeXl4yftIvhgF8ZfG/C6Vh7eqybPF/Np971dy6Q8tm8sOokaZf/3z4SCn1qLEkqhW6Pd9TN6lO2RRbhRFqtYa6l6dGhbuTpv0uefIaPx9s3xop9WpUlrfe6GdX2KvuTfv27pEJY0ZLqybBUr1iGflx7GhJSkpy4icDMh/3tbbHA9OrUVk5FJsoP686YDqwr1YZDJ2/XaqV8JPyBX3E3yenbmCpvhaXeFWXFFLlnB7EQNHczccMZZXUwM87s7bI8IW7pG4Zfz0rVD1e9ViPnbsk6w/EyNUUKwBUP4ThXWvqEiiuUoFC1MmdMmzhTvHOnlWqFM+rm5/m9c4uebyyyfWbt+Vi8jU5eDZRIo/E2yyPoRpXD3myqt3nPRybJKOX7tGbWuWimpaWLpBbn1dtN2/dloTk6/r7VHkRVcrKVsgzspvzHzaQPn3UoYqeCe9O2bI8LONeqCPtR600DLiqcG7kf7vl+yV7pEG5/FIqf27xy5VD4i9d1dfguv0xcsNGWumXK7uM7RGke1zASK2I+GPjEb2pKkqP+ufWoXLRfN7i65VN/17U96i/94NnEyTq1EX936lRK68GtTbWgc2sMtK1XSivl8wb2ESvANx3OsEQbnUZHyqz+zfSPSHMqMf6c+960nV8qEQcMq6+U/vUyg/1ulOjpN//ez68s2eRxCs3JOHKdYlNuKLD+dNuKGMIAGlJlfVQJX5+GveD6cD+Jx++K59+9J7UqPmYlA8IEP/8BcTL21sunj8vsbExuqSQO0oEOeqd9wfLnNmzDDOWExMSZFD/V+XLTz+Weg0a6kFA9XjjYmPk6JHDsi4sVJdeuVvBQoVk5PdjpWXj+i4/LhUoqO2LTwbrwKRKtRpSslQpyZvPTw/w3bh+XS5cOC8H9++XLRHhcumS+Qr7wkWKymdffm33eQ9FH5RRI4bpTa1yqVSlmpQpW1byqfPmyye3bt6UhIsXJTr6gB7UVqWszKgZ3N+N/dHpnx/upRoGq0BBbWrQvGKlKlK6TBkpVLiIeOfKpQd81TWvru/du3bKwf37dNBkiypPOnbiFNNVAJnVY0F15P2PP5VhQ40rF1QZoW6dntD3iAYNG+u/SzVgf+b0KdmyOUL2791j87jtOnS02YvHKk936aYf30s9nzOU11P38uvXr8mgdz9INZye+dd86fpUe0NooO6bv07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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "plot_tree(dtc)" + "plt.figure(figsize=(20, 10))\n", + "plot_tree(dtc, filled=True, feature_names=X.columns, class_names=[\"Non Smoker\", \"Smoker\"])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "76808385", + "metadata": {}, + "source": [ + "## Decision Tree limited leaves with cross validation for hyperparameter tuning (max depth)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "66d573ea", + "execution_count": 54, + "id": "2b54c8cf", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best parameters found: {'max_depth': 3}\n", + "Decision Tree Test Accuracy: 0.7186\n", + "Decision Tree Train Accuracy: 0.7250\n", + "Decision Tree Test F1-Score: 0.6080\n", + "Decision Tree Train F1-Score: 0.6154\n", + "Decision Tree Test Mean Squared Error: 0.2814\n", + "Decision Tree Train Mean Squared Error: 0.2750\n" + ] + } + ], "source": [ - "\n", - "# Input Variablen\n", "X = df_train.drop('smoking', axis=1)\n", - "# Output Variable\n", + "X_test = df_test.drop('smoking', axis=1)\n", "y = df_train['smoking']\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "y_test = df_test['smoking']\n", "\n", - "# Ermittlung aller ccp_alpha-Werte durch den Pruning-Pfad\n", - "path = dtc.cost_complexity_pruning_path(X_train, y_train)\n", - "ccp_alphas = path.ccp_alphas\n", + "# Training der Modelle mit K-Fold Cross-Validation\n", + "dtc = DecisionTreeClassifier(random_state=0)\n", "\n", - "# Verwendung von GridSearchCV zur Bestimmung des besten ccp_alpha-Werts\n", - "param_grid = {'ccp_alpha': ccp_alphas}\n", - "grid_search = GridSearchCV(DecisionTreeClassifier(random_state=42), param_grid, cv=5)\n", - "grid_search.fit(X_train, y_train)\n", + "grid_search = GridSearchCV(\n", + " dtc, \n", + " param_grid={\n", + " 'max_depth': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n", + " }, \n", + " cv=5,\n", + " scoring='accuracy'\n", + ")\n", "\n", - "# Das beste ccp_alpha ermitteln\n", - "best_ccp_alpha = grid_search.best_params_['ccp_alpha']\n", - "print(f\"Bestes ccp_alpha durch Cross-Validation: {best_ccp_alpha}\")\n", + "grid_search.fit(X, y)\n", "\n", - "# Modell mit dem besten ccp_alpha trainieren\n", - "best_dtc = DecisionTreeClassifier(random_state=42, ccp_alpha=best_ccp_alpha)\n", - "best_dtc.fit(X_train, y_train)\n", + "print(\"Best parameters found: \", grid_search.best_params_)\n", "\n", - "# Vorhersagen und Genauigkeit auf den Testdaten\n", - "y_pred = best_dtc.predict(X_test)\n", - "accuracy = accuracy_score(y_test, y_pred)\n", - "f1 = f1_score(y_test, y_pred)\n", - "print(f\"Genauigkeit des besten Modells auf dem Testdatensatz: {accuracy:.4f}\")\n", - "print(f\"Genauigkeit des besten Modells auf dem Testdatensatz (f1): {f1:.4f}\")\n", - "print(f\"Mean Squared Error des besten Modells auf dem Testdatensatz: {mean_squared_error(y_test, y_pred):.4f}\")\n", + "# Training der Modelle mit den besten Parametern\n", + "dtc = grid_search.best_estimator_\n", + "\n", + "y_pred_train = dtc.predict(X)\n", + "y_pred = dtc.predict(X_test)\n", + "\n", + "# Calc error values\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", + "\n", + "print(f\"Decision Tree Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"Decision Tree Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"Decision Tree Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"Decision Tree Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"Decision Tree Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"Decision Tree Train Mean Squared Error: {mse_train:.4f}\")\n", + "\n", + "model_errors.append(['Decision Tree cv for max depth', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "24ac9239", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ "# Entscheidungsbaum des besten Modells visualisieren\n", "plt.figure(figsize=(20, 10))\n", - "plot_tree(best_dtc, filled=True, feature_names=X.columns, class_names=[\"Non Smoker\", \"Smoker\"])\n", - "plt.show()\n", + "plot_tree(dtc, filled=True, feature_names=X.columns, class_names=[\"Non Smoker\", \"Smoker\"])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "f5efebe5", + "metadata": {}, + "source": [ + "## Decision Tree limited leaves with cross validation for hyperparameter tuning (ccp_alpha)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "66d573ea", + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mKeyboardInterrupt\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[59]\u001b[39m\u001b[32m, line 21\u001b[39m\n\u001b[32m 10\u001b[39m ccp_alphas = path.ccp_alphas\n\u001b[32m 12\u001b[39m grid_search = GridSearchCV(\n\u001b[32m 13\u001b[39m dtc, \n\u001b[32m 14\u001b[39m param_grid={\n\u001b[32m (...)\u001b[39m\u001b[32m 18\u001b[39m scoring=\u001b[33m'\u001b[39m\u001b[33maccuracy\u001b[39m\u001b[33m'\u001b[39m\n\u001b[32m 19\u001b[39m )\n\u001b[32m---> \u001b[39m\u001b[32m21\u001b[39m \u001b[43mgrid_search\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 23\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mBest parameters found: \u001b[39m\u001b[33m\"\u001b[39m, grid_search.best_params_)\n\u001b[32m 25\u001b[39m \u001b[38;5;66;03m# Training der Modelle mit den besten Parametern\u001b[39;00m\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\base.py:1389\u001b[39m, in \u001b[36m_fit_context..decorator..wrapper\u001b[39m\u001b[34m(estimator, *args, **kwargs)\u001b[39m\n\u001b[32m 1382\u001b[39m estimator._validate_params()\n\u001b[32m 1384\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[32m 1385\u001b[39m skip_parameter_validation=(\n\u001b[32m 1386\u001b[39m prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[32m 1387\u001b[39m )\n\u001b[32m 1388\u001b[39m ):\n\u001b[32m-> \u001b[39m\u001b[32m1389\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfit_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\model_selection\\_search.py:1024\u001b[39m, in \u001b[36mBaseSearchCV.fit\u001b[39m\u001b[34m(self, X, y, **params)\u001b[39m\n\u001b[32m 1018\u001b[39m results = \u001b[38;5;28mself\u001b[39m._format_results(\n\u001b[32m 1019\u001b[39m all_candidate_params, n_splits, all_out, all_more_results\n\u001b[32m 1020\u001b[39m )\n\u001b[32m 1022\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m results\n\u001b[32m-> \u001b[39m\u001b[32m1024\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_run_search\u001b[49m\u001b[43m(\u001b[49m\u001b[43mevaluate_candidates\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1026\u001b[39m \u001b[38;5;66;03m# multimetric is determined here because in the case of a callable\u001b[39;00m\n\u001b[32m 1027\u001b[39m \u001b[38;5;66;03m# self.scoring the return type is only known after calling\u001b[39;00m\n\u001b[32m 1028\u001b[39m first_test_score = all_out[\u001b[32m0\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mtest_scores\u001b[39m\u001b[33m\"\u001b[39m]\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\model_selection\\_search.py:1571\u001b[39m, in \u001b[36mGridSearchCV._run_search\u001b[39m\u001b[34m(self, evaluate_candidates)\u001b[39m\n\u001b[32m 1569\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m_run_search\u001b[39m(\u001b[38;5;28mself\u001b[39m, evaluate_candidates):\n\u001b[32m 1570\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Search all candidates in param_grid\"\"\"\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1571\u001b[39m \u001b[43mevaluate_candidates\u001b[49m\u001b[43m(\u001b[49m\u001b[43mParameterGrid\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mparam_grid\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\model_selection\\_search.py:970\u001b[39m, in \u001b[36mBaseSearchCV.fit..evaluate_candidates\u001b[39m\u001b[34m(candidate_params, cv, more_results)\u001b[39m\n\u001b[32m 962\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.verbose > \u001b[32m0\u001b[39m:\n\u001b[32m 963\u001b[39m \u001b[38;5;28mprint\u001b[39m(\n\u001b[32m 964\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mFitting \u001b[39m\u001b[38;5;132;01m{0}\u001b[39;00m\u001b[33m folds for each of \u001b[39m\u001b[38;5;132;01m{1}\u001b[39;00m\u001b[33m candidates,\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 965\u001b[39m \u001b[33m\"\u001b[39m\u001b[33m totalling \u001b[39m\u001b[38;5;132;01m{2}\u001b[39;00m\u001b[33m fits\u001b[39m\u001b[33m\"\u001b[39m.format(\n\u001b[32m 966\u001b[39m n_splits, n_candidates, n_candidates * n_splits\n\u001b[32m 967\u001b[39m )\n\u001b[32m 968\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m970\u001b[39m out = \u001b[43mparallel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 971\u001b[39m \u001b[43m \u001b[49m\u001b[43mdelayed\u001b[49m\u001b[43m(\u001b[49m\u001b[43m_fit_and_score\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 972\u001b[39m \u001b[43m \u001b[49m\u001b[43mclone\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbase_estimator\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 973\u001b[39m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 974\u001b[39m \u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 975\u001b[39m \u001b[43m \u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 976\u001b[39m \u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 977\u001b[39m \u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m=\u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 978\u001b[39m \u001b[43m \u001b[49m\u001b[43msplit_progress\u001b[49m\u001b[43m=\u001b[49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_splits\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 979\u001b[39m \u001b[43m \u001b[49m\u001b[43mcandidate_progress\u001b[49m\u001b[43m=\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_candidates\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 980\u001b[39m \u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mfit_and_score_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 981\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 982\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mproduct\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 983\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcandidate_params\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 984\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcv\u001b[49m\u001b[43m.\u001b[49m\u001b[43msplit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mrouted_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43msplitter\u001b[49m\u001b[43m.\u001b[49m\u001b[43msplit\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 985\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 986\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 988\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(out) < \u001b[32m1\u001b[39m:\n\u001b[32m 989\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 990\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mNo fits were performed. \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 991\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mWas the CV iterator empty? \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 992\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mWere there no candidates?\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 993\u001b[39m )\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\utils\\parallel.py:77\u001b[39m, in \u001b[36mParallel.__call__\u001b[39m\u001b[34m(self, iterable)\u001b[39m\n\u001b[32m 72\u001b[39m config = get_config()\n\u001b[32m 73\u001b[39m iterable_with_config = (\n\u001b[32m 74\u001b[39m (_with_config(delayed_func, config), args, kwargs)\n\u001b[32m 75\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m delayed_func, args, kwargs \u001b[38;5;129;01min\u001b[39;00m iterable\n\u001b[32m 76\u001b[39m )\n\u001b[32m---> \u001b[39m\u001b[32m77\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[34;43m__call__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43miterable_with_config\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\joblib\\parallel.py:1986\u001b[39m, in \u001b[36mParallel.__call__\u001b[39m\u001b[34m(self, iterable)\u001b[39m\n\u001b[32m 1984\u001b[39m output = \u001b[38;5;28mself\u001b[39m._get_sequential_output(iterable)\n\u001b[32m 1985\u001b[39m \u001b[38;5;28mnext\u001b[39m(output)\n\u001b[32m-> \u001b[39m\u001b[32m1986\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m output \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.return_generator \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43moutput\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1988\u001b[39m \u001b[38;5;66;03m# Let's create an ID that uniquely identifies the current call. If the\u001b[39;00m\n\u001b[32m 1989\u001b[39m \u001b[38;5;66;03m# call is interrupted early and that the same instance is immediately\u001b[39;00m\n\u001b[32m 1990\u001b[39m \u001b[38;5;66;03m# reused, this id will be used to prevent workers that were\u001b[39;00m\n\u001b[32m 1991\u001b[39m \u001b[38;5;66;03m# concurrently finalizing a task from the previous call to run the\u001b[39;00m\n\u001b[32m 1992\u001b[39m \u001b[38;5;66;03m# callback.\u001b[39;00m\n\u001b[32m 1993\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m._lock:\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\joblib\\parallel.py:1914\u001b[39m, in \u001b[36mParallel._get_sequential_output\u001b[39m\u001b[34m(self, iterable)\u001b[39m\n\u001b[32m 1912\u001b[39m \u001b[38;5;28mself\u001b[39m.n_dispatched_batches += \u001b[32m1\u001b[39m\n\u001b[32m 1913\u001b[39m \u001b[38;5;28mself\u001b[39m.n_dispatched_tasks += \u001b[32m1\u001b[39m\n\u001b[32m-> \u001b[39m\u001b[32m1914\u001b[39m res = \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1915\u001b[39m \u001b[38;5;28mself\u001b[39m.n_completed_tasks += \u001b[32m1\u001b[39m\n\u001b[32m 1916\u001b[39m \u001b[38;5;28mself\u001b[39m.print_progress()\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\utils\\parallel.py:139\u001b[39m, in \u001b[36m_FuncWrapper.__call__\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 137\u001b[39m config = {}\n\u001b[32m 138\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m config_context(**config):\n\u001b[32m--> \u001b[39m\u001b[32m139\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mfunction\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\model_selection\\_validation.py:866\u001b[39m, in \u001b[36m_fit_and_score\u001b[39m\u001b[34m(estimator, X, y, scorer, train, test, verbose, parameters, fit_params, score_params, return_train_score, return_parameters, return_n_test_samples, return_times, return_estimator, split_progress, candidate_progress, error_score)\u001b[39m\n\u001b[32m 864\u001b[39m estimator.fit(X_train, **fit_params)\n\u001b[32m 865\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m866\u001b[39m \u001b[43mestimator\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mfit_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 868\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[32m 869\u001b[39m \u001b[38;5;66;03m# Note fit time as time until error\u001b[39;00m\n\u001b[32m 870\u001b[39m fit_time = time.time() - start_time\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\base.py:1389\u001b[39m, in \u001b[36m_fit_context..decorator..wrapper\u001b[39m\u001b[34m(estimator, *args, **kwargs)\u001b[39m\n\u001b[32m 1382\u001b[39m estimator._validate_params()\n\u001b[32m 1384\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[32m 1385\u001b[39m skip_parameter_validation=(\n\u001b[32m 1386\u001b[39m prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[32m 1387\u001b[39m )\n\u001b[32m 1388\u001b[39m ):\n\u001b[32m-> \u001b[39m\u001b[32m1389\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfit_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\tree\\_classes.py:1024\u001b[39m, in \u001b[36mDecisionTreeClassifier.fit\u001b[39m\u001b[34m(self, X, y, sample_weight, check_input)\u001b[39m\n\u001b[32m 993\u001b[39m \u001b[38;5;129m@_fit_context\u001b[39m(prefer_skip_nested_validation=\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[32m 994\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mfit\u001b[39m(\u001b[38;5;28mself\u001b[39m, X, y, sample_weight=\u001b[38;5;28;01mNone\u001b[39;00m, check_input=\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[32m 995\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Build a decision tree classifier from the training set (X, y).\u001b[39;00m\n\u001b[32m 996\u001b[39m \n\u001b[32m 997\u001b[39m \u001b[33;03m Parameters\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 1021\u001b[39m \u001b[33;03m Fitted estimator.\u001b[39;00m\n\u001b[32m 1022\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1024\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43m_fit\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 1025\u001b[39m \u001b[43m 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462\u001b[39m builder = BestFirstTreeBuilder(\n\u001b[32m 463\u001b[39m splitter,\n\u001b[32m 464\u001b[39m min_samples_split,\n\u001b[32m (...)\u001b[39m\u001b[32m 469\u001b[39m \u001b[38;5;28mself\u001b[39m.min_impurity_decrease,\n\u001b[32m 470\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m472\u001b[39m \u001b[43mbuilder\u001b[49m\u001b[43m.\u001b[49m\u001b[43mbuild\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtree_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msample_weight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmissing_values_in_feature_mask\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 474\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.n_outputs_ == \u001b[32m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m is_classifier(\u001b[38;5;28mself\u001b[39m):\n\u001b[32m 475\u001b[39m \u001b[38;5;28mself\u001b[39m.n_classes_ = \u001b[38;5;28mself\u001b[39m.n_classes_[\u001b[32m0\u001b[39m]\n", + "\u001b[31mKeyboardInterrupt\u001b[39m: " + ] + } + ], + "source": [ + "X = df_train.drop('smoking', axis=1)\n", + "X_test = df_test.drop('smoking', axis=1)\n", + "y = df_train['smoking']\n", + "y_test = df_test['smoking']\n", + "\n", + "# Training der Modelle mit K-Fold Cross-Validation\n", + "dtc = DecisionTreeClassifier(random_state=0)\n", + "\n", + "path = dtc.cost_complexity_pruning_path(X, y)\n", + "ccp_alphas = path.ccp_alphas\n", + "\n", + "grid_search = GridSearchCV(\n", + " dtc, \n", + " param_grid={\n", + " 'ccp_alpha': ccp_alphas\n", + " }, \n", + " cv=5,\n", + " scoring='accuracy'\n", + ")\n", + "\n", + "grid_search.fit(X, y)\n", + "\n", + "print(\"Best parameters found: \", grid_search.best_params_)\n", + "\n", + "# Training der Modelle mit den besten Parametern\n", + "dtc = grid_search.best_estimator_\n", + "\n", + "y_pred_train = dtc.predict(X)\n", + "y_pred = dtc.predict(X_test)\n", + "\n", + "# Calc error values\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", + "\n", + "print(f\"Decision Tree Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"Decision Tree Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"Decision Tree Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"Decision Tree Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"Decision Tree Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"Decision Tree Train Mean Squared Error: {mse_train:.4f}\")\n", "\n", - "model_errors.append(['Decision Tree (best ccp_alpha)', 0, 0, accuracy, accuracy_score(y_train, best_dtc.predict(X_train)), f1, f1_score(y_train, best_dtc.predict(X_train))])" + "model_errors.append(['Decision Tree cv for ccp_alpha', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" ] }, { From eb57cfeba14ea1558920c6ffd076dc2c94edf52a Mon Sep 17 00:00:00 2001 From: Max Kerner Date: Wed, 25 Jun 2025 12:18:50 +0200 Subject: [PATCH 2/3] Model improves --- smoker-models.ipynb | 339 ++++++++++++++------------------------------ 1 file changed, 105 insertions(+), 234 deletions(-) diff --git a/smoker-models.ipynb b/smoker-models.ipynb index 54f69cb..bf10180 100644 --- a/smoker-models.ipynb +++ b/smoker-models.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "bb478d28", "metadata": {}, "outputs": [], @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "324e86b7", "metadata": {}, "outputs": [], @@ -60,23 +60,10 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "9810a28c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy (immer Non-Smoker): 0.6361\n", - "F1-Score (immer Non-Smoker): 0.0000\n", - "Mean Squared Error (immer Non-Smoker): 0.3639\n", - "Test Accuracy (immer Non-Smoker): 0.6243\n", - "Test F1-Score (immer Non-Smoker): 0.0000\n", - "Test Mean Squared Error (immer Non-Smoker): 0.3757\n" - ] - } - ], + "outputs": [], "source": [ "# Modell, das immer \"Non-Smoker\" (0) vorhersagt\n", "y = df_train['smoking']\n", @@ -143,6 +130,68 @@ "print(f\"Test Mean Squared Error: {mse}\")" ] }, + { + "cell_type": "markdown", + "id": "1d00ddb7", + "metadata": {}, + "source": [ + "## Decision Tree limited depth of 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "78711fd5", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Input Variablen\n", + "X = df_train.drop('smoking', axis=1)\n", + "X_test = df_test.drop('smoking', axis=1)\n", + "\n", + "# Output Variable\n", + "y = df_train['smoking']\n", + "y_test = df_test['smoking']\n", + "\n", + "dtc = DecisionTreeClassifier(random_state=0, max_depth=1).fit(X, y)\n", + "\n", + "# Modellanwendung\n", + "y_pred_train = dtc.predict(X)\n", + "y_pred = dtc.predict(X_test)\n", + "\n", + "# Calc error values\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", + "\n", + "print(f\"Decision Tree Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"Decision Tree Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"Decision Tree Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"Decision Tree Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"Decision Tree Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"Decision Tree Train Mean Squared Error: {mse_train:.4f}\")\n", + "\n", + "model_errors.append(['Decision Tree max depth of 1', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a200ebd1", + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(20, 10))\n", + "plot_tree(dtc, filled=True, feature_names=X.columns, class_names=[\"Non Smoker\", \"Smoker\"])\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "id": "6e92b579", @@ -153,25 +202,10 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "id": "48c88bb2", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Decision Tree Test Accuracy: 0.6719\n", - "Decision Tree Train Accuracy: 1.0000\n", - "Decision Tree Test F1-Score: 0.5620\n", - "Decision Tree Train F1-Score: 1.0000\n", - "Decision Tree Test Mean Squared Error: 0.3281\n", - "Decision Tree Train Mean Squared Error: 0.0000\n", - "Number of leafs in the tree: 4238\n", - "Depth of the tree: 32\n" - ] - } - ], + "outputs": [], "source": [ "X = df_train.drop('smoking', axis=1)\n", "X_test = df_test.drop('smoking', axis=1)\n", @@ -223,20 +257,7 @@ "execution_count": null, "id": "41ce9948", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Decision Tree Test Accuracy: 0.7157\n", - "Decision Tree Train Accuracy: 0.7206\n", - "Decision Tree Test F1-Score: 0.5915\n", - "Decision Tree Train F1-Score: 0.5966\n", - "Decision Tree Test Mean Squared Error: 0.2843\n", - "Decision Tree Train Mean Squared Error: 0.2794\n" - ] - } - ], + "outputs": [], "source": [ "X = df_train.drop('smoking', axis=1)\n", "X_test = df_test.drop('smoking', axis=1)\n", @@ -274,18 +295,7 @@ "execution_count": null, "id": "0328d7b7", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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oAAAAwBeLv4IBAAB82fnz51W5cmUVK1ZM0aNHl7OzswYNGqQIESL499AA/F+8ePE0c+ZMGxjevHlTmTJlUosWLXT37l3/HhoAAADwxSGIAAAA8CXPnj1T3759bRmmLVu2aPLkybY5tVkVASBgKlKkiF0N8euvv2rs2LFKliyZvX/16pV/Dw0AAAD4YgR6TUFUAACA/2zJkiVq2bKlzp49q1atWql79+62KTWAz8elS5fUoUMHTZkyRTly5NDQoUOVOXNm/x4WAAAA8NljRQQAAMB/cPr0aZUrV06lS5e2pV7MldUDBgwghAA+Q7Fjx3ZbyfTw4UNlzZpVTZo00e3bt/17aAAAAMBnjSACAADgIzx58kQ9e/ZUqlSptGfPHs2YMUOrVq2ynwP4vOXPn9/2dvnzzz/t6ghTrmnUqFF6+fKlfw8NAAAA+CxRmgkAAOADmF+dFixYYMsvmTIu7dq1U9euXRU6dGj/HhoAP3D16lV16tRJ48ePV5YsWWy5puzZs/v3sAAAAIDPCisiAAAAfOjEiRO2BFOFChWUPHlyHTx4UL/88gshBPAFixEjhsaNG6dNmzbpxYsXtndE/fr1dePGDf8eGgAAAPDZIIgAAAB4j0ePHtlVD2nSpNHhw4c1d+5cLV261JZrAfB1yJ07t3bt2qVhw4Zp9uzZ9t+/+ZhyTQAAAMD7UZoJAADAG+bXJDPh2KZNG12/fl0dO3a0t1ChQvn30AD4I7MaonPnzhozZowyZMhgyzWZoAIAAACAY6yIAAAAcODIkSMqVqyYqlSpYicaDx06pF69ehFCAFDUqFE1evRobd++XU5OTsqTJ4/q1q1r+0kAAAAA8IogAgAAwJ0HDx6oQ4cOSpcunU6fPq1FixbZ5tSJEyf276EBCGCyZcumbdu2adSoUVq8eLHtHTNo0CDbSwIAAADAW5RmAgAA+H8ZpmnTpqldu3a6c+eOunTpYj8OESKEfw8NwGfg1q1b6t69u0aMGKHUqVPbck358+fX1yBBggT2/uzZs/49FAAAAARQrIgAAOALFihQIB/fXCeSvkYHDx5UwYIFVaNGDWXPnt2WZerWrRshBAAfixw5soYPH24bWocJE0YFChSwP1MuX76sgMT8rH/X/wV79+717yECAADgC+Tk3wMAAAB+p0ePHl62mT4H4cOHV6tWrTxsjxAhgr429+7dU8+ePTVkyBBbemnZsmUqXry4fw8LwGcsU6ZM2rx5syZMmGDLvJlyTT/99JNatmypYMGCKSAIGjSoXfXlSIwYMT75eAAAAPDlozQTAABfGXPFa/z48b/qEhrm15+JEyfaScKHDx/aciqtW7cOMJOEAL4Md+/etYGwKdOULFkyG3oWKVLE31dE3Lx50/7s881jGl/z/ysAAAB4N0ozAQAArVu3zgYUZnXApk2b7ESZWTURMWJE+/i4cePs4+b+Xc/1bM+ePapSpYqiR4+u4MGD21UHnTt39tUJsA9lyo7kzZtXdevWtaVTjh49qo4dOxJCAPB1ZqXZX3/9ZX8WRo0aVUWLFrU/Ey9cuKCAbPfu3WratKntdREuXDiFDh3arvQwpad8eh2bCWG6du2qFClS2Oeb/1NMGFO/fn3bT8O9Z8+eacCAAUqfPr1ChQpl9zX/D61fv96PXiEAAAA+NYIIAADgxpQTKVSokC3b0ahRI1WoUOGjjzV37lzlyJHDljsqVqyYWrRoYa+a7d+/v51gcnFx0adkGlA3a9ZMmTNnth+vXr3aNqeOEyfOJx0HgK9PunTp7KT6pEmTbNhrJud/+eUXOwEfEP3zzz+aP3++DQYaN26sOnXq2FJ2Jpwwq8fex4QV5ud+v3797M9987wffvhBqVKlsj93r1y54rbv06dPbUBjVqiZwLphw4aqWrWq9u/fr8KFC2vOnDl+/GoBAADwKdAjAgAAuFm1apXGjx9vJ53+C1P2w6w4iB07tp10ixUrlttj5qpXM+E0ePBgtWvXTn7t1atXGjt2rDp16uR21W3z5s1t2AIAn4pZOVazZk2VLVvW9uoxfSPMKjPzs7BEiRKfdCwmCHa0is2Ex2Yspn+EWf0QOPDb69ZevHihMmXK2PJSJowwJf68c+DAAe3cudP2Ivrzzz89PPbo0SMPxzXvxcaNG21oYX5OuzJBTdasWW0oXrJkSYUMGdIXXjkAAAD8CysiAACAG7Na4L+GEIZp0vrgwQO7+sF9CGG0bdvWligxV8X6tV27dilnzpy2FIiZXDt27JjatGlDCAHA35hSR7///rv27dtnV2SZSXaz+uzMmTOfbAzPnz+3AYDnm1nBZsSLF89DWGA4OTnZ1Qom3F27dq2PzuMoPDBlmly3m2ONGDHCrpRwH0IY5v8JE1abYNusYAMAAMDnjRURAADATZYsWXzlONu3b3cr9XT48GEvj5sgwPRm8Cum/ri5oteUF0mTJo02bNhg+0IAQEBh+i+YCfaZM2fagNR1Mt6sGPPrq/9NGPCuXj1m9ZhZqTF9+nQb4Hre131pJUfMazE/e00YbfrymJUU+fLls6/ZrAxxZY5tekmY4MPRCo0TJ07Ye/P/hTkGAAAAPl8EEQAAwI1pKu0bbt++be/NRNan9PLlSxs+mAap5mPTJLZJkyb2Sl4ACGjMpLzph1CqVCn17dvX3kx5vEGDBtkSTu4n7T+lihUrasmSJbaXRY0aNezqBPNz9OzZs3Z87+ttYfY1qyZ69Oih2bNna+nSpXa7KdfXvn17tWzZ0sP/FaYfhLl5x5RzAgAAwOeN0kwAAMCNd5NeriU6TI1wz0wDU0elR4wjR47YpqXe3XzTtm3blC1bNhs8lCtXzl5pa3pBEEIACOjChAljeySY3gpJkyZV+fLl7QqAkydPfvKxmN4OJoQw5ewOHTqkkSNHqk+fPnbFgikj5VNRokTRsGHD7OoJ87pMr4hgwYLZvhGmb4/7/yuqVav2zv8rTKABAACAzxtBBAAAeK+IESPa+0uXLnl5bM+ePV62mUDANRzwa9evX9cPP/xge0EYW7ZssZNcvrW6AwA+leTJk9s+DXPmzNHBgwdtKaNu3brp8ePHn2wMp06dsvelS5f20ifClNv7mIDblGkyAYR5XcaCBQvsfcqUKRU2bFjbz8esYgMAAMCXiyACAAD4qIm1mUwyDaafPn3qoX63KX/k2ffff2+v8O3cubNdmeBoFYWjAONDmNUZQ4cOtRN38+bN099//60dO3a4BRIA8DkyP2u/+eYbu6LM9IsYMGCAnbA3k/i+vZLMEdOvwVHoYILlUaNG+egYpoTTuXPnvGy/du2avQ8RIoS9NyvWGjdubMMP8/+FozDC9Bz6lEEMAAAA/Aa1CgAAwHvFihVL1atX15QpU2woYUp2mJUIc+fOtR+bGuDuRYsWTZMnT7blNtKmTWvrn5tyI6bO95kzZ7Ru3TrVrVtXI0aM+KjxbNq0SU2bNrXlPho0aGDrqpsyIADwpQgVKpR+/vln+7PSrCaoVKmSihYtqiFDhtgA1q9kz55dWbJkscHz1atXlTVrVp0+fdquYjBl7zz/vHfENKg24zXHMiGKWaF2/vx5Gxqb8kymbJ6r3r172xURJnAx58ibN68iRYqkixcvavfu3TbMNuWdzPsBAACAzxcrIgAAgI+MHj1aLVq00K1bt2zdb9NY1Fwd26xZM4f7mwkrM4lkGp2ae7NyYsaMGfaKWNOo1EysfSgzGVW7dm07UWWuqDVXypr65YQQAL5USZIk0aJFi7Rw4UK7csCEu506ddLDhw/95HxBggSx5zMBiAkBzMozEyCPGzfO25/3npkgwzSlfvXqlR33H3/8YVdYmN4XpgdFrly53PY1P8tXrFhhzxMhQgRNnz5dgwcP1tatW22zbNMcm5/xAAAAn79Arz/F+l4AAID/4Pnz5/YqYNMsNXjw4Orfv78t/+S5fjkAfMlMaTyzcuCXX35R5MiR9fvvv6tq1aq2nBMAAAAQkPHXOwAACNDWrl2rjBkz2qtr69SpY6/QrVevHiEEgK+OWT3QvXt32z/ClEz69ttvVbhwYR06dMi/hwYAAAC8E3/BAwCAAMnUBzeTbIUKFVL48OFtDXFTusPUDgeAr1mCBAlsj56lS5fan5Xp06dXmzZtdP/+ff8eGgAAAOAQQQQAAAhQXFxc9Ntvv9na4KaptakPbppTm1URAIC3SpQooQMHDqhPnz62X45pYj1p0iRRfRcAAAABDUEEAAAIMFauXKl06dKpS5cuql+/vi3DZMoxUf8cABwzfXNM8+qjR48qb968ql27tvLly6d9+/b599AAAAAANwQRAADA350/f16VKlVSsWLFFD16dO3Zs0eDBg2yJZkAAO8XN25czZgxQ6tWrdKtW7eUKVMmtWjRQnfv3vXvoQEAAAAEEQAAwP88ffpUffv2tWWYtm7dqilTpthyTGnTpvXvoQHAZ8k0r967d69+/fVXjR07VsmSJbP3r1698u+hAQAA4CsW6DUFRAEAgD9YsmSJvVr33Llzat26tbp3766wYcP697AA4Itx+fJltW/f3oa8OXLk0NChQ5U5c2b/HhYAAAC+QqyIAAAAn9Tp06dVrlw5lS5dWgkSJND+/fttc2pCCADwXbFixdLkyZO1fv16PXr0SFmzZlWTJk1s6SYAAADgUyKIAAAAn8STJ0/Uo0cPpUqVypYNmTlzpm1OnTJlSv8eGgB80UzzamdnZ9t7x6yOMOWaRo0apZcvX/r30AAAAPCVoDQTAADwU+ZXjQULFqhVq1a6dOmS2rVrp65duyp06ND+PTQA+Opcu3ZNHTt21Pjx45UlSxZbril79uz+PSwAAAB84VgRAQAA/MyJEydsCaYKFSrYhtQHDx7UL7/8QggBAP4kevToGjdunDZv3mxXRJjeEfXr19eNGzf8e2gAAAD4ghFEAAAAX2dqkZtVD2nSpNGRI0c0b94825zalAMBAPi/XLlyaefOnRo2bJhmz55tfz6bjynXBAAAAL9AaSYAAOBrzK8VZkKrTZs2un79ujp16mRLgIQMGdK/hwYA8IZZDWHC49GjRyt9+vS2XFPu3Ln9e1gAAAD4grAiAgAA+Aqz8qFYsWKqUqWKMmTIoMOHD6tnz56EEAAQwEWNGtU2r962bZuCBg2qPHnyqG7durp69ap/Dw0AAABfCIIIAADwnzx48EAdOnRQunTpdObMGS1atMg2p06UKJF/Dw0A8AGyZctmw4h//vlHixcvVvLkyTVo0CA9f/7cv4cGAACAzxylmQAAwEcxv0JMmzZN7dq10507d2xZj7Zt2ypEiBD+PTQAwH90+/ZtdevWTSNGjFDq1Kltuab8+fP797AAAADwmWJFBAAA+GAHDx5UwYIFVaNGDeXIkcOWZTJBBCEEAHwZIkWKpOHDh2vXrl0KGzasChQoYH/mX7582b+HBgAAgM8QQQQAAPCxe/fuqXXr1rYHhKkdvnz5ctucOn78+P49NACAH8iUKZM2bdqksWPHavXq1bZc04ABA+Ti4uLfQwMAAMBnhNJMAADgvcyvCxMnTrS9IB4+fKju3bvbQCJYsGD+PTQAwCdy9+5d9ejRw5ZpSpYsmYYMGaIiRYr497AAAADwGWBFBAAAeKe9e/cqb968qlu3ri3NcfToUXXs2JEQAgC+MhEiRNBff/2lPXv2KGrUqCpatKiqVKmi8+fP+/fQAAAAEMARRAAAAIdMA+pmzZopc+bM9uM1a9bY5tRx4sTx76EBAPxRunTptH79ek2aNMmWbUqZMqV++eUXPXv2zL+HBgAAgACK0kwAAMCDV69e2VrgnTp1spNKvXr1soFE0KBB/XtoAIAA5v79++rdu7ddKZEgQQINHjxYJUuW9O9hAQAAIIBhRQQAAHCza9cu5cyZU/Xr11eJEiV07Ngx2wuCEAIA4Ei4cOE0cOBA7du3T/HixVOpUqVUoUIFnTlzxr+HBgAAgACEIAIAgK/Eu0pm3Lp1S40aNVK2bNn09OlTbdiwwTanjhkz5icdIwDg85QqVSqtWrVKM2bM0O7du+3nZkXdkydPvH0OpZwAAAC+HgQRAAB8BcaMGaNYsWJ52f7y5UuNGDFCyZIl0/Tp021JDTOBZJpTAwDwIQIFCmSbVx85ckStWrVS3759lTp1ai1YsECeKwKbBteRIkXSxo0b/W28AAAA+HQIIgAA+MJdunRJbdq0UcWKFT1s37Ztm10B0aRJE1tG4/jx47YXhJOTk7+NFQDw+QsTJoz69eungwcP2qC7fPnyKlOmjE6ePOm2T5w4cZQ+fXo1aNDArsQDAADAl40gAgCAL5i5ArVp06YKFSqUfvvtN7vt+vXr+uGHH2wvCGPr1q12xUS0aNH8ebQAgC+JCSGWLl2quXPn6tChQ3Z1RLdu3fT48WMFDhxYo0eP1unTp+3KCQAAAHzZCCIAAPiCzZkzR/Pnz9fQoUMVNmxYDRkyxE4MzZs3T3///bd27NihHDly+PcwAQBfcLkms+ru8OHD6tixo21snTJlSs2ePdved+3aVf3799eBAwf8e6gAAADwQ4Feey7WCQAAvgh37tyxzUJN0NC6dWs1b97cTvSYMhjm6tMoUaL49xABAF+ZU6dO2f4RixYtUtGiRfX777/r22+/teWctmzZoiBBgvj3EAEAAOAHWBEBAMAXqkOHDnr06JEtf5E/f36FCBHCroAYOXIkIQQAwF8kTpxYCxcutDcTSmTOnFkZM2bUzp077eo9AAAAfJlYEQEAwBdo1apV9krT4MGDK3To0LZZtQkjzCqJW7du2Vv06NFVq1Yt/x4qAOAr8Pz5cxuEv3jxQpEjR7Y3swrClBAcMWKEnJyc7GNHjhxRwoQJ/Xu4AAAA8GUEEQAAfIHChQunBw8eePu4mfzJlSuXli9f/knHBQD4Ot2/f1+5c+e2qyCePHni7X6mb4TpJwEAAIAvi5N/DwAAAPg+0wfCXFmaNm1atytPzS1SpEj2PliwYP49RADAVxaQuzakNkGE6+o89zdTnsn8vwUAAIAvDysiAAAAAAAAAACAn2FFBAAfO3/+vG7evOnfwwDgz0yj63jx4vn3MAAAXwh+xwQ+LX6XAwD4B4IIAD7+AzFlihR6/I6avgC+DqFChtSRo0f5AxYA4Du/Y6ZMqcePH/v3UICvRqhQoWxjeH6XAwB8SgQRAHzEXKVmQohhdbMrWYxw/j0cAP7k+NX7ajp+u/2ZwB+vAABf+R3z8WON/HeCkqVI6d/DAb54x48eUaMf6vC7HADgkyOIAPBBTAiRLm5E/x4GAAAAviAmhEifMZN/DwMAAAB+JLBfHRgAAAAAAAAAAIAgAgAAAAAAAAAA+BmCCAAAAAAAAAAA4GcIIgAAAAAAAAAAgJ8hiAAQYGw+fl3Rm83QgMUH9bX7ZtBa+178F1l+WmRvPmXed3NO83UAAAAAAAAAfIuTrx0JAIDP0I0HTzV5y2ntP39H+y/c0YXbjxUqmJPO/FHR4f7nbz1S1h6LvT3e6Ho5VTZj3Pee9/bDZ1q096JWHryio1fu6eq9JwoT3EkZ4kdSwwLJVDBVDIcB1ZaTNxwer0jqmJrcJO97zwsAAPzent27NG7MKG3dtFFXr1yWi4uLIkeOotTp0ql4yTKqUr2mwoUL57b/pg3rVK54YXXo+pM6deuhr82jR4+0eMFcLV20UAf379OlixcULHhwpUmbXt/Xb6hK1ap7+z7/+Vs/7du7RzeuX1P0GDGVMXMWtWrXUekyZPTRuadMHKdmDet5+/iJC9cUOUqUj35tAADgDYIIAID1Q/6kqpA5nmJHCqWvyfEr99Vv4UEFDhRIiaKFUYigQXz0vNSxI6hkulhetieL8XZS4V0W7rmgDtOdFSN8SOVNHs3eX7n7RIv3XtSaw1f1U4V0alokhcPntiuZysu2RNHC+ui8AADA77x8+VLdOrbTyGGD5eTkpNx586tI8ZIKGTKkrl+/pm2bN6l9q2b6pfdPdoI7cGCKFBhbN29U4x/qKlLkyMpXoJDKVqioGzeua9H8uWrwXS1t37pFvw0a4uE5C+fN0fc1qylEiBB2/xgxY+n0qZP2OeY2be5CFSpSzMdjKFWmnNKkz+Ble8hQX9fvxgAA+BWCCACAFTlMcHsLCG49fKb7T1yUMKrfT64njRFO81oVVNo4ERQmRFBbzurWQ5f3Pi9NnAhqXzrNR5/XBAcTGuVR0dQxFThwILftrUukVMmBq204UilLfMWIENLLc//LeQEAgN/p3b2LDSEyZsqiMZOmKkHCRF72MaskunZsq1evXgX4IGLfHmelTJ1GwYIF89PzRI8eQyP+Ha8Klap6OFf3Xn1VNF9OjR45XNVq1lbmrNncHuvb6ycFChRIy9dtVuq06dy2L1u8UDUqV9CgAb9+WBBRrrxq1P7OF18VAABwjyACQIC099xt9V1wQLvP3rJXqudJFk29K2VQvMihvex74MId/bXiiLaevKH7T54rZoSQKpcxrp3QDR08qNt+pvdBxcHr7NXk+VJEtxO9+87fUZgQTqqaPYG6lE2jIIEDa+rWMxqx5rjO3nyoaOFCqFXxlKqZy+sfkeduPtTAJYe07ug13XnkoujhQqhY2lhqWzKVooQN4WX/MetP6N8NJ3Xh1iNFDx9S1XMmVMXM8ZS91xJVy55Ag2u//cPqXWWE/lh6WCsOXNa1+08VMXQwFUgRXe1KpVb8KGEcPufOo2fqNW+/fc6jZy+UKnZ4tSuZWoVTx/TSI2Lg0sOa06KAcieL5uU9K5omlo+/Jh/D5cVLW6Zoxo6zWn3oqrpXSKdGBf0+iDBfY3P71PImj+5we5Lo4VQ+U1xN3HxaO8/c9FGZJwAA4P9OHD+mYX/9oajRomnG/MXelvPJmSevVqzfYldMGP379NJvfXvbj82968fG3qOnFC9+AjVt8L2mTpqg3YeOa87M6Zo8fqwuX7qouPHi6/sGjdWkeUs7Ke8brly+rJnTpmja5Ak6eviQzly55edBRNr0GezNs2jRo+u7+g31809dtWXTRg9BxLkzpxUzVmwPIYRhVqCYgOfmTcflLAEAgP8giAAQ4Ow9f0fDVh2zk+F1cifSgYt3tXT/JR25fE/ruxb3UDpnyb6LajR2m4IGCayS6WLbCWVT53/IyqPafOK65rcqqGBOHkvtOJ+7bY9vJuLr5Elky+AMXXlUev3argj4a8VRlUgbS7mSRtW83efVZsouO8lvJt5dHb96X+X/XKM7j13seRNHC2tDDRM0rDp0RUvaFVZUd2FE3wX7NXjFUcWKEFJ18ybWy1ev9e/6k9p95paP3xcTQpgr5U2QkT9FdH2TJZ5OXX+gmTvP2XMuaF3IXt3vnsuLV6oyZL1cXr5S9RwJ7Hjn7b6gWiM26Z8fcqpMxji+/jX5UM5nb2nG9rN2XGZ8wZ0Cq0S6WMrr7v0OiEwZJRMuPXj6XDHDh7LllWJF9J2l++b72TDBmCOzdp7TxduPFNr0lIgXSVkTUbcYAAD/Nm3SBLvKoW69hu/tKeAaQhh58uXXhXN1bNBgSjnlzpff7bHw4SN4eF7ndq3kvGunKlSsoqDBgtkSRN06ttX5c2fV//dBHz32J0+eaLEpZzRlotatXmVfR6zYcdSybQeFCu07F518LCenoF7eMyNFqtS2n8ShA/s9hBGrli+148+Xv+AHnWf/nj26dfOWXr96pYSJE6tA4aIKG5bSlwAA+BaCCAABjplUH/l9DtuvwFWzCds1c8c5Ld13yU7Au5bvaT5xh62tv7B1IQ8lbIatOqre8/Zr9LoT+tFTnX0TPJimvqa5r9Gh9Avl6LVEY9afVITQwbSqU1HFjfTmD65vcyRQsd9W6e/VxzwEER2n7dbtRy4aUjubXU3h6tdFB/XHssPqM2+//vr/CocTV+9r6Mpjih8ltFZ2KKrwod5cUdaqeCoV6b/Cx+/Lz/P22xCiQ+nUalsytdv2KVtPq/XkXeowfbfmtvT4B5dZNWHCielN88np/5PbjQomU9FfV9r9i6SJ6aMQwadfE5+6dOexZu04Z1c/nLz2QOYCvmyJoqhKtvh2NYvre+SeWZ2x5cR1H58jV9Jobis7/MKGY9fszZVT4ECqXyCpelRI76HU0od68OS5Fu65aL8uORI7nsRoOn67h89Ng+tR3+fwdlUMAADwezu3b7P3efMX+KDn5cn3Zn8bROTL/85m1Xudd2vD9j2KEfPN77GduvdUsfy5NGr4EFWrUcs2avap169f294M5rwL5s7Wg/v3FSZsWHucqjVqKW/+gg5LR/095C/du3fXx+dp0qylwkfwGKh8SM+N6VMm2tUe+QsV9vDYz/0HqEal8ipRMI/KlP/Gro4wPSKWLlqg0mXLq0vPnz/oXKP+Hurh83Dhw+u3PweravVaHzV2AADgEUEEgAAnZ5KoHia8jeo5EtpJ773nb7tNes/cflYPn77QHzWyeqmj36RQcnsFv7nK3nMQYQIF1xDCMFeVm8+nbD2jFrkTuYUQRvp4kZQgShgdvXzPbduF24+05eQN26zYfQhhtCiWQuM3ndI85wsaUD2zXY1hVlW8ev1aPxZO7mGC3azeaFAwqfrMP/De9+TZ85ea73xBUcIG99LA2Lw3I9ec0JYTN+xV8nHcjd/oVCaNWwhhJI8ZXlWyJdCkLae15vAVlUofx9e+Ju9iykKZRswmfNh8/IZ9T8xKko6lU6tS1vjvnUQ3IYQpHeVT7SQ/CSJCBgtiS1WZ982ES0+fv9Tus7fVZ/5+W9IrmFNgdS3nsUTAh2g/bbdd/WLel0ieenaUSB9bzYulsP0pTD+LM9cf6u81x+zXoerQDVrXpZhCBuO/dgAA/MO1a1ftvWma7NmqFcu0a4fHCwnMZLmjckTv0vDH5m4hhGGu2G/bobMafl9b06dM8lEQceb0KU2bPFHTJ0+0KymCBAmiAoWLqFr1WipVroJCvac584ihf+nC+XM+HnON2nU/Ooj4pddPOnzwgGrW/V6pUqfxEuAsWrlO39Woal+7q6TJkqt67boKF87jSmHvmD4eA/8aqoJFitmv3c3r17Vi2RL17dVdTep9p0iRo6hIsRIfNX4AAPAWsxUAApx0cSN62RYr4pug4d6T527bdp+7be93nL6p41feBgXuy9ucuPbAy3YTIHgWPfybMkqpHDxmAgNTPsjVoYtvrgDLkcTr1epmEjhj/Eh2BYG50t8c79ClN2PLkjCyl/2zJvRZSZ2T1x/YCe98yaN7WcFgrhAzZaSOXrlnz+U+iDDvQeYEXs+bPXEUG0SY1+KTIMKnX5N36TLDWdO2n7UT9XXzJFKV7Akcjs07pkFzQGjSbEpuuR+HCQSKp42ljPEjKn/f5Rq55riaF02hcCE/vJayCTPm7j5vg7GWxVN6edysZnEvdZwIGlonuy31NWfXeRtI1MmT+CNfGQAA8CurVyy3Tazdixc//gcHETlz5fGyLcf/t5kSRT6ROXUytwn4n/sPVOVq1RU9Rgwfj2HfsdP6FMb+M0J/Duiv9Bkzqd9Ar2WnVixdrPp1a6pMuQq2J0fsOHF16sRx9f6pi2pVrajf/hyi+o1/fO95cuXJZ2+u4saPr3qNmtjyTJXLltRvfX8miAAAwBc4Lj4NAP4obAivGalrrfxXr167bbv7yMXem/JL5kp5z7er957oscsLnx3//839woZ429zafcmdF+7Oa1ZhGO57QLjn2vjYdb+Hz95M1Jv+E56ZFQ4+8fDpm2NEDed4/6j/P6fpV+CeaWbtqEyQ69jve9r/v35N3iVRtLA2GDF9K0yD7zWHrujMDa9B0ecqWriQtu/IsxevbL+QD9V/0QHb28T0/xhTP5e3/SEcqZEzoVsoBwAA/Ee0aNHt/dUrl7081m/gn7r95KW99frlt48+R5RoXld7Ro3+5rz373u9MMeRlP9fWWBWNaxeuUzr1qzUw4cPFZBMGDta7Vo2U5p06TVn0XKFCeNx5eztW7fsKpCkSZNr2D9jlSRpMoUMGdLuP37qLFum6eceXfXs2bOPHkOhIsVsuOG8a4devPD6NwUAAPgwrIgA8NlynRzf1K2ElybNfinM/89ryuc44rrddb8wwYO69bSIGcHjUvebD3z2x5G56t4e+77j/W/cf+owSLnzyMUGBZ7DCNcxhnMQvPgVc4V/rdyJNHfXeduc2jUwMqsiKmeNp/KZ4zkMawJqjwhHIoV+M/4nLi8/OIT4c9kRWzZsfMPcH9z827WE04eeFwAA+J5sOXJq88b12rRhve2v4BdM2SBTesi9G9fe9KwKFy68j46xedc+7dvjbHtDzJk5zTanDhXqR5UqW15Vqte0E/CmXJN3/LpHxPh//1GbZk1sYDJ38QpFjBTJyz47tm3R/Xv3lDNPXrs62D0TSGTOms028j539oySJfdY1vRDmKbjly5e0NOnT72EIQAA4MMQRAD4bGVMEEmL913S7rO3PmkQYerzG9tPeb363JRP2nPutp1IThI9rN2WOnZ4Ld1/SbvP3FKaOB5LHO0687bk07skiRbWHtMc2/SLCO5ponrbqRtu53Lv+ctX9v3JmshjCSjXsZvSPp+SCRpMQ2dzO3blng0kZu86r84z9+inOftUMGUMVc4W35Y68jwZH1B6RLyL6ZdhxI3ssU+HT0KIXEmiamLjPB/V48F8X9jzRnp3TWcAAOB3vq1VR3/9/pvGjxmlxk1bOJxA906QwEHcmjO/y9Ytm+zku3vbtmyy96nT+rxHlSl3ZG59fh2olcuW2J4RC+fN0azpUxUtenR9U7mabVqdIVPmT9ojwjWESJ4yleYtWWmDAEdcVzrcvuV4Neitm2+2Bw/us9XHjjx48EAnjh1VpMiRCSEAAPAFlGYC8Nn6NkdC22i674IDOnntvpfH7z9x0YELH14i531MDwYzaXzw4l3N3unxj7ChK4/aVQ4VMsW1jaoNc6V/4ECBNHz1cTsmVzcfPNU/60746JwmeCifKa5dyWCaE7s3fdtZHb50z/aJ8Nyo2ui/6KBevHzl9rkJAGbuOGtDgUKp3jY7/NRM0+zuFdLLuXcZTW+aT+UyxdHG49fU8N+tStN5gZbsu+Rhf9OX4drQqj6++VU/CdNXw1E5qlFrj9uAJ0XM8EoZy2MgdOLqfXvz7NdFB20IkcP07GiSV6HeEUJcvvPYrqrxzHzv91940O17DQAA+A+zUuHHFq11/do1Va1QxjaCdsRRCaUI/w8tLl+88M5zjBo+RFevXPEwWf77b/3sxyY4+FBOTk4qWaacxk+dqSNnLtmmzXHjJbD9LArlzqbsGVLr8ePHXnpEuJaZ8sktXvwEPi7HZEKIpMlT2BAiStSo3u6bOWt2u2pjwdzZOnL4kIfH1qxaYcOZuPHiK36CN+UrXcOJ48eOuoUUrvbv3ePl+GYFROumjfTkyRNVrFzNR+MHAADvxooIAJ8t0+dgeN3sajR2mwr8skKFU8dQoqhhbV+I87ceacuJG6qaLb4GVM/i6+f+9dvMKvfHGjWbsMNOmCeKFkb7z9+xvQ/iRQ6tbhXeXpGWLEY4/Vg4mYauOmbHWSZDHL18/VoLnC/YJtCml4WnFeUOda+QTltO3lC/hQe17eRNpY0bQaeuPdCS/ZcUKXQw/VbN6xVr0cOF0L3HLirUf4WKpo6pu4+f22bIz1++1q/VMn1wCSC/YMpGFUgZw95ML4yFey7alRKX7jz6ZGNoMXGH28e3HrrI5cVLD9t6fJPerWzUb0sOau+5O8qaKLJiRwxle16Y1S77LtxRhFDBNKRONi/Hz9Nnmb03AYmradvO6I9lh20PEtPgfPiqo16eVzJ9bLdVNHvP31HjsVuVPXFUJYgSWuFCBtXpGw9tY3QzhrYlU9njAAAA/9OjTz+5uLjYwCBLmuTKk7+AUqZKoxAhQujGjevas3uXbSptrvRPmuxtySBTPihmzFiaM3O6ggUPrlix49iSQw2bNFO48G8vcDArFPJlz6hvKlWVU9CgtvyQWZ3Q8Mfmypj5v/3OGyFiRP3QsIm9nTxxXNMmTdCMqZP13MVFCuW3qy43rFuj1k0b6/Xr18qVJ6/+/WeEl33y5MuvPPkK2I/jxI2rZq3a2hUohXNnU+lyFdyaVS9dvFCBAwe2fTnc+2fEMP3Wt7c6dP1Jnbr1cNtevmQR+36nTZfe9pa4efOG1q9ZrYsXztueE117/uynrx0AgK8FQQSAz1qJdLG1okMRDVt1TBuPXdPqQ1dt7wgzQWzK/3yb3WdXYH0oEy4s61BEA5cc0roj17T8wGXbpPqHfEnUpmQqL42su5VPpxgRQmrshlMau/GkoocPqe/zJlb+lDHsRLJrD4h3Mcdc2q6w/lh62J5v0/HrduK7ctb4al8qteJH8bpkPJhTYM1snl+95u3X1G1n7UR/qtgR7P6msXJAY96H6jkT2tvLV29Xcfi16dvPvnNbu1Kp3YKIchnj6sXL19pz9rZWHbyiV69f25Uo9fInUbMiKRQros/+UL9w603QYhqh/73muMN9TIkn1yAiRcxw+iZzPO05f1v7zt/Wo2cvFCF0MBVIEcN+3xVMFeOjXjsAAPA95ir9/r8PsqsTxo4eqa2bNmrH1i222XGkSJGVKm1a1f2hgapWr+khYDDPGz9tlnp166zZM6bp4YMHdrvn/foNHGTDiknj/tWVy5cUJ248/dx/oH5s0cpXX4dp/tytV59PNglvJv1NCGGMGz3Km71+cgsiXEOf1GnSavy/o7Vi2RI9fvTIllEqWbqsmrdpb3t2+ESDJs20ecN6rVuzSndu37blnJIkS64fGjRWo2YtbM8JAADw3wV67fq/PQC8g7OzszJnzqyVHYvaq/jhOyZvOa02U3apf9VM+j5fEv8eDvBe+y/cUdFfV2r37t3KlCmTfw8HAPCF/I65dstO27MAjjVt8L1tLr336CkflzoCHDGNygvmysrvcgCAT44eEQDwCZh+EJ6v8L9274kGLT9i+0cUTRPwVicAAAAAAAAAvoHSTADwCZieB6YxdZ5k0RQtfEhduftYKw9e0f0nz9WqeEqHTaYBAAAAAACALwFBBAB8AtkSR7WNpk0z67uPXRQ0SGCljBVedfMkVlU/6mMBAAAAAAAABAQEEQDwCWRJGFmTGuf172EAAADgMzTsn7H2BgAA8LmiRwQAAAAAAAAAAPAzBBEAAAAAAAAAAMDPEEQAgD+J3myGvhm09j8dY9q2M/Y45h4AAACfp0ghg6hssUL/6RhTJo6zxzH3AAAAAQ09IgAAvuLBk+casOSQFu+9qOsPnipa2BAqnSGO2pdKrbAhg/roGAcv3tGivRe1/ug1nbv5SA+ePleM8CFVKFUMtSqeUjEjhPKw/+nrD7RgzwWtPXxVZ2481O1HLooaNrhyJ4umlsVSKmmMcO89Z6fpuzV24yn78eH+5RU5TPCPfAcAAABg3L9/X7/26aWF8+bo+rWrihY9hspWqKiO3XooXLj3/37myPPnz1U4T3Yd3L9PKVKl1pbd+73s8+rVK40Z+bcmTxirE8eOKoiTk9Kmy6BmrdqoZJlyDo+7a8d2/Tmgn7Zv3aKHDx4oTtx4qlj1W7Vu30khQ4b8qLECAACvCCIAwJ9s6lZCIYMF+U/HKJU+tjIniKzo4UPIPz169kIV/lqrgxfvKn+K6KqQJZ4OX7qrkWuPa/OJ61rQupBCB3//fzntp+2W89nbyhg/kipkjqvgTkHkfPaWxm08pYV7Lmp+q4IewoX+iw5qvvMFpYgZXiXSxVbYEE46cvmeZu44p0V7Lmpq03zKmSSqt+fbdPy6xm06pVDBnPTY5YWvvR8AAAAfYtveQwoV0uMFFx+qTLlvlCVbDsWIEVP+6dGjRypbrKAO7NurAoWLqFLVb3XwwD79PWSQNm1YpyWrNyh06NAffNzff/1FZ06d9Pbx169f6/ua1Wz4kTBRYtWq+4OeuTzT0kULVLPKN/r1j8Fq0KSph+eYfevVrq4gQYLYoMQEJiaQGNivjzauW6t5S1cqeHAuUgEAwDcQRACAP/HJ1frvEy5kMHvzb8NWHbUhRLMiydW9Qnq37b8tPqjflx62j3conea9x6mUJb6G182uhFHDetg+ZOUR9Zl/QD3n7tPkJnndtpuVEs2LplDauBE97D9313k1HrdNHaft1oZuJbwNT1pP3qmS6WLr7iMXbTl54yNeOQAAwH+XLHmK/3yMcOHD25t/G/zHABtCtGjTXj379nfb3u/nnhrwy8/28c7de37QMc0qiD9/66fe/Qaoc7tWDvdZMHe2DRay58ytOYuXu61m6Nazj11J8VPn9ipeqrTixU9gtz958kRtW/yoQIECaemajcqQKbNboNGxdQuNHjlcfw8epFbtO/6HdwMAALiiRwQA+JJHz56r++w9StdlgeK3nq0i/VdogfMFb/s4OOoRYT4325+/fKUBiw8qS4/FittqlnL2WqKxG04GyB4R5o+1yVvO2BUPbUqm9vBYi2IpFSFUME3Zesbu9z71CyT1EkIYPxZOrpBBg2jLCY9hwbc5EnoJIYxvssRT4mhhdezqfd16+MzhufrM3697j13Uv2omH7xKAAAAn3v48KG6tG+jVAnjKFbE0CqQM4vmzZ7pbR8HRz0izOdmuylJ1L9PL2VIkdiWrMyaNoUtPxQQe0SY3/cmjR2jMGHCqH2X7h4eM6WOIkSMqEnj/vXR74WuXrx4oWaN6ilj5qxeVjS4Z1Y+GG06eCypFCVqVDVp3krPnj3T5Alv35sd27bo5o0bKlW2vFsIYZhgomvPn+3HY0eP/KCxAgAA7xFEAIAvePnqlWoM36hRa08oZoSQalAgqVLGCq9mE7bbkkIfqvHYbZq67awKpIiuGjkT6u5jF3Wa4ayJm9/0MghITl9/qKv3nihboiheyi+FCBpEuZNG1ZW7T2wPh48VSIHkFCSwnIIE8vFzXPd1Cuz1OVtOXNfYjSfVs2J6RQ9P7V8AAOB7Xr58qWoVymjE0L8UM1ZsNW7WUqlSp1GTenXtVfsfqn6dGpo8fqwKFimqWt/9oDt3bqt9q2Ya/+8/CmhOnTyhK1cuK1vOXF7KL4UIEUJ58hXQlcuXdPodJZY8++O3fjp25LD++nuUAgf2fgrj2rWr9j5egoReHouf4M0qCFNuydX1q2/2j+9g//ARItjQ5ML5czp75rSPxwoAALxHaSYA8AXmiv9tp26qTIY4Gl0vp72SyqieM6G++WvdBx/v8t3HWt+luFuTZxNs5O+7XCPWHFft3Ik/epxm5cSFW498vH+1HAkVL/K7a/ievvHA3ieMGsbh4wmjvVnhcPrGQyX6/8cfauHei7ZxdbmMcXy0v+krcezKfWWIH0nhQ3ksXWV6QbSevEt5k5mQJ9FHjQcAAMA7k8b/q62bN9qeA+OmzHD7vbBm3e+9rHrwicuXLmnz7v1uTZ4bNW2h3JnTafhff6ruDw0+epxm5cT5c+d8vH+N2nXdyhp55/TJE/Y+ceKkDh9PnCSp236uH7/L4YMH9Hv/vnZ1RfIUKd+5b+TIUez9+bNnvOx77uxZe3/q5HG3bZGivNn/3FmvK4vv37unu3fu2I9Pnjhue04AAID/hiACAHzBnJ3n7X3HMmnc/tg0ciWNZvsYrDn85oorn+paLp1bCGEkiR7OrjgwfQwePn2uMCHePvYhpm87+0G9EMz43xdE3H/y3N6Hczde98L9f6yu+32oS3ceq+vMPbY0k3l/3+f+Exe1mLhDgQMF0k/l0zksyXT9/lPNaJbvo8YDAADwLrOmTbX3XXr09vB7Ye68+VW4WHGtXrH8g47308993UIII2my5LYPwuaN6/XgwQOFDftxF3pMnTjBHsOn8uTL/94gwkzgG971qnDd7rrf+0oyNW34g5KlSKmWbTu8d/8ixUtozszpGjTwN+UtUMiuwDBu37plV6cY9+7eddvfvIdhw4XTkoXztX/vHqXLkNHtsV9693j7mtw9BwAAfDyCCADwBYcu3bUT8ckcNKDOmjDyBwcR6R30PYgZ8U0JoXtPPj6ImNuqoD4ntx8+syWvbj58qqF1sttA5l2euLzQd/9s0YlrD9SlbFrlThbNw+PbTt7QvxtOqlfFDIofxfEKDgAAgP/i4IF9dsLd0RX82XLk+uAgIn3Gt/0LXMWKHdttYv1jg4iFK9YoIBs08FfbpHrlhq0KGvT9v/tWrlbDhisb169VnizpVaRYCT1zeWZ7R0SNFt3u4760k+lj0efXgWrZpKFKFMxjV7BEix5DO7Zt1b49u5U0eQqdOHZUgd5RDgoAAPgc/6MCgC94+OyFIocJ7vCxKGHfXI31IdyvhnDl9P8/gl6+ClgN81xXQni34uH+03evmHhXCFF5yHodu3pPv1fPospZ479z/6fPX6ruqM3afPy62pRIpZbFPf7x/+LlK7WavFOZ4kdWg/zvLwUAAADwMR4+eKAoUaI6fCxqVMfb38X9aghXTk5vril89eqlApL3rXh434oJV6Yc0sB+ffRji9YeGkm/i3lPZsxfrI7detjAYdyYUVq8YJ5KlilnS2QZUaJ6vEil9nf1NH3eImXJlsMGFv+O+tuGHvOWrFSixG/KMUWN5vE5AADg47AiAgB8QZjgTrr18JnDx24+eKqAwi96RCSK+uYqPO+aUZ+5/qaHRCJveki8K4Q4fPmufq2aSTVzJXrvSggTQqw/ek3Ni6ZwWMLp0bMXdozmFrPFTIfHSdVpvr3f2av0e183AACAI2HChtXNm45LYd644fMSmX7NL3pEJPp/34dTp970inDUzNr9ft4xzaldXFw05M+B9ubZ0cOHFClkEMWNF1/7jr1tJh08eHB17PqTvbm3acObnm2OQo2ixUvam2eN69W1gUb6DJneOVYAAOAzBBEA4AtSx45gey+cuHpfST2VZ9p15pYCCr/oEZEoWhjFCB9SO07ftJP9oYM7eVilsOXEDfu4d82svQshTLmrflUyqm7eJD4OIZoWSa5uDvpCGMGcAqtGzoQOH1t16IrtG2FWXZj9TLAEAADwMdKkTW97Lxw/dlTJkqfw8NjO7VsVUPhFjwjTgDpmzFjasXWLHj16pNCh3/4e+fTpU3s+83iixO/+/c6cp9Z3Pzh8bNK4fxUhYkSVKf+NW4Pq95k5bYq9r1ilmo/237Zls86fO6uiJUq+d/UGAADwGWZaAMAXfJMlnp3g/23xQY36IadbY8Ltp25ozZEP6w/hl/yiR4R5rTVzJdTvSw/rj6WH1L1CerfHBq84ojuPXdS2ZCoPzRpNQ+lr957ack3Rw7/pfWHcefRMVYa+CSH6VM6gH95TQsm1HJMJIRoXSqaf3J3bs5DBnPRnzawOH/tm0FobRPSulMHbElsAAAA+UalqNTvh3q93D/07aZrb70DbNm/64P4QfskvekSY11rr+3oa8MvP9tazb3+3x/4c0F93bt9W+y7dPf5eeO+erl69onDhwitGzJh2W9r0GTT473+8DSJixIzl8PH79+97KWU1f84sTR4/VpkyZ7V9IN63/5XLl9Xyx4a21FOXn3p/5DsBAAA8I4gAAF9grrSfseOsFuy5qPMDVytvsmh2Ynu+8wUVThXTXnEf2N0fXF+apkVSaPmByxq66pgOXLyrdHEj6vClu1p9+KrSxIlgH3dvyb5Lajlpp6plT6DBtbO5bf/hny06ePGukkYPq7uPXDRg8UEv52pf+m3ZpQ7TdtsQIlq4EHYVg6P9GxZMpvChgvn6awYAAHCk1nf1NG3yJDsBXjRvTuUrWEjXrl7R3Fkz7BX2K5Yu8dA0+UvTok17LVu8UIP/GKD9+/YoQ8bMtoH3quXLbMBgHndv0YK5atawnqrXqqNh/4z9T+cumi+nYseJo2TJUypEiBBy3rXTlmVKkDCRxk6eriBBgnjYf9TwIZo5dbKy58qtqFGj6dLFC1qyaIGePH6swSP+UfqMlGUCAMC3EEQAgC9wChJY037Mp36LDmqB8wX9s+6EkkQPqyG1s+nSncc2iAgT4sv9kWvKMc1tWUADlxzWor0XbTkmEw40KphM7Uql8lCu6V0u3H7Tv+LEtQcauPSww33cBxGu/S5M6OPd/qbPBUEEAAD4VMyV9DMXLFHfnt01f85MjRj6l5ImT6Hho8fp4oULNogIE+ZNj60vkSnHtHD5Gv3at7cWzJ2tzRvWK1r0GGrSvJXt3eC+XJNv+6ZyVS2aP1e7dmzXi+fPFS9BQrXt1FXNW7dz2PQ7W46cdvXK8iWLdPfOHUWKHNn2i2jZtoPSZcjoZ+MEAOBrFOj169ev/XsQAAI+Z2dnZc6cWSs7FrVXu8Pnmo7frlk7z2lD1+JKHpMas/i87b9wR0V/Xandu3crUyauEgQA+M7vmGu37Pwqrj5v/EMdzZg6WVucDyhFylT+PRx8hfbtcVbBXFn5XQ4A8Ml9uetBAeATu3bviZdtpkfEvN3nlShqGEIIAACAr8TVK1e8bDM9IubMnG4bOhNCAACAr82XWycEAD6xNlN22TAiQ/xItgnziasP/t8bQupbhaXdAAAAX4tWTRvaMCJj5iy2CfOJ40fdekP0+32Qfw8PAADgkyOIAABfUj5TXE3YfEqL917U/SfPbRhROHUMtSyWUlkTRfHv4QEAAOATqVCpisaN/kcL583R/Xv3FC58eNuoulW7TsqeM5d/Dw8AAOCTI4gAAF9SNXsCewMAAMDX7duadewNAAAAb9AjAgAAAAAAAAAA+BmCCAAAAAAAAAAA4GcIIgDgMzRt2xlFbzbD3gMAAODrNWXiOEUKGcTeAwAABFT0iAAABDhbT97Qsv2XtP/8He2/eEcPn77QD/mSqF/VTN4+59nzlxq66qhm7TinS3ceK3yoYCqSOqY6l02jaOFCeti3xcQdmr797DvHMLRONlXJ9rbnx4uXrzR12xlN3nJG524+lMvLV4oTMbTKZoyjBgWS2vO9y7BVR9V73n778fL2RZQhfiQfvhsAAABfry2bNmjJwgXat8dZ+/Y66+GDB6rf6Ef9NmiIw/379+ml3/r2dvhY6NChdeHmfS/bL128qIH9+2jV8mW6fu2qIkeOooJFi6lz916KEzeul/1fvHihyRPGauLYf3X2zCm5uLgobrz4KvdNJTVu2kLhI0Tw8pxZ06Zo9Mi/dejAPr1+/VrJU6RSvcZNVKP2dx/1vgAA8LkhiAAABDhTt56xQUHIYEEUO2IonXz64J37v3r1WnVHbdbaI1eVKUEklcoQx4YF07ad1Yaj17S0fWEPYUSJdLEVN1IoL8d5+fq1/lp+VIECSXmTRffwWP0xW7V0/yUliR5WFbPGV5BAgbTlxHUNWHJI850vaFn7Igod3PF/qyeu3tdviw8pVDAnPXZ58dHvCwAAwNdm8vixmjppgkKFCqXYceLqxINjPnpe9Vp1FDf+24tKjGDBvF44cub0KZUomEc3rl9XwSJF9U3lqjp98oSmTZqgVcuXatnaTUqYKLGH53xfo6oWL5yvpMmSq3K1GgoSJIg2b1yvX/v00txZM7R603Yberjq1rGdhg/+U9FjxFDlb2soqFNQrVi2RM0a1tORQ4f0c/8BH/3+AADwuSCIAAAEOGb1w49Fkitp9LDadvKmKg5e9879TWhhQogKmeNqxHc5FMgkCf8PNFpN3qmf5+3XkDrZ3fYvlT62vXm26tAVvXr9WkVSxVSMCG+DC+ezt2wIkSVhZM1vVVBOQd5WNqw3eosW7b2oRXsuqloOj3/suoYkZgwpYoVXkmhhNWvnuY9+XwAAAL429Rs3VbPW7ZQseQpt3bxR5YoX9tHzqteuqzz5Crx3v87tWtkQot/AQWrUtLnb9nmzZ+qHWt+qfatmmrVgqdv23Tt32BAia/acWrxqnZyc3k6r1K1eRQvnzdGCubNUvVZdu23P7l02hEiUOIlWbtiqiJHerIrt8ai/yhcvrGF//aGyFSoqW46cH/S+AADwuaFHBICvwgLnCyr35xql6jRf8VrNUvquC1Vj+AatP3LVw35Ttp5W7RGblLn7IsVtNUspO85TnZGbtPfc7Xf2aTCT1MV/W6kErWfb5/69+s2VWmbZtSnJk6PXEnvevH2WafmBy16O9c2gtfZYT1xeqMecvcrQbaHdv2C/5Zq5490lhDzbdPy6fW0pOsxzO+fgFUdsaSHPE+QTNp1SsV9XKln7uXbsmbov0g//bNa+815f76dkyhaliBleQQL77L+pSVtO2/tu5dO5hRBG9ZwJlTxGOLti4eHT5+89jgku7PNyJPSw/dzNR/Y+f4roHkIIw5R/Mm49fOrwmCPWHNO+83f0Z40sChL47dgAAID/MBPMpQrnV9K40RUzQiilThRXVSuU1trVKz3sN2n8v6pRubzSJUuoGOFDKkmcaKpZpYKdWH5Xn4YlC+ercO7sih0pjH3u0EF/uP1eOPiPgcqSJrk9b46MabRs8UIvxypbrJA91pMnT+yV9KkTx7P7582WUdOnTPyg17px/Vr72hLHjup2zkEDfrWlhdx79eqVxo0eqUK5sylhzMh27GmTJlCdbytrr/Nu+aeMmbMoZarUdtWBb3v69KnWrFyhaNGjq+GPzTw8VqFSFaVNn8E+fvbMm981DdePCxQu4iGEMIqVLGXvb9646bZtyaIF9r5J81ZuIYRhVky06djZfmzeewAAvnSsiADwxft3/Ql1nrlHCaKEUflMcW35nGv3nmjH6Vv2Kvr8KWO47dt5xh6liRNB+VNGV8TQwXXh1iMbHKw7clVzWha0V8R7tnjvJW08fs1eYZ81URQt2XdJPefus2WFjl25b0OKoqlj6tVrafbOc3aif2O3EkoULayXY5nyP8eu3FO5jHH1/OUrO4HebMIO3Xr4TI0LJX/vax2z/oS6ztqjSKGDq3i6WIoQKpi2n7qpvgsOaM+52xrbILfbvj/P36/hq48pVezwqpo9gYI7Bdblu0+0+fh17TpzS+njfR49DJ4+fynns7dtyaS4kd4ugXdVMFUMjVhzXLvP3PLwtfbMvMcrDl5W5DBv3jv3ksUMZ+/XH72mNiVSeQgjzCoKk33kShrNyzFPXXugXxcfUvOiKZQqttdawQAA4NMaPWK4OrRubkvtfFOpqsKEDaurVy5r+9YtdsK5YOGibvt2aNVcadNntOV6IkWKrPPnzmrpogV2vwXL1yhr9hxejr9o/lxtWLtGpctVULacueznP3Vur1ChQuro4cP2SvripUrbif+ZUyfbif6tew4qcZKkXo71fc2qtmyPmRB/7uKieXNmqkm973Tr5i392KLVe1/rP38PU6e2LRU5ShSVLFNOESJE1LYtm9X7py5y3rVDE6bPdtu3Z9dOGjrod6VOm07f1qyj4MGD6/Kli9q0fp12bt+mDJky63OzeeMG7dq+XU5BgypZ8uTKX6iIfV3u3b51y4YyceLG93Axi6v48RPowL69NtBJkDCR3ZYiZSp7v271KrXv3M1DGLFi6RJ7nDz58rttMz0njHgJvK6cjZ/gzcUvG9at9bXXDQBAQEUQAeCLN2XrGXsV29ouxWyNfvduP3zm4fMNXYsrfpQwHrYdv3pfJQasUv9FBzSrudfl3euOXtWStoWVNm5E+3nTIsmVvecSO/lvzrumUzFFCvPmj56CKWOo3pgt+mfdCYeNl03wsb5rcYUOHtR+3rJYShX+dYV+WXBAFTLF81AuyLOjV+7pp9l7lTF+JE1vmk/hQgZzu/quy8w9+nfDSS3cc0FlM8Z1e1/Sx41o+ye4X3lgVkrc98HqAWPk2uO6/9hFPtWwYLL3NnX+UGdvPrTllBJG9fh1c5Xo/9tP33io/Cm9P44pmeTy4pUqZ42voJ5WPaSOHcGWizLvYf5fltuvo1ndYEIbc9z+VTN5aT5t3seWk3cofuTQal3iHScGAACfjFnlEDNmLG3cudf2HPA8Ke2eCQhcJ4pdHTt6REXz5tAvvX7S3CUrvBzfhBQr1m9RugwZ7efNW7dT5tRJ1funrophzrtjjyJFfnNhS6EixfRdjaoaOXSww8bL586e1ebd+xUmzJvfZVp36KwCOTPr55+62D4GMWN5vHDCvSOHD6lrhzbKlCWbZi9cqnDhw7v9XtixdQuNHjlc8+fMUvmKld3eFxM2mNJB7lcemMDk/r17Pnhnpb+H/KV79+7Kp5o0a+mwqbNvMf0a3IsRI6aGjR7rIWyKEDGifb0XL5yz743nMOLcuTcrk0+dOOG2zYQ1plm2eQ9zZ06nQkWL22Ns2rDO9pYYMGiIXcXhyjS+Ns6f9brK+dzZN6txTejz+PHj/7F3F1BRbV0cwP8qLSAgiAV2N3Z3d+uz3md3d75nt8/u7u7u7u7uFhSQRv3WPjgjwwCCggP6/601a+DOnZkzd0a5c/bZe+t9JomIiH4nDEQQ0R/B2Ciuai4ckiZAoBEyCCHSJ7ZG4XSJVMDBP/ATTIx008Jr502hDUIISXvPl8YeR2+/wci6uXSeQ7ImTIzi4uaL0L/QdSmfSRuEEBJ4aFUiHUZtvYZNF56EmxUhZZYCP3/BiDq5tEEIIV+o+lfNhoVH72HT+W+BCGFqHA9xQxyXuHHjqEyKiJh78A6eunkjouoXSBXlgQhPn6CgibX5t+MWnNXXY+Hxdb+wSIktTTmn0EjgSBpcS4Bp7utvX0Zr5XFGqcxB5ZmCm3NQsjDcsLV7Kb3PDBERERmOsYlJqGV+NAECjZBBCJEhYyYUKV5CBRz8/f31mh/XbdhIG4QQSZMlQ4FCRXD44H6MmThZ5zmqVK+p7n/j+rVQx9mjdz9tEEJI4KFNh84YPmSgaogcXlbE4nlz1Er/0RP+0wYhNOeFA4eOwPw5M7Fh7WptIEKYmpohboiymPK7TNZHxKxpk/H0ScR7Yf3VpFm0BCKyZc+BGfMWonCR4nBwdFST/PJaJ40dhUZ1aqhgiwQThEz8FypSTGU8zJ89Ey3bttc+jvR6kGwIETLAIoEjaYQtQaHZ06dot9ep3xBlylfU2bdM+Qr4b/wYdXzkds1rlsDDpHFjtPtJwIeBCCIi+p0xEEFEv73quZ0wfPNVtZJdmhlLCR0psRQyO0I8fOuJ/3bfxPG7b1X5JlkhH9x7L384JtDNSsiS7NuXOw1H66B9QpbjkUl+Kf3zyt0n1LEWSOugty1/mqBtN56HvxpNyhNJTGHvtZfYf/2l3u1mxvFw97WH9ncpU7X42H2UGbMXVXImV8GWnClsIzVpfm5oFfwOpAeIHF/JasiUVP/9lOyGnqvOqVJZYxvkRrlsSWESL64KNvVbe0FlzOzqVQbOCYNKQz1444nR266hRfG0oZbzIiIiIsOQckz/DuqnVrLXrFtfldCRpsOhTQA/uH8PE8eOUuWJpHyTBB5CZlAkTqK7GCFrthx6j+OYOHGot8kkf0J7B/XYoSlQuKj+tkJBZTavX70c7us8d/aMCjrs3rkde3d/a7SsYW5ujrt3gnqaCcmwWDh3NkoUzINqNWujcNHicMmTVy/QEp7Lt7/1UTAkKYsVnDSJ7tl3ABwSJUK3Dm0xadxozFuyQnv7iLETUKl0MVWya9eOrciSNbvKbNi5fasKWFy/ekUnQCNZIt06tlXBoAlTZ6BCparqOEmwqU/3zihTtAD2HT0F5xRBpZgk0FH/r8ZYvWIZCubKigpVqsLYyFi9LxIskkCRBCFCBoGIiIh+NwxEENFvr2OZjGqF/5JjDzBp1011kX4IVXIlxz81cyKRtZl28lgmlD/6BaJYBkdUyp5M9ZOQ/sI7r7zA9ecf4BciMCGszPRX4muaEod2m1HcOHqNozXsQ2RoCAcr0wit6P/g7Y8vX4CJu26EuY+3/yftzyPq5lIT55IJIJPmwtLMCPXypcTA6tl0MjNiMquvmRBhHR9PH/9wMybEyq/ZEH8V0K/dK1aceojlJx6qbJNGhYLqAwv5DEm2jTQ0n7rnJsY1DErD77HiHOytzdCvarafeGVEREQU1Tr36AUbO1ssmjcHE0aPUBfpGyCT78NGj1dNi8X9e3fVhPJHT08UL1VaTW7Ht7RUk8XSjPralcvw99ct8SmsrPV7gGmyL6ysg3pOBSf9BQICQj+HkYlz/W1B4/teuaQP791UqaHxo4aHuY+3l5f259ETJiNFilRYvnQRRvwzSG2T/hkN/mqCwcNH6WRmxFYNGzdDry4dVT+Q4LJmz4F9x05j9LB/VHklCTylSpMWE6fNhPsHdwy52hv2Dt/eCyljtXThfHXMmvzdQrtdPkMSkPirTg2VATFx6kztbdPnLkROlzzqviuXLoaZubkqzfXviDEolDub+hwEb2RNRET0O2Iggoh+e7IarEnhNOryztMXJ++9xZrTj7H+7BO8eO+DTV1LakvpuPsEYEaz/KrcUnAXHrvh+vPoH+u7j35IZqu7Iu+tp993J9I1QQ/JiHgwoVao2R4hSR+EjmUzqsuL9944fvcNlh1/oPogfPQNwNSm+WNFjwjpwSDlpR6+/Rjq7dLDIXiviNCaXW889wTmxvFQM49zqPsc+JphUiidfsZK4a/brj3/lrIvP0tgJHWPDaE+Xvlx+9T1hs4lUDi9/iQDERERRd95YbPmrdTl3du3OH70MFavWIq1q1bg+bNn2LY3qGmwlNFx//ABcxYuRZ0Gf+k8xvmzp1UgIrq9ffMGyZ2cQmx7ra6Dl1sKjQQ95LU+fecRoXI/xsbGKkgjFzkOx44cxJIF81UfhI8fPTFj3qJY1yMiJAkSSHDFx0e/rGj6DBmxYNkqve0dWv1PXecK1qx73+5d6jp4Q2qNwsWC+sldvaz7+ZAAVpsOndQlOGmA/vHjR+TI5aLeAyIiot8ZAxFE9EextzJTPRLkUnr0HhWU8PDxVz0VHr0LWhVWIXtSvYnqK0/f/5Lxnbr3Vi8Icvr+W3WdOZQSUMFJk2oZ58VHbpGe3E5qa4G6+VKqck05B27D7quhlwiIiT0izE2M1Gs//8gVT9284GQXVB5J4+CNVyoDxiVl6CWStl96pgJQ0qQ6eG+N4DSZMG5e/qEGj4RpsJJWdfOlgE+w7JPg768ERuQzZhffFI4JgrJxiIiI6Nezd3BQPRLkUrxAbpw4dkRlGsgk/8MH99U+FapU07mPr68vrly6+EvGd+r4Ub0gyKkTx9V1llBKQAUnZZUuX7yAC+fOoMjXyfGISpY8Oer/1QQ169RH1rTOqkRRbOoRERYptfXh/XvVlDsiPD09sWvHNtXXo0SwBteaTBhX13d693F9F3TeLlk2ESEBMCHHmoiI6HfHQAQR/fZO3H2j+kIE5+MfqFasS5kkTRklTSbCmfuuKJk5qJavpLSP2HIF775mJUS3ybtvqklqTVkk6VMx99BdNZEuQYLw/F00DZadeID+ay9idYdiqtF1cG88fFX5Jmm+7fc1uJI3tb3OPh99A1XgRUpSxaYeEU0Kp1aBiOGbr2DW3wXUCkCx8uRD3H7lgXr5UmhLOIVVlimsJtUib+qE2Hf9JabsuYl8qRNq+2hI74jxO67rZUuMrOsS6uN0XnpGBSK6lc+s+lEQERHRryUZENL/IDgfHx8VgJDyOHG/llFK7hSUJXn65HGULltee144dFB/lanwK0wYO0oFQjRlkV69fKkaI8skd43adcO9b4vW7bBkwTz06d4F67bsVI2ug3vz+jXev3dTzbf9/PxU0CJfgYI6+0hZKl8fH1WSKrb0iJA+HlJWK1PmLDrbJbula/s2oU76y/sv2Qjy/mvIMenctiXeu7lh1Pj/YGb2bfFIvgKFsGfnDtVrIn/Bwto+GtI7Yszwf9XPhUNkS3h4eMA6RGmuk8eO4r9xo+HknAL/axU0NiIiot8ZAxFE9NtrNuc4EpgbI1fKhHCys1AT7QduvMITVy80L5ZWO+nftEhq1S/hf/OOq0l/KYV0+t47tZ9MMp+4G7TCKTo5JYyP4iN2o3LO5KpRtjRHdv3oh39r5UASm/DT6qUx9si6udBvzUUUHLoTZbImgbOdBT54B+Dhu484fe8t+lTJqgIRcgyqTDyAdI5WyOZkqzIiPH0CVCaEl18gelXS/fL2q0kWiPRk0ARQxNHbr9VEvkjraIXO5TJp96+fP6U6VpvOP/36fiXCk3cfse3ScxVgGlQje6jPIxkUx+68QQr7+NoSS6GRz4mU8zp86zWKDt+NkpkcYRQvrrrvzRfuquyTlJ0iIiKimK1R3ZpIkMAGufPmUxPAfr6+2LdnFx4/eohWbTtoJ/3/btEaK5YsQrMGdVCjTj1YWyfAqRPH1H6SYSC9BKJbipQpVVPtqjVqIcDfHxvXr1HlpIaPmYCkyZKFe9/MWbNhzMTJ6N2tM/Jlz4iyFSqp5skfPrzHw/v3cfL4UfQfPFQFIiTYUKFkEaTLkBE5cuZCsuRO8PBwx65tW1XZoN4DhsCQTh0/hqWL5qufX79+pa4PHzqgLZuULn1GdO3VR/3s4+2NInlyIJdLHmTInBmJEjmqZuD79+5Wx65E6TJ65ZEuXziPpg3roESpMuq1e3p6qEDDs6dP0LR5S7Ru31Fn/5Zt2mPVsiU4tH+faj5dqmw5GBkZ4+jhg7hx7SrSpE2nyk4F9/dfdeHr44ss2bLBysoaN65fVSWepC/EsjUbYGWl31uEiIjod8NABBH99gZUy4b911/h4iNX7L7yHJZmxkiTyAo9KmZW5Xg0cjjbYWWHYhiz7Rq2XnwGk3hxVQBi1v8K4L/dN6Uqb7SPdV6LgqpxtCYAkdrBCv/UzIF6+UNvohzS30XTIksyG9W7QcoA7fTyV426nRJaoHvFzKj1tQeChamRakh99PYbVZ5Knkv2y5gkAcY2yI3y2XRXzf1q0u9h9elHOtvuvvZUF1EorYNOICJu3DhY3Lowpu27hbVnHqt+HwnMTVC/QEr0q5IViax1s0M0Vp96pBp8N8ifUptFERop2bSjZ2mVESHBmhUng4Ikye3io12p9OhaIbM6fkRERBSzDR46QgUezp89g53btqieAWnTZUCv/gNRr2Fj7X5Svmftlh0Y+e8QbNmwDsYmJiqTYu7i5Zg4ZuQvGevC5WtU4+iN69aokj9p0qXH0FFj0aBR0wjdv3nrdsiaPSdmTJmkAg/bt2xSE99OzinRs99A1KnfUO1nET8+hgwbhcOH9uP40SPquWS/jJmzYMLUGahQuSoM6cGDe1i5bInOtru3b6mLkPdFE4iQJtCt2nXEuTOnsXfXDlWKSV5fpsxZ0W/QP2javJW2ebiGZL/IY5w8fkz14DC3sECOnC4YPma8akAdkpTu2nP4hMqI2LV9K5YtWqC2S2CrQ5fu6NGnP2xsbXXuU7lqDdWkWkoxSeBHAh4yzm69+mobpBMREf3u4nyR/FIiou+4cOECcufOjb19yiK7k+6JNf28mv8dxIl7b/F6Wj1DD4UoXFLSq+yYvTh//jxcXEIvQUVERBTZc8yDJ86qhr0EVC1XSpWQcvPR7zdF9LOkDFfJQnl5LkdERL9c3F//lERERERERERERERE9KdgIIKIiIiIiIiIiIiIiKINAxFERERERERERERERBRt2KyaiCgG2Ni1pKGHQEREREQxwNY9Bww9BCIiIqIox4wIIiIiIiIiIiIiIiKKNgxEEBERERERERERERFRtGEggoiIiIiIiIiIiIiIog0DEUQUqzh2XIOa/x3E76zz0jPqdWouq049NPSQ6DeVZ/A2nc/aE1cvQw+JiIjIIOzM46FquVL4nXVo9T/1OjWXFUsXGXpIFAWCv6dyISIiiqnYrJqIKIZqVSIdEpgbI2tyG73bDtx4iRn7b+Pyk/fwD/yMlPaWaFggJVqVTId4cXVjzOceumLhkXu4+vQ9Xrn7wC/wM5LamCNfGnt0KpsRaR2t9R7fN+ATZuy7hY3nn+Lxu48wM46H3KkSolv5zOp+Ybn42A3T993CqXvv4O7jj4SWpsjhbIvelbIiSyivIzSfP3/BgiP3sOzEAzx8+xHxTY1QOJ0D+lXNhtSJrPCzdl99gUM3X+HK0/e4/uwDfAI+YUiN7GhfJmOo+687+xhbLz7FjefueOfph3hx4yC5nQUqZk+G1iXTwTa+qd59Xn7wxpQ9t3Dk9ms8d/OGtbkx0ia2Rsvi6VApRzK9/T94+2PGvtvYdfU5nrp6w9wkHlI5WKJJ4dSomy+F3nsaHnkPxm2/pt53/0+fkSFJArQukQ6186bQ27dVyfTw8PbHzisvcP35hwg/BxEREcVebTp0RgIbG2TLnlO77cnjR8iZMU2490uZKjUu3Lirt/3lixeYNHYU9u7eiVcvX8DK2hoZMmZGizbtUKN2Xe1+d+/cxtRJ43Hpwnm8eP4MXh8/InGSpMjpkhudu/dCrtx5vjv2Xl07Yv7smUGP9/Q1EtqHfV4aUTKuiWNG4sypk3j54jkS2jsgS7Zs6Ni1B4oUK6Gz79nTpzB/9gxcvnRRvVY/X18kS+6E/IUKo0uP3kiXPoPO/t87rguXr0b1WnV0toUXTPh35Fh06tZDZ1vvAYPV9cqli/H0yeNIvXYiIqJfiYEIIqIYqnXJ9HBOGF9v+9xDdzBw3SU1uS2T2lZmxmrCe8jGyzj3yBXzWhTS2f/M/bc4ducNcqe0Q9GMjjAziou7rz2x7sxjbDz3BCvaF0OR9Il0ghB1ph7C2QeuyJwsAZoVTQN37wBsv/wMNSYfxPyWhdQkfEhLjt1Hn9UXYBvfBGWzJkEiazO89fTD2QfvcPOFe4QDEb1WnVdBiAyJrdGieFq89fDF5gtPcejWa2zrXkpNrP+MWftv48S9t+r4JUpghsfvws8C2Hz+KR69+4h8qe3hmMBMBX5ksn/irhtYffoRdvUqjUTW5tr9H739iIrj9+G9tz9KZ06CCtmSws3LHzsuP8f/5h5Hj4qZ0btyVp0gRNkxe1U2QqG0Duo+3v6B2HXlBbosO4vjd95gatP8EXptsm+DGUdgHC8uauR2grWZMbZffo72i0/jqZsXupbPrLN/m5Lp1fVTN28GIoiIiP4Q7Tp1gXOKlDrbEiSw0U5oh3T8yGEcP3oYJcuU1bvtwrmzqFOtIry9vFCuYmXUqlsf7u4fcP3qVRw+uF8nEHHj2lXs2LoZ+QoURIGChRHf0hKPHz3E7h3bsGXjesycvwj1GjYOc9xHDx/EgjmzED9+fHh5RU0WpwQWqlcojU+fPqFilWqoVrO2CkZs27wRe3buwJRZc9G4WXPt/qdOHMfRQweRO19+FC9ZGmZmZrh75xbWrFiG9atXYs3m7ShavKTe82TNngOVqlbX254hk+65mYaTcwo0bNJMb7scu5D6DhyifZ8YiCAiopiMgQgioljk1QcfDNt0BTYWJtjXtyyc7IICFQGfPqPl/BPYevGZCi7UzOOsvU/z4ulCXe1/9PZr1Jl6GCO2XMHOnmW02xccvquCENVyJces/xXQrsbvViETyo7Zhx4rzqFo+kSwNDPW3uf8I1f0XXMBeVIlxPJ2RWBtbqLzXIGfPkfo9UnARIIQBdLYY03H4jA1DloRVjd/StSbdlgFOjZ11f9yFxl9q2ZVQRLJIpFAgkz2h2dui4IqIySkMduuqWDE7IN3Mah6du32mQduq8DDqLq51LHX6FUpC4qP3I3p+26jc7lM2sdcdvyBCkK0L50BQ2rm0O4/sFp2lBq9B2vOPEbvKlm173VY5Bh3X3EOcSR40rUksjnZBj1v5SyoOH4/xm2/jmq5nKIkq4SIiIh+L5IhoZnQDqlMkQLqulHT/+ls93B3R5P6tWFiYoLt+w4jU+YsOrcHBgbq/F6hclU10R8njpytfHPr5g2UKpQXQ/r3CTMQIYGHzm1boXLV6nj//r0KjESFcaOGwdfXF6s2bFGBFI1rVy6jRME8GD9qhE4golW7DnoZCeLIoQOoUbEshg4agL1HTujdni17jjCPb2gkUBSZ/YmIiGID9oggoihz8t5bVWe+7+rzod4upYHk9o5LTutMhndZegYF/92BlN3XI3WPDag8YT82nX8SqTr3cgmN9JOQ5wzJL+CTKiFUctRupOy2Hml7blRZACfuvkFMtv/GS1VaqVGhVDoT07ICXsoficXH7uvcJ7RJdFE0g6MKaITMCNh19YW67lkpi05JoFQOVmhYMCVcP/qpgEfISfkvX4CpTfPpBSGEUbyI/bmRSXnRt2o2bRBCFMvgiFKZEqvP2P3XnvgZ+dM4qNcS8ktwWMI6flVyJVfXUroqOM3xLJ0lic72pLYWyJLMRmWcePl9+2KuuX/I/a3MjVVARrh6+kUoiCOZGxKE0gQhRHxTY/SomAWBn79gJfuNEBFRLHTi2BFVrkbK8oTmyqWL6vZ2LZrpTAx3aN0cebNlRPKEVnB2SIDyJYpgw9rVEX7eHBlSq0topJ9EaCV0/Pz8MGXieBTNlwvJ7CyRwtEWNSuVi7KJ81/t5o3ruHD+LDJlyQqXPHl1bps3e4bKHhgyfJReEEIYGemuezQ1NQ31/CtjpsxInzETXr96FWamw78D+uLDh/cY+980RKXHDx8ibty4KF2ugl4GQ9JkyeH67q3OdsmACE2xEqVgY2uLRw91z8OJiIjoGwYiiCjKyKRpclsLbLn4LNQV8OvPBqUK1wlWq15Wh5958A4uKROiRfF0qJnbWU3ktll4CrMP3omWccpEsKyuH7rpCkyM4qFx4dSo5pJc9QCQDIHtl3Qn2WOSNx6+6jq0kk2abVIKSQIt3yP7SVmgDEmsI/0cMumt8d7LT5WGypbcRmUZyG3T9t7CnIN3cPmJW6RenwSCLEyMkC91Qr3bSmUOmqg/cS9mBIv2XXuprjOGKBWlOZ77rwfdrvHifVD5o0xJE6jeGd/2TxDq/p4+ATh1/x0crMyQPsR7FJrjX4NoJTIm1rtNgjhCAjlERESxTcHCRZHcyRmb1q/VW2Uv1q5aoa7rNmyk3TZl4jicOXkCufPmQ6t2HVGrXgM8fvQALZv+hZlTJ0fLOGVlfa3K5fHPgD4wNTFF0+atVGmi69euqNXyWzdtQGyzbNGCULMhhLwfElioXK0mbt+6iVnTpqggzL49u1Spo4h6+OA+7t25rbIApOxSSBLEmT9nJoaNHofESXQXbvwsKY30+fNn7N+zS2e7ZERIH4uiJSKWiSv9JT68f49Mmb+V3wzuxYvnmDtzOiaOHYWVyxbj+bPwv29I0GXRvNlq/8UL5uL+Pf3eHERERLENSzMRUZSRLyKyGnvq3ls4cOMVymVLqtOAWBofS0mcohm+9SMY2yC33oT3UL9AVJkYVEpGmvXKxHRUGr/juprgHVAtmyqRo9G/qi8qjNunehSUypwY5t953mvP3mPn5ecRft4syW1DbVQcGZoJbCnlE5Jmm6x8f+zqhfSJrfUCD9KkWTIqZOX8nqsv1OMNrfWtUaGwi2+qmkTL44Xsx6B5jvtvvmUlXH32QWVDJLE1R6OZR7EvxIR6NRcnTGuSTyfDITSSJfDaw1dN7IfWnDl1Ikt1LWMzBAmkPXjjiY9+garR9Ym7b5HDyVY1rA6uQ5kMqiF2/3UXsf/GK2RMmkAFa7Zfeo6kNhaY01y3tu9fhVJh7dnHqvn4pcduyJXSDt5+gaqBtHG8OFjQslCE/g1ojovmOIXMrpCAxoM3hjl2REREP3uOWad+Q/w3foyaMC5fqYr2NplE3rBmFRwTJ1Y1+zUmTp2p1wfBa+xEVChZBKOH/4NmLVrBwsIiSsc5dsRQnDx+FIOHjkTXXn202wf9OwKli+RH907tUKZ8RZibf+stFZqrly9h+9bNEX5eKftTuVoNRLWAgACsXbVclV6q/5duySR/f3/cvH4N9g4OmD19CkYP+wdf5ITwqyzZsmPlus1I7vytXGjwUkwqqBQQgGdPn2DHti3qPZ4wdYbevt7e3qokU7GSpXRKJEWV/kOG4vTJ46rElPRwSJU6jcrykKBR/oKFMWFKUGPskE6fPIGD+/fC388PD+7fU30u5FgMHzM+1P0PH9ivLsGzRVq374Sho8aqjIyQrl+9gu6d2mt/l+NTt8FfmDhtVpR/bomIiH4VBiKIKErVzptCBSLWn3usE4iQ1dqv3H3UpG3wSebQVt3HNzVC/XwpVfPli4/cUDhYI+WfJQERaaosjZCDByGEvZUZ2pXOgP5rL+Lo7Tc64w/NtWcfMH7njQg/d/38KX86EFE8oyPixY2DFSceqgySZLZBX0QkA2X8zuva/dy9/fXuK4GI4OOV7IU5zQvolPERpbMkVj0fJuy8gZl/59e+X1JCaNWpR+pnD58A7f6askF7r72EvaUplrUtgoJpHVQwpP+aC9hy4anKlAne/yA0kgEgpIl0aKQpd8jn/pU2nHuiE2QpkdER05rl1ytFJY2rt/cojXaLTqn9NfeR19WwQEqkCREokCDDxi4lVO8NeQ5ppC1MjeKifZkMyOoUsSbfHt85frJdGlYTERHFRnUa/KUCEZL9EDwQcezIIbx8+QJtO3ZBvHjfFj2EDEIIWW3foFFTDOrbExfOnUGRYiWibHwSEFk4b7ZaYR88CCFkgrpj1x7o070zjhzcrzP+0Fy9ckkFNSKqYeOm0RKI2LV9K969fYuqNWohoX1QuUiN925uKuvBzdUV40cNx8hxk1SwyMfbG5MnjsX82TPx91/1sPfoSb1yTLdv3tB5fQ6JEmHm/MUoVaac3hiGDuyHN69fYcP23YgOUhZqz+ETaNawLjZvWKfdniRJUjRq9jeSJE0aZgZE8NcgAYz5S1cie85cOvuZm1uoJuBVqtVAilSp4efri3NnTuGfgf0wY8okVa5q0NAROveRz0r1WnWQJm06deyuXL6IYYMHYs3K5eqYz128PMqPAxER0a/AQAQRRSkpOyN18GVFuJdfgKpPL9afe6JXlkkz+Txt3y3suvICj10/wsdfN41bVshHpXtvPOHuE4BkdhYYt/2a3u0Pvq4qv/fa47uBiAYFUqnLr5TC3hJdymVSTZJLjtyNSjmTw8rMSAVOnr/3VhP+z957I25c/fq70rBaLt7+gbjz0kM9RtWJBzClST7UyP1ttVqbkumx+fxTbL7wFPdee6JI+kRw9/FXK/qdElqoElbBH/7z19Vvnz5/URkuZbMGHTf5HCxoVRj5/tmOhUfvoW+VrN/NiojJlrcrqq7dPvrhwmM3DN10GeXG7MXKDsV0yjM9fOuJRjOPqYn/bd1LIXMyG7h5+WHB4XsquCZBnrktCmn3f+vpi2azj6syWWs6FEPuVAnh6RugghIjt1xV7+2WbiVDzRIhIiL6U2TOklXV7ZfJ8Y8fP8LS0lKnLFO9YGWZhIeHB6ZOHKdW2z9++ECtrA/u9UvdDM6fdffObbh/+KBKSI0e/q/e7Q++lta5c/v2dwMRfzX5W10MbfmSheq6cbP/hRp4ETIxLiv723TopL1t3H/TcOXSJZw9fRKnjh9DwSJB51AaMsnu5vNJ9dOQbAKZkK9XvTL+HTkWHbp00+538thRzJ01HcPHTECKlNFzzn3+7Bk0rlcT2XLkxJHTF5AmXXo8f/YUE8eMRMfWLXD75k38O3KM3v2kYbVc5HMlgZXxo4ejYqmimD53IWrVra8TZAnedNrKyko17c6VOy8K58muXnuXHr1hneDbuaRkSQRXtHhJbNq5F8Xy5cL6NavQq/8gpM+QMVqOBxERUXRiIIKIolydvM74d9MVNXFdL39K1a9A+i6kc7RCDmc77X7+gZ9QY/JBlVkgJW4a5E8Jm/gmiBcnDq49/6CCE7JPVPrgFZQpIJPpcgmLd4iASEzSp0pWpElkhXmH72LTuSeIFy8O8qe2x6z/FUCbBafUPpKZEBZZgZ8zhZ0q+VN+3D70WHlONYO2+3ofSzNjbO1eSmVE7LjyHAuO3IO9lSmaFUmtggzV/zuoskc0NCvwJVMjZMNlKf2UO2VCHL71GndfeyBrct3si5Dlg8LLeJDJ+eDPZyhynMpkSYLMSROg4NCd6LnyHLZ1/1YKovPSs6ofxKaulVUpMk2Wj2SESFaJ9FBp89AVeVIF9cEYsuGSCk4c7FdOBS0070GHMhlVv45ZB+5gy4VnquxZeKy/c/xkuyarhIiIKDaq26ARhvTvjW2bN6jMBpnIlhI66TJkRE6X3Dplg6qWK6lKHMn2hk2awcbWTmVMXLt8SQUn/PyDMjqjimQIaErqyCUs3t6xIzvx1cuX2L9nN5IkTYZSZcvr3R584rxCZf3ASvlKlVUg4tLFC3qBCA3JBpAm11NnzcO7t29Ub40y5SsgQ8ZMqhdIp7YtkTtvfp0gR1SXnpKeIfHiGWHxynXakllp06VXAQUJQkigQAItyZInD/UxpExSrtx51P2l/FbXDm1QolQZ2CXU73cWnJQSK1u+IlavWIZLF8+rZtfhkeeRPieSfXLm1AkGIoiIKFZiIIKIopxMmA7bfFXV1JdAhJTskUlQKXsUnAQaJAjRuFBqTPgrj85tU/feVLdHhKQsB4TSHFt4fJ281rA0C/pvr7qLk16t/sgyRI8IjTr5UqhLcBLwkdX4dvFNVObE9xjFi4vC6RKp9+Dq0/co/rWhsUhgYYKhtXOqS3CrTj1U1zmcvwUUJCgizE3iwThe3DAnyENmu4Qkk/WO1maqD8Wnz5/1MgA0/Q1SOXz/tf0KSW0tVHDt/EM3dewl2+Ojb4Bqvp7dyVYbhAiuULpE2H75Oa4/e68NRBy4/gq2FibaIETI/SUQIYG57wUiNMdFjlPwgJ8m80gyL/KG0gSciIgotqhdrwH+HdhXZUFIIELq8nu4u6tSNsHt2LpZBSGaNm+J/6bP1rlt8vixKhAREVK7X4IaofHw0F3QYm0d1JurZp16qkTPz4gJPSJWLVuish2k7FPwklfBy1xJ+SIpi2VtrdtTTGi2+fr6ROj5SpQqi907tuPUiWMqEOH18aPKlpCLffzQF1Kkc3JU15du3Q+1FNf33L19C48fPUSV6jX1+nbI9wsJoFy8cA43b1wLMxARvOeDlPqS9+7ypQsoWbrsd5/fLmFQuSspZxURCbX7R+yYEhERxTQMRBBRlEtiY4FC6Rxw9M4bvPHwUf0ipDRs7RATqdIwWZQPpQTSmfuuEX4+GwsT3HzhrvokyOR68ObHIZvzSgNnCUZcfvI+1MnuyDBEj4jwbL30TDWi/qugU4TvI307RLxQAgihWX82qMRW8FJOMgGe1MYcLz744OUHb/X+B3fnlYe6drLT7wcSUsF0Dth0/inOPHBVfSaCO3AjqIRCobRR1zPkZ71y91WfbckGEXL8NeWbQuP6dbuJ0bcv9HIfCaRJ9k/w7UH7+2r7RXyPHJcpe27h0K1XekGLAzdfqeuQx5SIiCg2SZosmZrsPXLwAF6/eoV1q1Zom/gG9+jBA3VdsXJVvcc4fep4hJ/PxtYWN65dVavzZaJZw8vLS1tqSSN9xkywtLLCpQvn1QR+aJP3ERUTekSsWLpIXf/VNOwSUUWKl1BBoTu3biJHLhed22SbcHIKfyGFxquXQQuQNMfZxNQUjf8OvTn13l071Psv5bhkP0vLoEUxkSUZNUL6XITG9d3Xvl2mpj/0Gr7n4vlz6topgkEU6WsinFPoLkYiIiKKLVhwmoiihfSCkJ4Bi47ex/7rL5E3lb3eKn1No2VZQR6clHHacy1i2RAip7OtmsjVTJKLL1++YMSWK6ofQnASqGhWJI0KgozYclUFI0KSMjkh7xca6Q/xelq9CF+kF0NU0DR1DjnZ/8+Gy6r0TqcQTbgvPwkqFRCSlEvacfk5EpgbwyWl/gr6kGYduI0jt1+rYEquFN/2lwmAJkXSqJ9Hb7umjr2G9Dm4/dJDrf5PbGOuMyF/95WHdmJeo0nhr4+z9apOWS55XplMl4n0NI66XzbzDN4Gx45rVCZFVJMMh/uvPfW2y2ucuPO6yjIomj6RNgAmpahSO1iqPh0rTwZlj2hIkGbJ8fuIKyvsggUEJEtBPr+Tdwd9Ydfw8PHHrP13tJkRGrKvHLtHX/uZaBTNkAgp7ONj47knKltHQ3q1TNh5HUZx46DhL+5pQkREFNXqNvxLTfQvmDsLe3fvRL4ChfT6ByR3ClqUcfrkCZ3tUsZp1/ZtEX4uKbkj5XvWrlqucw4wbFB/FYwITiaf/9eyDR4+uI+hg/qrMYZ07sxpvV4VoZH+ENJDIaIXKSMUlaSvw727d1CoSDGkTpM2zP3+btFaXU+eOE715NC4f+8uVi1fovp4lC5XQbv98sULOueJGlLKShp9Gxsbo3iJoHKXkqEwZebcUC9p0wVlWY8YO1H9HrwMkvTnsDOPF2qfjpAyZckKK2trlYVx+OB+vTFt2bheZX7kdPmWuS2BptAcOrAP2zZvRAIbG1VOSuPalcvafhrBzZo2RT2vjEH6n2jcvHE91Cwc+eyuW71S9ZwoUrzkd18bERFRTMSMCCKKFlVyJkffNRfUCm2ZOK2dV381lGRCSHNlaVYtk9XpElup6wM3XqnJbpkkj4jmxdNh1elH6L7iLA7ffqUmg0/fe6eaUkvD5OvPP+js37tyVlx68h7T991WTbXzp7FXpXFkRf+Vp+9Vg+arI6uqXgox0ZCNl3D16QcVgJGeGg/ffsSeqy/UBPei1oW1AR6NFvNOqJJJ2ZxskdzOQpVIuvXCHSfuvVXbJzXKq/dacwzcqso2pU5kCVnrf+LuW1x++l49p+wfUrtS6bH32gusOvVIBUWkZ4UEBnZeeaGCI9LEOrgFh++qbJKeFTOjV+VvX76kMXajQqmw/MRDlBm9F2WyJsFbD1/VOFseZ0x93dV24vPX77My0R4R8rnadSXosyXHTsjj33oZ9AU6Xxp7VS5MuHn5o/DwncjpbKeyaaTc0nsvfxU8k9cpv4+sqzumf2vlxN9zj6Pr8rPYdP4JsiS3gaunnyrJJH0u5FilDFZeakC1bOrx5Hgcvv1a9dT46BuoPpsS6KiaK7k6LhovP/igyPBdcLKzwLmh32oySzBk4l950WD6EVSbdBA1czurRubyvPJeSLPw1F/LaBEREcVWVWvURq8uHfHfuNEqSFC3QUO9fcpXrqqaRk+eMBa3bl5HuvQZ1bX0PKhSrQa2bdkUoedq2bYDVixZhC7tWuPQ/n1IaO+gJo+lKbU0zpZJ5uD6Df5XTVRPnTReNdUuULgIbG3t8OL5MzUJLw2tbz58rur9x2TLvjapbtQs/IbZUrpI+ifMmTFVNVIuX7EyvH281aS5BGqmzJoLW7tvi1cG9umpAjW58+aDk3MKNUF/7+5tHNi7RwUoRo6bhOTOEcugCItm0j8iWQlmZmYYMmwkenbpiDpVK6oMmtRp06lm1RJUkIyJMROnqAbTGs0a1oWJiQmy58ylPmO+Pj64cf0ajh89rAIpEhgJ/v6OHvaPynzIW6Cg2t/fzw/nzp5WnxPJuJkRIoi0ZME8rFm5DIUKF0UyJ2dVHkzKPcnjy3inzVmggiNERESxUcycZSOiWE8aD5fLmkQ15pXJ7mq59MsFSUPe9Z1L4J+Nl9VE7PG7b5A1uQ1WtCuK1x4+EQ5EZEqaACvbF1MZENsuPlO9BqRpsjQHbj3/pN7+ZsbxsKZDMSw5dh9rzz5Wk9CBn76oSeXMyRKgS7lMsIsfsRRsQyiRMbEKlmy9+Awf/QLVuGvlTYGu5TLpTHBrdC6XSU1qn3voqp2Al/4GMuHfumR6ZEySINSMFnk/jt55jTiIgzSJLDGkRna0KJ5O9UIIydzECOs6lcCkXTfU8Zx3+J7qDSG9OHpVyqKXxRCe8Q3yIHNSG5U9MO/QXfV+lsuWFP2qZNN7HHdvfzUxny+1vXpNESH9GVaffqSzTQJTctHQBCIkqNWtfGZ1LCRA9t7LT71+KUfVtXwmtCmZXtvkW0PGuqVbKczYd0uVmJISZRLoyZIsgcr4CNnbQ/o57OldFlP23MTxO29w8ZGbKtGUPrGVeo7/FQvKEokICVhs6VYS43Zcx5aLTxEQ+BkZklirBufynhIREcV20ouhfKUq2LxhnZr4rVG7nt4+MnG8edc+DO7bC6dOHsexw4eQNXtOrN60Da9fvYxwIEJWqq/dsgNDBw0IWh1vaakaDA8dNQ7NGzfQ218mitdv24VF8+aoJsQb161BYEAAHBMnQZas2dCtd18ktA+q8x9TSQBhy4Z1qsxU9Vp1v7v/qPGTkClLFiyYMwtLF82HkbExXHLnRZeevfX6JLRs214dEwnK7N+zS5W8kmMjfTUk6JO/YKGfHv+t69fU5H2N2t8fu2jeup0qjSTBlOPHjmDn9q0qS6JQ0WJo26EzylaopLO/vIcSZDpz6qTqRSKSJXdCk/+1QNuOXVTz7eBkHAGBAbhw7qwqKSWBEgnCtG7XEZ2699LrPVG6XHkVCJHgg2RZSLAtcZKkqkRWp249Vf8MIiKi2CrOl9ByI4mIQrhw4QJy586NvX3Kqka8FH06Lz2jJsrP/lsZzgm54ik8+66/RKOZR7G8XVGUyZLE0MP5Iz5zkjVUdsxenD9/Hi4u+hkqREREP3KOefDEWb0+AxS1OrT6H1YuW/LDzZ1jgwwpkqiSUguXr8afpmq5UipzQsp1hUcCQSUL5eW5HBER/XLMiCAiiqHyDtmuric3zqv6UZC+0/ffqiwaBiF+jPTXeOr2/VrVRERE9PvImTEo23LanPmqH8XvQvpavH3zBt169cWfRHpiEBERxQYMRBARxTAVsidT9f81ZKKdQjegWnZ1oR/TqmR6eHh/a4gojcuJiIjo91SpanVVhkgjW/ac+J2kTZf+u9kAv6PeAwYbeghEREQRwkAEEVEMI4265UIU3aTHBREREf0ZKleroS70e+k7cIihh0BERBQhcSO2GxERERERERERERERUeQxEEFERERERERERERERNGGgQgi+q11XnoGjh3X4Imrl6GHQr+h43feqM/XuO3XDD0UIiIiMpAOrf6nGgY/efzI0EOhCOD7RUREZBjsEUFE9AeQyXKRLbkN9vYpizhx4ujcfumxG8qP24f6+VNiSpN8iAlO3XuL2Qfv4NxDV7z38oelqRESWZshVwo7lM+eFJVyJDf0EImIiIjoq4CAAMyfPRPrVq/Ends34e/nh4QJ7VWD7IKFi6Dx382RJm06Qw+TiIiIDISBCCKiP8jVZx+w6fxT1MzjjJhsxckH6L7iHIzjxUWZLEmQysESnz9/wZ1XHthy8RnuvPZgIIKIiIgohggMDETdapVw5NABJE2WHDXr1IODQyK8f++GC+fOYsrEcXBOkYKBCCIioj8YAxFERH8IySbw9A3AmO3XUDVXchjFi5nV+bz9AzFw3SVYmhpje49SyJAkgc7tvgGfVJYEEREREcUM61avUEGIMuUrYMW6zTAy0p1qkDJIPj4+BhsfERERGR4DEUQUa229+BSLjt7H1afv4Rf4GYkTmKNohkToWj4TktvFD/N+Hj7+6n77rr/Egzcf8cHbX03Sl8qcGL0rZ0Eia3Od/d29/TF9321sv/wMz997wyhuXDhYmaJAWgcMqp4ddpam2gnyeYfuYu2Zx3jq5oUvXwB7K1PkTZ0QvStlRUoHSxiSbXwTNCiQElP23MKyEw/wd9G0Ebrf9WcfMGHndZy6/04FMpLZWqBaLid0KZ8R8U2NtftJH468Q7ar8k7dKmTCvxuv4MTdN/D/9Bl5UiXEvzVzIktym+8+360X7vDyC0SF7En1ghDCzDgeiqRPpLNNejSM33kDGzqXwKN3HzH7wB08dvVSY5Wx1M2XEn4BnzB2x3VsPPcE7zx9kSlpAgyvkwt5U9vrPYeMe/Lum7j42E19tlLYx0e9fCnRplR6laXxPfL4DWccxc0X7pjcOC9q502htr/x8MF/u29i77WXeOXuA2tzYxTP6Ig+lbMihb2lXjmtQmkdMK1ZfozYcgWHb72G60c/7OtTFlmT2353DERERPTzNm9Yh4VzZ+PypQvw8/VFkqTJUKxkKfTo3R/JncPOMPVwd8eCObOwZ9cOPLh/F+/d3JDIMbGaqO878B84Jk6ss7/7hw+YOmk8tm7agOfPniKekRESJXJEwSJF8c/w0bBLmFDt5+vriznTp2L1ymV4+vgRvnz5AnuHRMhXoCD6DvoHqVKngSGcO3NaXTdr3kovCCGcU6TU25YjQ2p1feT0BfwzsC92bN0Mby8v5CtYCGMnTVXZEzdvXMe/A/vi1Inj6rVWrlodYyZNhZWVlV5ZqJlT/sOqFUvx6MF9mJqZIXfefOjWqy8KFy0eodewe8c2NG/cAMmdU2D91l1I7uSkth89fFC9N+fPnlHjS5EqNRr81QQdu/XQea0rli5Cx9YtMG3OfNjY2GLyhHG4ce0KUqVJq14jERHRn46BCCKKlfqvvYD5h++pif6quZxgE99ETYRvvfgMpTInCTcQceeVJ8bvuK4msyUzQCa2rz//gKXHH+DQrddqotfGwkTtK1946k0/gstP3FAiY2KUz5YUAZ8+q+eSEketS6bXBiI6Ljmtnj9fans0LpQaceMAz95748D1V6jh4mzwQIToVDYjlh57gAk7b6Be/pSwMAn/z4BMyP814yg+ffmigg+JbcxVg+bJe27i0M1X2NytJMxDPMZTVy9UGr9fBREaFkylAgO7rrxArSmHcHRgBRX0+V7ARDx+54VPnz8jXtyIZ25IT4kz99+pHhKF0jlg84Wn6LjkjHo/Fx+7j/uvPdV76OETgI3nn+CvmUdx7t/KSPD1/RYSqGi/+DQsTOOhuouTuu++ay8xbPMVnLr/FkvbFNHrsaHz+t28UH/aEbz44I0lbQqrz6N48MYTNScfwhsPX5TOkhhVciZXga0tF57h0M3X2NGjtN5nxM3LH1Um7EdCS1PUzO2sskXMjfmnm4iI6Ffo270L5sycBodEiVC9Vh3Y2trh8aOHKjhRplyFcAMRt2/dxJgR/6JoiZKoVqM2zMzNce3qZSyePxcH9+3FoZPnYGNrqz3frF2lAi5eOIeSZcqiQuWqamL9yaOH2Lh2Ndp27KINRLRt3hRbNq5H/oKF0eR/LRE3blw8ffIY+/bsQq269Q0WiJBjI+7fvRup+wX4+6NW5fII/BSI2vUaquDK9q2b1baVG7agUuliyJu/ABo3a45Tx49h1fKl6n4z5i3SPsbnz5/RpH4t7Nm5AxkyZUardh1VSahN69ageoUymL1wKWrXaxDuOFavWIpObVoie04XrNm0TXu8586cjr49uiChvT0qVqmmAgwSFBk6uD8unDuDJavX6z3WxnVrcPjAfvU+Sm8MKVtFREREDEQQUSy068pzFYTI7mSL9Z2Lw9r82ySyj3+gykwIT/rEVrg8oips4wcFEDTWnXmMDktOY8GRe+heIbPaduOFu2rk3LpkOgyrnUtnf1m1L8EGTZbFtkvPUDF7MixqXVhnP//AT/AP/Byh1yYr+yOjV+WskdpfjlWnchkxdNMVzDl4B13LB73O0EgQoOvys/AN/KQyDQqlS6T9stxl2VmsPv1IZYr0rJRF534n7r3FwOrZ0KlsJu220duuYtKum1h16iE6l/u2PTQp7S3Ve3vl6XtUnXhQZXHkT2OPdI7WiKs54GGQkk17+5aF09dAlARCyo3dhw6LTyNLMhsc6FdOGzjJmtwG/2y8jOUnHqB9mYza97HXqvMwNY6LnT3LIH1ia7W9X9VsaDjjiMpkWHP6MeoX0F/VJ26/dEf96Ufg4/8JazsW18m2kICIm5cfNnQpgYJpHbTbzz54hxr/HcSAdRexvF1Rnce79dIdjQqlwvgGeb772omIiCjq7Ny2RQUhcuRywead+2Cd4FuWppQY8v1OmaEMGTPhxoNnsLULmqDXWLNyGdo2b4Z5s2egZ98BatuNa1dx4fxZFXAYOW6izv5eXl4q2KDJspCMCckKWLpmg85+/v7+8PPzi9BrGz38X0RG34FDvrtP5Wo18N/4MRjx7yDcv38X5StWRt78BVUQJzyvXr1EoaLFVLAgXrx4alufbp0xd9Z0VC5THIP+HYEWbdqp7TKhX7pIftUMe8jw0dqsklXLl6gghARxVm/cps1SaNepK8oUyY8endujbIVKsLYOOq8LaebUyRjYp4fKdFm6egMsLYMWhkg2xoDe3eGSJx/Wb92p/QzIubCMUd5DCUpJkCo4CTRt2rkXRYqViMDRJSIi+nMwEEFEsY6sbBfD6+TUCUIImWQOuUI/pJD30aid1xl911zA0VuvtYEIDcmaCCm+6bfniYM4qhRTaPuZGMVTl4iQ8kLRGYgQLYqnUyWkJIjQrEgavYCMxun771RWgmQQaIIQQrIB+lfNpjIKJBgRMhDhnDA+OpQOmtjX+KtgahWIkKDO98jjz21REO0WncL5R67qIizNjJA/tT0aFEilMllCy0poWTytNgghcjjbqcCGZGX0qZJV57Mh2Q4SiJDySRo7L79Q5adalkinDUIIKcc0sFp2lB+3D6vPPAo1ECHjbDTjKEyN46lMkYzBykpJUEVu/7toGp0ghJBgRYXsybDj8nMVCAn++TQ1CnpeBiGIiIh+rQVzZ6nrUeMm6QQhhLm5ubqEJ+R9NOo2aIReXTupFfOaQETwxw0pfvxgWb5x5Hzzi8quCMnExERdImLsiKGI6kBETpfcmDp7Hgb07oGlC+eri3ByToHS5cqrIEv6DLrnhxr/jBijDUIIaXQtgYiECe3RvHVb7XYJMFStUQtXL1/Cnds3vwUilgVlSQwZNkqnVFKmzFnQqOn/VMBgx9ZNaNCoqd5zj/hnECaMGamCCRIMCX4MF8+bo4Ifoyf8p/N+yjnowKEjMH/OTGxYu1ovECFBGQYhiIiI9DEQQUSxjkxmm5vEQ/40uhO6kXHk9muVESA9AN57+ePT5y/a2157+Gp/zpDYWk0oT917S/VKKJs1qeoNkTGJtc5EuJW5seoxIZPzLz94q8yIgukc1Kr7yJQWej2tHqKbBEt6VMqCHivOqX4RQ2rmCHU/KVclpE9BSFKiKZWDJW6/9MBH3wBYmn3rFSGvOeTEeVKboC/M7j4BERqjBA8kI0FKYklvBJnIP3XvHfbfeKUuEkSY/b8CesGIzMn0e1A4JjBTgQjJiAhOUyLqlbtvhF5zzhR2Kvh041nQPsFJ/4wZ++8gcQIzrOlUXCcYIi58Daa8/OATatbLaw8ffP7yRfUskefRcEoYX1v6i4iIiH6di+fPwcLCAgUKF/nhxzh8cD9mTZuMC+fOws3VFZ8+fcvaff3qpfZnKSeUKUtWlVFw9collK9YRfWGkIn04Oc6sqJfJvXXr1mFF8+fo1LV6ihctBiy5cipM5H/PW4+4WcP/yiZ6K9eqy4O7N2tyhddunAeZ0+fxKJ5c7By6WLMW7JCTdIHJ+WpNL0YNByTBJW1zJwlq965XiJHR3X96sUL7TYpeWVpZYXsOXWzl0XhYsVVIOLalStAI93bpOTSru3b8L9WbTDuv2nazBONc2fPqOffvXM79u7eqffYEji6e+e23vZcLnnCO0xERER/LAYiiCjWkfr+4fWA+J5N55+g7aJTsDQ1RsnMieFsZ6HNZJhz6K4qpaRhFC+uKqUjk8fbLj1Xk+AiiY052pfOoHpEaMxrUQiTdt1Qjz9k42W1zS6+iWoK3b1i5gg1Of5VGhZIiVn7b6syVK1KpAt1H0/foHq29mH0dJCJfAlEeIYIRFgF+zn4cRSfgwV8IkIyGuQiZAXgrqsvVC8O6f0gwYjKOZPr7B/ac8f7+gVWgkWhjSnw07eyWfJahINV6K9Ztj9z89Lbfu3ZB9W/QcaazMZC73YJdondV1+oS1jkMUI+HxEREf16UgZJVvP/KFkp36pZIzVBXrpsedWsWZPJIMGJ4GWUZBX/ll37MXr4P6r00r7du9R2aYzdqVtPtO3YWbvvohVrMWH0CBWMGNS3p9om/Qyat26HXv0GwthY/1zoV5LJeQk2aAIOHh4eGDa4P+bPnomuHdqoEknBsw6srPTLJWmCKlahlFLSZDwEBH5b3OLp4YEUKVOFOh5Hx6CsCU9PD73bJFgiwYcKlaroBSHEh/du6vxz/KjhYb5eaV4dkoNj+OWoiIiI/lQMRBBRrCONhWUF+Y+auPMGzIziYW+fMkjlYKXdLl80pFxRSNIoeHT93BhVzwW3XnqobAopbTRo/SU18S19CISslh9YPbu6PHzriaO332Dh0XuYuOuGZNKjdwTKKEV3jwgNydLoWyUbWsw/gXE7rqsSTSFZmQX9iXgXLEMkuLcefmFO/kcHWZEmmSZtSqZXzbaP3XmjF4j4WZrX8tYzjNfs6Rvq621eLK1qPC2lqqSc0qRGeXWyQjT3GVvfBc2Kpo3weFiQiYiIyDAS2NjoZC1E1rhRw2FmZoaDJ84idZq0OuebUyeO09tfmiHLqvyxk6aq3gRSumnOjKno36sbrKytVIkhTammwcNGqsuD+/dw5NABNckvk+VyrtRv0D8G6RERFsnikNckPRykqbb0w5AyTlFJAhZv374J9bY3b16HGfBYvHItOrRqjqYN6qieG9KAPOTjyjF9+s5DZcdEVGjlQ4mIiIiBCCKKhXI626rMhNP33/5QeSYp0yPlloIHIcTVZx/gE06ja/lSkSlpAnUpnM4BpUfvVavbNYGI4OSx5SK9DDL33aL2i0gg4lf0iNCokis5cqWwU5PnhYP1gNDImtxWXZ+8/xZtS2fQue21uw8evPVECvv4OtkQv0Lw3hxRTcpKiZP33uoFOaQ8lDQoz5Ve/1hJzOG/RnnV5MKq049UBGHSX9+CEblSBmV1nH/khma6/aiJiIgoBsqVO4/KTDh1/NgPlWd69OC+KrcUPAghrly6qJpdh3e+KSWJ5FKkWHEUL5Abu7Zt1QYigpPHlkv1mnWQzskRu7ZvjVAgIjp6RIRHXpPF114Xcq4U1bJlz4mjhw+q3hFSpiq4E0ePBO2TQ78UqWRRbN1zAFXLlUKTerX0ghEuefLi8sULuHDuDHs+EBERRYGYUyeEiCiCNCvKB667pJr7Bucb8Anvvb6luocmma0FHrz9qLPq3dMnAAPXXdTb94mrF56GUopHkw1gahz03+g7T1/cevmt6bHGO08/VfvfNILNqqVHRGQuP2tAtWyqP4ZkRYQkjaEl0CBBFAn6BDdy61X4B35GvXz6TZt/1uN3H7HwyD14+en3k5DjvPzEQ/VzvtT2Uf7cFbInVdkL8hz3X3tqt0v5puGbr6ifw3rNEnSY3Dgf6uZLgVWnHqH7ynPaL9u5UyZUQZ+1Zx6rptQhBXz6rHeMiYiIyHCatwpqktyvVzdVpik4X19fvHdzC/f+yZ2ccf/eXbx9822lvpQp6tezm96+Tx4/wtPHj8NczW9qFlSq8d3btypbIiTJBvj8+TNMTc0i3CMiMpeIkFJRx48eDvW27Vs24c6tm6rhc+as2RDV6jdqrK6HDu6v04fj9q2bWLpovnreilWqh3pfCUZs2b0f9g6J0LR+bRzYt0d7W4vW7VSZqD7du+BlsJ4UGm9ev1bPQURERBHDjAgiinXKZ0uKFsXTYv7heyg4dKcq12NjYaJK4xy88QoTG+VFpRzJwrx/8+JpVRCj7Ji9atW7f8AnHLjxCo4JzJE4QVDt3uC1/1vMOwGXlHZIl9gaDlam6nl2Xn4BE6O4aFk8qL/CK3cflSGRLbmNypiQx3r30Q+7Lj9XZZnalvrWSyImKZrBESUyOuLQraAvuiEn1mWVf8MZR1F36mFUc3FSx+fE3bc4/8gVOZxs0aGMbqZEVJA+DX3XXMC/my6jYFoHpE9srfo5PHfzxp5rL1RWgjQGlx4RUc3a3ARjG+RGh8WnUX7cPvUcNhbG2Hv9peqHUTZrEtTLH3a9aDlmUxrnU8GnlScfqkyJCQ3zqJWAs/4ugFpTDuF/c48jfxp7lX1hFDeu6jkhza5t45vg+KCKUf6aiIiIKPIqVK6K1u06Ys7MacibPaNqDG1ra4dnT59g/97dmDJzrl7j5eBatu2Afj27okTBPKhaoxb8/f1UhkXiJEmRJElSnX1lJX+zhnWRO29+pM+YEYkSOarn2bF1s+qn0KpdR7XfyxfPVYaENGWWjAl5LAlCyH5yrtG+c1cYyrkzpzF7+hQVgClYuAiSJXdSmR/XrlxWAQrpwTB20hSYmppGS5PsLRvXq/JPxfK7oGz5ivjw4b3q0yG9OKbMmqdKRIUlZarUKhghmRGN69bE8nWbULJ0WRU0GTNxMnp364x82TOq/hbS60Me++H9+zh5/Cj6Dx6KDBkzRflrIiIi+h0xEEFEsdLIui7Im8oei47ew8bzT/Dp0xcktjFXpZByOAeVFAqLBA+kgfHCo/ex7PgD1VBaAhJ9q2RFiZG79cpAtS+TASfuvsGeqy/w0TcAiRKYq5XzHctmRJZkQaV8nOzio1elLKpvgUzqf/D2h72lKfKlsVeT9T9SQupXGVA9Ow7f3ovQMuULpUuE7T1KqZ4M+669xEe/QJVR0rlcRnQtnwnmJlH/ZySdozUWtCyE/Tde4uJjN1x85KaCE9IbJGcKO9TM7YS/CqbS6cEQlWrlcYajtRmm7LmJLRefwi/gE1LaW2Jg9WxoWyrDd+v+yrimNsmnfpbMijiIg/ENcyOlgyX29SmLGftvqywTuc0oXhwkSWCOctmSquclIiKimGP0xMnIW6AgFsyZpVb8fwoMVA2kq9eqgxy5wu9z0Lp9R7Waft7sGViyYC7sEtqrgET/IUNRJI9umaCcLnlUU+pjRw5j945tqvmyY+IkqFilGrr06I0s2bKr/WQSvM/AITh66CAO7t+rsjJkJX+BQoXRqWvPHyohFVU6dOmOVKnT4MC+3SooIVkQkp0gwZJ6DRuhdftOqtRRdJAgx9LVGzBj8iSsWrFUBUQkiyRv/gLo3rsfChct/t3HkLFryjQ1qlNDG4yQJuBZs+fEjCmTVOBBXpetnR2cnFOiZ7+BqFO/YbS8JiIiot9RnC/RUaSRiH47Fy5cQO7cubG3T1lkdwp/op+Ifl/SK0Oyic6fPw8XFxdDD4eIiH6Tc0xp6pwjF/+uEEU36XtRslBenssREdEvxx4RREREREREREREREQUbRiIICIiIiIiIiIiIiKiaMNABBERERERERERERERRRsGIoiIiIiIiIiIiIiIKNowEEFERERERERERERERNGGgQgiIiIiIiIiIiIiIoo2DEQQEREREREREREREVG0YSCCiIiIiIiIiIiIiIiiDQMRREREREREREREREQUbRiIICIiIiIiIiIiIiKiaGMUfQ9NRL+jO688DD0EIjIg/h9ARETR4c6tm4YeAtEfgf/WiIjIUBiIIKIIsbe3h4W5OTosPm3ooRCRgcn/BfJ/AhERUZScY1pYoE3zpoYeCtEfQ/7N8VyOiIh+tThfvnz58suflYhipSdPnuDdu3eGHsZvZ9myZZg0aRLmzp0LFxcXQw8n1rtw4QJatWqF7t27o1GjRoYezm9Jvrg6OzsbehhERPSbiO5zzFu3bqFPnz5wc3PDoEGDUK5cuWh7LqLI8vX1xcSJE7F+/XqULVsWAwcOhKWlZbQ+J8/liIjIEBiIICIyIPlinCtXLrRt21YFIyhqdO3aFbNnz8alS5eQIUMGQw+HiIiIDEC+6s6cORPdunVD1qxZsXr1aqRNm9bQwyIK1Zo1a9CyZUs4OjqqzyoXKBER0e+GgQgiIgP59OkTihQpAldXVzVhLinSFDW8vb2RI0cOODg44OjRo4gXL56hh0RERES/0IcPH1SG5Lp169CpUyeMGzcOpqamhh4WUbju37+PevXq4dq1a5gwYQI6dOiAOHHiGHpYREREUSJu1DwMERFFlqRgnz59GgsXLmQQIorJ8Vy0aBFOnTrFTBMiIqI/zNmzZ9Vq8r1796pyN1OmTGEQgmKFNGnS4MSJE2jTpo0KoNWpU0cF1YiIiH4HzIggIjKAGzduqC/IHTt2xPjx4w09nN9Wjx49MH36dFy8eBGZMmUy9HCIiIgoGslX28mTJ6N3797ImTOnKm+TKlUqQw+L6Ids2LABzZs3h62trfos58uXz9BDIiIi+ikMRBAR/WKBgYEoVKgQPDw81AS5ubm5oYf02/Lx8VETETY2Njh+/DiMjIwMPSQiIiKKBtKIWiZtN2/ejO7du2PUqFEwMTEx9LCIfsrDhw/RoEED9Z1hzJgxqg8aSzUREVFsxdJMRES/mNQoPn/+vCodxCBE9JLju3jxYpw7d07V2SUiIqLfj5RizJUrF44cOYItW7aov/kMQtDvQDJ6pN+ZlGmSAFuNGjVU0I2IiCg2YiCCiOgXksZzQ4YMQa9evVCgQAFDD+ePIMe5Z8+eGDx4MK5fv27o4RAREVEU+fz5s1rgUbRoUSRLlgyXLl1C1apVDT0soiglQTUJrkmQTYISku178uRJQw+LiIgo0liaiYjoFwkICEDBggVVuSDJiDAzMzP0kP4Yvr6+qieHNLGWL27GxsaGHhIRERH9hHfv3uHvv//G9u3bVU+I4cOH8+87/faePHmChg0b4vTp0xg5cqRabBM3LteXEhFR7MC/WEREv4jUdZWVelKSiUGIX0uOtxx3qa87duxYQw+HiIiIfsKxY8fUqnCZjN2xY4c6x2IQgv4Ezs7OOHTokApA9OnTB1WqVFFBOSIiotiAgQgiol/g8uXLGDp0qPrCkDdvXkMP54+UL18+dfz//fdfXL161dDDISIioh8oxSRNqEuUKIHUqVOrBR4VK1Y09LCIfikJuo0ePVoF4c6ePauCclKyiYiIKKZjaSYiol9QkkkmwQMDA1XTZFNTU0MP6Y/l5+eH3Llzq1q7soqSqyeJiIhihzdv3qBJkybYu3cvBgwYoHpuGRkZGXpYRAb1/PlzVarp+PHjatFTv379WKqJiIhiLP6FIiKKZlK/VVbgS2kgBiEMS47/4sWLceXKFbWikoiIiGI+KUUjq74lA2L37t0YNmwYgxBEgGrSfuDAAfTv3x+DBg1ChQoV8Pr1a0MPi4iIKFQMRBARRSPpSSDNE+XLgazEJ8OT90FWi8kkhkxoEBERUcz06dMnVVKxdOnSyJgxo/q7XbZsWUMPiyhGkaCcnNfu2bNHlYOVoJ0EJ4iIiGIalmYiIoom/v7+yJMnD+LEiaPqt0o5IIo5742mVwffGyIiopjn1atXaNSokcqGkDJMUo4pXrx4hh4WUYz28uVLNG7cGAcPHsTgwYNVlgT/3RARUUzBjAgiomgiK5Nu3rypSgFxojtmkfdDSmXduHEDI0aMMPRwiIiIKJh9+/YhR44c6u/0/v371YQqJ1OJvi9JkiQqM+Kff/5R30Ukg0iCE0RERDEBAxFERNHg/PnzqgeBrEKS9GiKeXLlyoWBAweqQMSFCxcMPRwiIqI/XmBgoPrbXK5cOXX+JGVmSpQoYehhEcUqErST4J0E8W7duqX+LUmTdyIiIkNjaSYioijm5+en+hDIqvvTp0/D2NjY0EOiMAQEBCBfvnxq4uPcuXNsJk5ERGQgz58/x19//YVjx46pldx9+/ZF3LhcN0f0M968eYMmTZqoQIT0rJNMCTZ6JyIiQ+GZHRFRFJOminfu3FGlfxiEiNnk/ZH36fbt2xg6dKihh0NERPRH2rVrl1q1ff/+fdUTQiZMGYQg+nmJEiXCzp07VQbw6NGjUapUKTx79szQwyIioj8Uz+6IiKLQmTNnMGbMGNVUMXv27IYeDkWA1KCW9HV536RxNREREf26zETJfKhYsaLKULx06RKKFi1q6GER/VYkqNevXz8V5Hvw4IEK+u3YscPQwyIioj8QSzMREUURX19fuLi4wMLCAqdOnWLacyybCClYsCB8fHxUfw8zMzNDD4mIiOi39uTJEzRs2FAt4hg5ciR69OjBLAiiaPbu3Ts0a9ZMBSJ69eqlMiWYwU1ERL8Kz/SIiKKIZEFISYHFixczCBFLSzTdu3dP1c4lIiKi6LN161bkypVLlYg5cuSImhBlEIIo+tnb26t/f+PGjcOkSZNQvHhxFRQkIiL6FXi2R0QUBU6ePInx48er/hBZsmQx9HDoB2TNmlUFIeSLmWS0EBERUdTy9/dXmQ/VqlVDkSJFcPHiRZWRSES/jgT9evbsqYKA0iReSjVt2bLF0MMiIqI/AEszERH9JCnnIyfwNjY2OH78OLMhYrHAwEAUKlQInp6euHDhAszNzQ09JCIiot/Cw4cP0aBBAxV8kKB/586dESdOHEMPi+iP5ubmhubNm2Pz5s3o1q2bamhtYmJi6GEREdFvihkRREQ/aeDAgXj8+LEq7cMgROwm75+8jzJZIg2siYiI6Odt2LBBlWJ6+/atWrTRpUsXBiGIYgA7Ozts3LgR//33H6ZNm6YyleQ8mIiIKDowEEFE9BPky7TUVx0+fDgyZcpk6OFQFMicOTOGDRuGCRMm4MSJE4YeDhERUazl5+eHTp06oXbt2ihTpozKNsybN6+hh0VEwUhQUIKD8r1GmllL0FCCh0RERFGNpZmIiH6Qt7c3cuTIAQcHBxw9ehTx4sUz9JAoinz69EmtCHN1dcWlS5dgYWFh6CERERHFKvfu3UP9+vVx7do1TJw4Ee3bt2cWBFEM9+HDB7Rs2RLr169Hx44dVRk1MzMzQw+LiIh+E8yIICL6Qf3798ezZ8+wcOFCBiF+M/J+Sommp0+fYsCAAYYeDhERUayyZs0auLi4wMPDA6dOnUKHDh0YhCCKBaTn3dq1azF9+nTMmTNH9U6ToCIREVFUYCCCiOgHHDlyBJMnT8bIkSORIUMGQw+HooG8ryNGjFDvs2S8EBERUfh8fHzQrl07lQlRuXJlnD9/XpV5IaLYQ4KGksEkQURPT08VVFy9erWhh0VERL8BlmYiIookLy8vZM+eHUmTJsWhQ4eYDfGbl2gqXrw4Xr16hcuXLyN+/PiGHhIREVGMdPv2bdSrVw937txRQfxWrVoxC4IolpOspjZt2mDVqlXqWnrjmZubG3pYREQUSzEjgogokvr27YuXL1+yJNMfQN5feZ9fvHiBfv36GXo4REREMdLy5cuRO3du1Zz69OnTaN26NYMQRL8Ba2trrFixQpVpWrx4MQoUKKCCjkRERD+CgQgiokg4ePAgpk2bhtGjRyNt2rSGHg79AunSpcOoUaMwdepUlQFDREREQby9vVVj28aNG6NWrVo4d+6cyholot+HBBUlw0mCjBJslKDjsmXLDD0sIiKKhViaiYgogj5+/Ihs2bLB2dlZBSTixmUs90/x+fNnlChRQjUnv3LlCiwtLQ09JCIiIoO6ceOGKsX04MED1dj277//ZhYE0R/wfUj6RyxduhTNmzdXC3UsLCwMPSwiIoolOItGRBRBvXv3xtu3b1WpHgYh/izyfsv7/vr1a/Tp08fQwyEiIjKoRYsWIW/evJA1bWfPnsX//vc/BiGI/gCyGEdKNC1YsAArV65U/w9IUJKIiCgiOJNGRBQB+/btw8yZMzF27FikTp3a0MMhA0iTJo16/2fMmIH9+/cbejhEREQGWQ3drFkzFXho0KCBCkJkyZLF0MMiol9Igo7yf4CUYpOf8+TJoxbssNgGERF9D0szERF9h4eHhyrJJBPREpBgNsSfXaKpdOnSqgzF1atXVQM/IiKiP4H83ZNSTE+fPsWsWbNUXwgi+rNJn5hOnTqpDIkmTZqoBTssYUpERGHhbBoR0Xf07NkTbm5u6gSbQYg/m7z/8jlwdXVFr169DD0cIiKiaCfr1ubOnYt8+fLBxMRErYJmEIKIhPSHmD9/vuoZsWHDBpUdIf3UiIiIQsMZNSKicOzevVt9+R4/fjxSpkxp6OFQDJAqVSr1eZgzZw727Nlj6OEQERFFG09PTzRq1AitW7dWJZlOnTqFjBkzGnpYRBTDSHDy/PnzMDU1Rf78+dV5MotvEBFRSCzNREQUBnd3d2TNmlV94ZYJZzZhJA3501muXDncvn1blapIkCCBoYdEREQUpS5evKhKMb1+/VpNKkpPCCKi8Pj4+KBbt26YPXu2+j9DrlnKlIiINJgRQUQUhu7du6tghKQbMwhBwcnnYd68efjw4QN69Ohh6OEQERFFabBd6rwXLFgQVlZWuHDhAoMQRBQh5ubmqofMqlWrsH37duTOnVsFNYmIiAQDEUREodixY4fqBTBx4kQ4OzsbejgUA6VIkQITJkxQgaqdO3caejhEREQ/TRZgSBZEhw4d0KpVK5w4cQJp06Y19LCIKJapX7++CmJKNkSBAgUwffp0lmoiIiKWZiIiCun9+/eqJFO2bNnUBDOzISgs8ie0QoUKuH79Oq5duwYbGxtDD4mIiOiHSBNqmTx0dXVVQfbatWsbekhEFMv5+fmhZ8+emDZtGurUqaN67/F8mYjoz8WMCCKiEKSuqZeXlyq9wyAERaREkzTzlM8NERFRbAyqT548GYUKFULChAnVKmYGIYgoKkjz6qlTp2LdunXYu3cvXFxccPbsWUMPi4iIDISBCCKiYLZu3YrFixfjv//+Q/LkyQ09HIoFnJyc1Odl0aJF2LZtm6GHQ0REFKks0Fq1aqFr166qHNOxY8eQOnVqQw+LiH4zEtyUXhH29vYoXLiwOndmcQ4ioj8PSzMREX3l5uaGLFmyqKZqEpBgNgRFlPwprVKlivqCJWWabG1tDT0kIiKicJ0+fVqVYvLw8FDB9GrVqhl6SET0m/P390ffvn0xadIkVK9eXfXks7OzM/SwiIjoF2FGBBHRV507d4avry9mz57NIARFinxe5syZA29vb3Tp0sXQwyEiIgrT58+fMWHCBBQpUgRJkiRRQXQGIYjoVzAxMcHEiROxefNmHDlyBLly5cKpU6cMPSwiIvpFGIggIgKwadMmLF++HFOmTEGyZMkMPRyKheRzI5+fpUuXqi9XREREMY00opaggzSP7d69u5oITJEihaGHRUR/GPl/SIKgcv5ctGhRjBs3TgVJiYjo98bSTET0x3v37p0qyVSgQAEVkGA2BP0o+ZMqaeZnzpxRJZqk6ScREVFMcPz4cTRo0AA+Pj5YsmQJKlWqZOghEdEfLiAgAAMHDsTYsWNRuXJlVSZO+kgQEdHviRkRRPTH69SpEwIDA1mSiX6afH7kcyT1b+VzRUREZGiyynjUqFEoXrw4UqZMiUuXLjEIQUQxgrGxMcaMGYPt27erEk05c+bE0aNHDT0sIiKKJgxEENEfbf369Vi1ahWmTp2KxIkTG3o49BuQetvyeVq5ciU2bNhg6OEQEdEf7M2bNyroMGDAANUg9uDBg0iePLmhh0VEpEP+n5IgaerUqVGyZEmMHDmSpZqIiH5DLM1ERH+st2/fqpJM0qxRAhLMhqCoIn9aa9WqpcpgSIkmBwcHQw+JiIj+MIcPH0bDhg1V1qf0wSpbtqyhh0REFC75/+qff/5RgQj5P0t6ryVKlMjQwyIioijCjAgi+mN16NBBrbSZOXMmgxAUpeTzNGvWLPX56tixo6GHQ0REf5BPnz5h6NChKFWqFDJmzIjLly8zCEFEsYKRkRGGDx+O3bt3qwwJKdV06NAhQw+LiIiiCAMRRPRHWrNmDdauXYsZM2bA0dHR0MOh35B8rqZPn64+a3IhIiKKbq9evUL58uXViuJBgwZh7969qmQgEVFsIsFTCURIMLV06dL4999/VZCViIhiN5ZmIqI/zuvXr1VJJlkpyAliik7yJ7Zu3bqqPIaUaGJqORERRZf9+/ejUaNGKitPSjHJeQ4RUWwmwQfJkJBAhPSOkP/b2NePiCj2YkYEEf1xE8Pt2rVD3Lhx1Wp1ougkk0GSdSPat2+vPn9ERERRXVN98ODBagVx9uzZ1SpiBiGI6HcQL148DBkyRAVab9y4gRw5cmDfvn2GHhYREf0gBiKI6Lfl6+uLBw8e6GxbtWoVNm7cqPpCsIEw/QqSBSHBCGmIvnr1akMPh4iIfiMvXrxQZUtGjBiBYcOGYdeuXSw5SUS/HcmGkCCrBCLKlSuHgQMHqiAsERHFLizNRES/rUmTJmHatGm4f/+++v3ly5eqJJPUTl65cqWhh0d/mAYNGqha3VKiiSnlRET0syTo0KRJE5iYmKjzmmLFihl6SERE0erz588YPXq06oFTpEgRrFixAsmSJTP0sIiIKIKYEUFEvy1J37WxsVE/S8y1TZs26su6BCeIfjX53BkZGaFt27Ys0URERN8lCyhOnz6tt11WAffr1w8VK1ZE3rx51SphBiGI6E8g5XX79++PQ4cOqcVmOXPmVEHZ0HpL7Nixg1kTREQxDAMRRPTbevToEVKlSqV+XrZsGbZu3YpZs2YhYcKEhh4a/YHs7e3V52/z5s1q9RYREVF4/vrrL1UbPbinT5+iRIkSGDduHMaOHYtt27ax1CQR/XGKFi2qgrASjJWgbN++fREQEKC93cPDA1WqVMG8efMMOk4iItLF0kxE9NtKmzYtatasiW7duqmSTJUrV1YBCSJDatSoEXbu3Ilr164hadKkhh4OERHFQLLaV2qib9q0CdWrV1fbJOjQrFkzxI8fX/UcKliwoKGHSURk8FJNEyZMUFli+fPnV2XqnJ2dtcHco0eP4t69ezA1NTX0UImIiBkRRPS7knTcJ0+eIEWKFGjdujXMzMwwZcoU+Pn5Yfz48Wr71atXDT1M+gPJ51C+DEmpMK4FICKikORvg2RCuLi4oFq1avD390ePHj1QtWpVVRNdVgEzCEFEFFSqqVevXirg8OzZM1WqSbLgxeDBg/HixQvMnz/f0MMkIqKvGIggot/S8+fPVXqu1A7dvn07Zs+erVYXZs6cWaXuypf5DBkyGHqY9AeS0mDyeZSVrUuWLDH0cIiIKIY5ePAgjhw5gn/++QePHz9W/R+mTp2KiRMnqgwJOzs7Qw+RiChGkeDsxYsXVckmCeBK8DZ16tRo2LAhRo4cCV9fX0MPkYiIWJqJiH5X8gW+ePHiqnyBlDbw9PTE4cOHUaFCBZW+KwEJIkNq2rQptmzZguvXryNZsmSGHg4REcUA8tVMAg8yaSYNWZs3bw4bGxtViilfvnyGHh4RUYz/P3Ty5Mno3bs3cuXKpYIQ5cqVU9s6duxo6OEREf3xmBFBRL+lBw8eaOuGSkbEmzdvVF1+uTAIQTGBfCGysLBAq1atWKKJiIiU/fv349ixY0iSJAlq1aqFUqVKqVW+EoT4+PEjrly5otOQlYiIAFdXV9y6dUuV5+3atSuOHz+uvv/Vrl1bZUmMGjWKWRFERDEAAxFE9FuSgIMwNjbGtGnT1Bd3yYYgiilsbW0xd+5c9VlduHChoYdDREQGJkHpPn36qCD1rl270KJFC2TJkkVlRaRNmxZWVlbIkSMHduzYYeihEhHFKJ06dUKmTJnU/5O5c+fGjBkz1GKfbNmyqaz4ly9fqm1ERGRYLM1ERL+l5cuXY82aNVi8eLEqaUAUU8kE0/r161XzdGdnZ0MPh4iIDGTp0qWqbF9wDg4OKvggk2nZs2dXFyk3EidOHIONk4gopvHy8sKZM2fU4jPNRcqf+vj4aPeRBWrye7x48Qw6ViKiPxkDEURERAb04cMHZM2aVZUM2717t3ZyycPDA+7u7nBycjL0EImI6BeQVbvSYFVKMkkpJgk+ODo6GnpYRESxkpRpun//vgpKyDn27du3cejQIcSNy8IgRESGwkAEERGRgUkJjooVK2LOnDkqjVwMHToU69atU1+eiIiIiIiIiIhiMyNDD4AouCdPnuDdu3eGHgZRrGVvb8/yPrGQ9C9p2bIlunfvjnLlyiFFihSqpJis3JKG61y5Rb8T/q0nijl43kBEMQXPD4h+LZ4DkCEwI4Ji1IlHpowZ4O3ja+ihEMVaFuZmuHnrNk8oYiEpxSQlmtKlS4e9e/di+/btqFatGp49e4ZkyZIZenhEUfe3PlMmeHt7G3ooRCTnDRYWuHnzJs8biMigeH5A9OvxHIAMgRkRFGPI6gcJQkz7KyfSOVoaejhEsc7d1x/RccUl9W+JJxOxj7W1NRYsWICyZcti9uzZKFq0qNr+6NEjBiLo9/pb7+2NBaP6IENq9j8hMqTbD56ieb8xPG8gohhzftBl7HwkT53B0MMh+u09e3Abk3u34DkA/XIMRFCMI0GI7MkTGHoYRES/RKlSpWBnZ4exY8eiTJkyaNOmDXr16oVTp06p2x8+fIjChQsbephEUUqCELkypzP0MIiIiCgGkSBEmiw5DT0MIiKKJiw6TUREZECdO3dWQQdJR+/duzcGDhyo6nV26tRJXUsggoiIiIiIiIgoNmMggoiIyIBq1KiBO3fuYMCAAZg+fTpcXFxQs2ZNHDp0SNXtZCCCiIiIiIiIiGI7BiKIiIgMTAIOgwcPVgGJihUr4r///lPlmp4+faoaiBERERERERERxWYMRBAREcUQ0pR68eLFOHPmDNKnT48vX77g8uXLhh4WEREREREREdFPYbNqIiKiGCZv3rw4ceIEJkyYgEuXLhl6OEREREREREREP4UZEURERDFQnDhx0LNnTyxbtszQQyH65Y6cvQyLbOUxfMZS/OnK/6+XOhY/I2P5puoSUXLc5TnlfSAiIiIiIooKzIggiiKXnn7A0pNPcPqBG155+CIg8Avs4hsjc1JrlM2cCLVzJ4OVmbF2/xP3XFF75in0KJcOPcunx59o3tGHOHDrLe68/gjXj34wM4oHp4TmqOWSDE0LpoCFSTyd/R+988K6889x5Zm7urz28EOGxJY41Kt4pJ73qZs38o04GObtc5u6oEqOJD/8uoiIiCj2eeP6AYs27MTFG3dx8cY9PHnxGvHNzfD2zOZQ93/97j1GzVqO89dvq33dPb2RKKENsqRLhc5Na6FkgVyRev4DJy/gv0XrcOPeY7z38ETSRAlRJE929GxRD2mck+ns23rAeCzbsjfUx8mcNgXObZwTqecmIqLoce/aBexZvQA3zh2H25uXCAzwh7VtQqTMkA25S1RA8WoNYGFprd3/2pkjGNysEup16IcGHQfgT3b36nlsmj8JN8+fwEf3D7C2s0farC6o33EAUmXMprPv84d3sG7WONy+dBpur1+ofVOkz4rqzTsja75iEXo+zbEPy9i1R9TzE9GPYyCC6Cd9+vwF/2y5gXlHH8EobhwUTGOHUpkSwcw4Lt55+uH0g/fot+E6xu66g2v/lkXcuHEMPeQYY+Xpp4gbJw6KpE0IB0tTePsH4uQDN/y75SbWnXuOrZ0Lwdz4WzBCgjwT9txVxzm9o6UKRPyMLEmtUSGro972dI6WP/W49HOePHmCd+/eGXoYRLGWvb09nJ2dDT0MisXaNqyGuhWKwylJIvxJbj14jH+mLELcuHGR1jkpzExNwt3/2eu3WLV9P/Jlz4RcmdPBxtoSL9+4YtvBk9h99Az+6fw3erdqGKHnnrZ0A3qPnQ27BFaoVqYw7KytcO3uIyzZuBvrdx3G/iUTkS1Dar37dWhcAwmsdM9bHOxsIvnKiYgoqn369AmLxvTD9qUzEM/ICFnyFIFLsXIwMTOH+7s3uHH+BOYO646VU4Zj0YlH6m8PfbNnzQLM+bcrLBPYIk/JSrCxd1TH7dbFk3hy57pOIOL2pTMY8nclfP78CXlLVUbBcjVUMOLUvi04f3gXOgyfgdK1I54ZmiVvEWTJV1Rvu10iLlYk+lkMRBD9pJHbb6kgRA6nBJjdxAUpElro7XPqgRuGbL6Bz1++IC5idiBCMg0yJraCiVH0nwht71IYZsECDRqdV17C2nPPsebsMzQrlEK7vWCahNjeuZDKMpH7Jemx/acDEX9qNkpMDkJkypQJ3t7ehh4KUaxlYWGBmzdvMhhBP8zeNoG6xATv3rvD3fOjXkZAdMiQyhl7Fo5HjkxpYBXfQpWzcn3vHub+2dOnxvNj6xAvnu65zMu3rihYtwNGzlyugjrWlvHDfd6AgEBVDsvGyhKn189CMkd77W0zl29Gj9EzMHXpBswZ3lPvvh0b10SKZIl/6PUSEVH0WT5xiApCpMnqgh4TFyOxUyq9fSRLYuHovvjy+TMQwwMR969fgnO6zDA2CT9IHxXuXD6LOUO7IX3O/Bgwax3iW+mek3wKDNT5fe2M0fD380X/meuQp0QF7fZqt66iV+3CWDtzTOQCEfmK/vHZKETRhYEIop9w781HzDr8APaWJljeMh8SWob+R7lAajs1gW4UL+jkYvzuO2plv5Brzc/izICScLKzQJeVl7Hm3DOc7FcCmy69wKozz/Dygy+S25qjaSFntC6WStWQjwqv3H2x4cJz9Xy3X33EreHlfkkgIrQghKicLYkKRDx21Z2Mdk5ooS70+5JMCAlCLFkwF5kyMEhEFFk3b99B0+at1L+l3yUQcf76HQz5bwHOXLmlsgqL58uJsb3bhDr5eunmPYybuwrHz1/FB08vNaFbu3wx9G7dEJYW5tr9pPdBhea90b9dY5QqkEutgpdyPJbxLdC4Whm1kl0ml2U1+tQlG3D/6QsktrdTj/N3rW9fcDUePXuFETOXYt+JC3D74IHEDnaoXKIA+rVtFOrq9JkrNmP2yi14/OI1kjgkRNOa5VGvUglkrfQ/NK5WFnNG6E84h1ZGaNSsZdhx+DRevXWDnY01yhRywYB2TZAyeegT027uHug/YR52Hj4FTy8ftcK+f9vGKF80r85+Mik+cuYy7FowFsXy5tA7ZhWL54/we/Ij/AMC1OtasWUfdh89ixHdW6Bjk1qIbo72tuoSUcbGoX+Vkve0QM7M2LL/OJ69eovMacMPRLi6e8DjozeK5M6mE4QQcqwlECEBGSIiih2kTNCWRVOQIKEDBs3ZAGtb3f/bNTLnKYzRqw6qjAmxatoIrJk+Sv0s15qfxax915EoWQpM7dcGBzctx4zdV3Bsxzrs37AUrq+ewyGpMyo0aIkqzTpE2TyBlJI6snW1er6n925i6elnvyQQsXLKMODLF3QePUcvCCE0x0vj9bOHKqMkV9GyOtsla8LOMRk83jPbniimYCCC6CfIxP3nL0CTgs5hBiE0NEEIUShNQjzN46PuL6Wc5HcNa/NvfSTEoE03cPHpB1TLkQTG8eJix9VX+GfLTTx974PhNbL88Nh9Aj5h59VXasL/yJ236nUkTWCGjiXT6PVm+NX23XyjriUzIzpJAGbBsUfw9A1EkgRmKJIuIZLafJuoIsORIIRLrpyGHgYRGdj5a3cwaeFaNRneom4lXL51H1sPnMD1uw9VDfzgpXM27z+OZr1GwcTYCFVLFVITyhKYGD9/NQ6fvYy9i8bDxFj3b+zZK7fU48tEvDz+nmPnMGHBGnz58gX2dglUUKNyyYIokicb1u06jPZDJiFV8sRq4l3j1oMnKNusB9zcPdXzpk+ZHBeu38GslVuw68gZHFo+WfUN0Bg8eQHGz1utJpxb1auCT58/q33PXLkZ4eMiQYjijTrj8fPXKF3QBfUrlcSdR8+wYut+9Zz7Fk9AhtTOepP7lVv1Q0BAAJpULwc3D0+s23kYtTsOxrLx/VGjbNEof08i6+zVW1i+eR/W7TqkjqepiTGqlCyIEvkj12vB0Fw/eKjXIv0lUiT9fnDGMaEtEtpY49qdh3j++p1OMGLn4dPqukSwz1xwErD56O0DMxMTFVgqmiebXoYGERH9Wgc3rcDnz59Rrl7zMIMQoU2qZ81XFG+fP1ET/yHLA4WckJ8/sjfuXj2HwhVqwcjYBKf2bsHCMX3x5sVjtOg/7ofH7ufrg9P7tuLQ5hW4cuKAeh0JEydDzZbdYWoefmA9Knh+cMOVkweROnNOlUVy9fRh3Lt6QQVAMuUuhDRZ9M8JnNJmwvOHd3Hx6F6djIiHt67C7fVzuBTXX0QSnpeP7mHromkICPCDQ1In5ChU6rvvIxFFDAMRRD/h/KP36rpw2m+BhIgo9HV/CURIECK88kCXn7ljf4+icLQ2U7/3Kp8elaccx/yjj1AndzLkdIp4HWCZWJEyUWvPPcO2K6/UBLylqRHq5E6uHkteR2g9LOYceQgPn4AIP0+rYqmQIERAJTyLjj/Cu4/+cPcJwLlH73HpqTtKZnRALZekiE5H7r5TFw3pPdGiaEoMrpKJvTyIiGIAqbO/ZFw/1KlQQrutZf+xasJdJr/rVgzaLqvFpXmvNPfdt2SiutaQSfMBE+dhxvJN6Pp3XZ3H33v8HDZMH4YKxfKp3wd1aIaslf+HmSu3wNbaCifXzoBz0qBeQk1qlEeRBh0xefF6nUBEl2FT1cTz3BE90ajat5V4Q6ctxujZKzBw0jxtSZ3bD55g4oK1SJU8CY6vnqZ6CgjpI1CwXvsIH5eBE+epIMTA9k1UhoLG4o270W7wRHQZPhW7FuhOQkjWRMbUztgyaySMjIImqjs1qYVC9Tqo/SsUyx+hIEJE35OIevbqDVZuO4Dlm/eqYIqs4iyYKzP+qloGtcoV0x6j4CQ748jZKxF+jmJ5s2szO6LDizeuWLBuBz59+qzKMu04dAofPD9i+pCuiG8RdP4WHnnNE/q1R8sB45C/dltUL1NE9YqQHhH7T57H/2pXRLu/qod63x6jZuj8ni5lciwa01f1rCAiIsO4cykoiJw1f8SaJGtomiqrQMR3ygPdv34BEzeegl2ioIB3g04D0Ld+SWxfOhPFqzWMVFNlmSeQMlGHNq3AyT2b4P3RA+bxrdTjSDPtrPmLh9rDYuvi6fDy/BDh56natAPiW4c/f/Hw5mU1Hgl+jGhbR/V4CK5QhVroMmYujKVRE7EAAQAASURBVE1Mtdsadh6EmxdOYmznhshXugoSO6WGq/SI2LsZGXMVQNt/JiMyjm5fqy4a0tdD3osaLbpG6nGISB8DEUQ/4Y1nULNkTZAguAO33uDCY90/ytIYOWuyyNVcblEkpc7jW5oZoUuZtOiw/BLWnX8eoUDEo3deKvNh7flneOrmg3hx46BYensVfKiQNfF3MyDmHnmIZ+99Ijzm+nmTRy4QceKxKgmlIQGIsXWy6WSRRCVpgN2jXDpUzJYYKews4Bv4Sb1Xw7ffwuzDD1VZqv6VMkbLcxMRUcRJqZrgE95CyhjJpPf5a7e1k95SwsfTyxsz/umqE4QQXZrVxn+L1mLtzsN6gYgS+XNqgxBCJo3l98UbdqFni/raIIRwyZIOqZ2S4PrdR9ptT168xtFzV9RK9OBBCNGrZQPMX7tdZVJMG9JFZWOs3XVYrSzs8ndtnQl2yd7o0KgGBv234LvHxM/fH+t2H0YiOxt0b15P99jUKIdpSzaoSfqnL9/oNZse3LGpNgghMqVJoSb8F67fid3HzqJ66cJR9p6Ex8vbF5v2HVXv2+GzV9QxkQn0QR2aomGV0mGWltKQ1yeloyKucbQGIiT4EHw8UgZs9tAeaFi1dIQfo16lkqovx//6jlbvh0be7BnVMQlZBkqydCqVLIA8WTOo+z1+/goL1u3EjBWbUK1Nf5zZMEuViCIiol/v/bvXYTY3vnB0L+5cPqOzLX/pqkiVKXuknqNS43baIISQwEHttr3xX6/mOLxlZYQCEa+ePFCZD4c2r8Sb548RN148tfpfAhD5S1eBqXn4ZZG3LZmOty+eRHjMpWo2/m4gwsMtaKHguUM7kcDOQfV9yJK3MF4/e4x5w7rjxK4NKkuhWa8ROhkRUuJqbOdGOLFro3a7HP9StZtGuMm0ZD007TVCZVU4JHGCl6c7rp4+gmUTB2PJ+IGwsLJWWS5E9OMYiCCKJgdvvVVNrINzsjWPdCAif2o7vW35UgVtu/HCI0KPUXDUIXUtjbSHVMuEWrmSIlEowZOwnB1YCtHpUK/i6vqtpx9O3HPF0G03VdbHqtb5kThBxMcZUfZWpjpZKJYwQrksjsjplAAlxh3BnMMPVYmqkGWyiIjo1wptVbembI30gNCQMjji5KUbuPlA/wuxkZER7jx8qrc9W/rUetukF4S6LYP+bY72dtrnElduP9BOzodkbmaK3FkzqFJJdx4+Q9b0qXD16/75c2TW2196CkSEPJavnz9KFXTRy2CQlfUyQX393iM1tuCBCGMjI+TLnknv8Qq5ZFET3zK2iAQiIvqehKfbyGlYtnmvCs60rFsZf1Urg3zZI74AQDJB5BJT5M6SHt5Xd6um009evsai9btUdsOFG3cwrk+7CD3Gog270HX4NHRoXANtGlRFQpsEuHbnAXqNnYVKrfpgxcRBqkxV8OBPcFKKa0zvNjAzM1ElxaTJ9dCunCwhIopppHyQNLEOTno/RDYQkTl3Ib1tmVyC/k48unU1Qo/RvnzQczo6pcLffUahaOV6sHX4tgjje2bvv4Go9vnLl6DrT5/Q5p/J2lJLKTNkRe+pK9CubDbsWjkXf3UZrM2KuHvlHEZ1qI/UmXKg48aTSJoyLVxfPsO62eMwrX9bPLt3C017Df/uc0szbrloSCCmeNX66rl71SmK1dNGomzd/0VZDw6iP1H0d6Ml+o05WAX94Xvt4at327AaWfByQmV1GVzlx1fXSyNs/ecN2ubpExihx9D0WpCsBgmQHL7zDl5+Ebvvrz6e1XMlxYK/86gMiaFbI14vOypIcKZ0pkTwC/yMK8/YFJKIyNCsLPVX4hl9rX//+dNn7bb37p7qWsovycr0kJeXb1zh5eMboceP9zUbzzqM5w4M/KT93fOjt7oO3gMiZOBC7ecVtN/Hr9eygj2k0Jpah0bzWN99zq9j05Bm1qGVVUiUMKg5s0cEgwgRfU/CI9kPEhiRvhVSemjPsbO4/+Q5YjvJWkjjnAzDurVQwYTpyzZh/4nz372flOzqPGwKKhbPhxHdW6pMHMnOyZ8zM9ZO+VcdKynHFRF/1wyasDl58fpPvx4iIvoxNgkTaZs9h9Si/1hsuPlRXWT1/Y+SRth6z2sf9LxSWikiNJPuktUgAZLLJw7Ax+tbpQJDsLC0VteSneFStJxexkL6HHnh5+ONZ/dvq22BAQGY2ONv1Wuj15TlqkG1qZk5kqZKh06jZiNNVhdsWTwV7179+HlGivRZkD57Hrx/+wqvn+kuNiWiyGFGBNFPyJPSFifvu+HEPTcUThs9zYukd0Ja3coKeOvpr66tzCP2T/hgr2JqYl16Umy6+AJH7rxDn/XXUCGLI2rnToYSGRxUuaawRHePiJByOCWAjbkxTt53xa9mF99E28ybiIhiB83k+MXNc/WaNP+K55Xm0aF54xrUS8oqftB+ll+vpadF8IbE4q1bxGosax7ru88ZImDg9sFDlUAKGYzQ7G9tFf0NKIOXrZK+B2t3HMKyLXu1ASPJ2GhQpRTqVCgearAmpvaICI1krEgT8iPnrqB0odzh7nvg5EUV4CqWR3+MUrYrQyon1RTcx9dPZdqEJ6Ft0ASOt29Q+VAiIvr1MuQqgOtnj+H6maPIlj8o+z+qubu+RbJUur0mP7x7ozOZ/z3/bTmD+9cv4dDm5aonggQiJAtA+iwUr9oAOQqXRryviw1CEx09IiSbQZiaWcDIWH9OQcojCX/foNLRzx/eVsGBAmWrqQBEcJK5kDlPYdy/dgFP7t6AfeJk+FFWtkHlDiUIQkQ/joEIop9QL09yTD9wH0tPPUHLYilha/H9Jo8ammbInz4HpR6G5fQDNxQIUZ7pzEM3dZ05acROMET25AnU5Z+qmbD/5lvVL2LH1VfYePFFUCZCziSqabUEAX51j4iQvP0C4eEbgPghTiR+hUtPg06knGzDr4dJFBXiWSRA8aJFcGD39h9+jEVLl6NFm/aYP3sG/m7SKErHRxRbSJ38zfuO48yVW780EJEjYxp1ffzCNb3bpHzS+au3Vfmk9KmSa8s9SUPnM1duau+rcfpyxLIA5bHkMc9dva36RZia6J57HD8fVI4he4jSUgGBgep5C+TMorP9xIXrYZaiik4SaGjXqLq63Lz/WDWrXrX9ILqPnI4+Y2ejbJE8aFi5FCqXLKhXgiqm9YgIq29E8GyR8PgFBC0wefch9GxMCVzJeaNkRnyPfC5EimQRL61BRERRq2SNv7Bp3kTsWbMAlZu0h5WNfrnlsMSNq8kyDH9h3I3zJ9Qke3DSsFmkzKhfMjIsabLkVJe/e4/C+SO7Vc+IU3s24+i2NSrDonDFOihRvSHSZMn1S3pEJEmRRjWqdn31XDWcTuiYVOd2TSaEQ7Kg870A/6C/oR7vXcPtOWEc4nwpMj4FBuLBjctqMYd9kqBzOiL6MSzNRPQT0iayRJviqVVvg8Zzz+KpW+jRcQ9f/TJIthZBE/UvPuiXighu/rFHOqWfPvoGYvK+e+pnaTYdWdIAunxWR8xrlhuXhpTB6NpZVe8K6WdR4b9jKDrmELz9P+n1iNCUmYrIxcnu+5P4bzx88cpd/7UHfvqMIVtuQuIzJTPop5tGhryOu68/6gVRrr+QVaFfQg24nHn4XpWyypgkqJwVEUWch4cHevTpj1QZssLcxkFdy++y/UcFBATAJX8RFbTJnqdAqPvIKu/pM+cgT8GisEyYGDaOyVGibEVs2bYjzMc9feYcatRtiEROqdRYM2TLhSFDR8DHJ+JBV4o5mtQorxoED568MNReEO6eXrh0M+hvZ1SSHgxF82THlVv3sXr7AZ3bJixYgzduH9TqfumFIORn+RI7edE6Nabg2RDTl2+K0HNK4KFO+eIqk2Hy4vU6t0nfhat3HqoMgJCNqsXQaUt0SktJAGDF1n1wsEuA8kXywlCkafbw7i1xZ+9SbJk9ErXLF8Oh0xfRpNdIpCxRH1v2n9DZX/pDSE+GiF6iq5+E9NUIfjw1nr16g/HzVqufyxXOo3Pbg6cvVCkm6ScRsj+INJvWBDA0pH/Hs1dvUTBnFm2jcTd3D9UoPaQXb1zRa8xM9XPdEA3FiYjo15FMhap/d1IZCsPb1FaNoEPj7akfgLZMEFQyUSbiw7Nj2Uy4vXml/d3HyxPrZ41VP0uz6ciS0kb5SlVG78nLMf/IPbQePAkOSVOofhbSH6FTZRe9bADpEaEpMxWRi/TC+B7JYtA0hF45ZRi+fO0ZIY5uX4On924iQ8782gbUUl5KMkBuXTiJKycP6jzWo9vXcHLPJphZxNdp3i1NqJ89uK1z/IQEG0L69OkTlk4crAIuuYqWQ3yryPX8JCJdzIgg+kkDKmeE/6fPmH/0EQqNOoRCaROqiWxT47hw9fRXK+xvvPRUJX/SOlrqBDESW5ti86UXMDGKiyQ2ZpAciRZFUuo0Sc6RPAFKTziK6jmSqCCCZDHIxHqLoimR0yli9aTDYmNhjGaFUqjL/bcfsebsM6y/8AIBqsbz91fw/Yx7b7xQf/ZpVd4qtX182FmawPWjH47cdcXz9z5Imyg++lTQTTV1/eiv1zdCghldVn47YZjc8NuKx0tPPqD2zFMomMYOG9p/a/A4btcdXH76QT13Mltz+Ad+xvnHH1T5KikJFfwxiKLT9YtnYWHxc5k/NatVQYF8eZEksWFXv3p5eaFkuUq4dOUqypQuiQb1auPylWv4b+p0HDp8BEf270b8+JEv/TJyzHjcexDU4Dc08uWkfuNm2LBpC9KkToXmzZrAz88PW7bvQM16DTFlwjh0aNda5z6yb8Om/1Op5rVqVENiR0ecOHkKw0ePxcHDR7B3xxaYmoZf/oRiFumXsGB0HzTtNRJ5a7VF+aJ5kTZFMtUX4tGzVzh67goaVSuDqYO7RPlzTx7UCWWadkeL/uOwef9x9byXbtzDvhPnkTJZYgzv1lK7b8bUzujarDYmLlyLvLXaoGbZovj0+TPW7z6CXJnTql4WccIplaghk/ZHz1/BP1MW4dj5q8iZKS3uPnqmJuwT2lhj8sBOevdJ7GCH9x4fUaBuO1Qomk/9vHbnIQQEfsJ/AzrpZR0YggRpyhTKrS7SC2PjnqNYvmWfmtj/VVoPGK/92fW9O/wCAnS2jezZSls2auqSDdh19IwKJEhfB2OjeHj47BV2Hz0DP/8AdG5aS/V5CK5Sy74qiHBz12KkSJZYbZMsFQlSrdt1GC7VW6FqqUKqZ4gEuPafvKDKMY3o8e1z9PTlWxRp0BEFcmRG2pTJYW9jjScv32Dn4dP46O2DxtXLokbZIr/gaBERUVgadx+KwAB/bF86Ex0q5EDWfMXUpLmxqZkqq3Tv2nk8vn0N1rYJdUosJUudQU2yH9uxDkYmJkjomExNzldq3FZnEjxNFhd0r1kAhSvWhpGRMU7t3aImyys3aacz6f4jJBhSoWErdXnx8C4Obl6Ow1tWq9cjpZuiW7X/dca5Q7twYMNSPL13C5lyF8SbZ49wZv82FXSQJtYaJqZmaNz9X8wZ2g1DW9VA3pKVkCRFWri+eqaOSYC/H1oOHA/z+N8WGp7et1U1sS5Zo5HqI6ExbUBb1SMjXbbcsE+cHF4f3XHj3HE8f3AH9kmc0GrQxGh/7US/OwYiiH6S9FYYXiOLyk5YeuIJTj1ww9lH7/Hp0xfYxjdGpiTWaFzAWfViCB5gkPvN/zs3hm+/pfo2fPzaPLpOiP2G1ciMTZdeYOXpp3jl7odktmYYUi0T2hRLFaWvI42DJfpVyoi+FTPgV5BAQ+tiqXDivit2XX+telBYmMRTAZq/C6VA88IpYGGq+1+Ut3+g6nMRnLuP7raIBBGq5UyCwM+fcfGpO/bdfANZZJHc1lwFgdqXTI2kNr++JBT9mTJm0A22/YgECRKoi6GNmzhZBSF6de+C0cOHarf/M2wkho0ao27/Z1D/SD3m5StXMWrcBIwbNRxde/YJdZ/1mzarwELhggWwe9smmJsH/fsd/s9g5C9aEr36D0TlSuWRMkXQCizJeGjfpZv6Qnd0/27kdsmlDWh07t4LM2bPVcGTPj27/8TRIEOoUrIgjq+ehkkL1uLg6YvYffSsajidPEkidGhUQ03ORgcJLhxdORUjZi7FvhMXsP3gKVXXX5oV92vbWK+ptDQyTupoj9mrtqpLkkR2aF2/iuojsOvIGW0PiPDIYx5ePgWjZi3D9kOncPj0ZdgmsELDKqUwsH1TpEweNMEdnGRlbJ87Cv0nzMPSzXvg8dFblWMa0K6JCtzENHIcmtYsry6yGvFXkZ4V4W0b0L6xNhAh/SwkkHT26i0cOn1JBR/s7RKgbOE8aF6nEioUyxfh5104ug8KuWRVGSqb9h6Dr7+/CkY0qFwKvVo1UFkjGkkcEuLvWhVw9uptbN1/HB5e3rCOb4G82TLg79oVUbcisyGIiAxNFrzIIgXJTti9ar6a0L518ZQq8yOlmlJkyIpydf+HYtUa6AQY5H69p6zA0gmDcGz7OpXpIIqH2E+aXkuwYv/6JaqEkUMSJ/zdZxSqNusYpa9Dmj436voP/uoyBL+K9Hr4d+E2rJs1Fsd3rlfZHxZWCVTQpX6H/mpMwUnARLItti+bietnj+PswR0qYJElbxFVGit38fIRet7StZrg7IEdquyV53tX1TDbMXlK1GrdEzWad9FmqxDRj4vzJXieE5EBXbhwAblz58bubkVUL4M/nazylwn2MwNKRqjUEZFkdJSfdAznz5+Hi8vPrYIx9P8DZ48fhkuunIhtPn78iMFDR2DNug14/+EDMmVIjz69usPLyzvUPg6h9YgoVb4yDh89Bl/3dyobYMnyFXjx8hVSODuhS4d2aNemVYzrESGnEs5pM8HD0xMvHt7RyXzw9fVF8jQZYGFugcd3b6gAQEQEBgaiQNGSKrBweN8uGFvaIkvmTLhy7pTOfk1btMbylauxdcNaVKpQTue2KdNnoluvvhjUr482CLL/4CGUq1wddWrVwOpli3X2//DhAxImTYEUzs64f/NKhMcak1y4eAl5CxePsf8PaP6NS8AgV2bdL5F/ukUbdqH9kEmYNKCjCmIQRbeLN+6icP2OMfb/CyL6c2jOD8atO6b6FVDYpvZrg4OblmPWvusRKnVEFBppUt6rThGeA9Avxx4RREREUUBW7FapWReTp81AsqRJ0KVjO2TNmgXNWrTB+o2bI/14fzVrjoVLlqFs6VKq3JDb+/fo2K0n5i5YhJjm7r37ePHyJQoVyK9XfsnMzAwlihXF8xcvcO9+2CWWQho1dgJu3LqNOTOmqnItYXn1OqhOeqqU+l/ENFkQUm7p2/5vwtzfxsYGtrY2ePzkCR48fBjhsRJFhvSDCLnCX/oCjJ2zUn3WKxXPb7CxERERERERRReWZiIiIooCCxYvxdHjJ1TPgTXLl2hX0/+vaWOV5RBZz5+/wJVzJ2Ftba1+79yhnWrWPGnKNLRq/vcPj1MyKB4/fhLh/Zs1+Us7oR9eIEKkS5sm1Ns122W/sPYJ7uq16xgxZpzKZMiUMfxycfYJE6rrh48e6+376HFQY8A79741KbZPaKfdPyR3d3e8f/8h6D537yNN6tTfHStRZC3fshfTl21Cifw5kdjeDs9fv8POI6dV8+rerRqG2mSaiIiIiIgotmMggoiIKAqsXL1WXQ8dPFCnpI+UXipftgx2790XqccbMXSINgghMqRPp/ogSNkmT09PWFl9a7gWGUuWrVCPEVHFixX5biDC3cNDXScINt7gNNs1+32vJFPz1u1UUKF3j67f3b9CubJYvXY9xk6YhFIliqkMDOHq6qayU8SHD+7a/eUYynHdvHU7Ll66jFw5v/WVGTJspPbnD+7f7kMUlQrlyoqj566qfhLv3T1hYmyELOlSomW9ymhULXr6WBARERERERkaAxFEMZQ0XY5I42UiihkuX72qmkaHtoJfShZFNhCRO5QeGcmSJdVOkv9oICJ4P4qYaMz4Sbh89RpOHt4PY2Pj7+7/V/26WLJsOQ4ePooceQuqwISfnx+2bNsBR8egleXBSztZWlpi/OgRaN2+E4qUKqcyWBI7JsLJU2dw/uIl1UD81u07iBs39vWHoNghX45MWD/tW0N3IiIioojqNGq2uhARxUbsEUFERBQFPD0/wsE+qExQSA4O9pF+vODZEBpGRkHrB0LWlze072U8fC9jQuPO3XsYPnosunXugNwuuSL03HJMtm9ajyED+qmAw5z5C7Fp6zZUq1JJlcgSiRwcdO7T4u+m2LZxHQrky6sCFjPnzFdBj707tmjLMYW8DxERERERERH9OGZEEBERRQErK0u8feca6m1v375DTBEdPSKC94D4kR4SGjdu3oK/vz/GT5qiLiFdv3ET8SwSIIWzMx7cuqrdbmpqisED+qpLcIeOHFXXuV30s0sqli+rLiE1a9FaBTRcgpVsIiIiIiIiIqKfw0AEkYEk6bEdBdPYYUP7gj/8GKvPPEXX1VfwX/3sqJ/PKUrHR0SRkyNbNtV7Qcr6SHmf4E6ePoOYIjp6REiAIWmSJDhx6jS8vLwQP3587W2+vr7q+eT2tGnCb/6cMoUzmjdrEmYzcFtbG9SsVhX2YWSehLRi1Rp1Xb9u7Qjtf/zkKTx6/AQVy5dTZbaIfhWLbOVRNE927F447ocfY+mmPWgzaAJmD+uBJjXKRen4iIiIKPrVymSJLHmLYNiSXT/8GAc2LsO0/m3RceQslKrZOErHR0T0sxiIIKIo4ekbgPG772L71Vd46+EHB2tTVM6WGD3Lp4OV2ffrvAtv/09YcuIxrjxzx+Wn7njo6oUvX4Br/5ZFQkuTMAM6YRlcJSPalQx/BfaMg/cxbNst9fPOroWR08kmQmMlCkkmu2XCfciwEVi1dJG2YfWxEycj3R8iOkVHjwh5rVLuaNioMeoyevi3+vejx02Em9t7DOrXR6eJt7u7O16+eq3KNSVJklhty5kjO+bOnBZmIEKCGaHd7uHhoVfKat3GTVi4ZBny5nZBrerVvrv/ixcvVd8IKfU0dPCAHzwSRCQ8PnphxIxl2LTvGF6/ew9He1vUKFMEA9o3hrXlt0BlZAQEBKJIw064evsBMqdNgXMb54QaiAlP05rlMWtod/Xz4+evkKlCs3D3T5U8Ca7vXPRD4yUiIvrTeX/0wOppI3Fyz2Z8ePcaNvaOKFiuOup37A8Ly/BLtoYlMCAAvesVw6NbV+GUNhMmbz0b5r7Htq/FnjUL8PDWVQT4+yGhYzJkzJUfLQeOh3n8oH57b54/RtsyWcJ9TkenVJi551s2NhH9OAYiiAzkSO/iMDeJ91OPUTFbYriksIWjtSkMydsvELWmn8K1Fx4olt4eNXMmxfWXHphz5CFO3HPF5o4FYWH6/f9uXD/64d+tN9XPznbmsDYzgrtP4Hfvl9zWHPXzJtfbnielbbj3u/v6I8btugMLk3gqCEL0M2QiftmKVVi3YRMKPi6FUiWLq4n2Nes2qBX2O3bt1mma/Lvp1b0Ltm7fgXETJ+Pi5Suq2fblK9ewa89e5MyeTd0e3MYt29CiTXs0bfwXFs6Z+VPPXbB4aSRPngyZMmSAmZkpzp67oMoypU6VEquXL0a8eLr/106dMRvLV61G4YIFVC+Ip8+fq14R3t7eKtDhEkqjcKLodHHzXFiYm/3UY1QrXRj5smdEYoeIZQxFFy9vX5T7Xy9cuXUfpQu6oF7FErhy+wGmLt2Aw2cvY//iiYhvEfnXOmbuSjx48iLM27NnTIP+7UJf+bls8148efEaZQq5aLclsLIMc/+jZ6/g6LkrKB1sfyIioug2Zft5mJpZ/NRj5C9TFelz5IWtQ9BCH0Px9fbCoKYV8PDmFeQoVApFK9fFo9tXsXXxNFw7cwQjlu2FmUXkFyesmz0Wr548CHefz58/q6yQQ5tXIGnKdChWtb46rq6vnuHC0T3w8vTQBiLiWyVAvQ79Qn2c62eO4vrZY8hZqFSkx0lEoWMggshA0jla/vRjWJsbq4uhTT/4QAUhOpRMjYFVMmm3yyT/xL131e29KuiWqgmNXXwTrG6TH9mTJ4CNhTFqzTiJk/fdvns/Jztz9Cz//ccP7vPnL+i++jIyJrFCmkSWWH/+eaTuTxSSrKTfsXk9Bv07HGvXb8TkaTORMX06LJo3C0+fPlOBCCvLn/93H1NJOSbJthg6cgzWb9yMw0eOIbGjI7p26oDB/fvolGuKavVq18LGLVtx+sw5BAQEIFXKFBjQpxd6duscatPvggXy4fCxY9i2cxfev/+AhHZ2ql9E7+5dkYu9IcgAMqR2/unHSGAVX10MbeLCNSoI0f1/dTG8e0vt9mHTl2DUrOXq9kEdmkbqMa/cvo9xc1dhVM9W6Dk69MBljoxp1CWk9+6emDB/NewSWKFqqULa7TbWlhjYPvRScEUbdtJmUBAREf0qyVNn+OnHkIl1uRjapvmTVBCiRotuaNpzmHb7qqnDsWbGaHV7g04DI/WYktmwYc54NOs1AvNH9g5zvy0Lp6ggROUm7fG/vqN1FoNJkCK4+NY2aNAx9Gzo3vWKq+tStSN33kJEYft9l2YS/WJefoEYvPkGcv67D6n67ETZiUex9fJL1cdBygfJdXCyTSbag5PfZXvAp88Yv/sO8o04gBS9d6LwqENYdPyR3nOG9di/0pcvX7Di9BPEN42H7mXT6dzWqXQa2JgbY+WZp2q/74lvaqQyKiQIEd1mH36Ay8/cMbF+dsQLVi6G6GdYWVnhv/Fj8PzhHXi5vcb5U8dQt1ZNXLoSlMqbIb3uv5FP3u56pZLkd9keGskckNuC92z4u0kjtU2uDU36KkwYMxKP7lyHr/s7dS2/h9ZvQTPuiGZDyL5Xzp0K9bYhA/vh0pkT+PD6mTru1y6cwdAhA0MNQohSJYpjz7bNePnonhqnvF8rlyxkEIKizEdvH/QeMwupSzWEXZ6qKFivAzbsPqLKB0k/CLkOTraV/18vnW3yu2yXkkTDZyxFpgpNYeNSBdmrNMfsVVv1njOsx/6V5G/9og27YGlhjn5tdbMNerVsAFtrSyzesDtC5wQagYGf0GbQROTOmh5tG+qWWYuIVdsPwM8/APUqlYSpSehlHoO7ce8Rzl+7gyxpUyJP1p+fECIioj+Xj9dHLBjVBy2KpUWDnPboUaswTuzaoPo4SD8IuQ5OtkkWQXDyu2yXkkSrpo1QZYTqZbdDhwo5sXOFbplCEdZj/0ryd37fusUws7BEvfZ9dW6r1bonLBPYYt/6JZE6H/gUGKiyHNJkzY2KjdqGuZ+fjzfWzxmPJM5p8HefUXoZ6fJ7RLLUn9y9gXtXz8M5XWaky5Y7wuMkovAxI4IoCnz6/AWN5p3F6QduyOGUAHXzJMdrD190WnEJRdPZR/rx2i27iItPPqBUxkSIFxfYcukl+m24DqN4cdG4wM+vmoxKD9554ZWHH0pkcNArv2RmHA+F0ibEjquv8PCdN1I7RM9KTXfvACw5+RjvvQJUL4lCaRKG+1z3337E2F130LFUGmRK8mO1KYlC8/LlK22/Aw3pEbF67XrV0DlzpowGGxsR/RqfPn1CzXYDcfzCNbhkSY/G1cri5VtXtOg/FiUL5Ir04zXrMwrnrt5GuSJ5ES9eXBXQ6DZiGoyN4qF5nUqISe49fo6Xb1xRpnBuvfJLZqYmKJYvBzbvO477T14gbYpkEXrMsXNX4tb9xzi5dsYPlbdb8jUwE9HsBgmURGZ/IiKisM4HRrSphRvnTyBNVheUrNEIbm9eYnKfVshesGSkH29iz7/VxHiuomURN248FdCYO6w7jIyMUbbe/xCTyGIfea05i5TRK79kYmqGrPmK4tTeLXj5+D6SpkwbocdcP3scnt2/hQkbjod7PnDp+H54eXxA6dpN8SkwAKf3bsbLJw9gbZNQjcchqVOEnm//+iXqunQtZkMQRSUGIoiigKz4lyBE5eyJMbepi7Yha4N8Tqg9I/QVvOF5+cEXh3oV0zZ5blk0FUqOO4JZhx78VCBCMieevveJ8P7Sd8HJLvwalQ/feqnr1Pah75faPujE4+E7r2gLRNx46Yk+665pf5fDX8slGcbWyab6P4QsydRt1RU4J7RA1zK6q9OJflbrDp3x8uVL5MntggQJrHHr9l1tb4j/xo819PCI6BdYvHG3CkLUKFsEyycM1J4TNK1RHuWb62Y9RMTz1+9wbuNsbZPnDo1qIE+tNpiyeP1PBSIkc+Lxi9cR3r9J9bJIkSz8etP3ngSVOUzrHHqQQbNdAhYRCURcu/MQY+asRL+2jZDxB8pXSUmnyzfvIUemtMiZ6fsTHZJ9smr7fpgYG6Nh1dKRfj4iIiKNA+uXqCBEgXLV0eu/ZdrzgdK1mmBQs4qRfjzXVy/w35Yz2ibPVZq2R9dq+bBl0ZSfCkRI5oQ0bI6oUjUbI1Gyb9nZoXnx+L66TpJCv2Ri0Pagv8kRDUQ8vnNN9Yao264vkqcJf2HX/esX1XXcOHHRrXoBvHx8T3ubkbEx/uoyBDVadA33MST75PDWVTAyNkHx6g2+Oz4iijgGIoiiwIYLQV+8e1dIrz3BELIyv2RGBxy89TZSj9e/cgZtEEKkTWSJvKlsVb+Ej76BsDT7sX+6q889i1DPheDj/14gwsM3qJm0VRi9KqzMg8bq4ROA6NCuRGpUzZEEqezjqwDEtefuGLXjtur5IEGHGY11V5/OOfoQ5x+/x5ZOhWBixOp0FLXq1q6JufMXYsPmLXB391DBCGlU3bdXdxQqkN/QwyOiX2D19oPqenDHZjrnBEXzZkfZwnmw9/i5SD3e0C7/0wYhRPpUTiiYM4tqpuzp5Q2r+D/W1FIaOMtjRFSxvNm/G4jw8AxanBB8vMFZf+1h4fExaL/vlWRqPXA8MqZ2Qo/m9fAjtNkNNcpFaP/th0/hrZu7CiLZ2xq+vjYREcVeR7atVtd/dR6kcz6QJV9RldVw8ejeSD1e4+7/aIMQIlmq9MiYq4Bqpuzj5altvhxZBzcuU48RUZLN8L1AhPdHD3UdP9h4g7OwCtru/TH0crQhSzJN7dcWyVJnQM2W3b+7v8f7d+p6y+KpSJs1N3pMPI4kKVLj1sXTmDGoA5aMH6h6ceQpGXYw6NzBHfBwe6eCSNa2ka9wQURhYyCCKArceOEBazMjpHfU/+OfJ6VtpAMR0qw5pCQJgkocuPsE/HAgYkP7gvjdDK76rTm2KJzWHmva2qLMhCPYePEFupVNp20M/uCtF8bsvI3mRVIidwpbA42YfmdNGzVUFyL6c129/UA1jQ5tBX+BnJkjHYjIlVk/ey+ZY9CXYnfPjz8ciNi9cBxisvHzV+PqnQc4vHwKjI0jf97jHxCANTsOwtTEGA0ql4rQfZZs1AQuWJaJiIh+zqPb12BhlSDUFfwZcuaPdCAiTRb98o4JEwdlF3p5uP9wIGLYkl2IyTbMnYBHt69izOpDKqPhe758bUZtbGKKPlNXwtbBUf2eq0gZtB82HcNa1cDWJdPCDUTs37BUXbMsE1HU43Jgoijw0e+T6k0QGvswtocneDaEhtHXOoifI9HQ6VeQAIzwDCPjwdMnKGPCOoyMiegg5Zhq5Eqqfj736L12e8+1V+BgZYp+Fdl8koiIooent3eYq+kd7Gwi/XihZRcYxQsqO/jpU9CX7ZjiexkP38uY0Lj76BlGz16Bzk1rwyXLj5VR3Lr/BFw/eKBqqUKwTfD9yRnp4yFBoqSJ7FG2MJtSEhHRz5EshQRhrKZPkNAh0o8XPBtCI168oO/inz9/QkyiGavX18yIkLw9g7ZbWIafffji4V2snTkG1Zp1CjUQE+pzWwU9puyvCUJo5ChUSgUo7l+/FOb93d68wsVje2HnmFT1lCCiqMWMCKIoYGkaD64f/UO97V0Y2w0hOnpEpPra9+HBO+8wm1mr/b72ivhV7OIHBYB8Ar6dlF1/7qFKSaXpH7TiMaSK/x1X1+vbFVBNtomIiCLLysIC796HXmrgrdsHxBTR0SNC2wPia6+IMHtIfKc/xM37T1RGw6SFa9UlpBv3HsMiW3k4J3XErd1BzSRDWrwp6G99swg2nV6+eZ8K7DSqXgbxvgZ6iIiIfpRkKLh/LRMUkrtr5ComRKfo6BGR9GtvCOkBERpN34awekhoPL1/C4EB/ti04D910bv93k3UymQJh6TOmL3/xtfnTqsTkAhO+vaZx7eE90fPMJ/z0Obl+PzpE0rW+IvnA0TRgIEIoiiQOam16r1w9/VHbRkgjfPBVuQbWnT0iJBm1ImtTXH2kRu8/QJhYfrtvxXfgE84ed9V3Z4qjGbW0eXik6DJHic7c+22unmSw8dff7XIqQduKmBSPosjEsY3QSJr0186VqKotGjpcrRo0x7zZ8/A300aGXo4RH+cbBlSq94Ltx88QYYQ5ZlOX76JmCI6ekRIgCFJooQ4dfEGvLx9Ed8iqKyk8PXzx9GzV9TtaZyDshbDkiKZI5rVqhDqbYs37IKttSWqlSkCe5vQa08/e/UWB05ehFOSRChZIGIrKJdu3hOpfhJEREThSZkhq+q98OzBbdWTILg7l84gpoiOHhFJUqaFXaIkuHXhFHy9vWBm8W1Ror+fL66dOaZu/14gQp6ndO1mod62f/1iWCawRf4y1WBt+20RYdb8xdT18/u3Q+0f4fHeVdssOzQHNixT16VqNgl3bET0YxiIIIoCUgZIJvjH7b6D2U1yaZtRnX7ghoO3Y85qh+joESGv9a/8zpi49666DKzyrWfD1P338d47AN3LptNp0CWNq197+MHa3AiO1t8mKSLr9itPlWkRsun09isvVX8IKYtVOM23k5LhNbOE+jhdVl5WgYiuZdMip1Pky2YQ0a9z5NhxbNm2AxcuXsKFS5fh6emJ9m1aYeqk8Xr7fvnyBbv27MPW7Ttw4tRpPH7yFAEBAUiXNg3q1a6Jbp07wuz/7J0FVFRfF8X3X0mlU0QUxUCxMSlbUOzu7u7u7u7ubsUOGhVBEFFRCRGkQVJK/da54wwzzID4Waj3t9ZbA2/evByYN2ffs7eS9P+gT58+YdvO3diz/yBevQ6EikpxNLaxxpIF89hrc5Oeno416zfhxOkzCAoOgbKyEurXrYvZM6bCsmGDn3YuOIWTrq0aswL/4q2HcHjNbNHnn7v302/Oh/iZ/IyMCDrWAZ3ssHzHUSzfcQRLJg0RPbd6zwnEJyZj5ojeEvcEicmpiIyJY7ZOBrqCz+wapibYvnBinkIEiRl5PS8UWejvuE/7Fmz049ega0N2UFbm1WDypauDw+FwOJzvwcq+Kyvwn9i8BJPXHRJ99j33cmfWP4WFn5ERQcfavEt/nNq2gk39piwWPXdu1xqkJMaj26gZEvcDqcmJSIiJZHZNWnqCgQ9lK1fH6CVb8xQiNHVLSD1P4kb1Bo3x5L4j6/agDg7h94JjGxexnxvadpC5Tro270JeoUody6+KJBwO5/+DCxEczg+gVz0jnHkUjsu+EXgbnwarCjqITsrAJZ93aGaqh9vPo/FfkZwP2b+N0U3K4aZ/FLbeC4JfeBIL26YA77svYlC1pBp7XpxrfpGYcPIJutUphY09a0g8t/DSM8SnCvImXkcLbJ3mnPcXiQ1jmpqIuk6O3A/FWa9w1C+nBUNNZRT57z88DU9kopCSXBFs6FFDokODw+H8+ew/dASHjhxDsWLFYFTKEAHJebdWZ2RkoE3HLlBUVEQjayu0bN4U6ekZuHn7DuYsWIyLlx1w94YDW5c4I8dOYCJElcqmGDNyGKKiY3DqzDncunMPrndvsvniIkSL1u2Y0FG9WlWMGDoYCe/f4/zFy2jSsjVOHzuM9m3tf+o54RQuqBB/7PJtnLvpgje9xqFJ/VqIjInHmRtOsLWui+vOD1HkL74nmDSwGxwc72Pd/tPwfRHIwrafBAThpqsnqpuasOfFuXTHDcPnrkWfdi2wa+mU794+FRqOXLzJihsF7W44KAypLqCNE4fD4XA4X6N55/5wvHgc7tfPIzq8MSuOU6Hd7dpZ1LaxhZfTdfz3398b29ph8ER43ruKC3vXI/i5L8tsCHnhB2+Xm0xgoOfFeXD7MrbMGoEmHXpj7PKd37XtYfM3YGbPptg6eyQe3rmCEqXLIeDxAwT4PECZimboPGxy/iHVnXlINYfzs+AVOg7nByBXtAiODa2HFdcDcNknAnucg1FeTwWbetVEeMIHJkSo/MUFcSr2nx3VAGtvvsKVJxHMjolCoYfZlMXklhW+SQy48iQSYblyLC74vJPIrRAKEU1MdfHufToTH5xfxiL742foqyuiR91SGNmkHCrqfz2cksPh/FmMHj4UUyaMg2mlinBxc0czuzZ5Lku+rovnz8HIYUOgqakpmk9dEV169sWVq9dY58OUieNFz91zcmYihLWlBW5cucBEDKJvrx6wbdMBo8dPwr2bV0XLb92xi4kQXTp1wLGD+0ResrOnT0Fdy8YYPmYcmja2gaoq/3/0ryAnVxQXdyzFws0HcfaGM7YcOY+KZY2wZ+lUvI2MZkKESvFfa1f4KyE7phv7VmPZ9iM4f8sFzp5PoK+jibF9O2HWyD4Sdk0/A9dHfgh6G4HG9Wt+1UqKIAup8zddoFq8GDq1tP6p+8bhcDicf4eicnKYt/s8G4Xvdu0crhzaCsNyFTFuxS7ERIQxIYLyCv5WyI5p0cFrOLV1OTxuXoC/pws0dPTRtv8YdBs9U8Ku6UdT0rg8Vp9xYefe1/0uvJ1vQFvfEO0HjUfXkdNZfkduyEKKRCN6zsK240/bNw7nX+e/zzRsiMMpBHh7e8Pc3Bw3JlqxEfV/C2OO+bBR+45TbVCpBC9EcX4eT8ISYbveFV5eXqhduzb+5P8Dnm5OqF2r5i/Z5ulz57Fl2068ePkSyckp0NbSYiPbJ4wdhRbNmoqW23fwMBtB/8TvKSKjoqCqqgKLBg0wZ8ZU1DGvnWdOg6aGBpatXA3/5y+gq6ODsaOGY9L4sWzU7toNm7B73wG8DQtHubLGWL54Idrat5JYV1Nbezi5uCIlLhJzFy5hI/Nj4+JQqWIFth4qkBc0I4KK7GQh9PDRI6SmprFt0usnTxgHObkcwZAsTWi/9u4/iMDgYGRkZEJHWxt1zGth5tTJMK9dMM/1n42jswsTIvKyZsoPjwcPYdWkBVrb2eLyuVOi+b0HDMaJU2eY2GBjZSnxGvsOXXD95i089/VCxQoCb9lGze3g6u4BP68HEp0SxKRpM7Fxyzbs2bEVA/sJ2sJ/NmRZVdeyUaH9PyD8G3c7uYWNlP/XGDxzFY5fuQOvC7tQ2SR/f2UO52fz+NkrWHYfU2j/X3A4nH8H4f3B6jOuMDH7Nd8Bficbpw2B0+UT2HjZE0blc6yNOZxfRaC/D6Z2seL3AJxfzt/bB8bh/GKiktKl5lFGxMXH71igMxchOJzCx7Ydu9GjzwBEREaiW+dOTHxo1rQxXr1+zex7xBk7cQri4uLQolkTwXJNGuPWnbuwaW6H+w89Za6f7Hn6DByCihUrYOigAUx8mDpzDrbv2oNxk6Zi09YdaNq4ERMDQt6EokvPPiyTQBbdevfHuQuX0LVzRwwe0I/t84Ahw7Fhs2zf1Nxs3b6LWQh5PX6Mdvb2rHivqqKCWfMWonsfyRC4GXPmYdS4icjKzka/3r2YPZGVZUPcf+DJpr8B+S/Ci7gAQzg5u6J48eIysx1a2bYQLOOSE+hHohRR1li6qCycRwIQ598iIiZOZg7B6euOLNCZixAcDofD4fz9xEdHyswhcL12hgUmcxGCw+H8a/y9XjEczi9myik/RCals7BjNSU5vI5OYZZMlFuwuGOV3717HA5HBvsOHkJJAwP4PHSXygmIi4uX+P2p9wOUNTaWmPf8RQAa2DTFvIWLcdPhktT6Scxwd7yNWjUFWShkKVShak3Mnr8IJQ1K4PEDN2hra7HnWrZohm69+mHT1u0yR/eHvHmDJ488oKIiaOFmnQkW1kxIIBGlZEmDPI/T/9lzTJo+E/XqmOPapXNQVxd0nZEwQoII2ROdOX8BXTp2EHV/mNeqCQ/nuyKrIWGnRGJiYgHOLFgnwPv3BVuWGD9mJDQ0NH5p1gTRslkT0bzU1FQm8FQ1qyJx3ELKmwhC614H5ohF1CnyOjAIwSFvpDoiaB7x6tXrn3YcnMLJ6AUbEBETD3OzilBXLY6A4LeibIg1M0b+7t3jcDgcDofzC9g+bwzioyNQvlptFFdRR1jwS3hTNkSRIhg8e/Xv3j0Oh8P55XAhgsP5QbStaYAjHqFweBKB5PRsqCrJoVllPYxtaoK6ZQWFRg6HU/hQUJCXWXQWCgRCcosQRGXTSmhsY80Eh8zMTCgoKEg837tHN5EIQRgaloSVRQPcueeEjWtXSWyjY7u27PVP/Z/J3M+Z06aIRAiChIdxo0aw0OVTZ89hwtjReR7jrr37kZ2djQ1rVolECILCXJcunMc6NE6ePisSIgglJSUUKSLZOEm/i2ct5MfGLdvxJjQUBaV/316/TIi4duMWOyd0/QYNyAmjS0xMYo/qamoyX6euriaxHGHXsgXriFm8fCWO7N8jei8Fh4QwmyzifQHFG87fQ2dbG+w9fRUXb7siMSUV6irFWVD11CHd0aCm2e/ePQ6Hw+FwOL8AC7tOuHlqH+7fvIi0lCQUU1FjQdWdhk2GaS3p7lsOh8P52+FCBIfzg+hWpxSbOBzOn0O3Lp0wc+4CVK/TAN27dEYjGys0rF9PqjtCOAp++ap1cHR2xruISCY85O6gMDCQDEatUb2a1HpKlBAsU6NaVakiP2VIvIuIkLmv1pYNpeZZWgjm+fo9zfc4H3o+YqKDw7XruHbjptTzysrKCHj5SvQ7dVjs3LMPdRpao3PH9mhkY4265rWlhJb8CHrhh8KI5yMv9Ow3EBoa6jh55KAojPr/hWy6SAii7I6AgFdo0tiGdYKcu3gJxmVK44lfopSgw/n76d2uBZs4HA6Hw+H8uzTp0ItNHA6HwxHAhQgOh8Ph/LNMnTSBjfDftWcflq5czSYqTFPxfc3ypdDX12PLUW5DA5smLMyasiE6tGsLleLFWYGZAqx9/fyQkZkhtX5VVelsGOGIeTU16ecoryArK1vmvurp6krN09fTkxqhL4v4hARmw7Rkxao8lyFbIiHUrUH5BjSinwKyhcdCWRbLFy+Q6Mz4k3jk5Q27dh1RtGgRXL90HmZVKsvueEiSfT5FHRNflhOeF5c7N7B4+SpcuHQZW3fsYtdq+JCBsG9lh8YtWsm8dhwOh8PhcDgcDofD4fxLcCGCw+FwOP8s1CVAIdI0xcTEwsnVFYePnsCxE6cQFhaOezevSuQdHN6/B726d5VYxwPPR0yI+NlEx8TAqJRk11VUdLRUYVwWaqqq7FiTYt7J7PbIjby8PBNpaGLnwdkFe/cfZFkSySkpOLB7xx+XEUEihG3bDvj06TNuXrkA89q1pJahkGqDEiVYtsPHjx+lLLuE2RDCrAghtN9rVy5jkzhCayZZ2+JwOBwOh8PhcDgcDudfggsRHM5fxMmHbzHh5BNs6F4d3esZ/e7d4XD+KHR1dVhGAk3mDazg7OrGgpkpUyEwKJgt086+lcRr0tPT8djX95fsn4ubh5QI4ubuIdPmKTd165jD28cXDx95sUyLb6FUKUPWCdG9SyeUrlAZlx0E4syflBEhFCE+fvyE65fPs/ORFzbWliwvw83jPmysLKWyJYhG1lYF2u6xk6fYI507DudXcvjCTQyfuxY7F09G3w4tf/fucDgcDofD+U3cPX8EW2aNwJhlO9C0Y5/fvTscDucfhwsRHA7nj+Lui2jscAyC79tEZGZ/grFOcXSvVwpDrcuiaJH/ZAozefF0YQtoq+R43o8/7otTj8Ly3f6mnjXQVSwLxGCyQ57LzmtjipFNJEdOcwoXTi6uUkXlDx8+MGseskkSjogvbSS45lSctm3RnP1MVkez5i1EdHTML9nX5avWMCFEaIsUERGJTdt2MCuprp065vvakcOGYM/+gxg/eRquXTzHgq7FiYqKZvZNFN6ckZHBRAvKyhCHbKk+fEhnllR/UkaEl/djJkJkZ3/EtUvn0KBe3XyXp+4YEiLmLVyCmw4XRbkYd+454sat20ycqFihvMRrkpKSoJYr4HrD5q24c9cRHdq1yVf44HA438ab8EhUtuuf7zJlSxnA/9oB0e9Bb9/h2OU7ePzsFZsiY+JRpXwZPDq/K891JCQmY8PBM3C454E34VEopqyIckYlMahLa/Rq20yqYyo9IxPr95/G6WuOCA6LgLKiIupWN8WM4b3QsBYPKOdwOBwO52fh634PF/dtQOjr50hJTIC2XklUqWuFTkMnwaCM9Pfx10+9cXbnagQ980ViXDQ0dUvApGptdBo6GeWq1JBaPiszA+d3r4PT5ZOIjXiL4moaMG9kh17j50FTV1/mPjlfOYUrh7bi7evnkJNXQKUa9dBj3ByUr1r7p5wDDudPgQsRHA7nj2GPSzDmXngGNSU5tK5WAipKcnB5FYuFl57DKyQBu/vLLvbZmumjqqG0dY2ygmQRwa6qPoy0lKWW+/jpMzbdec2sbawr6Eg9X0pTGd3rSgeV1zHW/MYj5PxqOnbrBQ11ddSra44ypY2Qnp6B6zdvMWue0SOGiYr+wwYPZDY7XXr2ZUHOZIXk6uaO4DdvWIeBo7PLT99X4zJlUL1OQ3Tq0I4FZVNAMtlJkR2QoWHJfF9braoZy30YN2kqTGuYo7VdSxaknJDwHoFBQazbYtG82UyIICHGqkkLmFaqiFo1a8ColCHLRrjscA0pKSmYP3sGfieu7h7Ye+AQ+zkyMoo93nV0wsBhI9nPphUrYPqUSezn+Ph4JkKQRRQJSLdu32WTOGXKlMaAvr1FvzdpZIPBA/qxbZg3tGbnKio6hoVRk9iwdeM6qX0yKl+ZvQ8qlDfBf/8BTs6u8Hrsgzq1a2HP9i0/9XxwOP8a6qoqmDVS9ohOF88ncHn0BM0sJL/ku3k9xbLtRyAnVxSVy5VmQkR+kAhh2X0MQsIjYV2nOlpa1UXqh3RcuefBOk2cPX2xe+lUCRGi9ZDpuO/zDNUqlsXQbm3wPikFF++4oeXAKTi2bi7aNrX4QWeAw+FwOByOkMsHt2L/iulQUddCgxbtoKKuidCX/rh77hDcrp3FsmO3YVwpp3v8/s2LWDOxL+QVldCgRXto6RkgIjQQD25fYtPsHWdR07KZaPlPnz5h+eju8HG9jQrV67JtRL4Nwr3zh+HrfhcrTzpKiRFndq7GsQ0LoWNghJbdByM9LQVuV89iVq/mmLfnAqrWs/ml54jDKUxwIYLD4fwRRCamY8mVF9BQlsfNSVYw0hL43Gd9/IShB71x5UkkLjx+hw61pAuyrarqF8iqqlW1EmzKzZ3n0fj0GWhmqoMS6kpSz5N4McW24v99bJzfx9KF83D95m089PTCpStXoaqqgkoVKmDOzOno07O7aDny+L968SzmL1qKM+cvQEFBnnVSHD24D8tWrfkl+3rq6EEWHE0F8ZjYWDYqf9WyJejXu2eBXk9dETVrVMf6TVvg4uqOC5euQEtTkwkSc2ZMQ88vtk+Uk0CB1HccneDs4sa2RcuZmVXGtk3r0TaXPdWv5nVgEA4dOSYx70XASzYRdF2EQkRScjITWwjqZqApN7S8uBBB7NiyEdWrVcWuvfuxedtOqKgUR5vWdliyYJ5UNwTRu0c3JkaRIEKCZcXyJli1bDHGjBzOOlY4HM6PQ0NNBXNG9ZX5nHXPseyxX0dbyfl1qsPx6EZUr1QOSooKKFZN8vnc7D97jYkQEwZ0wbLJQ0XzF08YhAZdRuHopduYO7ofSpcUFB52HL/IRIhOLa1xcNVMUbfE9OE9maAxZuEGNK5fE6rFv57Rw+FwOBwOp2BkZ2Xh5JalrENh/cX70NbPqQU4HNmOvUun4vLBLRi7LCff7timRRQUiOXH70oIFJ73rmL5qG44t2uNhBBx78JRJkJYte6CiWv2s3t94s65w9g6eyQOr52LcStyOizfhbxm+1TSuAJWnnJEcVV1Nt++z0hM794Y2+aOwWYHbxSV4+VYzr8Jf+dz/mku+0awUfavo1ORmpENzWLyqFJSDcNsyqJRJV3RcscfvMX1p5Hwj0hGTFIGiisWRb2yWpjQojxqGmnkmdOgXkweG26/RkBkMrRVFDHEyhgjGpdjli7bHYNw5H4o3r1PR2ntYphjb4qWZpJKeqdtHvAIjEfQCjusvBaASz4RiE/NhIlucbYecYugr+H2Ohbb7gXhceh7pGV+ZNvsam6IkY3LQa5oEdFyFOR65EEojt5/izdxqcjI/gSt4grsOMc1K48aRoIP0t9hyUT7MtjKWCRCEPJFi2CqXUXc8I/CQfc3MoWI7+X4w7fssQfP3fjroOI8TQWhWZPGbMrN/l3b2SQOFbZzF7fzW74gdkbKyspYs2Ipm/Ijv22T3VLDo4JugvyCqqdNnsimwkh+xyeri+RjWsEDs4UUKVKEiQg0FQQSaDh/NuduOGPbsQt4GRyG5NQ0aGmooVrFchjbtyOaWeR02x08fwOX77rDLyAIUbEJUC2ujAY1q2DGiN4wN6uYZ04DFc9X7jqO54FvoKOpjlG922N8/y7sfmDDgTPYd+YqwiJjmKXQ4omDYd+4gcS6bAdOZSP94zwvYeHmAzhz3Rlx7xNR0bgUxg/ogl5tBZZxBcHpoQ/W7z+DR34v2Ch/2ia9noru1DEgPgJw35lrrCgf/DYCGVlZ0NZQg3nVipg6pCdqm1VAYeLZ6xB4PX0Js/LGqFO1ksRzxqVKsKmgkLUSYWstaeWmplIcluZVmUgRk5AoEiKoU4KYPaqvhGWTSWlD9Otgiy1HzuP8TRcpgYTD4XA4hQ/36+dYETs86CU+pKZAVUMLxpWqoU3/Mahp2VS03J2zh/DgzhWEvPDD+9goKBdXgWnthug6crqU/Y54ToOKmgZO71jFLHvUNHVg33ck2g8cx+4JLu7biFun9iM2Mgz6RsboO3kx6jZpLbGuuf3s4O/piuOPY3Bs4yI26j85IQ4ly1ZA+4Hj0bh9wQYpEX4PnHBx70a8fPIIGR9S2TYbt+/F1iNeKKd7glun9+P26QOIfBvMrIrUNLXZcXYePhUmZrXwO0h+H4+0lCRUqWMpIUIQdRq3YkJEUnysxPyotyHQ0ispIUIQta1bsu8AibmWp2Mm+kxaJBIhiGad+uLSvo3s/A+duxbKxVVF1/pjdjY7L0IRgihdoQo7tzdO7GHnXVzs4HD+JbgQwfln2e8aglnn/WGsXQztaxqguKIcopLS4RmcAMeAGAkhYta5p8zap1FFHWgVU8DbhDTceBrFljs7qgHMy0hb8Fz1i4TL6zg2Gr+usSb7feHl58wOiISJ60+j0LyKHj59/oyzXuEYfMALTtMaoZyutP/6sIPeeBGZjLY1DFgHwCXfCIw77stEieGNyn31WPe5hmDOBX8mKJBNEQkkD4MTsOxqAB6/fY99A+qIll3i8IKJJFUMVJnQoShXhIkl7oFx8HqT8NuEiOjkDPZIAkpuSn+xU3oUkoCM7I9QFCukEH7hSYi/F8i6Gox1iqFRRV1m61QQ4lIyccs/WnTuZJGYloVDHm+QkJrFMicsTLRlXkcOh8PhFD52HL+EScu2opyRATrb2rBR6xExcfB47I/b7l4SQsTEpVtQw9SEWf9oq6vhzbsoVoSm5W7sW416NSpLrZ/seRwfPEa7ppZoWKsKLt52w8w1u6GspIjnr9/g8l0PtGpUjw0EOOFwFz0nLoL3hd0oX8ZQal29Jy/Bs9dv2H5mZmXh3E1nDJm1GnEJSRjb7+uh6NuPXcSUFduho6kG+yYNoammAvfH/pi3cR8ePQ3AiQ3zRMvOWb+XiSRkNdS7fXMoyssjPCoWTp6+eOD7rNAJEQfP3WCPP6LYX8XEmD3ecPFEo3o1RfOTUlKZzZOetiazeBJCohRhbCgtdggFEKeHvlyI4HA4nELOtaM7sXvJZJQoXQ6WrTqz4nJ8dARePL4PH7fbEkLE7sWTULZyDVZQJrEiOvwNPO86sNHziw5eQ6WaknlrxP1bl+B33xH1m7eFaa0GzAro4KpZUFRSZsIECRt1Gtvh86dPLI9g1bhe2Hj5EUoaS3fkrpnQF6GvnsHSrhOyszLhdv0cNs0YykSJtgPGfPVYrx7dwQr1qpraqNfMnnUVvPD2wJF18/HqySNM33xctCyN+ieRpEylqqyYLq+giLiocDx94IwAnwe/TYjQ0NFj5/7NS3/ERb2TECMeOV5jj9UaNJKyVA0J8ENIwFMJMcLb5SYTXMSXz8xIx6snnjAsWwF6hjmf+0JqWrfA5QObEeDjKXpv+D8UWPbKEhpq27RkQoS/pwsXIjj/LFyI4PyzHHv4FiXUFHFnig2K5coKoAK/OCQQ5C6Av4xKRuuNbqxT4dQIyZGLhGNALK6Ms0C1UoLC/agmJmi47B6WObyAvroSbk+2ZsVtonElXWYvRN0ZyzpJKvNEaHwaHKfaMLGEoM6EFutcsPxqANrXLCnTLkgIiR7zLz5DLSMNHB9WD2rK8mw+jbiYfd4f+93e4IpvBNrUMBB1f1QvpY6r4y0lwp+pQJKUnl2AMwvscg5G0ocsFJShNmWh/mW/8kJ4rkLj0qSeC43/wB6zP33Gm7g0VNQXjEYQstc1ROJ3yphY2skMXcy/3lFy1jscmR8/oYu5Ieu+kMWziGRMP/NU9DsNlOhU2xCrulSTem9xOBwOp3BBXQ4Getp4eHYHiilLfp7GvU+S+J0Egtwj618EhcKm5zjWqeCwZ6XU+m+7ecHx6AbUrCwoIkwY0BVVWw/A/I37YaCrjQdnt7NOA6KFpTl6TVqCrUfOY/3sMTKDmh+d3wmVYgIBfurQnrDoOooJCZ3tGqGknna+HQPTV+9EnWqVcGnHMqirFhfdD5AQs/PEZTZqv2NLa8F5OXcdtapUgPOxjRKj/OlLemJyagHOLLDl8Dm8L+CyxJg+HVn3yLeSlZWNEw53oCAvj55tv/+Lff9Otjh25TYTYqjLgs5Zalo6Lt9zh7ycHI6vnyvxXtHWUEdg6DvWKVHZpIzEukLCItnjqzdh371fHA6Hw/m53D57iGUGrL9wH4rKkt//qcAvzsYrj6BfSiBcCwkLfIFp3Rrj+MZFWLD/itT6SaRYceKeKBC5w+AJGNWyGo6sXwAtvRJYf96DCQNETavmWD2+DxwOb8PQudIZZdFhIdhw6SHrxCBoBP7kThY4sn4+LFt3ZseRFyRg7F8xA+Wr1WGZBcKR+3RPsGfJZFw7tgvuN87DwrajqPuDxIYVJx2l7gnSkhMLnOWQmiywTC0IbfuNZuJIflCHwpA5a7BpxjBMbN8ADVtSRoRAmPB1v4MWXQegde8REq8ZMH0Zlo3shlm9mqF+83ZMvKCMCBKR6jVrwwKohUSGBrFjNCgjLQQRJb8EYUe8eS0SIuhnpWIqMkOshcHZEW8CC3weOJy/DS5EcP5p5OWKQFZtWVj0FiJrFD4Vuy1NtJngkJn9CQpykivqbF5SJEIQBupKqFdWEy6v4rCko4nENlpXLQGFokXwPCJZ5n6Ob15eJEIQJDwMsS6LFdcCcNHnXb5dEYc9QlmBfklHM5EIIfzQntm6Eg64v8EFn3ciIYKgLggxDYJRpMh/0CiWv1ggZLdzMMISBOJAQaCg568JEY0r6jJhhGySBlkZw1BTUITJ/vgJa28KvOGJpA/ZEtdtReeqrJOFxJ/Y5AyW97Dy2kvWUULXoKmpXr7bJastomcetkxkbUWdKmV1ijMB4ml4IhOIqMuFxJttfX7P6BAOh8PhFBwFeTkUlXFDIBQIhMiy9zEtVxo29WowwYG6FKgYLk6PNk1FIgRhqK8Di1pmuPfAB2tnjpLYRrtmluz1/q8kBXQh04b2FIkQBAkPo/p0wIJNB3D2ulO+XRF7T19FdvZHrJkxUiRCCO8HFo4fiF0nr+D0dUeREEFQngLZFIhDv2uqSwr+ebHlyAWEvhOEyheEvu1b/F9ChIPTfcTEJ6JDCytmffW9kMhAHS6jF2zAyav3mC0Woaggz4Qk6ooRp6VVHTx88hzLdxxlgZnCIg2JEIcv3mQ/F1S84XA4HM7vRU5eAUXEiu1ChAKBkNwiBFHKxBRV69swwSErMxPyCpJ1hUZte4hECIKK4JVrN8ST+44YMnuNxDaoSE77QkV1WXQeMU0kQhAkPNj3HcVCkikYOb+uiJun9jH7oCGzV0vYB9E9Qe+JC3D9+G64Xj0jEiIICneWdU9A4dAF4cqhrYh5F4qC0rRjn68KEYS1fTeoaepi/dSBuPXFRomgYGmbtj0gl+u+jIKilxy+gdUT+sDpUk7XB3U90DaLqeTcl5HtE1FMVfJ+UIhwvnA54c9qWrqyl1cRnOu0ZMmBLhzOvwQXIjj/LNRJsNThBZqsdmY/k52OubGmzBHswbGp2HT7NdwC4xCVmMFGyIuTkJYJfTXJUZSUNZEbvS/LmOV6jor8ZOlD1lCyqF9WS2oeiRrEs3eyxQsh3qHvWYH81rMoVoTPjZJ8UbyOThH93q6mAQ55hKLlOlfY1yjBzgvlQ+QWWvLDc05Oy+qPgkSFcc1MsP7WazRb64zW1UpARUkerq9iEZ7wgQkT9CguoDQ00WaTEMqWGGBpDGOd4ui56yHW3XyVrxDh8/Y963aoaaQOUwPZRZd5bSVtOCzL6+DUCE00X+uM84/fYWKLCqig/+1FFQ5HyN0bDr97Fzicv5outjaYu2Ef6nQcji52jWFTtzrq16gs1R1BBIaGY9XuE3D29EVEdDwTHnJ3UFCXgzgUkJybEl+WoRyK3F/oqZBO1lCyoHyC3FjUEsyj3Ir88PR7wQoM15weMMuh3CgrKeBlsEB8J6jDYs8pBzTsNhodW1jBpm4Nlg+RW2jJjxc38s+k+VEcOv/FlqnDj7E+io57j27jFiAhKRmXdy5jlltJKWk4dfUe5m/az6y2bh9cKxIcSAA6e8MJZ647ISD4LRrXq4n3ySm4eNsVZUrqwy85GEXEfKU5HA6HUzghO6Yj6+ZhQtt6rKugaj1rVKpZX6o7Qjiq/eyuNcyeiOybyB4pd34BdTmIY2wq/TmuqStYxti0mtQ9gZqWDhKiBZ11ualibiE1j0QNgqyH8oOsl+iegOyLvJwFn6HiKCgps4wMIWT/dOPkXkzpbImGLTvArJ41ylc1lxJa8mPnnWf4Gdw+cxC7Fk1Em76jYNdrGMuueBPwFPtWTMeCQW0wdeNR1GtqL1r+keN1rJ8ykNljzd15DtoGpVjA9NF187FiTA8MnbMWrXoXLCeOw+F8O1yI4PyzjG5Sjo3wJ29/CpSmiToB7KuXwIJ2VaCrqsiWC4pJReuNrkjJ+AjrCjpoVbUEC6umL5SU8+D/Lol1RORGVayDQUjRL19CVWXkE9Bo/6yPn2Xuq46q9Ae8cP+S0vO3QHqflonPn8EK+HlB4dVCqHOitFYxnPB8yzoHCBVFOXStY4jZ9qYSnRm/mml2lVj2wj7XN6zIL1ekCBNktvephRGHH7NldFQE5yU/yAqrpIYSC+6mjgrxsG5xTvyfIdUkZlFoNp1zyq3gQgSHw+EUXiYN6sZG+FPRfeWuY2yike8dW1hj+ZRh0NcRCP+v34QzC6bktDQ0aVCLZT4ULyYYHSgMsM7MlP5MpsyJ3BT9MqJQTUX6OQqMzsrO+VwWR1dLemSgnrZgXmJK/iPuExKTmeXCip3H8lyGwquFrJ0ximUeUOj2ws0HRcfSq20zFqgt3pnxOyHR5pbbI5TU02HWVj+CGat3sg4HsuuqWrGs6NgnDuyKqNh4bDp0DuduuqBrq8ai5+4cWs86Ii7ddWO5I3SthnS1R6tG9dFiwBSZ147D4XA4hYuOQyZCVV2TFd3P7FjFJspDaGjbAQOmLYOGjsBuhwrX07s3xofUZFRv2IQVtZWKFcd/RYrg4ZcA6+wsQcahOMpio+2FCLsviqlID3wrWlQO2dmyv++ra+vKzEwgUr9il5TyPoHdE5zeLm0pKSTjQ44l8uDZa6BXyhh3zx9mAdnsWIqrsmBsCnEW78z4lYQFBWDnwvEs0Lvf1CWi+ZVq1cfMrScxokVVHF4zRyREkL3WhmmDWbD32OU7ReHTZU2rYeqmoxhtVwNHNyxE864D2HUXdkfk1cEgnC/eRUE/57l8SmK+HRYczr8AFyI4/yz0odOnQWk2xaZk4H5gPE4/CsM573csnPn86IYim6HED9nY2rsm8/3P3W3g/+7n72tscqbIikhIzJfwZjWl/EcmUigzfb6+XmZXoLwCykEY3dSETe/ef4Db6zgcffCWZUmkZGRjU8+c0MZfmREhhHIdcmc7UEA1da1oFpOXaaMlC7JlouuckS1biEjP+ogLj99BSb4IOtbKCb0qKELrrQ9ZsotJHA6Hwyk89wODurRmU0z8e7g+8sPRy7dZcHRYZAxuHljDltty+Dwb5U7WO93tJTv/PJ+8+GpHwo+A9q9UCT2p0fuEukqO3ZIsqFhOxxrz4ILMbo/cyMvLMZGGJjoP1AWy/8w1liWRkvYBu5dOLRQZEUcv3sbHj59YoLa4b/X3cNPVE1rqqiIRQhzrujWYEPHkRaBIiCBov1dOG84mcUjIIQpbuDeHw+FwpKHPyRbdBrIpMT4G/p6ucLx4HM6XTyI2IoxZ+ghthlKT3mPC6n2wadNNqtuAhIifTWJcDHQMJL8Xv48VOCCI2y3JQllFlR3rMa8omd0euSF7IxJpaIqNFIRU3z69n2VJfEhNwbgVu35LRoSv+11mMUUdGrkh0ahUuUoIfu6LjPQPLBD8hc8DlmlRpY6lSIQQQs9XrF6HBYpHhYWw1+oblWUDTij3QRbvvmQ9iGdI0M8U4J0QEyWVEyHMhhBmRXA4/yJciOBwvoyip4wEmlqsdcH9oHhWSKdMhZAv4ci2ZvpShWq/sIIFM30vD4Lj0UlTUgR5GJzAHquUzN+nmUKq/cKS4BP6Hhbl8w6xlEVJDWV0rVOKWVfVXnwHN/2jfltGRH5c8Y1kgkJeOQ65SUnPZnZUJFzk1eFx1S+SCVCdzQ0lsjUKCnVbEEZahWPEKOfHULSYOhpZW/3VdkkDh43EoSM5I6b37tyGAX17/9Z9+tvh57zwQKPWKSOBpgZdR8HVy495+1OmQlCYYOSBfRPBQAUh6RmZ8H2ed9fhj8TN66mUCOL++Cl7rCbDAkocClz2ef4aj54GMJulb6FUCV30atscXewaoULz3nC4d7/QZEQIMxj6dWiJH0VGZhYys7JlZn7EJgju/RQUCnZvcNLhLnvsIiZacDgcDqfwo66lyzISaKIQ6GeP3FinARX5I98Gs2VoJL44mRnpCHrm80v275mXu5QI8tzbgz0aV5K0ecpNhWrmbD9f+T1imQnfgk4JQ9YJQTZWQ5tUhOe9q78tI4JyOGQFiQtJSohlXSpycoLP7KzMjPyXj49lj9QNIRQnKND7pe9DRIeHQs+wtMTyPi632LIVa9QRzTOra8WECB+3O2jSoZfE8t7OgnsWs7rSwgmH869QcNN3Ducvwz1Q+sOHRq+T1ZFckf+YVRJhqKkkUfgnqI1x2dUAxKZI+kD+LDbefo3UjJwQZsqS2OMSzKyk2tXMf7T+AMsy7Fhmn/dHZKJ0BgV1VryMShZ1FpCVUG6oE4KEF0W5ogXOiIhYa1/gibIbCkKyDBsq2veFl58zu6sxTSVHFsgSiug4pp72Q3rWJ2aflBdCW6ae9SRHmYgTEJks05bL4UkEs47SUVFggeYczp/IuNEjMW/WDNSsLvuLjOcjL3Tr3Q8ljStAWUMXpctXRsduveD7xE/if+W1G7cwatxE1KxnAc0SRlDRLoFa9S2xfNUapKdL/09qamvPBJ/8Jhc39+86tnKm1fJc99iJU2S+5vbde7Br15EdJx1DpWq1MHTkGLwOFIxsEpKVlYWzFy5iwNARMKtVF2q6JaGuZ4iGNk2xfdcefPwo3SXVvo09O9ft2uT413J+HS6egiBicT6kZyApOZXZJAlDrI2+dCJ4PPaXeI/P27AP0fEFH+H3PazafZx1I4jbEm07coFZSXWyzb+QMKx7W3Ysk5dtw7to6XugqNgEvAgSFAgyMjPxwEfayzk59QM+pGdCUVGhwBkRaX43CjyVMZQOA88Pd++neBUSBivzajApLTlg43toULMKsrKzWR6IOCRKbTp4hv1MWSLiJMmwxtp86Bzu3n/MQsjrVK30w/aPw+FwOD8H/4cuUvNoND1Z7RSVk0ORIoLvw7pfOhFePL4vcU9wZN181qnwKzi7YxXrRhASHx0Jh8PbWGHcolWnfF9r12sos4Tas2QKy7fIzfvYKIQFvhAV7wMeP5BaJj01GZnp6aKifUEyIs49TynwpGdY5qvrNK1Vnz3ePLWfHb84FFxNXSymtRqwa0dUrF6XHbfHzQsIfSV5n0PCAQk5uiVLSwSRU3cMQdkhdI2F3Dl3GG8DXzBBRtyaiQQU2t7ZnaslLLJoe44Xj6FE6XKoVr9Rgc4Zh/M3wjsiOP8sA/c9YiPda5fWQClNZTai/u6LaITGf8AgyzKikfJ9G5TByYdhGHzQC+1rGEBVWR4PguLxNj4NFiZacA+M/+n7SpkNjVc7s/yKrOxPuOgbgbiUTCxoVxkG6vnbK1Q2UMPSjmaYde4pLFc4onllPTZK//2HLITEprFjmWZXERX1VVlxvu1md5TXK45qhuow1FBmwgx1QqRmfMSUlhXxO1lw6Tn8whNZeDblewTHpOLWs2hmPbV/YB0p+6quO+7DQF0ZZoZqMFBTQlxqBpxfxbFQawoMn95KdlGArq3r6ziU0S7Gwrrz4sj9UJz1Ckf9clps25Qb8jQ8ER6B8VCSK4INPWqg2G/M1OBwvofxY0bCuIzsLwC79u7H6PGToKWliTatWqGEvh6ioqPhfv8B/PyfocYX8SIjIwNtOnaBoqIi6yRp2bwp0tMzcPP2HcxZsBgXLzuw7pJixXLEyH59erFlc/M+MRGbtm6HpqYG6prX/u7jU1dXx/jRI6Xm160j7TG/ccs2TJo2kx1vx3Zt2aPf02fYf+gITp09D5c7N1C9miB8MDAoGN169YOKigqaNm6EtvatkJiYhCtXr2PMhMlMmLl45oREO3iHdm3YdODwUVy68vd22xRWuo1fAHVVFdStVgmlS+qzDgey5gkJj8SInu1EWQiDu9qz0fc9Jy5CZ9tGzArJzfsp3oRHsqK0swxB40dDhXoK1e7Q3JKN2KeA5Jj4RKycOhyG+jr5vpZshtbOHIVJy7ahRptBsLOpx4KUE5JSEPT2HTuWeaP7w7RcaSY2NOk7EZXKGqFm5fKsI4IyKBwc7zMhZPaoPigMHBSGVHfMP6SauhhmrdktMe9dVByGzRbYbhG7luaIkAvHD4KHjz+WbT+Cux7eqFfdlIkwdPzRcQksP6RRPUmryvLNesOmXg2UL12S/X3T++Hxs1eobVYR2xdO/EFHzOFwOJyfyfIxPVjHQ4XqdaBXsjQyM9Px2PkWs+qhAGNhFkLL7oNx9/wRrBrXS1SIfu7ljqiwNyzg+qkMQeNHQ5kNE9rVQ4OW7VlQttu1s2xE/8DpK6Ctn/9gxTIVq2LI7DXYs2QyxrSqido2tqzwn5qUgIjQIHYsPcfNRSkTU2Smf8DMXs1gWK4iylWpCZ0SpZi9EXVCpKeloPuYWfhdkMhA55+OfVwbc5bVoa6pg+AXT5htE4Vu95+6VLQ8WVm1Hzge5/esw7SuNmx57RIUVv0Kj+5dZd0Tg2etkthGkw692fpdr54RXd+osGDcv3mRra/v5MUSy1P+RPfRs1iWxsT2DVi+SMaHVLg6nMHH7CyMXLRZJIxwOP8i/N3P+WeZZW+Ku8+jWc7DDf8oJjyY6BbHxBYV0MU8Z1RdDSN1HBtaD6uuB+DykwgoFC2ChibaLCCZOhWAny9E7OpfGyuvBeCSj0CAoMDmeW0ro1udvEfri9PfogwrvO90CmK2U9eeZkKjmAKMNJXZ8Xb8kn1BGRIUSO3yKpYtR9uigr9pCVWs7FINLXPZU/1qKGSaLJWu+EawLg0K7O5UuyTGNSsPYx1pb+xBVsZMKHJ+GctCuxXkisBEVwX9G5bGEJuyUJaX3eFxyjOMBXx3q1tKyjtSnCamuixngsQH2kb2x8/QV1dEj7qlMLJJOSbucDh/Gw8ePmIF9Yb16+HyuVOsoC9OdnZO9xb5tS+ePwcjhw2BpqYg8FfYNdClZ19cuXoN23buxpSJ40XP5WVJtH2noIjYo2sXKCl93d/+a2ioq2P+nJlfXY72dcGS5dDQUIfPA3cYGuZ8sduyfSfGT56GDZu3Yd+ubWyeqooKtqxfwwSV4sVz/i+tWZHKuj0crl3HmfMX0LVTx+8+Bs6PYeH4gbjp+giefgG4cs+DZSlUMC6FmSN6o2ebZqLlyOP/4valWLTlIM7fdIGCvBys61bHwVUzsWrX8V+yr0fXzsHCzQdw5rozK65XKGOIZZOHone7FgV6PXVF1KhkwjIOXL2e4tIddxbUXcZQHzOG9UJ3+yZsueLKSlg8YRAcH/jA5ZEf2xYtZ1a+DDbNHQf7xg3wu0lNS2fXga5Xp5b5Wxykpn3AkUu3JOZR3of4PHEhgq6164ktWLPnBJwe+jI7K0V5eVQqVxrTh/bEsB5tpLbRo01TOD/0heODx/gP/6G8cSksmzwEI3u1h6JCwTpIOBwOh/N76TNxAbxdbrGcB8+7Dkx4KFm2IrqOmoFG7XqIljMxq4W5u87j+KYlcL9+HnLyCqhazwoT1+xnI+F/BVM2CIKjhQJESePy6D91mZQdUF7Y9RyKsqbVcengZmY79fDOZaioa0K3ZBl0HTEd1vYC2ydF5eIskNrvviPLzKBt0XKlK1TB8AUbpeypfjWU01HF3AKOl47D48YFZGWmM1stm7bd0XnYFBiVryyxfN/Ji1CmUlXcOrUPXk43kP4hFaoaWqjTpDU6Dp7Igq7FoYwICr4+v3sdnC6dwOWDW6CiroEmHfqg5/h5UjkQRJcR06BrWIbZUd04sYe9P2i9PcbOYbZYHM6/zH+fxXuLOJzfiLe3N8zNzXFjohWql8o/XOlfodM2Dza6nuyLOJyv8SQsEbbrXeHl5YXatb9/xPjv/D/g6eaE2rW+HowujrOrG5q0bM2K3ls2rJV6/rGPL+pY2KBPrx44uGcnm3fX0QlHjp2E+/37CH8XwW40q5lVwdjRI9C9S+cCZUSQzQ8RJCOUjgrPTi6u+JgmaRNGnQKbt+3A0ROn8Op1IOTl5VHXvBZmz5gmsxvgd+QVBD5/IrMjwrZtB9y954QAP2+UKysd5FpQPB48hFWTFmhtZ8sEja9Rz7IRvB774KGrI8xr18L3kN81y01kZBQbAWZjZYl7NyU9cINDQlC+So0CH8PxU2fQZ8BgjBo+FJvX54zEFkIdEYOHj/qujAjvxz6oS+eqkP4fEP6Nu53cglpVeHhvQbEdOBUuj54w+yIO50dBHRuW3ccU2v8XHA7n30F4f7D6jCtMzL7tO8C/xtx+dkwQIPsiDuf/JdDfB1O7WPF7AM4vh3dEcDgcDuevwNrSAqWNjHD63HlsWLMScrlaXo+dFBSKe/fICXVbvW4jKybXq1sHhiUNEB+fgMsO19Cr3yBWgB4/ZtQP30/KRbBr25HlHJDF0NBBA5CamopLDlfRonU7nDh8AJ06tENhJD4+HnfuOqJ2zRpMhLjn5IxHXt7MesmyYYNvEgjkv1yf3NdJFk/8njIRguyPvleEEL8OZK0UERHBujUsGtQXWUqJo6+vB21tLTx5+hTh4e8kOiIcrgmKwk0bFyzkT16+4MfM4XA4HA6Hw+FwOBzO3wT/JszhcDicvwKy0erZvQtWrlmP6zdvo01rO9Fznz59wolTZ1FCXx/NmjQWzd++eb3UqP91q1Jh1bQls+MhkUA8v+BHsGjZCiZCLFs0H9OnTBLNXxozH/Wtm2DkuAloZdsCysqSmSe58fF9wjIWCgoV2SmH4Ht47PuEhbQZGhqibaduuHpdcnR2184dWbcJCRNfg0QAomWzJgVedlD/vvhRUKbFkBGjJebZtmiOQ3t3QUdHW+J9tXHtagwYMhw161ugU/t2ooyIW3fuYsjA/hgzcniBtrn/oOA4WjRr+sOOg8PhcDgcDofD4XA4nD8BLkRwOBwO56+hV/duTIig7gdxIcLR2QXvIiJYhwPlFgiRZT1Evv79evfElBmz8fCRFxrb5O89/i2QILJzzz5UqWwqIUIQuro6mDx+LMZNnoo795wk9l8WPk/8mKhRUCiz4HuFiJjYWPZIOQd6urq4dPYUbKwsEBzyBuMmTcXps+dR2qgUVi1bku96KLCZAq8rm1bCoAH98l02MzOTXU8FBQV2fX8EA/v1gY21JcwqV4aSkiL8n73A4uUrce3GTXTs1hPOd25I5MP07NYFujra6DNwCPbsPyiaX79uHfTu2Z1Za30NOt7rN2+x7onWdi1/yHFwOBwOh8PhcDgcDofzp8CFCA6nEHNuVMPfvQsczh9FVbMqqFGtGrNXSklJgYqKCpt/7IS0LRORlJTE7JnIFikoOARpaWkSz0dERv3Q/Qt4+Qrv3ycyC6mFS5ZLPf8qMPDLci+/KkRQhsD/myPw//LpkyBW6uPHj9i2aT3sW9my38ky6czxIyhvVgPbd+3F4vlz8+yK8HzkhZ79BrLw55NHDn61e4KuTWxsHLp06sAskn4Ec2dNl/i9fr06uHT2JMsYcXX3wM3bd1h3hJC9Bw6xgO5xo0ewfAcdbW08eeqPSVNnMDut08cOo12bvIP6rly9zoQa4zKlcWivIHSbw/kWbuz/NcGXHA6Hw+FwCjeLD13/3bvA4XA4/zdciOBwOBzOX0Xvnt0wbdZcnLt4mXU2UDA0/WxaqaJEvgCNtKfCM3UWmNeqif59ekFLU5N1TNC8S1cc2Gt/JPEJCaLMA5ryIjVVUhApLKirqbFHOkdkHyUO2RlRQf/2nXt4/iIANWtUl3o95UnYteuIokWL4Pql8zCrUrnAdkYD+/04WyZZUFB5/769mRDh7vFAJES8CHiJUeMmoq19K6xculi0fMP69XDh9AmYVKmOGXPm5SlEXL1+E91694NBiRK4c/0KDAxK/NTj4HA4HA6Hw+FwOBwOpzDChQgOh8Ph/FX06NoFM+bMZ3Y+JERcuXYdiYmJzPZInItXHJjgQB7/O7duknhu1dr1TIgoCEWK/IfMzCyZz9F2xVFTVWWP3bp0wvFD+/E9/I6MiIoVyrNHys2QZUckFCo+pKfLFCFs23ZgXRU3r1woUOg0hUNTDoNRqVJo2fzn5ypQpwOR9iFHCLp99x6ys7NlWnRRkHXlShVZdsaHDx+kcj0ozLprr75svbevXZJpBcbhcDgcDofD4XA4HM6/ABciOJxcGEx2QEMTrb/aFmn8cV+cehQm+n1D9+roXs/ot+4TR/Z7UZyItfa/bV/+JAwNS6KxjRXu3nNCZGQUs2Uiv/9ePbpKLBcUFMwe29pLj2R383hQ4O1pamjAz/8ZK1bLyeV8rKampuJVYJDEspSJoKqqCi/vx8zeSDyv4lv5HRkR5U3KoZShIcLCw5lIQOdaHOoeIMoYGckUIT5+/ITrl8+jbh3zAm3v0NFj7DyRoEQdCz8bso0ijEvnCAbCrhiyh5JFTGwc27fcwoxQhNDW0mKdECblyv3Ufef8/xSrZgvrOtX/avujYbPX4MilW6Lfdy6ejL4deFbJn8yb8EhUtusv+r10SX28uHHot+4Th8Ph/Ol0qqwCs7pWf7X90eaZw3HvwlHR72OW7UDTjn1+6z5xvp/hzaog5l2o6Pcdt/2hZ8gHQXEKH1yI4HD+YYZYG0NdWR5mhoJRzOI4v4zFtnuBeBmVgoS0TBioK6FhOW2MaWaCsjrF8y2Y56bIf0D4GukieuKHLGy5G4hrfpEIT/gAZYWibN3d6pZCfwvJD830rI/Y5hiEC4/fITQuDUryRVC7jCYmNC+PemV/jG/86+gUbLz9Go9CEhCZmA4tFQVUMVDDyMblYFFeMFJaHBrZvd8tBEcfvEVwTCqKKcrBsrw2ZrSqhHK6kudIyMdPn3HkfihOeYaxc/sZn2GooQwLE20s71xVYtnJLSuwx5OeYQhL+PBDjvFfoVeP7rjr6Iwdu/eyYGSLBvVR1thYYhmjL8Vy9/v3JfIYzl24hCtXrxV4W3XMa8PbxxdHT5xi9k7E58+fMWveQiZGiENCxfAhA7Fm/SbMmrcAyxYtkBIjHjx8hGpVq7Cug8KWEUGCzrDBAzFv0RLMW7QUe3ZsEYU6Hz91Bv7PnjPLopIlDUSvIdGFRIjs7I+4dukcGtSrW+DtHTxyjK1/QL/8j7OcaTW8CQ1F4PMnX+06eB0YiBL6+qL8ECEeDx5i/eatLLOifduc/1cNG9Rnj7v3HcDwIYMkrJUouPptWBhsrCwlRCh6z5EIQSLV7WuXUaG8SYGPmcP5mYzu0wHqqiqobpr/e/LcDWf0mbKU/Xx07Rx0bCnZEXTDxROHL9zAk4AgRMclIPvjR5Q20EfThrUxcWBXGOrryFxvekYmthw+j9PX7iHw7TvIy8nBuJQB2jRpiNkj+0gJRHmxbPIQTBggKS5/C1lZ2XBw9ICD43088gtAWGQM+19jalIafdq3wOAurWUKxS+D32LV7uO47/MM76LjoKOpjqoVy2LCgC6wqVtDYll376e4dMcNzp5PEPouCqkf0lGmpD471ilDekBDTeWr+2jVcyz8AoJQpXwZPDq/S+J5uo6zvpyzrUfO/9/ngsPhcDj/JvZ9R6G4mjrKmkraqToc3gZvl1t4+/oFkhJioaCoxAraNm27w7b7YCgq53xHoe88j11uwfOuA148vo+Yd2+RnZ0FgzImsGzVGe0GjGWvl0Vq0nuc37MeD25fYq9TUCrGXtekQy/Y9RwqsWxmRjou7N0A16unEfU2BApKyqhYoy66jJiGyrW/fwDpiS1LcWqrdH4foVSsOI55SeYG3j1/BFtmjchzfQfcQ6CmmXMvFB78Ehf2bkSgvzfiIsORnpYKLT0DmFSthQ6DJ6J81dpS63C6dALPHrki0N8Hoa+eITsrE1M2HIaFbUeZ22zTbzRSk9/j4Z0rCHnh9w1Hz+H8WrgQweH8wwyzKQsjLeli5y7nYMy/+AyaxeTRqloJ9vg8IhnHPd/iou87XBpjgSol1aQK5rl5Gp6EG/5RaFRJV+q5N3Fp6LL9Pt69/4DGlXTRqmoJfMj6iFdRKbjpHyUhRJAI0W3HA3iGJKCKgSr6WZRBYloWrvpFotO2+9jTvzbsqn6f77rXmwR02XYfHz9/hq2ZPtpUN0BEUjrbxu3n0VjXrTp61pcc5T3trB+O3n+LivoqGGRljJiUDFzyiYBTQAwujbVApRICGx4hdHwD9j1iIk9VQzX0qm+EokX+Y+fios87KSFiim1F9ugeGMeFiG+kc4d2LFx4xZp1yMrKQs/u0gWrtq3tWGj0qrUb4P/sBUwrVWCPN27dZp0DFy5dKdC2Ro8YhgOHj2LYqLHMxkdXRweubu54n5jIgrN9/SRvBBfOnc2K8yRGUKi2lUVDaGlpIiz8Hbwf+7BA6/Cgl18VIn4Xk8aPgcO16zhw+Aiev3gBS4sGCA55w2yi1NTUWIi1kPj4eCZCUEA3ZS7cun2XTeKUKVNapqDi7OqGV68DmSVSubJl892nT58+sUe5ol+/raFOBRJRSDyg8GglJUU8ex7Arjt1NmzfvAGlShmKlicRi6y0Tp05B7Pa9dChbRvo6mqzjhTKwyA7JvHsCOoK6dyjN+ukaGRjhROnzvwUmywO5/9hTJ+OKGOY/+dlTPx7TFy2BcWVlVjxXBY3XB7C2/8V6lSrBANdbWZRRwXz7ccu4til27h9aC2qlJcUf2MTEtFm2Ew8eREIy9pVMbxHO1Zsfx0ajku3XaWECOEofxIGctOgZhV8D0Fv36HXpCVQKaaMxvVrwr5xAySmpOKq0wNMWLKFCS1nNi8UCa3EQ9/nsBs8jXV2kZjQsYU1EyMu3nHFdeeH2L5oEvp3zBFPaP1x7xNhUasqerVtztbl/OgJ1u0/jfO3XHH38Hro62jmuY8rdx9HUOi7PJ8nIWPOKEF2zpGLOd0uHA6Hw+EUhLb9R8scMX/77CF2T1ytQSNoaOsh/UMqnnm64sDKmXC8eAzLj9+FopLAjjQrMwNLhneCvIIizOpZo6ZVcyYa+LjewbENC1lRfPHBaxLiBRH5NhjzB9gjLjIMNS2bo16ztshIT0NYYAAe3bsmIUTQ+uYPbIOAx/dRplJV2PYYwkSM+7cuYW4/O0zbeBT1mv2Y++omHXpD17C0xDw5eYU8l6ftGptWk5qvqCR5vG9e+uPhncuoVKsBE06UiqkgKiwEjxyvwePGBYxbsRuN2vWQeM2xjYtYh4Oalg40dPQQG5HjaJHX9SRiwkO5EMEp1HAhgsPhSJD18RPW3HgJdWU53JliwzohhOx1CcacC8+YULGhRw2pgnluhh3yZo89c9k+0TaGHPBCXGomzoxsgIYmkt0G2R8FRUUh+11DmAjRtoYBtvepxYr3xIQW5WG73hVTTvvBqrwOVJT+/39p626+Qnr2JxweXAfNq+iL5vu/S0LLdS5Yf/uVhBDh9jqWiRD1y2nh5PB6UJQTjJzsal4K3Xc9wIyzT3F+tOTojEWXnjMRYn7byhjRuFy+x8z5PqggTl0OZ85dYJY53Tp3klqGLJLIt3/qzLlw8/CAo7MLalavhivnTyMiMqrAQkRVsyq4evEsZs9biLPnL0JFpTha2bbE6mVL0KPvAKnllZSUcP3yBezasx9Hjp/AqbPnmVhiUEIf1apWxYypk1nwc2GFCu+3rl7C0pWrWXF+87ad0NBQZ8X6+bNninIkiKTkZCQkvGc/U6Gfptw0sraSKUQcOCRoGR/QL/9W8ffv3yP83TtYNmwgISDkRcP69dl7g0QfFzd3pKenQ09XF107d8SEMaNZ4HZujuzfA2sLCxw+dhxnL1wUvaZXj26YOXUyqlQ2FS0bGRUlsnM6efrsT7PJ4nB+FhOXboGSoiIrnm88KPs9vGzyUKybJfjCK87B8zcwct46rNh5DIdWz5J4bticNXj6MhiHV89CZ7tGEs9Rx5QsqINAWGz/kagUL4b1s8egT7sWKF4s5z5nRVo6bAdNxTWnBzh/0wWdbG1Ezy3bcZR1dJzdugitbASdUsT4gM6w6DYGK3YelRAixvbtiJ5tm6OknrbEyNEJS7dg98krWL7jKDbMGSNz/54EBGL17hNYPmUopqzY/sOPn8PhcDicvFh50lFmF8OmGcOYEOF44SgTA4giRYqi1/h5TDhQUc8R17OzsrBqfG88uncV147tQofBEySeWz2+N+u2WHjgKrPCEudjdrbE71eP7mQihIVdR0xcc0DUsUjdEFO7WGPbvDFMNFEuLjkI8P+hScfeqFov57P/a5AQURBbq7pNWqNhyw4SAxyIt6+fs2M4uHq2lBAxavFWlDQuD92SRvl2bHA4fxpciOD8UXgExrER8AMsykiNHif8whLRcr0rupgbYnOvmmye66tYnPEKh2dwAhvhTjXsyiVUMcS6LNrXkvQ3z4u6SwQjeD3nSIeldtrmAY/AeCn//ozsj9jrEoKzXuEIik2FfNEiqGmkjgktKjAbnsJKQmomktOz0aCcloQIQbSoos+EiLiUzK+vJy2TdTZQNwV1GIhz2TcCT98lYUrLClIiBCFXVNIL/rp/lKjzQihCEGTj1KOeEXY7B+PKkwj28/8LdSXQqpuY6knMNyupBgMNZaljJhGCmG5XUSRCENYVddCkki7uvohBYEwKTHQF1gtkPXX4figsTLSkRAhZx8z5fk4eOfjVZci3/9zJHI9UcWQVxz+mSYZPC2nSyAbuTnek5t+9Idu2jGx8Ro0YyqY/keLFizNbKZryg2yS8jpnX2Pfrm1s+hru9x+yjggScApCvbrmOHpg7zftC33hKej1og6O//eYOdK4PvJDy4FTMKx7W5lFW5/nr2HRbTR6tW2GPcumsXmOD3xw7PLtL/Y5sSjyXxGYVTBmtkRd7BoXaLumtv3YoyzPfduBU+Hy6AnS/G5IzM/IzMS2oxdx4sodvA4l26GiMDeriBnDe8O6rqTtQWHlwi0XnLvpggvbl+Dhkxd5LqekKHt0YMcWVkyICHobITH/vo8/6xqg7obcIgQhJ/Y5+isg66jhPdpKzSdRYly/ThgwfQW7xuJCREhYBBsh2tJSUqysXsmErS82XvLvfvLg7lLrpwLEjOG9mBDh6vVE5r6RKDN87jqYV62IET3bcSGCw+FwvuDv6cpGwFPRe9i8nA5cIUHPfDGlsyUateuJ8St3s3l+9x3heOkEXnjfR3z0O/z3XxGUqWgG+74jYdW6S4G994mdd55JPUf7Q/t17nmKxHzqFHA4vB1Ol08g4k0g5OTkmf1O15HTWedAYSYvK6UGLdszIYK6GYTIycszQSA3NL/z0MlMiKDzIy5EuN84j+DnT9B9zCwpEYIoKmZ3SnjeFQwO6z56loRtItk4Ne3UF1cObYX7jQto1unHD1z4UVDHiCyMyleGYblKCH7uy+yayAZKSA2LJr9wDzmcXwevfHH+KKg4bqipjEu+ETJHkJ/zDmePnc1zRsVuvRfERIhaZTQw2NIYHWqVxJv4Dxhx5DEb2f8zICuh7jsfYvGVF1CQK4I+DUqz0fzPIpKZxZDDE8kv6IUJXVXFL1ZMSYhIlLRkuPVMIAhYVvi6kEICTEb2J3QyN2TnQByyLyLsqxswy6EDbiGirAg6d7mJSRaMLi6tLW1VU1pL0Bbq+lp2kGxBIRulT5+Bey+iJeZTR0TE+w+wypURQXZJxRSKysynaGoqsKIigUqIg18ky4egY05Oz8LpR2HYdOc1y4qI/XJ8HE5hwqRydRQtps5spwozbu4erJOltd2fG7w7cNhIdq4HDx/1u3el0GFpXhVGBno4d9NZ5qj5kw6CgQI92jQTzVu3/xQTIepWM8XInu3RtVVjBIdFot/U5dhy+NxP2U8aKd9m6EzMXrcHCgryGNSlFStiP30VjNZDp+PCbVcUdsg6iWyJSNRpaVXwLBdxSGwgKNNAnLM3nNljhxZWzPpp/9lrWLPnJE5fc0RSimSWjjjvk5Kx55QDy2XYd+YqXr8R3Of9TCi3QpY4Url8GSZ63nR7JNW9EB4Vi0b1a37T+mVlUBB0rC8C32DbwolM+OBwOByOgCp1LKFjYAT36+ekRs0TzldOskfxkeXn925gIkTF6nXQuvcIWNt3QVRYMNZNHoDLB7f+lP0kK6GFg9ri0Jo5rADdoutAWNh1QsjLp5g/qA3u37yIPxEvJ0GAd+kKBbNHLCovL1NYoOtHNGjRnmVDUMfEud3r8OD2ZXbucvM+RvD9XK+UpOUjoV9KcL/x9L4TfgRMVNq9Fhf3b8Ijx+tMUMqPoGc+uLBvI8u6oOv6ITX5m7YXGRqEdyGvmEWWuAjB4fzN8I4Izh8FjSTrWKskK1rfC4hhI/TFg4MpyFhPVRHWFXKCgVZ1qSqVg5DWLhttN7szCyISCaig/CNZe/MVHgTFY1brShjbLMemZGZKBlptcMO0M0/RtLIelOXz3+7T8ERcfyoZjJQfNHqfMh2+9xwv7WiGccd90WyNM1pXLwFNZQU8j0yCU0AsejcwwmAr6ZuA3Jx8KPAw7CWjS4E6V4QdLgsuPUemmKhUSlMZBwbVYcciRKu4AoJj01hIde7chdB4QXZCUEzehYyCMM2uIh4Gx2PQAS+WN1FGuxgLrCYBoW5ZLazskuP9mJaRjaikDJiWUJXo0BBS9ktQNQVYC3ny5Zjff8iC1QonRIuJD/T+W9WlmoSAxuH8Ltq3sYdx6RxvVCryF2aWLprPpj+ZP+2c/0roM6l76yZYs/ckbrp5onWjBqLnqCh86poj9HW00ESsCLx57jipHIRVaelo2ncClmw7jEFdWqOYsuzRfv8vy7YfgZv3UywaPwhThuSMhI8ZNxDWPcdh3KJNsLWqC2Ul2SPihPi+CMTlu+4F3i6Nxm/XzAI/gknLBAWZVdPzDl+UJTw8ehqA9PQMPAt8g1tuj1DOyABzRws6SoQ8fvaKPb4KCcOgGSuRlJImek5bQ43ZODVpUEtq/X4vgzFu8SaJ90MP+6bYPG/cD7+G4vZSRLOG5hLz543pDw9vf/QYvwhtmzZEOaOSrOOGRKaGNatg09xxBVr/oS/rb24huX6CrKtW7jqOmSN6w7ScpEc1h8Ph/OvQZ4BNm26sUEwByXWatJK4J3B1OA0NHX1Ua5DT/ThiwUapHISBaamY2asZTm5ZipbdBkrlF3wvZKHzzMsdfSYtRKehOR27vSfOx7SujbBjwTjUsmkpylnIC+oaeHDncoG3S6HT9ZtLd/v9v5BAkBgfg9SkRAT4PMBrPy/Usm4BmzbSHX+yuHNW0FVaw0LSVSLQ/zF7pNyJ/StnshBmIbolS2PG1pMoK5a7oKqpjYjQQESHhbAOAnGiwt6wx3dvXuNHcHLLMonfNXVLYOzyXahpKe2MQVw9skPi92Kq6hg6Z62UzZK4FZMbE9KyEPsuDA/vOrD39fAFG3/I/nM4fwJciOD8cXSubciEiHNe7ySECBqhHpmUgaE2ZSWKw7LCmIspyqFr3VJYeOk5fELfwyLXaPfvgQSRwx5vWICxuAhB6KgoYmTjcph93p9ZRonvvyz8w5OYqFFQutUp9d1CBNGxtiG0VRQx6uhjkQURUbu0Bjv/ZDOVH1R0J+ul6qXUJUKthVA2BDHv4jOMaWrCgqnpkh158JaJQ/32esJ1RmORUNPUVA9eb95j/a1X2No7JyOChImTDwX7l/Qh67uOmQQOh3GWGHzQi1lHCSmhpoiedUuhhJhNVVK6YASOah6ZFGpK8hLLsWP+Yu1EWRTUMTGvbWUmmt17EYPpZ/0w4YQvKpVQQVVD9e86Dg7ne6HsAp5f8Gvh5zx/uts3ZULESYd7EkKEs+cTRETHsQBm8dHlssKYyXKnd7sWmLFmFyuc29TNyTn6Xqj4QaP2K5uUlhAhCF0tDYzv3xmTl2/DvQePJfZfFhTkTKJGQaGMgx8hRFy844Yz151YfoOWuvTndl5QaPXOEzlFklpVKuDwmlmsi0UcoW3RnPV70ad9S8wc3gsqxZXZNqev2omeExfB++IeiTyFCQO6oGNLa5Qvbci+pPu+eI35Gw/g+JU7+PjxIw6smokfzd7TV3HT1ZMFWNvZ1JN4rrJJGTge3YiekxYz+yohBnra6NfRVmLf8xOalu04Aj0tDUwc2FXiOer4oRwN03JGmDyo2w88Kg6Hw/l7sP4iRFD3g7gQ4f/QGfHREWjTb7TEPYGsMGYaeU6hxBS+/Mrv0TdlAhTknuDGyb0wMjGVECEIdS1dtB80DnuWTIGfh6PE/ssi+MWTb8oFoGP6kULE9eO7WeFciE3b7hg+f6NUh4MsvJ1v4tapfShlUgnNu/SXeC4pPpY97lsxHR2HTGJWW2SZdev0fiYOLR/VFZuvPhYJNbWtW+Cl70Oc2rYCE1bvE11fCnu+e15wz0RiyfdAIg4JDmQVRcHQcZHhcL16Bmd3rcGK0d2w4qQjjCvlWIPrlzJm9mA1LZtBU88AiXExrGPk+KbF2DRjKBNPaL9z8zbwhcQ1VdfWxfiVe9h6OJx/BS5EcP44TA1U2Wj5G8+ikJqRjeKKcpK2TLUlR5WTDQ7ZM914GoU38Wn4kClp7RCVJN3+9z28jklB4odsGGr8x4rquRGO3H8dlfJVIaJ7PSM2/WqOPQjFzLP+GGJtjAGWZaBdXIHZSpFwQNZSe/qbw7Zq3vt+4os40LNeKZnPf/r8mT22MNPD9FaVRPMntaiAV5EpuODzDld8I9C1juD1w2zK4qLPO1z0icDr6FRYltdmwgN1KxhpKrN9y5X79M08Dn2PAfseoaqhGm5PtkY53eJ49/4DNt5+jQknn+BlVArmtpUcgfEtCI9ZV0UBO/vVFokslFOSmJ6F6WeeYp9rCNZ1/3HFMQ6Hw/kboHyHapXKwcHRAylpH6BSTPDF9IQMWyaCrH7W7TsNh3seCA6PQNoHybb6yJgc27wfwcuQMLxPToGRgS7ruMhN4Bc7oZfBb78qRPTt0JJNv5K490kYv3gz2jRpKDO/IT8o8JmmxORU+AUEYf6m/bDqPhYnNs6TEHuEn4HVKpbDtgUTRGGNlP0RFhHDhKaD566zTgDxQGxxGtWriat7VqB+l5GsE4aWrfQDuwauOt1nXSFlDPWxd7m037Wn3wt0G7cQNUxNcP/MNlQoUwphkTHMSmn43LV4ERSKpZME4Z2yCH4bgU6j5+Ljx084uHomdDQlBx7QOfB7GQSno5sgL8+/onE4HI4sKN/B2LQaPO9dxYfUFCgXF+TxOV8+xR5zj0RPS0nChT3r2chzKlxnfMjpyCMSYiJ/6P69C36J1KT30DEoxQKGc0N5EURY8MuvChEUglyQIOSfxcbLnuzxfWwUnj50YVZTM3o0wfy9l6ClZ5Dn6175eWHtpP4opqqBKesPS+UjfP4scEOo07gVC7oW0m3UDIQFvmACgMeNC2jcvieb33bAGLhdO8um8OCXqFa/EVKTE5kVkq5habwJSMR/MlwKvoXcAg7lT1Ceh4a2HrbPH4tzu9Zg0toDoudJsBDPt9AzLI1WvYax1y0a0p6JDbKECAvbjixPhCyf6L1w+cAWLBnWEf2mLkW7AWO/6xg4nD8FfpfL+SPpXLskFl15wQrR1AVAwdAOTyJRXq84ahjlfLHLpIyCrfdFo/O71ykFjWLybET90/Ak3PCPYsv8SN6nCUbmU3GcprxIyyWIFBZeRaWwonhLM32JwnsdY00cHFQH9ZbexeIrz/MUIuhanPd+ByW5IqyzQhaqSvKIT81ESxlCDIkTJERQV4VQiFBRksOlsRasm+Da00jsdwth3SX9GpZG8yr66LjVg/3+/5L18RNGHPaGXJH/sGeAuUgkoKDpjT1qMBFip3MwBlsbo6SGMtS+dEJQqLcsktIF7wHhcuI/U5h1bksuOg/T8RRPwpL+72PgcDicv5mebZpi1to9uHjblXU2UDA0/VyprBFqm1UQLZeZlYWWA6eyzgIand+nXUtoqquiaNEibN6Vex7IyPy+DrrcJCQmi2yEaMqL1FyCSGFh5upd7HxumPP/fwFWVy0OqzrVWMh1jbaDMWTWajy/flA0alFNRWBZ2KpRfZEIIaR14/qsCC+0b8oPsmOizI8VO4/hvu/zHyZEkMVU70lLUEJXC9f3roKBrmR3Q1ZWNvpPXQ65okVwfP1ckcVWBeNS2LVkCp4HhmLTobMY2as9SpUQ5ESJExIWCbvB0xD/PgknNsxnooo4ZFlFxzSuX2eJ9zOHw+FwpLFp2wOHVs/G/VuX0KRDL1bU9bh1EYblKsLELMfmLyszk4VJk8URzaeOARV1TRQpWhQhL/zw8M4VtsyPJDkxgT2+CXjKprzI+PB9tsK/ErK7omBvKrJP7WKNg6tnY+LqfTKXff3UmxXi6RzP33tRZp5EMRU1JCXEoU6T1lLP0TwSIsi+SShEKBdXxbJjt1lHBOVIXDu2E2paumjZfTDqNLbDnL62rNvkZ9C4Q2/sWjwRLx7fL9Dy1NlAItRrv0csxySv7hESZ+jcjF66jdlfkchDwkUpE9MffAQcTuGDCxGcP5IOtQ2xxOEFznmFMyHi1rNoZoMzonE5ieVIaCARgnIN1nStLvEc2TvR8wWBBPasj4LRfLlJ/iBZjBba9bSvaYAdfWvje/gdGRHOL2OQ/ekzLEy0ZAZZV9BXYSLOh6yPMjMurvlFsRwEyvJQVxZYFOXGRLc4EyJkWRsJC/bpWZICEa1rYfsqbBJHaM0kLkB9K6+jU1jWROtqJaSOiQomFJLu+zYRLyKTmRBB1l76aooIjU9jAdS5cyKE2RDCrAiCOiwExyefzzEXTnGKw+FwfjddWzXBnPX7mD0TCRHXnB6wUfjj+3eRWO7KXQ8mOAzs3ApbF0yQeG7t3pNMiCgIRf77D5lZssXmxFzhyqrFBRaQXewasayD7+F3ZET4BgSyc1m+WS+Zz/eevIQ97lw8+avdGnQu6lWvjEt33FhAePkyggEJFcoYwtv/JdS/CBLiCEUKCvwuCMJOgrQPP6aj9ZrzA/SauBjaGuq4tnelTGuvgOC3CAmPRPvmllI5H3SfYGVelR3fs9chUkIEdUKQCEGdOMc3zIWttXQQOAkZJKKt33+aTbl59voNilWzRemS+nhxQ+C5zeFwOP8q1vZdcWTtXLhcOcmEiEeO15CWnIj2AyWzejzvXmEiRIuuAzBy0RaJ5ygcmYSIglCkSBFkieUY5O64EKeYiiDP0LJVZ0xedxDfw+/OiMgNiTkk5Pg/zLEnzC1CLBzcDp8/fcL8fZclRCFxDIwrMCGiuIqaTJGCyMwQ5EAKKa6mgYEzVrBJHKE1k0nV76u75IW8ggITQnJ30uSHqoY2YiPCWPC2spygYyc/alg0Ye/h514eXIjg/BNwIYLzR2KgrgQLE224vo5DdFI6s2WiAXa5bZlCYgXFAlsz6ZH3nsEFt2ZQLyaPFxHJyP74iY2GEw8tDvqyDSEV9FSgoijHCteyitTfwu/IiBB2iMSnyh4xSlkHVKCRz+O4jotsmfK2lKJMDs+QBLyKTpHZkSEMrS4I57zfsccONUvi/yVDdMyybzCF+Q6KcjnXvmE5bda5QQHXDU0kR07efREjWEZMzLEsr4NNdwJFxyfOyy/nwbCAx8z5NgYOG4lDR44h8PkTGJeR9onlcL4HR2cXNLNrg3mzZmD+nB/vWc8RYKivA5u61VnOQmRsPE443BMFF4sT9FaQ8WPfRNoCycPnWYG3p6GmAv9XIcy3X04uR6BOTUsXWS0JoVBhKsBTIZqyC8S9qb+V35ER0b6ZJWqbVZSa7/P8NXyfv2ZB4KUNS6CCsewux9xExMSxRzmx82BTrwZOXr2HF8GhUssHBAnuG3LnSuTFI78A9kgWSj9KhNDSUMP1fatYALUsMrIE90RxCbI7F2MTBN7UigryeYoQh9fMztOai46lfyc7mc+RZZWmmgraNbeCjkbB8zs4HA7nb0VbvyTM6lnjyX1HJMREwfnySUGQdVvJnKbIt4IuxbpN7KXWUdAR7sIieOgrf6kR7ulpqSKrJSGlypmywjWN6P/ee4LfnRGRGzpeEnyUiqnkKUJ8+vgR8/ZcRIVq5nmup1o9awQ8vo+wIMHnuTjCeRRaXRDo2hPUsfEzoOubkpiQp6iSmw+pycw+SlVDS2Qb9jXiowX2YEUKkL3B4fwN8Hc654+ls7khEyIOuofi7vMY1CmjidLaksHUwsLuw+AEiTwGhycRuPksusDbqmmkAb+wJFb07lZXYBf0+fNnLLsaIGWxREIFWQZtcwzCMocXmGVvKiVGeL9JgKmBGoopFC10GRFkwUQcuR+Kfhaloa+WE9J89H4o3r1PZx0C4oKMkLCEDyyE20hLGVYV8g5tJJFi+70g7Hd9w34WbiM2OQN7XENYBwp1J+TO+iBLJ3F2OgXB+VUsWlXTR83SGhLPUT4HiTiTW1bAFFvpAos4piVUWXcGiQouL2OZfZKQZ++ScOVJBLtWNUrlbKNPQyMmRKy8/hKnhteHwheRgl5/LyCGnSOydhJCuRbUCeLyOhZur2OZMCG0hVp7QyA2tamet9cmh/O9FC0mGEVcq0Z1eLo7S9mjPPLyRn3rJujXpxf279qOwoCLmzs2bN6K+w88ERcfD1VVFZTQ10ddc3O0tW+Fju1/3pctTuGDRAfHBz7YffIKC0luULMKjEtJflZQTgNx//EziaLvhduuuOpY8KKDedWKrBBPORR92rcQfe7P27gPqblG4pNQMaSbPRvJPm/jfiwaP1Cq8PDwyQtUrWDMrIUKW0bErJGy/acp74KEiCHd2rDQaHG8/V/JtBA6cvEWPJ+8QEXjUhLXplNLG8xdv5d1tJD9EIk3BGV+kC0TIb4N6iygbgoFecnPfbqOJGhQ2HOjupL2RsNmr8GRS7cK1LlB3HDxZCKEhpoqru1ZKerekIVZeWOoqRSD+2N/3Lv/GE0a5BQkKBvj/C1XFFdWkhB0hHZMJMxQp0x+ghHlTmxfODFPIYICsfN6nsPhcP5Veya/+064cWI3C0auVKsBCxAWR8fASCQ6iOcxULbAo3tXC7yt8tVqI+iZDwvIpmK/8J7gyPr5rDgvDgkVtt0H48K+DTi6bj56T1oodU/w0teTZV0oKkvWLgpDRgQJO5ThkDsDgkSY/StnsDDuWtbNJZ4j0YVECFpm3p4LqFSzXr7baNq5Hy7s24irR3eiaad+0NIT3C+8j4vG1SPbWQdKgxbtpDpPhN0SQihf4YnHPSa+5BY+KJ+DRJxuo2eix5jZ+e4P2XNFvHktZSNFWR/b541hP1vmEjqCnvmiXBXJbEfqgNg+bywy0z+gWae+uc6RD1s+9/evkICnLNxcTl4e1Rs0znc/OZy/BS5EcP5Y7KuXwMyzT7H57mtmm0TCRG7Ie5/EiK33AvEyMhnl9VQQEJWMey9iWPGabIQKwiBLY5x8GIbJp57A6WUMtFUU8SAongUmkx2S/zvJEXJT7SrCNyyRiRFk/1S/nBY0i8mzIj5lHwTGpMJ3frOvChG/g7pltZitFAVD26x0Yh0WFFZNFlfOL2OhJF8E8/IIbT7lGYZPn8GyOHJ/yIpTRrsYZtlXwoJLz9F8rQvsqpZg4gPZUEUnZ2BKywrMAkqcWovuwNJEm9kd0ZrdA+PZuSRLpnXdpAOehcGYBelIUZIvitn2pphx9il67n6IlmZ6KKdDYdXpuOoXyTomlnY0Y1kVQkhI6FXfCMcevEWLdS5oXlkPMSkZuOQTAVVFOazoXFViG7Qf67tXZ2HfPXc9hH01A+ipKTLhhrJEbCro5BnuzeH8SB77PsHJM2fRo+vPGTn0o9h38DCGjRoLeXl5tLZrifIm5diXn2fPA3Dm/AW8CAjgQsQ/RocWVpiwdAvW7DmJrOxsdLdvIrVM68YN2Mj6tftO4VngG5YhQbY2t9weoV0zS2YZVBBG9GyPwxduYdSC9bjr4c3sgNy8nyIxOYUFZ1PxWZy5o/uxjggSIygk28K8KrTUVBEeFcuyDyjQOuje8a8KEX8KVj3GoFrFsjCrUJZ1qySlpsHr6Ut2Dqg7ZMfiSVIZEpvnjUffqcvQqNd4ZnFEy1E2Q3BYBBN7mlvkFBH2n72G45fvwNK8Grue1IlJtlUuj55ASVEBO5dMQfFikufy05fwS/FOjLwICApFjwkLWV4IddpQ+HV+tle0zUUTBmHCki1oN2IW7Bs3RPnSJVlY9cU7bmw9a2eOEtl0ESRCvI2IZlZVT18Gs0kcDdXiGNO3U4HPOYfD4XByaNiyPXYvmohzu9ciOysLNm26SS1Tt0krJkac37MOoa+fo1TZiuzRx/UWK15T3kBBaNVrOO6eO4Jtc0fD1/0u1DR18NzLnQUmU3A25U2I02PcHLz292ZihOc9B1Q2t2SWRnFR4Qjyf4zw4FfY6xz4VSHidxAeHMBEhUo168OgTHmoa+kgMS4Gvh73EBvxluVw9Bw3V7R88vt4tjwV7WtZt4CP2x02iaNnWEZCUClhVBZ9Jy1iwsbkTg1Rr1kbFPmvCB7cucKCsbuPmYVS5SpJrGNIo4qoWt+G5VRQnYHsoUgAIUum0Uu2SR0H2UMRRYt+veSZmZ6Gie3rs3UZla/MAqrjoyPw2PUWkuJjUcOiKez7jJR4zfyB9qwzh+ywtPRLsuWE54jeE+Ih3MSBlTNYh06F6nVYtwft37vgV/Bxu81ErUEzV0K3pOQA1FunD+CFt4eoO4a4fmwXvByvs5/pvP3MDhgO52fBhQjOHwuNjm9hpo/LvhGQL/of2taQHk1OheMzI+pj4eXnrCvCLTCOCQdHhtRjlk4FFSJMDVRxbFhdLHMIYKHYJCA0q6yH+W0rY9hhb5mF7RPD6uGwRyjOeIWz4jTZOlHhubKBGsY1Lw+t4goorGztXQv1y2rhtFc46wbIyPoEHRUFdKpdEuOalUelEgLvS3HoA/Sk51smKAi7RvJjeKNyzH5pp1Mws9Yi2aCKgSrLgOhQS9oagWy33F7HweV1HBMiKHNhXhtTDLI2hqKYbYYQynOgfWlXs2BdBv0tyrD92esagvuB8bjpH80EBepsGGpTll3v3KzuUo3t8+H7oex19L5oUUUPM1pXkuiGEBd5roy3xOrrL+EYEMO6aUprK2OaXUWMbmIis8uEw/mRUDdBUnIy5i9aii4dO0CukLYAp6WlYeLUGVBVVYXbvVuoUlnSLzU9PR0eDx7+tv3j/B4oS6B1o/o4d9MF8nJy6GzbSGoZKgSTz//MNbvh8dgfzg99Ud20HM5vW8zscQoqRJhVMMbFHUtYh8P5Wy5QKabMvP2XTR6GvlOWSi1PherLO5djz2kHHL9yB2evOzOxpISOFqpWLIupQ3tAR+P/zzIqbCwcPxBOD3zg5OnL7Irk5IqgTEl9jO7TgXU8yLJZoo6Ha5orsXLXMXYdqHhfsawR1s8eg2Hd20gs28KyDivy+z4PZEJQVvZHGOhpsU6HiQO7ijoqxPF//YZdfzub/EdiElFxCaLQ8tMyRAhZtlfDurdFmZIlsO3oBbg+egIHRw+oFS8G6zrVMap3B6nthr4T3GM+fPKcTbmhvAcuRHA4HM7/B42Opy4H9+vn2WhySzvp/6dkkbTogAMOrJrFCrpPHzijbOVqmL3zHBJiIgssRFD3wtzd53Fk3QJ43LgApWLFUdvGFv2nLcXaif2klldQVML8PZdw8+ReOF46AbdrZ/ExOwuauiVQplJVdBo2FWqaebsH/E4My1ZC235j8NTThWVskNiiqFwchmUrwq7nULTuPZwdv7gVEVkXEY9dbrEpN2Z1raQ6O9oOGMMK7xcPbIbLlVOsllCmYlUMmrECVvZdpdbRqG13PH3oDL/7jkyIIJGk39SlsO8zggU/5yb01TPWWSHrfZEbBSVltO4zgnWqeDldZ6IKHTN1SPQcOwfNu0p3utJ5IDHE1+MuO345eUUYlq0Au55DYN93FBSVJC2XW/Uezt4HQf4+7BxR9wi9HyhLhJ4zrSVt3Ujv2XsXjkrMeyqWz6FrWJoLEZw/kv8+0188h1MI8Pb2hrm5OW5MtEL1Un/Pl/XCyPjjvjj1KAwPZzeBkVbhG4nxI6g2/xbLbtjV7+cEV/1KOm3zgEdgPCLWSvubikMdIrbrXeHl5YXatWv/0f8HPN2cULuWpO2GLGhk/M7de+Ht44v09AwYljRA08aNMGv6FJQ2MsozIyIxMRE7du/F1es38ep1IOITEliR3q5lcyyYMwslSkh6j79//x5r1m/CuYuX8DYsnBXw9fV0YW1pgRVLFkFbW0tUIN+8bQeOHD+JkDeh7KZaT1cHDRvUx4I5M2FSrhx+pzWTWZXKaNu6FVasWYctG9Zi5LAhBbJm8n3ih8XLVzKrpKSkZJQ2KoWunTpixtRJUFHJEd1C3ryBSeXqbB2zp0/BtFnz4OTigszMLDSsXxerly9FjerVvrqvDz290LBRU7RrY4/zp44V6PgWLlmORctW4M71KwgMCmaWTkHBIWxfZ02fir69eiAjIwMLlizD8ZNnEB0Tg2pmVbBh7So0rC9duHRyccXy1Wvh+ciLvbdMypVl65gwdjTr0vhaRkRMTCxat+8EP/9n2LdrO3p1F3ypioyMYut1uHYd4e8ioKGhjuZNm2DRvNkoa2wsdc0aWVvh4N6dmDVvIW7fvcfW+8jdGTVrVJd5Hrwf+6CuZaNC+39A+DfudnILalWRtvbh/ByEtkXPrx+UGcb8p5OcmoaSlp2ZCLJ0Us7/tX8FU1tBIexbg6ypW8ey+5hC+/+Cw+H8OwjvD1afcYWJ2de/A3D+fzbPHM4K3Dtu+7Nuhb+RgVZlmQAyZf1h/GsU9PqSXdTULlb8HoDzyymcQyE5HM4vod7Se+xxQ/fqvzyL4mcSGJOC2JRMjG1qgj8Zg8kOv3sXCjXjJ0/Dlu07oaeny0b3a2lpIjjkDRMn7Fq2EAkRsnge8BILl65Ak0Y26NyxPZSVleDr9xS79x3ArTt3WaFXU1OQl0Jigl3bjnjk/RgtmjVl2QRZWdlsWyfPnMP4MaNEQkS/wcNw9vxFWDZsgCED+6NIkf/wJvQtrt+8he5dOv9WIULItMkTsGvffixZvgr9+/RCsWL5i5FUkLfv0IUF7nXt3JGJPY5OLqyYfvP2HTjdvg5lZclRP2/ehMKicXOYVa6Mgf36MmHg0hUHNGvVBv7entDXzz+UVktLkMcSHBLyzUF/GzZvg5uHB9rZ27Mi/qmz5zBgyHBoaWpi5559ePnqFdq1aY33iYk4ceoMO7ag50+goZGTAXPi9Bn0HTgUxYsXR7fOHaGpqcFEqxlz5sPFzQMXz5zI137uTWgoe8+Ehb/DhdMnmMBFkOjV1NYekVFRaGXbEp06tGPC1umz59m5dHe8LfUeoWwMqyYtoaujzey0UlNTv3rNOJy8qGzXnz0WNEfhT+GB73NmyTS237/TYfAmPFJ0PYUdFhwOh8PhFJQRzc3Y45hlO355FsXPhCyPyE6q09Ap+JcY3qwKYt6F/u7d4HC+ChciOJx/ELuq+ixQWoiZoWTw058O2SJ9rXvgT4CCtjmyuXTlKhMhatesgdvXLkNdPaeL6sOHD2zKj8qVKiIs8AW0tAQCghDqZOg/eBi27dyD2TOmsnl+T/3h6eXNBId1q5ZLLE9FYWr7FXZZnLtwCe3btsG5k5JttJmZmWw0fkFH9n8L4qPwCwKdq+mTJ2L67HnYuGUbZk7L+yadRIAhI0azTg/qNKDCPsG8TIePYp0mq9dtxLzZM6S7CRYvwLTJOeGq8xYuwdKVq3Hg8BFMnyLpH58bKsbTtaVOF5tmtqzDgrpPTCtVFJ3vvPB48IAJSWVKC6xbBvbrg3pWjdFv8FDUqFYNjx+4iYSTmtWrYerMOdh74BAmTxgnuo4jx06EkpISPJzuoLKpwKN2yYJ5sO/QmXUyHDp6nIk4snj2/AUTIdI+pOGmw0WJbgsSRGLj4ti5tLGyFNvnh2jcohUmTJmBy+dOSazvqf8zDB7QDzu2bPzqsXM4edGmqQVKG+YUqqub/tlCfW4oXyLB6wr+JdRVVSSCxilzgsPhcDicr0HZAmTrI4RyDv4mSpatgHPPU/Cv0abfaKQmvxf9XlyVu4xwCidciOBw/kEogJomTuFmim3F370LhRayVSLWr1kpIUIQVGTOPUI/N7lfI6R3j24YO3EK7txzFAkRovUqSYfM0oh5ITRCngr01F2RGwUFBTYVBLIX+plCBDFm5HBs3rYTq9dvwvAhg6QEGSGu7h7M3qitfWuRCCE81qUL5rGOgkNHj0kJEWWNy2DKxPES8wYN6MuECBJ1vgat/+TRg+gzYAjuP/RkE0GZEdRtMqBfb9YFI6srYezIESIRgjCvXYvZKlFXxsJ5syXeG906d2JCBNknCblw2QFJSUkYO2qESIQgyI5p2aIFzL7q8NFjMoWIBw8foU2nLlBSVILTrevMCkvcMomOY8TQwRIiBEFiBXVpXLh0hQkh4u9PRUVFLF+8kIsQnO+Csg7E8w44fz4aaiqYM6rv794NDofD4fxhUK4Azxb4+2jbf/Tv3gUOp0BwIYLD4XA4fxyPvL2ZPY2VRcP/ex0kNmzcsh2eXl6Ii4tno/+FRERGin6moOSqZlWwcu16+DzxQ5tWtrC2smRFZvFCuJqaGmxbNGfF+fDwd2jf1p4VnMnL/1ushT6mJeJnQ6P9586ajuGjx7G8iFXLlshc7onfU/bYyFqycE6ULGmACuVN4P/sOZKTk5lIIIRyIHIXzksZGrJHKrQXhHJly8Ld6Q68vB+zbASvxz5wdfNgNlc0devSCccO7pMSI6pXqyq1LoMSJZgQUSPXc8IskHcREVLHnFssIOqY12aZGGTjlRtXd3es3bgZJQ1K4MaVCxJiCPHA8xF7pFwIWV0vlB3x6dMnZt9E2xFiXKa0yPqLw+FwOBwOh8PhcDicPxUuRHA4HA7njyMxMQllSv//uSYnz5xF7/6DWfHctkUzVuxVVhKMlN+4dTsyMjJFy1Iw9Z1rV1jIMVkvURGcMCxZElMmjsO40SNFy54+doiN+j9x6iymzJjN5lEReeTQIZgzc5pEyPHvhiyL1m/agq07dmPcqJxjEIeCqQk9PdmZDiX09ZgQQcuJCxEkyuSGziPx8eOnb9pP6migiaCOE7Ll6j9kOE6dOccCsylnQRw1tZz9ECIUgnLvl3CfsrOyRfOoG4LIK8eCQsop9yM3j32fMKsu2lejUqWknk9ISGCPlx2usikvUtPScm0v/zwNDofD4XA4HA6Hw+Fw/gS4EMHhcDicPw4NDXVEREb936+noGbqCvB0c0R5kxyvdCp0r16/UWp5HR1tbNmwFpvXr2GFd+qm2LxtByZOncEK8FTUF1o1kX0PTa8DA3HX0Rnbd+3BkhWr2Mj9BXNn/faMCPHi/KL5c9CtVz8sXLqcWTTlRljUj46OlrmOqOgYieV+NnQOqdNkwphRWLx8JRydXaSEiO9FKFZEReV9zLKOd/TwYQgNC2O5GYoKitizY4tEV4hwvVs3rmP2TAUlv1BsDofD4XA4HA6Hw+Fw/hS4EMH5qxl/3BenHoXh4ewmMNIq9rt3h/OX4f46Dp2332eh0jzP4ddSp3Zt1plAGQb/jz0T2fRUrVJZQoQgHvv45ht0TUVhsmmiiTITzBta47LDNZEQIQ6tm6YuHdtDv7QJGwVfECHiV2RECOncoT3q1THHwSPH0MjGWup5slginF3dMXHcGInnIiIi8fLVa5QrayzRDfErUFEpLhKOfjTCY3Zxc5cSOSjnISUlBU0b20i9jkSHvTu2sn06eOQoe6/s3r5ZJEbUNTcXWTR9ixDB+TEMm70GRy7dwvPrB1HGkGckcX4szp6+sBs0jYVH89wGDofD+TfZPHM47l04ih23/aFnWOZ37w7nK/DrxeH8HrgQweH8AxhMdmCPVQ3VcHOildQIW5+379Fqgxu61SmFjT1roDBwPygeu5yD4BXyHglpmVBRlIOuqiJqldZASzN9tOZh2/80VMglIWLilOm4fe2yRLhveno60tLS8gxgJkoblcKrwCBER8dAT09XZMlDHQ65CXnzhv3N5Pb8j/rSJaCkpMgeY2JiER0TIxFQTETHxDLvf+rAKCwZEeIsXTQfLVq3w6Kl0p0YJPKQ0EAiSm7RZ86CxcjMzETfXj1/+D4Fh4Tg+o1b6Nu7J8tkEIfO894Dh9jPlhYNfvi227dpzboXaBsjhw1BxQrl2fzs7GzMnLeA/dwnj2Mm0WHfzm1MjDhw+AjoX+3u7VvY+6d+vTpM9Dly7ATat7FHh3ZtJF6blZXFRIrvyT3hcL5GsWq27LFG5fJwPyl4b4rj5f8S1j3Gok+7Fti1dAoKA25efth8+Dwe+D5H/PskqBZXhr6OJsyrVoJ9k4Zo30w6z4XD4XA4HM7vITsrC9eP74KLw2mEBQYgKzMDapra0DUsgyrmFmjWuR9KGgvurzkczr8HFyI4nH+Ip+FJuOgTgQ61SqIwc/zBW0w+/QTyRYqgWRVdlNUujk+fP+NlVAou+0bgVVQKFyL+cdrat8KYkcOxZftOmNYwZ4VdLS1NhL4Nw41bt7F72xapQq84o0cMw4Qp01HHwoaNes/IyMD1m7dZ0HBJAwOJZX18/dC1V1/Ur1sHppUqMs9+suC5eNkBCgoKbD+I8HfvWIdErRrVUbWqGVsXCR0XrziwYt+EcaNRGGnauBFaNG+KW7fvyiys79mxFa3bd0ZL+/bo2rkjDEsawMnZFfcfesK8Vk1MnTT+p2SAjJk4BdNmz4O1pQULDJeXl2PX98rV66wrgYLBu3Xu9MO3TaLWtk3r0W/QUNS3boJunTtCU1MDV6/fZLZc9q3s0K933uILnbP9u7Yz8Wn/oSPs951bN7H3wJEDe9DMri069+jNBAcKMqecijehoUzo0dLUxDMfQag1h/Mz8X3+GmeuO6Frq8YozBw8fwOj5q+HvJwc7GzqwaR0Sfa39TwwFOdvuiAg+C0XIjgcDofDKSR8zM7G4mEd4HffCdolDGHZqjPUtXWQ8j4Br/y8cGHveugZluZCBIfzD8OFCA7nH0FPVRHJGdlYdT0AbaqXgFzRHO/ywkRa5kfMvejPOiAuj7VApRKSli/pWR/h9UYQ+sr5t9m4dhUaNqiHHbv24sTps2zEOhXJu3TsAPPaNfN9LYkHRYsUxbZdu7F73wHoaGszQWLRvNmoUddCYtk6tWuxUGoqvl+5dp0FMxuU0Ee7Nq0xbdIEVK9WlS1HgdfzZ8/EPSdnVtSPT0iAnq4uLBs2ZK8vzCPdly2cj9t37sm0OiILKrd7t1gmw9XrN5CcnMI6SmZMmYSZ0yZDWVkQ8v0jqWxaCaePHWZdL55e3vD08mLnnbJB6prXQveuXTCof1+JDIYfSc9uXdg1XrFmHU6fu8C6bEzKlcXyxQuYRdXXchtovw7s3sF+ps4KWn7Hlo0wKVcOXh4uWLtxEwvd3rP/IAswp/dtm1Z26Nm96085Hg5HHH0dLSSnpmLRloPo2MIacnKCMPfCRtqHdExdsZ11QNw7sgGVTSRtE9IzMvHA99lv2z8Oh8PhcDiSOF85xUSI2tYtMXPbKRSVkyw5Roe/QWZ63ja4HA7n74cLEZw/liu+ETjo/gZ+4YnIyPqEEupKsKqgg/HNy6OUZt6FsaQPWex1t59HIzg2De/TMpnlT1NTPUy1rQA9NUn7lMQPWdh2LxAOTyLxLjEdckX+g66KIhqU08LsNqbQKq4gKpDvdQnBGa9wvE1IA9XzdFQUUMdYE1NtK8JYR+Bp/rvQLC6P7vVKYfOdQBx98Bb9LQrmg+j/Lgnrbr5iVkkp6dkw1FRC2xoGGNesPIor5vwLeRufhnpL7zF7pwktymPR5efwCIxD5sfPqFNGA/PbVYFZSUFYa34ERCYjNeMjbM30pUQIQkm+KCzL60jMW3PjJdbefIWzIxsgJC4VO52CERqXBkNNZfZ+6FqnFDKyP2LN9Vc49zgccSmZMDVQxZIOZuz65MY9MA6bbr9mllX03iqjUwxdzUthWKOykC+AgBObkoFeux/iRUQyNvSogU61Ddn86KR0bLoTiFvPohCZmAE1ZTnYVNTBdLtKKK1dTMpOq6GJFjb3rIllV1/A+WUs4lIzmbVWVcMcG6J/nR5du7ApP2h0Ok3iUGF41IihbMpN0As/id9LlTLE8sULv7ovGhoamDd7BpsKI/lZPtWuVRPZqe/zfJ5G7p89cfSr2zAuUybf7RTUdkpRUZEJQ98SRE1ZGXnlZdy94fDN+9TYxppNX4OWkbUOCgM/vG83m8TR1tYSBZoXNpuuPxUaGb/71BX4PHuN9MxMlNTTRuP6tTB9WE8YGejl+brE5FTsPnkF110e4PWbd0hITGaWPy2t6mLO6L4ooSNp7/Y+KQXrD5zGxVuuCIuKgVzRotDT1oSleTUsmTgY2hpqogL5tqMXcPzyHbx5F8UEPl0tDTSoWYWtt5zR7+1K1NZQRd8OLbBmz0nsO3sVw7q3LdDrngQEYvmOo3DzeoqklDQYGeiik60Npg7pAZViOfddb8IjUdmuP7N3mj68J2at3QMXzyfIzM5C/eqVsXzqMFSvJJnPIwv/1yFISfuANk0aSokQhJKiAhrVkxSdl2w7jGXbj+D6vlUIehuBzYfOIjgskr0P6P3Qq21zZGRmYsnWwzh59R5i4t/DrEJZrJ0xEvVrVpHaBu336j0n8MgvgL23yhkZsHWM7duJdWl9DVp/+xGz4f8qBLuWTEZ3+6ZsfmRsPFbvPoFrTg/wLjoOGqrF0bRhbcwb0x/GpUpI2WlZ16mOvcunYt6G/bjr4Y2YhES4n9qKGqZfP48cDofD+X7cb5zHjRN7EPTMF1kZ6dDSL4lqDRqhy/Bp0C1plOfrUpMT2eu8nK4j4k0gUhIToKGjj1rWLdBjzBxo6upLLp/0Hhf2bcD9mxcRGxmOokXloK6thyp1LNFv8iKoamqz5TIz0uFweDucLh1HdHgoJadBXUsXlWrVR48xs1GidDn8Dl76PmSPLboNlBIhCFlZDMObCT5/1513x6G1c/HwzhVkfEiDaa0GGDJnLeueCH31DIfXzsNzbw8KiUO9Zm0wdO5aKBdXlbKFunxwCxwvHkPU22DIKyqhQvU66Dx0Mszqff2+nnh07xrWTOrHruv8PZegY1CKzfd74ISLezfi5ZNHyPiQCn0jYzRu3wvtB46XONa7549gy6wRGLNsB1TUNHB+z3q8efmUXZN15z2+8YxyOH8fXIjg/JHMOe+Pva4hrNDfpoYBNJUVEBqfxsSJpqa6+QoRr6JTWNHasrw26wygwjYV24/cD4XTyxjcnGgNjWLybFkqHvTY+QC+YYloVFGXFcezPn1mRe4LPu8w1KasSIgYe8wHV55Eoq6xJnrXL40i/wFhCR9w70UMs0L63UIEMaaJCY54hDJhgYrzxRTyHwVJBfneux/i0yegbU0DGKgpwY2K9HcC4RgQiwtjGkJZXnIdJMLYb3RjIkKPekYIiU3DDf8odNl2H87TGzHRJz+E556u58dPn1GUTmQB2eUcjIfB8ew6WZho46LPO4w77gvNYvI45BGKwOhU2JnpIzE9Gxcev2PH9nBOU6grC7ZJ0PzRRx+jmIIc2tU0gIayPBOtlji8wIPgeBwcVCff0dAkyPTc9ZCJVgcG1WECFxEUk4rO2zwQnZyBZpX1YF/dAO/ef2BWU3QuHcZZSL1HElKz0G6zO7RUFNh7iLpFlL9yzTgcDudfYvLybdh+7CL0tDTQsaU1tNRVERIeifM3nZmgkJ8QERAUiqXbD7NidscWVlBWUoRfQBD2nbmKOx5ecD+5FZrqqqL7gbbDZ8Lb/xWaWdRm2QRZWdlsW2euOWJMn44iIWLwzFU4f8sFDWuZYWDnVihS5D+EvovGTVdPdGnV6LcLEcTkQd2x7/RVLN9xjAkGxZTzz7ChgnyHUXPw8eMndLa1YWKPk6cvK6bfdvPC7YNr2fkTh0SYxr0nMBGhX8eWTBi4cs8DrQZNg/fFPUz0yQ+6lkRIWCQ+fvzIxL2CsvnQOXg89mfXybpODZy94YQhs1az67nnlANehYQxgYPEqFPX7rFje379EDTUcjJpTl9zxMAZK1FcWQmd7WygqaaK684PMGf9Xrh5P8WZzQvzvR8IfReFtsNnITwqBqc3L2DvR+L1m3DYDpqKqNgE2FrXRYcWVgiLjMHZG8647e4Fx6MbpN4jlI3RpM9E6GhpoGvrxkj9kI5iuc43h8PhcH4Oe5ZOwdUjO6CurQsL2w5QUddCVFgIPG5cYCP/8xMiKCPh5JZlqFa/ERq27AAFJWWEvPDDrVP74et2F2vOukJFXVN0r7FwSHsEPvVGDctmqNvEHtnZWayLwO3aGbTpN0okRGycPoRt37R2Q7ToOgD/FSmCmHeh8Ha+BatWXX6bEKH65Vjehbz+ptdlZ2ViweB2+PQxG9b23dgxkyCxcHA7zNp+GrP7tESlmvVYvsRzL3cmNBDjVuwSrYOsG1eO7clEHyMTU7TuPQLJiQlwu3YW8wfaY8KqvbCyz7/72PHicWydMxLlqtTEnB1nRef76tEd2Lt0Kvu9XjN7FFfTwAtvDxxZNx+vnjzC9M3HpdZF233icQ91m7RGZXMLfPyY/U3nhMP5W+FCBOeP48bTKCZCVCulhjMjGkBNrIj8Iesj60zIjwp6Kng8vxk0iwkEBCFnvMIw9pgv9ruFYGKLCmze84hk+LxNZILDovaSI+XSMrLx35ciOXVZOPhFwq6qPvYPrCOxXGb2JzYVBBrZ/y1Msa34TcvTuRrT1ASLr7zAbudg1i2QFyQCTDr5BBnZn3BmZANW2BfeIE048QSnHoVh291ATM61Dx6B8Zhtb8q2I2TltQBsuP0aJx6+xdhm+ftBGmsXY9fWLywJ7be4o1vdUqhfVotdNyrm5IdnSAJuTLSCkZagu4CEELsNrhhzzAdVSqrh9hRrkXBStaQaFl5+jmP3QzGyiYnoOk474wdF+aJwGG+BivqCIsiM1pWYaHHrWTROPwpn+5RXNweJEB8yP+LU8PoS3RbjjvsgPjWLncuGX84l8SgkAR23emDuhWc4PERQpBDyIjIZveobYXWXal89dg6Hw/nXoKI2iRA1K5fHtb2roK6aI+Z+SM/Ah4yMfF9fqVxpBN49Bi11yW496mQYPGsVdp64jBnDe7F5T18Gw+vpSyY4rJo+QmL51LR00f9oKmxfuO2Ktk0tcHLjfInlMrOykJGZVaBjo5H938KcUX2/aXk6V5MHd8fsdXuw5ch5TBuad+4JiQAj5q1jnR7X966Cdd3qovuB4XPW4silW1i3/zRmj+wj8TqXR0+weMIgth0hCzcfxMpdx3D4wk1MGZIzXxZUjKdr6/P8NZr1m4w+7VvA0rwqKpU1+qotGwVbU8dA6ZKCkab9OtrCqscYDJ6xCtUqlcODM9tFwkl103KYuWY3Dpy7hgkDuoqu49hFG6GkKA+nYxthWq40m79g7AB0GDmbdTIcvXSb7ZMsnge+Qdths/AhPR0Ou1ZIdFuQIBKXkMTOpVWdajn77PMMLQZOwZQV23Fu62Kp7pABne2wZd74n2ZJx+FwOBxpHt51YCIEFaYXHnBAcdWczvSM9A9ftRkqZVIJe5xeQVVDssvS6dIJJiZcO7YLXUdOZ/PevPTHaz8vtOk3GoNmrpRYPj0tlYkNwi4L6pigroAZW05ILJeVmYnsrPzvf4Sc2LIU3wJ1WnyN+i3a4dyedTi+aRHrAKnT2A4Va9aDhnbeA0OIhJhImNW1wvhVe0UDD3YvmYxrR3diTl9b9J4wH616DRPlUEzrZgMXh1PoO3mxqKuExAkSIWpaNsPsHWdFXQpt+4/GtG6NsGPhBNRuZItiKrJdGi4f3IoDK2egWoPGTFhQLi4YnEDdGPtXzED5anUwb88F0XuA7oP20D4e28U6ZixsO0qsz9ftDhbsv4Kq9WwKcHY5nH8HLkRw/jgOerxhj4vbm0mIEAQVmXOP0M9N7tcI6VzbELPO+cPlVaxIiBCiJC/9pa+YmC0RDYgjKyZZ21aQK8KmgkCdGj9TiCAGWRkzCymym+pnUVpKkBFCo//fxKWJuguE0Oi/ma0rsc4BEiNyCxGltZQxqrHkCAwqppMQQaLO16D17+5njlFHHsPrzXs2EZQZUa+sJhMXqJNF1ijEwdbGIhGCqGGkzoSNkLg0TLOrJHF9qNuBhIjnkcmiedefRiE5PZutRyhCEGTHNMveFK02uLFjliVEeL9JQJ89nlCUK8I6RcRtpZ6EJbLj6G9RWkKEIEissK2qj2t+kUwIEX9/0rpI1OEiBIfD4UhDtkrEmhkjJUQIgorMuUfo5yb3a4T0aNMUE5dtwb37j0VChBAlJenPzOLFlHLdD3yGsqL0cgry8mwqCGQv9DOFCGJkr/bMQmr9/tMY0s1eSpAR4u7tj+CwCNg3biASIQj6HF4wfiBOXXPE0Yu3pIQIY8MSmDhQcuThgE62TIjw8g/46v7R+o+unYMBM1bg4ZPnbCJUixdj3Sb9OrRkXTCy7gfo2IQiBFHbrAKzVaKujHlj+km8NzrbNmJCBNknCbl8153ZT43q3UEkQhBkx7Ro4mBY9xiLo5duyRQiHj55gU6j5kBRUQG3Dq5FlfLGouceP3vFjmNo9zYSIgRBYgV1aVy6486EEPH3p6KCPBZPGMxFCA6Hw/nFkK0SQQMUxEUIQlFJmU35kfs1QmzadsfuxZPYiHmhECGEuiZyo1Qs5zOBPvfoXkPWtuUVFNhUEE5tXY4fLUSYmNXC6CXbWeH+9pkDbCJ0S5ZGLevmTGQpVa6SzNf2m7JEovvRqlVnJkSoaWjDrmeOnS4JDA1atEfw8ycIC3qRI0RcENjI9pm0SMIqqXSFKmjWqS8TDB7cvoImHSTv7YhjGxbizM7VsLDriPEr90qcw5un9jHxY8js1RLXk65D74kLcP34brhePSMlRNRr3paLEByODLgQwfnj8Al9z+xp6peTHFXwLbi8jMVul2A8Dn2PhLQsNvpfSHRSzgiCivoqMC2hii13A+EfnoQWVfTQoJw2KpVQkfjiq6okjyamujj/+B2z5KHOiIbltFHVUO2brIUi1trjZ0NWVJNaVsCU034sL2Je28oyl3v2Lok9NjCRPs+Ux1FWtxgCIlNYboSKUs6/EjNDNanCuYG6oEhDhfaCUEa7GBzGW8L3bSKcX8awQv6D4ATcfRHDpvY1DbC9Ty2p4oOZgXQRRU9NkQkRZiVVpcK7iajEnOtNFl1EQxnvrZpGGiiuWFR0XsR5EBSP7Y5BKKGmhBPD60mIIQS9zwjKhZDV9ULvOXoLBsWmsu0IIYsxofUXh8PhcCTx9n+JYsqKsKgtCIz/fyCxgToCvPwCEJeYxKyHhJCPvxCyFzIrb4y1e0/hyYsgtGpUH1bm1VClfBmJzyI1leJoYVmHFefDo2JZZ4RVneqoYVrum6yF0vxu4GdDGQuzRvbB6AUbWF7EssnSmTmE38sg9kg5Bbkhi6byZUri2es3SE5NYyKBkOqmJlKFc0N9XfZIhfaCUNbIAE5HNzJLLMpGoEI+2SKRzRWzurJrhIOrZkrdD1DXQ25K6GoxISL3c8IskIjouJxjDhAcc26xgDA3q8gyMYTLiOPu/RQbD5yBgZ42ruxaLiGGEJ5+L9jju6hYmV0vkTHxzFridWg4246QMiX1RdZfHA6Hw/l1UIeConIxZq3z/0Jiw5VD2/DK7xGS38fj08ccB4eEmCjRz2QnREXz87vXIuT5E5g3tmPZEDRP/HOORvRTxoSLw2nERYazgjd1ExibVv+me41zz1PwM6BCPxX0fVxvs0wHspoK8HmImyf34d75o5i09gDqN5fMpyJ7KmEWgxBNXUFmUumKksdPUM4GER8dKZoXEvCUZUaUq1JDap8oH4KEiJAAySxAYs/SqXh07ypsuw/G0Hnrpe5dyHqJtv/I8Rq8nKXvz0g4Cg+S/o5fvmrtPM8Rh/Mvw4UIzh8HjVjPLwPia1x8/A4jjz5mI+ybVNKFkZYyK84TZFdEVkRC5IoWYVY6VDwm6yUqggsL6yMbl2OWTUL29KuN9bdfs06BhZcEo/Yom2CAZRnWYVGQkONfBXUV7HAKwn7XEAyxzhmpl/s8ExTMLQsq5JMQkZwhKUSoKkqP9qTzSHyktpFvgDoaaCJo1AdlTZB91kWfCBaYTTkL4qiK7YcQoRBEYpGsfcqiAIwvkKhC5JVjQeeCcj9y8zQ8ieU30L4aaki/NxPSMtkj7T9NeUHrkNjeV/I0OBwO518mMSUVpfPJgPgaZ647ov+0FVAtrszEAyr2Kn0ZKb/1yHkJGyU5uaK4tm8VCzkm6yUqghMl9XQwcWAXjO6TMwru2Lq5bNQ/iREz1gi8i6mITKPgZw7vXaCQ418FdRVsOngWO45fYqP/ZUGdAQQFc8tCX1uTCRG0nLgQoSb2s/h5JMQFn4JAHQ00Ce8HyJaLLI7OXHdigdkdmltJLK+mIr3tokWKisQiWfuUlZ3zGZyUmiY6NlnoaWsgNCJaar7v89csv6F2lQooVUIguohDgeiEg+N9NuVFWlp6ru3ln6fB4XA4nJ9DWkoSG83//0Ij5ddPGcgK5DWtmrOwZgUlwSA9EieyMnMGxdEo/kUHr+LE5qW4f+sivF1usvkUjN1h0HjWTSBk6oYjOLNjFRMjDqycyeaR/RN1DnQdOQNyBezA/FlQtwaJDULBgc4j5SlQ98D2eWNQ28ZWousgd+g0UeSLqCLLSknY8fAxO+dejbahbyi7tqH5Rbj4kJLjhiCEsh5IfKjTpLXMzsOU9wns3uP0dkm7LHEoXDs3FDLO4XCkKTzfhDicAkLWNVHJBfM9lMW6W6+Y5Q1lCZQVCwemD5et9wKlltdWUcDyzlWxrJMZK7w7v4rFXpdgzLv4jBW+qagvtGoiGx2agmNT4foqDgfcQrD+1mv8h/8w1a7ib8+IEC/OT29VCUMPemPtjVfoayF9cyUs6sekyD7XMcmC4rqqmEXVz4RGIdhVLYFhNknsGrq/jpMSIr4XoaASk8f7i86FLLFjoFUZhCekM9smsuFa1626RFeI8Byt6FwV/S3KFHh/8snA5HA4nH8eDVUVia6Fb2X5jqOsK8Dt5BaYlDaUuB8gu6Lc6GiqY8OcMVg/ezQrvN+7741tRy9i6sodrABPOQRCq6ZFEwaxKTA0HI4PfLHrxCWs2HmMfZbNHd3vt2dECKGRk/PH9kevSUuwdPsRZtGUG2FRPzouQeY6ouPe51n8/xnQOaROkzF9O7Jr6PzQV0qI+F6EIkpUPscsS2gZ3rMdwiJiWG6GgoI8diyaJFHUUCsuuO/cOHcshnZrU+D9yS8Um8PhcDg/D7LiofyC/5fT21ZAXlEJq8+4wKCMicS9xoW9G6SWV9PUwbB56zF07jqWTfDEwxFXj2zHvuXToayixiyGhFZNfSYtZBNlMfg9cGIj/qlYTp8ZPcbO+S0ZEXlBYgIdk5fTDRaqHfrKn9k4/UhoG4nxgoGjuXkfJxg8oKwiLXhM3XgEm2eOwKpxvTB9ywnUtpa0XaTX0Dk95hXFumMKCv/s5nBkw4UIzh9HTSN11plAdjj/jz0T5R6Qf7+4CEH4hSchPetTvh8kpgaqbLIw0UKLda5sdLtQiBCH1k1TmxolUHXeLdz0jyqQEPErMiKEtKlugFqlNXDyURgalpc+j2YlBSMP7gfGY0QjSRuDqKR0BMWkMgsl8W6IXwHZIxHf1ltRMMhWirgfFC8lcpA9VGrGR9Qqn2OdJKTIf/9hfffq+IzPOOkZBrrlWCsmRtB5JrxZTkTBhQgOh8Ph5E1ts4qsM4HscP4feyay6SH/fnERgqBwZAq7zu9+wKyCMZus69ZAw66j2Oh2oRAhDq2bpo4trVDapjtbriBCxK/IiBDSoYU16lSrhCMXb8JGhv1S9UqCwomrlx/G9e8s8VxETBxevQlH2VIGEt0QvwKyRxIWc340FGBNuHn5SYkcZA+VkvYBjevXlHodiQ47Fk9i9wNHLt5i75XtCyeKxAjzagJfbE/fF98kRHA4HA7n91C+qjnrTHju5f5/2TNFvg1m1kriIgQR9Mw336Br+vwoU9GMTVXrWWNyJwt43nUQCRHi0LppatiyAwZaGsPz3tUCCRE/IyMiP+iYlL4U8n/GZ7exaTU8feDMsiPKVpa8n/H3dGWPZU2l73P0Sxlj8aFrmNuvFVaO6SElRlSoZo6gZz7MWotnPnA43w8XIjh/HFTIJSFi7kV/nBnRQCLcNz3rIz5kfcwzgJkg6xzqWIhNzoDOF+ub5PQszL3gL7Xs23hBi11uz39hN4DSl3b+2JQMxKVkSgQUs/nJmcz7X1FG2PXvyogQZ1brSui64wHrishN/bJaTGi4+SxKSvRZcTUAmR8/oau5ZPHmRxAal4a7L6LRtU4pFM/VbUHn+diDt+znemX//4yQvLAz02cdD7QNstQy0VVh87M/fsJSB4GvM+2XLEh02NC9BgstP0FixH8CMYJuuGqX0WRixBmvMJYf0qqawO9SSNbHT0yk+J7cEw6Hw/nXIKsjEiKmrNiOa3tXSYT7pmdkIi09Pc8AZsLIQI91LNDodrLaIZJSUjF15XapZd+ER7L/57k9/4VdAtRZQcTEv2eTeEAxmx/3nnn/KxUwQPJXZESIs2j8ILQeMh1Lt0t3YljUNmNCA4kouUWfBZsOIDMrC73aNf/h+xQSFokbrp7o3a65SHQQQuf4wLnrX/bv/88IyYs2TSxYh8eBs9cxrHtbVDAWfPZnZ3/EvA372M+92so+ZhIddi6ezIoshy/cFIkR9FivuikTfY5duYM2TS3QrplkUSsrK5vlSPyMY+JwOBzOt2PbcwgTIvYum4aFBxwkwoozM9KZJQ9ZIuWFjoER61igEfkaX6x6yEJo3/KpUstGh7+hcj30DEvLHM2voCiwdKJR/4lxMUzgEIfm072GvIJgud+REeHqcJplO1AmQ24e3L6MsKAAFFNVZwLLj6Zx+15MiDiyfj5mbT8jyssIC3yB22cOsu3Waya73kJiBNlizevfCqvG9sSMrSdR07IZe86u11DcOnMAe5ZMwbw9F6GlJzlg8X1sFFISE1DKxPSHHxOH8zfChQjOH0dLM30MtjLGXtcQWK5wZHY9GsXkEZ7wAY4BMaz4m7vQm9tGZ+6FZ2i53hWtq5dAZvYnJmyUUFNkU27v/yEHvVC7tAYq6Ksw4YK2c/1pFBSKFsEgK8Ho9sjEdNYhQeHUlQ1Uoa+mhLiUDLYcFaSH5+ooKCxYVdBBo4o6cHoZK7Owvq57dfTe9RDddz5gmQwUUu0RGAevN+9RvZQ6RjWVHNnxI0hKz8LMc/5YdOUFGpTTYoHh8kWKIPz9ByaKUFcCBYO3q/FjbZkIErVWdq6KMcd80GqDG9rVNICGsjxuP49mtlwUVt61Tt7iC52zjT1q4NPnzzj+kMSI/7CmazX2uK13TXTefh+DDnihXllNVDNUZxZZlDnxIDiebcd1RuMffkwcDofzt2LfuAFG9mqP7ccuokabQaywq6WuircR0bjl9gjbFk6SKvSKM6JnOyZiWHQbjQ4trJCRmYmbro9goKvNwobF8X0RhF6TFqNutUqoVK40Ey7IgufyXXcoyMtjZK92bLl30XGsQ6JG5fKoWsGYrSs6/j2u3HVnnwXj+nVCYYRG9ze3MMdtdy/Zo/wXTUL7kbNhP3QGOtvasGwMZ88nePjkOWpVqYBJA7v+lAyQiUu3YPa63bCsXQ2VTUpDXk6OXd+rTg9YVwJle9D+/GhI1No0dxwGzVwF655j0dm2ETTVVHDd5SGz5aKwchJI8oLO2a4lU/Dp02ccOn+D3R9snT+BvQcOrJwBu0HT0GPCQiby1DAtD7miRREaEcWEHk01Vfhc3vvDj4nD4XA4307dJq3Rus8IXD2yA2Na1US9Zm2gqq6FmIi3eOxyG6OXbJUKXhande9hTMSY0tkKDVu2Z5kQ3s63WDE7d0GbRvKvHt8bFarXRalylaCuo4fYiLd4eOcK5OQV2H4Q8VERrEOibOUarKBP6yFh4sGdK+xzpt2AMfhdBPh6wuHwNibAVKljAZ0SpZCR/gEhL56wrgT6fBw6Zy3kFRR/ihDhceMCvJyuY3LHhiyHIjUpAa5XzyI7MwNjlmyTmTchpIRRWSw6cBVz+7fCitHdMWPrKdS0bIoyFatiyOw12LNkMnsP0Hop64PWHREaxLpleo6by4UIDqeAcCGC80eypKMZ6hhr4oD7GxYOnf3pEwuQblPDgBXI84NEjKL//Yf97m9w1CMUWsUVmCAx3a4SmqxxlliWwodHNTaBe2Acbj6LZmHGemqKsDXTx5imJqjyxb6IOiamtKwA19dxcAqIxfu0LOioKLBR+xRqXZhHus+yN4XzK1c2kj83FibauDzOgmUy3HkejZSMbNZRMraZCcY3Kw/lLyHfPxISfPb0r83EIZ/Q92yi4GwSCWoaaaBDrZLoWc9IIoPhR9KxtiETkjbdeY3LPhEsvJw6Qyj7Y3ijsl/1eqT92tRTYNdAnRW0+Oou1WCsUxy3Jllju2MQs/Q6ej+UBWaXUFdEyyp66Fjrx3eX/Mk8D/i2vBQOh/Nv/u2snTkKDWpWwa4Tl3H6miOyP35EST1tdGxpjdpm5fN9LYkYrGB84jL2nbnKAqVJkJg3pj/qdhJ82RdCQckTB3SB86MnuOZ0nwUzl9DVQpsmDTFpUDdUqyQYcECB17NH9YXTAx/cdvdm4cS6WupoWMsMEwd2LdQj3ReOH4g7Ht4y7RKs61bHvSMbWCbDdeeHSE79ACMDXUwZ0h3ThvaE8peQ7x+JaTkjHFs/l3W9ePkFwOtpAAuRpmwQ86oV0bVVY/TvaCszWPJH0K11E3aN1+w5iXM3nVmXTTkjAyyeMAjj+nUuwP1AEexeOoX9TJ0VlBe2Zf54lDMqCY/T27DxwBkWur3/7DUmsND7tlWjBujeuslPOR4Oh8Ph/H9QEdq0Zn0WtOzqcAYfP2ZDW68kLOw6fDXnoHWfkShSpCiuHd+FW6f2Q1VTGw1atEev8XMxoV19iWVNqtZG+0ET8PShCzwdr7JgZeouqNvUHh2HTIJxJcE9BHVMdB8zC373neDjdoeNxlfX1kVl84Ys1Pr/sZD6UbQfOA4lSpeFj+sdvPT1ZF0Qnz5+ZGJJo7Y90LrvSGZ19DOgz93pm4/j0oHNcLp4jAkilM9RqWY9dB42RWaXRm5KlC6HxQevfREjuonECAoBJ1unSwc349kjNzy8cxkq6prQLVkGXUdMh7V9t59yTBzO38h/n3+GORuH83/g7e0Nc3NzFiL9NTGBw+FIQzkWtutd4eXlhdq1a+NPJDQ0FJUrV0ZamsAWjcPhfDvFihXD8+fPUbq0ZGt/Yfqsp4BoGknP4XB+H5R3Ydl9zB9938DhcP4OhPcHq8+4wsRMOoOHw+H8WAL9fTC1ixW/B+D8cnhHBIfD4XAKDVQ4pQJqbKy0XRiHwykYOjo6hVKE4HA4HA6Hw+FwOBzOvwsXIjgcDodTqKACKi+icjgcDofD4XA4HA6Hw+H8PfwcU1UOh8PhcDgcDofD4XA4HA6Hw+FwOBwuRHA4HA6Hw+FwOBwOh8PhcDgcDofD+ZlwIYLD4XA4HA6Hw+FwOBwOh8PhcDgczk+DCxEcDofD4XA4HA6Hw+FwOBwOh8PhcH4aXIjgcDgcDofD4XA4HA6Hw+FwOBwOh/PT4EIEh8PhcDic/7F3F1BRZ18cwL+rdJcISghSBojY3d3tuq5rd67+3XWtdV27e+3uFrsLUQGREBRpQbpDSv2f93AGhhkQFBzifs6Zg84MM2+GmTe/ufe9ewkhhBBCCCGEEEJKDCUiCCGEEEIIIYQQQgghhBBSYmRK7qYJ+TZvI5KlPQRCyiR67xBCyoo3/u+kPQRCKjx6HxJCSpsQ/zfSHgIhFQK914i0UCKClBo6OjpQUlTA1GMvpT0UQsos9h5i7yVCCCm1n/VKShg9b5W0h0IIYccNSkp03EAIKTXHB5vmjpH2UAipMOgYgEjDT58/f/4s7UEQIhAcHIzo6GhUJE+ePMG0adMwf/589O/fX9rDKdPYdDZ58mQEBQXh5MmTUFVVRUXDDiSMjIykPQxCCMlXRfysL6x//vkHN2/exOnTp6Gvry/t4ZRp79+/x+DBg9GlSxcsXLhQ2sMptei4gRBSWtDxQY6kpCQMGjQIJiYm2L59O3766SdpD6lMO3v2LJYvX44tW7agefPm0h5OqUHHAEQaKBFBiBTFx8ejbt26qF27Nm7cuEEHGMWAJSGsra158GHPnj3SHg4hhBBSKNeuXUP37t2xa9cujBs3TtrDKRfYczlhwgT+3Hbt2lXawyGEEEIKZfTo0Thz5gw8PDxgbGws7eGUeSzs2blzZ7x+/Rqenp5QV1eX9pAIqbAoEUFIKTjAYB+GlIkuPrt378b48eMp8EAIIaRMLUyoU6cOrl+/TgsTign7msN2RHh5efFjLQ0NDWkPiRBCCCnQ1atX0aNHD/6dduzYsdIeTrnaccOOtdhOk71790p7OIRUWJSIIERKrly5gp49e/JV+2PGUC3M4sSmNZaAePXqFQUeCCGElHqjRo3CuXPn+GeWoaGhtIdTLgMPAwcOxL59+6Q9HEIIISRfcXFx/DOL7fBni+poYULxYrEXtuuUxWLYLlRCyI9HiQhCpHiAYWNjw1c80AFG8Xv37h1/jlnfjf3790t7OIQQQohEly9fRq9evfjqPLZTkhQ/9tyyVaXsuWarTAkhhJDS6LfffsOFCxdoYUIJYeHPbt268ZJX7DnW1NSU9pAIqXAoEUGIlA4wLl68yD/8DAwMpD2ccoslIFhQx97enu8+IYQQQkrbwgRWjsnW1pavzqOFCSWDfd1hKx/d3Nz4bkkKPBBCCClt2HfW3r178917bKckKRkhISF8wWKfPn1w8OBBaQ+HkAqHEhGE/GCXLl3iH3osSD5y5EhpD6dcY9MbS0C4urpS4IEQQkipM2LECH5cwD6jqlevLu3hlGsUeCCEEFJaxcbG8oUJdnZ2fPceLUwoWQcOHODJHnYMxnalEkJ+HEpEEPIDxcTE8C/BDRo04Cse6ACj5IWGhvKDOra65NChQ9IeDiGEEMKxnZF9+/blX4bZTkny4wIP7LlnxwWEEEJIaTB8+HC+M5JVTKCFCSWPhUFZAsLFxYUvBtHS0pL2kAipMCgRQcgP9Msvv/CeEOzDrlq1atIeToXBEhCCeptsJSQhhBAi7YUJLEneqFEjvhqPFib82MCDs7MzPxbT1taW9pAIIYRUcOw7ar9+/fhuPbZTkvy4BYtskSgr3Xj06FFpD4eQCoMSEYT8IOfPn+eNkw8fPsxXPJAfh01zLAHx/PlzCjwQQgiRumHDhuH69et85SMtTPix3r9/z5NAFHgghBAibdHR0fwzqUmTJny3Hi1M+LFYbIYlf86dO8eTQYSQkkeJCEJ+4AFG06ZN+YoHOsD48cLCwvjfoGvXrjh27Ji0h0MIIaSCYl92BwwYgCNHjvCdkuTHY8/9r7/+SoEHQgghUjV06FDcvHmTL5bT19eX9nAqHBYOZWUynz59yv8GOjo60h4SIeUeJSII+UEHGLdu3eIfbnp6etIeToXFVj6y3Shnz57lu1MIIYSQHykqKoonxVu0aMGD4LQwQTrY1x+WgHB0dKTAAyGEEKk4c+YMBg0axL+jsp2SRDrCw8P5sVnnzp1x/PhxaQ+HkHKPEhGE/KADDLYK/+eff5b2cCo0Nt2xBISDgwMPPFSpUkXaQyKEEFKBDBkyBLdv36aFCaUo8NCpUyecOHFC2sMhhBBSgURGRvLPoJYtW9LChFKAxWrYLtXTp09j4MCB0h4OIeUaJSII+QEHGK1bt+YJCTrAkL6IiAj+N+nQoQNOnjwp7eEQQgipIE6dOsUTEWy1HdspSaSP/S3YKlT2t2GLRgghhJCSxkJw7DPn/v37fGFC1apVpT2kCo/9TVjZzEePHvG/ia6urrSHREi5RYkIQkr4AOPBgwf0YVbKsAQECwJR4IEQQsiPXJjQpk0bvtqOFiaUnmM1tvLx4cOHdKxGCCHkh34XZbvx2AIFUroWLLZr144fqxFCSgYlIggp4QMM9nPw4MHSHg7JhZJEhBBCfhT6zCndKElECCFEGsFutiiOPnNK5+5ViuEQUnIoEUFICdYdZuV/2IcZKX0o8EAIIeRHYCseWY8o2oVXerHjABZwoNWphBBCSrr8z+PHj6lfYSnGjtXu3btHZbMIKSGUiCCkmFFD5LIXeKB63YQQQkpyYULHjh2pL1Epx44H7ty5Q43ECSGElAhqiFw2REVFCRuJnz17lhYsElLMKBFBSAkdYLDm1GzFAyndWALi1q1bFHgghBBSrNghdr9+/eDo6Mg/Y3R0dKQ9JFKIwEPz5s1x/vx5CjwQQggpNmFhYfwzpnPnznz3HSndWAKCJYuOHj2KYcOGSXs4hJQrlIggpAQOMLp06cJX2ZPSLzo6mv/NmjVrRoEHQgghxYZ9eR0+fDjOnTvHExKk7AQejhw5wheVEEIIId+Lhdz69OmDZ8+e0cKEMoSV1bxx4wb/m+nr60t7OISUG5SIIKSYDzCeP3/OP6y0tbWlPSRSSCwBwcppUeCBEEJIcXj//j3q1q2Lbt268YQEKTvYysfr169T4IEQQkixOHz4MEaMGEELE8rogsUmTZrg4sWLtGCRkGJCiQhCismhQ4fw22+/4cKFCzwhQcoWloC4du0aPD09Ua1aNWkPhxBCSBnFDq179+4NJycnWphQBsXExPDAQ+PGjSnwQAgh5LuEhobyhQndu3enhQlleMEii/X8+uuv0h4OIeUCJSIIKcYDjJ49e/IVD6RsBh7Y37Bhw4a4dOkSBR4IIYR8k4MHD2LkyJG0MKEMYwmIvn378r8lW8VKCCGEFBULtbH4wIsXL/hiN1qYUDaxMptXrlzhf8Pq1atLeziElHmUiCCkmA4wXF1d+YeTlpaWtIdEvhFLQLCg0YEDB/juFkIIIaSoCxPYanq2I4KtniNlF1v5aG9vz3e1UOCBEEJIUbHvlKNGjeLJbXZcQMqm2NhYfmxnZ2eHy5cv04JFQr4TJSII+U779+/H6NGj+ZdVlpAgZRtb+cgSEhR4IIQQUhTskLpHjx54+fIl/wzR1NSU9pDIdwYe2E7J+vXrU+CBEEJIkYSEhPDgtWB3HSnbWKyHJZNY7IfteiWEfDtKRBDyHd69e8e/pLKmU2zFAyn74uLi+EGjra0t34JJgQdCCCGFsW/fPowZM4YHrVlCgpR97G/Zq1cv/rdlq1oJIYSQr2Ehtm7dusHDw4NXTKCFCeWDoB8oW2xiYGAg7eEQUmZRIoKQYjjAYB9GGhoa0h4SKSYsAcF2t+zdu5fvdiGEEEIKEhwcDGtra97QkK2WI+UHW/nImlWyYJKhoaG0h0MIIaSU27NnD8aNG8e/U7Im1aT8LFhki1DZ8d61a9dowSIh34gSEYR85wHG1atXeUKClC8sAXH27FkKPBBCCCkQO5Tu0qULvLy8+GcGLUwoX+Lj4/lOSQo8EEIIKczCBBasHjhwIN9NR8oXFvthu153796NsWPHSns4hJRJlIgg5BsEBQXxL6SDBg3iq+ZJ+Qw8sINIFny4fv06BR4IIYRIxL6Mjh8/ngepu3btKu3hkBLA/rZsVSsFHgghhOSHhdY6d+6M169f86oJtDChfGJlOE+fPs0XnxgZGUl7OISUOZSIIKSI2FumU6dOePPmDf/wUVdXl/aQSAlhCQi222XXrl189wshhBCSd2ECS1oPHTqUB6lJ+cUSEKdOneLBJWNjY2kPhxBCSCmzc+dOTJw4kX+HZDslSfmUkJDAj/2srKxw8+ZNWrBISBFRIoKQIvrvv/8wadIk3Lhxg694IOUbS0CcOHGCJ50o8EAIIUTg06dPfGHC27dv+WeEmpqatIdEfkDgwdLSErdu3aLAAyGEEKHAwEBeMYEWJlQMLBbEdsGy2NCECROkPRxCyhRKRBBSBAEBAfwA45dffuErHkj5l5iYyAMP5ubmPPBQqVIlaQ+JEEJIKbBjxw5MnjyZr4ZjCQlS/rG/NVvlyv72bNUrIYQQQgsTKiZWlvPYsWN8p6SJiYm0h0NImUGJCEKKcIDRsWNH+Pn58Q8bOsCoOFgCgu1+2b59O98NQwghpGITLEwYPnw4Xw1HKg628vHo0aMUeCCEEMKx74hTpkzh3xlZvIBUnAWL7FiwZs2auH37Ni1YJKSQKBFBSCFt27YNU6dOpQOMCoqtfDxy5AgFHgghpIJjCxM6dOjAkxHsM0FVVVXaQyI/UFJSEg88mJqaUuCBEEIqOH9/f/6ZMGLECL5bjlQs7DiA7YZhsSK2S5YQ8nWUiCCkENguCBsbG/z22298xQOpuIEHloS4c+cOBR4IIaSC2rp1K6ZNm8Y/C9q3by/t4RApYH97tiiFvRbYKlhCCCEVc2FCu3btEBwcDHd3d1qYUEGxigmHDh3ii1PYIgVCSMEoEUFIEQ4w2IeLioqKtIdEpOTu3bt8FeyWLVv47hhCCCEVi6+vL+rVq4eRI0fy1W+k4mIrHw8ePMiDT6wsAyGEkIqFfSecPn06/47I4gWk4i5YZItWjYyMcO/ePVqwSMhXUCKCkK/YvHkzZsyYwT9U2rZtK+3hECljCYj9+/dT4IEQQirgwgR2HBASEsI/A2hhQsWWnJzMd0pS4IEQQirmwgQWfB49ejTfHUcqNnYcwHbJbtq0iSenCCH5o0QEIQV4+/YtX/k4ZswYvuKBEBZ4YAedBgYGuH//PgUeCCGkgmBfLmfOnMnn/jZt2kh7OKQUYK8FtgqWAg+EEFJxfPz4kR8HhIWFwc3NjRYmEOGCxX379vHFKmZmZtIeDiGlFiUiCCnEAQb7MFFWVpb2kEgp8eDBA74qduPGjXy3DCGEkPLNx8cHtra2GDduHA86EyLAEhB79uzhwShzc3NpD4cQQkgJ27BhA37//Xf+nbB169bSHg4pRQsW2SJWfX19/tqoXLmytIdESKlEiQhC8rF+/XrMmTOHf4i0atVK2sMhpQxLQOzevRsvX76EhYWFtIdDCCGkBBcmsEBDREQEDzbTwgSSW0pKCg886OnpUeCBEEIqwMIENuePHz+eFiYQMQ8fPuSLWVksadasWdIeDiGlEiUiCJHgzZs3fOXjxIkT+YoHQiQFHthrRFdXlx9wUOCBEELKp3Xr1uF///sfLUwg+Xr06BEPPKxdu5avkiWEEFI+Fyaw44CoqCi+GI0WJhBJWBnPnTt38teIpaWltIdDSKlDiQhCJBxgtGzZEjExMfzDQ0lJSdpDIqXU48eP+SpZCjwQQkj59Pr1a9SvXx+TJk3iq9sIyQ9b+fjff/9R4IEQQsop9p1v7ty5fBEaixcQIklqairfNVOlShW+UIEWLBIiihIRhOSxZs0a/PHHH/xDo0WLFtIeDinlWAJix44dcHV1hZWVlbSHQwghpBgXJrDjgLi4OD7H08IE8rXAA9spqa2tzRcqUOCBEELKD29vb74wYcqUKXynJCEFcXBw4LtnVq9ezct9E0JyUCKCkFy8vLxgZ2eHqVOn8hUPhBQm8MAOSjU1NfkBBwUeCCGkfGBfHufNm8eDys2aNZP2cEgZ8OTJE75KdtWqVbycFyGEkLIvKyuLL0yIj4/nu94UFRWlPSRSBsyePRvbtm3ji1lq1aol7eEQUmpQIoKQXAcYzZs3R2JiIv+woAMMUliOjo488LBixQq+XZcQQkjZX5jAkszTp0/nOyUJKSy28nHr1q148eIFateuLe3hEEII+U4sufzXX3/RwgRSJB8+fOA7JTU0NPiCRRkZGWkPiZBSgRIRhHyxcuVKzJ8/n39ING3aVNrDIWUMW/m4efNmnsSiwAMhhJTthQks0JCcnMyDybQwgRQ18MCSWGpqanyHBAUeCCGk7Hr16hWvmDBjxgy+U5KQonj69CnfTbNs2TL8+eef0h4OIaUCJSIIAeDp6YkGDRpg5syZfMUDId8SeGAHqaqqqhR4IISQMoztbluwYAGfy5s0aSLt4ZAyiAIPhBBS9mVmZvKFCSkpKXyxmYKCgrSHRMogVjFh06ZNfHFLnTp1pD0cQqSOEhGkwhMcYLBa/+zDgQ4wyLd69uwZL+/177//8rrihBBCyhYPDw++MIHV9WUJCUK+FUtAbNiwAS4uLqhbt660h0MIIaSIWDJ50aJFvAxv48aNpT0cUkalpaXxnZLKysr8tSQrKyvtIREiVZSIIBUeCxr//fff/EOhUaNG0h4OKeNYAmLdunU88GBtbS3t4RBCCCnCwgRWmpF9YWQLE+Tl5aU9JFKGsdcRS2qx0l4UeCCEkLKFFiaQ4vT8+XO++PWff/7h5cAJqcgoEUEqNHd3dzRs2JDX92crHgj5Xunp6fyglQWwWGkGCjwQQkjZsHTpUixZsoQWJpBi4+TkxAMPbMELK/dFCCGkbCxMYKUZMzIy+OIyWphAigNreL527Vo4OzvDxsZG2sMhRGooEUEq9AEG22LJmlKyDwM6wCDFhb2e2KpaCjwQQkjZ4ObmxpMPrI4v2ylJSHFhKx/XrFlDgQdCCCkj2Kp1dmKLytiiRUKKc8GinJwcL+lMCxZJRUWJCFJhsVWPbPUj+xBgHwiEFCeWgFi9ejVfDVmvXj1pD4cQQkg+2IpHtvLx48ePfM6mhQmkuAMPLJAlIyPDSzNQ4IEQQkqvly9f8oUJrM8PixUQUhILFlnvEXYipCKiRASpkFxdXfluCFbPn612IKQkAg/sILZy5co82cVWPhBCCCl92O41Vp6RzdV2dnbSHg4ph1jPEXbcuXDhQixevFjawyGEEJLPwgQ2V7MQGVuYQN/fSElgxwIrV67krzFbW1tpD4eQH44SEaRCHmAIaj/TAQYp6cADW2XLyjKwQBchhJDSuTCB1e1lOyUJKSls5SNreEqBB0IIKZ1Yonj58uV891r9+vWlPRxSTlE8ilR0lIggFQ59ESQ/Eh3QEkJI6f0iyErmVKpUic/R9EWQlCQKPBBCSOnfucbK69ICMlLSaCEMqcgoEUEqFBcXF75CnbbGkx+9xffTp0+8JiQFHgghpHRtjWdzM/XyIT+y9jiVBiWEkNLZy4dK6pIfhSW8/v33X74YhkqDkoqEEhGkQh1gsKbUrEkgNQskP5Kbmxs/uKWmZ4QQUrqaBbJFCSwhQciPwhIQ7MSCXey4lBBCiHSxXRCrV6/mu9VoYQL5kQsW2SLZrKwsflwqLy8v7SER8kNQIoJUGGzb29q1a/kkb2NjI+3hkAqGJSDYtsunT5/ypAQhhBDpLUxgK88UFBT4nEwLE8iPlJmZyQMPLADBdupS4IEQQqSHJR+aNWvGV6ezhAQhP3rBItsp+b///Q/Lli2T9nAI+SEoEUEqzAEGW/nIAsF0gEGkFXhgr0EWAKPAAyGESA8ri7Nu3To+F1tbW0t7OKQC8vDw4Lsh5syZw/tIEUII+fHS0tL4XEwLE4g0sfJMbIcuew0KekkRUp5RIoJUiAMMtvJRSUkJjo6OdIBBpIYCD4QQIl2sNCNb+ch2qbGdkoRIC1v5uGjRIgo8EEKIlLCyuevXr+eNquvWrSvt4ZAKvmCRxa3YIhmWGCOkPKNEBCn3/vjjD2zcuJFP6nSAQaSNJSBYPXKWFGNNrAkhhPwY7Ate/fr1oaKiwudg1pSSEGlhNaFZ4CE1NZUHwSjwQAghPw7r09O8eXO+Gp3tlCREmjw9Pfni2d9//x0rV66U9nAIKVGUiCDlGgs0tGzZkq86YyseCCkNgQe2Gjc5ORmurq4UeCCEkB9k7ty52LRpE597a9euLe3hEIJXr17xwMPMmTOxatUqaQ+HEEIqhA8fPvC5V1VVFU+ePKGFCaRUWLFiBS8j7uDgwBcqEFJeUSKClOsDDFtbW2hoaPDJnA4wSGnh5eXFV+XOmDEDq1evlvZwCCGkQixMaNGiBf+Sx3ZKElJasJWP8+fPp8ADIYT8IKwx8ObNm2lhAil1CxbZLp3ExET+2lRUVJT2kAgpEZSIIOUWq8O/detWPonXqlVL2sMhRARb+cjqkz9+/JjvkCCEEFKyCxM0NTX5nEsLE0hpCzywJFlCQgIFHgghpISxHRCsYgJLArOdkoSUxgWL06dPx5o1a6Q9HEJKBCUiSLnEVpW1atWKB3vZigdCSmPggR0Ex8XF4eXLlxR4IISQEjJ79mxs27aNz7VWVlbSHg4hYry9vXngYerUqVi7dq20h0MIIeUS68nDFiZoa2vzhQmVK1eW9pAIEcMqJrCy4uw1ynZIEFLeUCKClMsDjHr16kFHR4cOMEip9vr1a34wPGXKFKxbt07awyGEkHKHHQe0bt2arypjCQlCSiuWgGCrcx89esR3SBBCCClerBHwjh07+MIES0tLaQ+HEIk+fvzIFyzGxMTw16qSkpK0h0RIsaJEBCl3WMO/nTt30gEGKRNYAoLt2nn48CE/4CCEEFK8CxN0dXX5HEsLE0hpDzyw3bxRUVFwc3OjwAMhhBQjluRt06YNT/qyhAQhpdmbN2/4gsWJEydiw4YN0h4OIcWqUvHeHCE/DsuhjR8/Hp6ensLzWKCBNZ5atmwZJSFImUmcsR4Ro0aN4kEzAZZMO3jwoFTHRgghZYWfnx9GjBiBT58+Cc9jfXhCQkKwf/9+SkKQUo+9Rg8cOMBfs6x5tQB7TbPXtr+/v1THRwghZQX7DsW+SwmkpKTw71qszM2MGTOkOjZCCoPFsv79919s2rSJJ9EEWOyLxcBoPTkpyygRQcostlVt9+7d8PHx4f+nAwxSVgMPLEjGAg8saCZw9+5dSkQQQkgh3bhxAydOnBB+MXvw4AH/8rZixQpYWFhIe3iEFAp7rS5fvpy/dtniGoa9po8fP85f44QQQr6OJXXv3bsn/D/7jvX+/Xvs27ePFiaQMrlgkcW6BDslWAwsNjZW2sMj5JtRIoKUWQEBAfyniYkJ/8ka+oSFhdHKR1ImAw8sWMYCDyx4JnhdC17jhBBCCsbmSyMjI/75n5ycjNGjR/MyN9OnT5f20AgpEvaaZT0iBIEH9ppmr206JiCEkMJh86UgRsC+W7GKCbQwgZTVBYssiTZv3jx+nuB1TccEpCyjRAQpswSTb40aNfiKh61bt2LlypUwNzeX9tAI+abAAwuaseAZC6Kx1/W7d++QlZUl7aERQkiZOCZg86ZgYUJ4eDhf+VipEh3qkrIZeGCLa9hrmWGvbQo6EELI12VmZvLvUGzeZN+pWFKXfceaNm2atIdGyDcvWNyyZQvu378vPNalYwJSltG3M1JmsclXXV0dsrKyPHjbunVrTJ06lV/GJmkHBwdpD5GQArFyC4cOHUJwcDAPlrGgmSDwwFY7sMaV7ECaEEJI4VY/srJ227Zt4wsTzMzMkJ6ejsOHD/O5lZDSjL1G2WuVvWbZa5e9htkiG7bYhnZJEkJI4bDvTqy3Dps3//jjD0RERPDkLvuuxb5zse9eVF+flHaPHz/mMS2GJdFYMo0l1VjsS01NjY4JSJlGiQhS5oMOc+fORWRkJA/isn4RPXv2RLt27XDy5ElpD5GQAmVkZGDRokW8GdXChQuhp6eHVatW8SAaO2hm6CCDEEK+js2V1apVw5gxY9CmTRtMnjwZZ8+eRe3atfkXN29vb2kPkZACsdcoe62y1yx77U6ZMoUvsmGLbapXr07HA4QQUgiCuZLtjNy+fTv/blW1alX+XYt952Lfvdh3MEJKs1OnTvGYFottsRgXS6axmJdgwSIdE5CyjBIRpMwKDAyEsrIyduzYwQ8oWH19a2trvHr1CqdPn+b/J6Q0k5eXh4eHB37//XesWbOGb71kr2kWeGCv6Z9++om/zgkhhOQvISEBcXFxfCdkVFQUZs2ahfbt22PgwIGwsrLi8yz7PyGlGXuNuru780AZe+2y/8+ePZu/ptlrmzWmTExMlPYwCSGkVGPfndh3KJZ4YAsTFBUV+Xcs9l2LfedixwTsOxghpRmLZbFkBIttsRgX63PC4gMsuaaiokIxAlKm/fSZ9qWRMor1gmArHdgq8piYGF5Lf/78+ZgxYwYUFBSkPTxCioQdTLAVDmwnT506deDn58frRLOA2tKlS6U9PEIIKbXc3Nxga2vL/920aVM8e/YMtWrVwvr169GlSxdpD4+QIrt+/TpPQrBdEk2aNMHTp0+Fr3UbGxtpD48QQkqtBQsWYOPGjbzELStz5+npiaFDh/Jyd8bGxtIeHiFFkpaWxl/Py5cvh4yMDLS1tXkMTF9fn++UIKQsoh0RpExidR/9/f15Ayr2k60ce/v2La8DSUkIUhaxxlMnTpzgqx7Zrgh20JGSkgJHR0dpD40QQko1tlqMYSsg2bEAK2/HAraUhCBlVdeuXflrmPWIYK9p9trO/VonhBAi2ZMnT/h3KPZdSklJiX+3On78OCUhSJnEYltssSI7FmAxL7ZYURADYzExQsoiSkSQMok18mMTLyu54Orqil27dvHaj4SUdc2bN+fJh4MHD/Jtw1T/kRBCCubl5cV/jh07Fr6+vpg0aRJfNUZIWcZew6zXCXtNs94nuV/rhBBC8t9lzoK3hw8f5t+p2HcrQso6FutiMS8W+2IxMLbjh8XECCmLqDQTKbNYPWgNDQ3hKjFCyhvWSC0zM5PvkCCEECIZO5RlfSLYMQEh5VV8fDzU1dXpuJcQQgrAdkPIyspCTk5O2kMhpMSOe9kxgaamprSHQsg3oUQEIYQQQgghhBBCCCGEEEJKDJVmIoQQQgghhBBCCCGEEEJIiSlVBXSDg4MRHR0t7WEQUmbp6OjAyMgIZRnNA4R8n/IwDzA0FxBSuucBeo8SQthcw9BcQEjFVdAxBx0rEFL+6Hzn94xSk4hgE1QtK0ukfkiT9lAIKbOUFBXg/fpNmQ1CZs8DVkj98EHaQyGkzFJSVIT369dldh5gaC4gpHTPA/w9WqsWUlNTS+T2CSFlA2sKzPqWfKDPa0IqLCUlJXh7e4sdc7BjBatatfCBjhUIKVcUlZTwWsJ7vswlIliWlCUhtg6pC3NdasxKSFG9jUzB1JOe/L1UVgOQ2fPAB+yY0BEW1bSkPRxCyhyf97GYtPN2mZ4Hcs8F28e0hoWeurSHQ0iZ4hOegMl7H5boPMDfo6mpOLBxGazMTEvkPgghpdtrX3+MnDmf/3vhxn0wNrOS9pAIIT9YkO9rLJ05WuIxBzuPJSEGL9yJKsaWUhsjIaT4RAW9wamlE77re0apSUQIsCSETXU1aQ+DECJFLAlRr0YVaQ+DECJlLAlhY5xd9oEQUvqwJER961rSHgYhRMpYEsLSur60h0EIKYVYEqK6ZT1pD4MQUkpQs2pCCCGEEEIIIYQQQgghhJQYSkQQQgghhBBCCCGEEEIIIaTEUCKCEEIIIYQQQgghhBBCCCElhhIRhBBCCCGEEEIIIYQQQggpMZSIkBL9P2+h/07n77qNk87v+e2wn4SQskfnt23oveL8d93G8Ufe/HbYT0JI+aI7fj/6rr32Xbdx4slbfjvsJyGk9JI3tkWnIWO+6zYOnb7Ib4f9JISUPa2MFTFtSOfvuo2rpw/z22E/CSFl01+tNLF7Ws/vug2Xq8f47bCfhJQmMtIeACkfktKysPa2H654RiIqKR1VVOXRo64u5nSsCVWFwr3MUjM+4tDTd3APTYJbaCICYlLx+TPgubANtJXl8v29l+8SsOa2H1yCEpDx8RMsq6pgXEsj9LfVF7suS/44BsRJvJ2OVjo4PLJ+ER41ISS3pA8ZWHX+OS47+yEyIRW66kro2bAm/ujXGKqK+b+Hc3sbFoetV13hFhiJ97EpSEnPhJ6GMmxrVMHUHnaob6Ircv2w2GRcdPLDbbcg/rvsfjVV5NHYXB/TutdHg5p6ItePTU6DvZMfbr4MxOvQWITFJUNFQY7f7oQu9dDe2qhYnxNCiOgcsdr+Ja68CERk4gfoqimih10NzO1lW+g5wuNdDK68CMIDr/cIik5C4ocM6GkooX0dA8zqbgN9TWWx30lNz8K++94499wfwdHJqPQTYKSjisHNamJEa0soyNLhMCHFLTEpGUs3/IcL1+8gPCoaelV00LdrByycNRFqqirfdJuZmZlo3vsXuHv5oLZFTbjeOit2nU+fPuG/Q6dw8NQFvPELhIxMZdSrbYmZ40egV6e2Ytd3e/UaZ67chIu7F1w9vBEbn4Bu7Vvhwv4t3zRGQkiOlKRE7NvwLx5cv4DYqAhoVamKNl37YvSsBVBWVfum28zKzMS43i3h6+UOE4vaOHTLRfw6WVm4evoQLp/Yj/dBAcjMzIBedSO07d4PA0dNgaq6RoH3cey/9dixYj7/9277x7CyafBNYyWEZEtLScSdfavw6sElJMVGQlVLF3Xa9EaH0X9AQfnb5oKPWZnYPq49wnw9oWtihZmHHCVeL8T7BW7vW4FgTyf+O1VNrNB80ETYdhokcr2MDyl49fAyvB2uI+ytBxIiQyEjJwe9mnXRpO8o1Os48JvGScTRNy8pefh7cyjKfd+GlG51q8DOqDmqqhXuy3tJYQkEFuD3DEtCa3Mt9Kunh1dhSdj1OBhP/OJwcVIjKMlV/urtxCRnYMnV7BWbRlqKUJOXQUJaVoG/88QvFj/vewHZypXQp54e1BRkcPVVJKac8MS7uDTMaGci8fdmdzAVO8+0ilKhHzMhxcFxxTAoyn/fNNyjgSka1tRDVQ3pvn5ZwqD38vPwCI5G2zqG6N/UAq+Co/HfDTc4eIfi8oL+UJaX/erteIfE4NqLADQy00MT82pQVpBFUFQiTxxccvbDtnEdMbiFpfD6u297YPOVFzDRVUPbuobQUVWEf0QCrr7wx1WXAOyc1An9mpgLr3/xuS/+d/ABT260rm3Ag5bv45Jx2dkfdzyCsXhIM0zrbldizxMhReGwpB8U5b5vjuhua4wGS6qgqrr054g+a6/B810s2tSqhn6NTfHqXSx23n4FhzdhsJ/bvVBzxNwjjnAJiIJdDR30bWQCOZnKeBEQhQMPXsPeJQCX/tcd5vo5AYbMrE/ot+4aXAOjUc9YGz+3MMfHT59w1zMUC04+xzXXYJz9vSsqsewEIVLkduc8lBQVvus2+nRpj8b1baCvqwNpSkn9gI6Dx8DN6w06tGqKwb278uTB5r1H8MDRCffOHoCykmKRb3fl1j3wC3yX7+WfP3/GsMlzcf7abZgaG2LkkL5Iz8jA5Vv3MXDsTGxY8icmjxwq8juXbt7D6m37IC8vh5rGhjwRQYi0HLnzEgqKRX9v5Na6S2/Uqd8Y2rqii3F+tA+pKZg2uDPeermhUasO6Nh7MHy9PHBq7xa4Oj7EtrN3oKgkvnjgaw5tXYXQQL8Cr7No8jA8umEPo5oW6NR3CCpVqgzXp494UuSO/RmeXMjvvoN832Dv+qX8cvYYCJGGmUeeQU7h++aCOq17wLBOQ6hpV4U0sQA/293BgvtmjdrBpuMAhPt6wuHUdvi7PsKEbdcgp1j0ueDeoXWICQ0o8Dr+ro+xf/YAVJaRg02H/lBQUcOrB/Y49c94xIcFo+2I2cLrBro74vS/E6GkroWaDdqgbpteSI6P5tc/uWQcgjyeofesNd/0HBBRlIiQEnPdor/R8lJTkOUnadv2IJAnIaa0qYEF3XICfmtu+WH9HX9++f861fzq7Wgpy+LkGDvYVFeDhpJsgbsXmKyPnzD7nBd++uknnJ/QENbVszOpczqaosf251h7yw+9rHVhqiP+XM8pxHgIKWnm1TS/+zbUlOT5Sdq2XHnBkxBsF8LiIc2F56889wxrLzrzy//s3+Srt9PF1gS9ttbk7+vc3oTGosPiU/j75BORRISdqS4uzuuLFlbVRa7v+OY9+q+6yJMO3e1MIS+bnQytqaeBIzO7o3O9GiKBx997x6HLP2ew/MwzDGxmKXFVNSE/Wu6A+rdSU5LjJ2nbesOTJyGmdqmLRQMaCc9fdckV6y6/5Jf/0fvruxIHNDHFtjGtYaorunpq83V3/HvOBYtPO+HY9E7C86++DOJJiN4NamDPhHYiCYrea6/CwSccT99GoLmldAM2hFiZSV48UxTqaqr8JG3r/tvPkxCzJ47E8nkzhef/s347lm3axS9f9PvkIt2mu9cbrNq2Fyvn/47Zf6+WeJ3zV2/zJETzhra4evQ/KCpkJ3b++d9UtOj9C/5cvh7dO7RCDcOcY4YBPTqhV6d2qGNZE6HhkbBs2eObHzch38vYLOcY91upqKnzk7SxXQUsCTFs4u+YNG+Z8HwW5D+waTm/fMzvC4t0m2wXxOFtqzFl/gps+nuOxOt4vXTiSYi6dk2w5fRtyMjkhLwWTPwZD65dwP2r59Ft4HCJO6pW/m8CalrVgaGpBW6eP16k8RFSXHSNLb77NhRU1PlJ2h4e28yTEK2HTUfXSUuE59/euwJ3D6zml3ccM69Itxnm64EHh9ej25SluLzpT4nX+ZiVhXOrpvO4wvitV1DNwoaf32HUH9gxsRNu71uJuu36QscwOzaoolUVgxb8B+v2/SAjm/PdqfP4hdgxoSOentuD+l2GwrA27ZD6XtQjopikpGdhkf0b2C57AJMFd9Bp81PYu0fk28dBUo8I9n92fubHTzyI3njVIxjPv40Wax1wwPFdqewRwVYeHXMKhbJcZfyeZ5fBtLY1oKEog+NOofx6X6MsL4PW5to8CVEYj/3iEBjzge/AECQhBLfDxpL16TNOUP8M8gMlp2Vg/tHHqDNjPwzG/od2i07yFfj59XGQ1COC/Z+dn5n1kZc5spt9CNXG7EDjuUew745HqewRwd7fRx54890Lc/rmBBiZmT0bQENZHkcfehdqHmAJg7xJCMayuhZP3LDSS2xltQAr/ZQ3CcE0s6yGlrWqIz4lHV4hMcLz2S6IrvVNxFY/m+trom9jMz7/OvmGFfqxE1IUyWmZWHjyGaz/dwJGUw6hw9KLuOQckG8fB0k9Itj/2fkskL76kisazjsNg8kH0XTBWV5+qDT2iGDv/aOPffjn8+yetiKXzehmDQ0lORx77FOoOWJs+9piSQhmSue6UJStjCdvw0XOD4pK4j871DUQOV9WphLa1s6eO2KS077pcRFSkOSUVMz5Zw1qNOoEdYsmaNJ9KM5euZlvHwdJPSLY/9n5rCTR0g07YNGiO1TNG6FO297479DJUtkjgr2P9584DxVlJcyfMUHksrmTx0BTXQ0HTl4o1Ps9d5mVcXMWo6FNHUz+TXRHQ272t+5n38+UMcIkBFNFWwvTxgxHenqG2HNT28IMtnWtICsr/cVdpPxJTUnG5n/+x3fwdbDQxOjuzXDvytl8+zhI6hHB/s/OZyWJ2Ir+wS2s0N5cHT+3tcb5QztLZY8I9v5mZZEUlVUwcsZfIpcNn/w/qKpr4srJA0WeB5bPmcDLJPX/bVK+13sfnL1CumGrDiJJCKZZ+278Z3xMlMTfPbl7E157vMAfq/9Dpcpfr+hASGGlpybjyua/sKJvLSzqoI+to9vA496FfPs4SOoRwf7PzmflhVgQfc3geljYvirW/dwQT8/vKZU9Ith73PnyYcgpqqD9yLkil7UZPguKqhpwvnKkSHMBSzCcXT4V1a3qo2n/cflez//FQ8SGBvCSSoIkBCOvlD2WTx+z4HL1qPD8aubWqN9liEgSgmFlpBr3Hsn/Hej2pNDjJPmjHRHF4OOnz/hlvyueBcajnoEaBjXQQkRiOqad8kQrM60i396k4x5wfZeI9pbaqFzpJ1xyj8C8i68hU/knDG8s+kVa2vyjUxGemI62Ftpi5ZcUZCujuakWL5XE+j1I2pnwPZ74x/KfbSy0xS5rZ5G9Jf1pPjsqzrqGISQ+jSdQbA3U0ND4+1edkoqNlfoYuu4ynvqEwdZEF0NbWCE8PgWTd93mwe+iGr/jFl74R6CDjREqV6rEExpzDz2ETOVKGNG2DkoTv4gE/lhZf4W8pVUU5GR4QoCVPmIlk9iOhG8REJEAv7B4Xte9MOVbGPZc8Z+FLLki++ULh0wlytGTkpkjhm25xVff2xrrYEgzM4QnpGLKvkdoXUu8p9HXTNhzH64B0WhftzqfI1hC489jT3mpwl9bff+KyuLkH5mI8PhUtKtTXXyOkJVBC0t9XHENQkBkIkyrftvKrZ/wE3/P501kWlbLnnPueIbwskwCLJFz3yuUJy8amlb5pvskJD8fP35En5FT8fj5CzSwqY3hA3shLCISo2YtQPsWX98dmNev0+bB2c0Tndu24O/3s1duYcbCFZCVlcGYnwegNHkbEIz3EVHo1Ka5WPklBQV5tGnWiPeN8A0MhrmJcaFuk+2E8Pb1x7MrJ1CpgM9o1ouCyb3jQUBw3v0nTlj0exEfFCHfOA/MHdkXbs8dYGVjh64DhyMmIgz/zhqDBi3aF/n2/p42At5uzmjatgsvNcQSGusXzkRlWVn0/nk0SpN3Ab6IjghD4zadxEogySsowK5Zazy4fhEhgX4wNDEr1G2ynRBBvt7Ye+VpgfNADfNa/Kfzozv4bfo8kWSE491r/DihfrPWYr8X7P8We9b9g18mzUFNq7pFeLSEFOzTx484OHcwAt0cefDcrutQJMaE8zJArARQUZ34eyxCvF1g0bQjnwtYQuPS+v+hcmVZNOr9G0qTmHd+SIwOg3njDmLll2TlFWBq14qXPooJ8RfuTPia+4fXIzLoDabufVDgXMDKMjGsHFReFk068J8BLx0KdZ+VZbK/v1SqTCH04kDPYjE47hzKkxCsOfPuX2yEX4KHNqyGAbvEmyd9TVhCOu7PaiZs8jy2hRHabXDEf4+CvisRwXZOvIv7UOjrD2lQDYZaBdelYwkGxlRbcu1pU53s8wOiiz8RIbhvEwn3zZ67KipyPFEiydSTniL/Z8mIncNseG8KQr4FW/HPkhC9GtbEvqldhPPAsNa10GfFhSLfHutb8Hj5z8IGruM726DV/BPYfv3ldyUi2M6J4OjsFcKF8XNLKxhVKbiBlH94PP+ZXwDRtGp2INA/Ir7QiQhWiunCc19egi0kJon3jWBP6dqR4o0mJWG/89ArhPfOqG0onqyU1ETX3tmXJ1CbWlYr1H0QUhTHHN7yJERPO2PsndAuZ45oboG+60R3PRRGWFwqHv7dN2eO6FAbrf8+jx03X31XIoLtnGANnQtraHMzniAsiH9EIv8paScDP7+qmjBh8a2JCPsXgUhKy+QlmHLrbGOILjaGuOQSiE7LLqGZhR4+fvyEO56hSEhNx46xbagUGyl2B05d4EmIft064viONcL3+2+D+6LTkLFFvr3Q8Ai8uHlG2OR56uhfYNd5IDbuPvxdiQi2OyAopPC7h38d2FtikD8334Ag/tOshpHEy81Mss/3DShcIsLz9Vus2LIb86dPQC1z8R5vueloZZe8DHwXKnZddh7z9sv4CClpV04d5EmINt36YumOY8J5oPvg3zA9z66HwogKD8Whmy7CJs+DRk/BiM4N+Cr+70lEsJ0T4SGFf190G/gr9A0Lfu+GBPjynwY1JAcWDb4kH9j1CpOI8HvtiUNbVmLk9L9Qw9yqwOua1bJG/xETcO7QTvzWuQGatOnEg7UvHB8iJNAXs5ZuFGs+zUoyrZgzHtWMTPDbNMllXgj5Vi5XjvAkBGvOPGzpAeFc0KD7cOyZLrrroTASo95jxqEnwibPrPHyphHN8ejktu9KRLCdE3HhwYW+foNuw6CpL/mzXiA6JLufi7aB5M9vwfkxIX6FSkSE+73C/UNr0W7kXOjWKPj7DktuMJJulz13Klq6wut8LZHkev0E/7vVbFj0xBERR4mIYnDONbsMwNzOonXN2W6AdhbauOeTUxakMP7qaiZMQjBmVZTRyFiD90tITs+Cyjc2tz3p8r7Angt5NTfV/GoiIvFLM+nc481NcL7gesVJcJusQbUk7Py8iZeudapgatsaqFtNlT+PLEHCEjxnXMMwZK8L7s5sxldHElJUZxx9+M95AxqLzAOsbFAHayPeCLkoFgxqKgwwCkoHNTbXw5PX73nQPPdlRXH88Wt+G4XFxv+1RETihwz+Uy2fMQnOT0zNvl5hvHkfizUXnIT/r6KmiO3jO6KddcEHOwwrazVp522kZ37E4sHN+erRr5l94D4iEz7gz/6NoaXyfc1CCZHk7LPsA90/+9iJHitY6qF9neq4+yo7SFZY8/s1EJkHzPT/oukfAAD5rElEQVTU0disKp74hPMSUCrf2EPqxBNffhuF1cJS76uJiJw5QrbgOeJDTtm1ogiNTcZfJ57xz2/2/ObGnusDk9tjyVln/HfrFdyCso/J2J9gdNtaaGIm3QZ+pHw6ceEq/7l49mSR93vrpg3RuU0L3HxQuBV4AkvnThcmIRjLmjXQvGE9PHzqgqTkFKiqfFsy7fCZS/w2CouN/2uJiMSk7ESmeq7x5iY4X3C9r5ViGTt7EazMTDFnUnZZhIJ0adsCpy5dx9od+9GueWO+A4OJiYvHlr3Z5RfiEwu/GIOQ73Hrwgn+c+zsxSLzQP2mrdCkTWc8e3CzSLc3Ye5SYRKCYY2YrRs2w8unj5CanAQllW/rD3PtzGF+G4VVv2nrryYiUpKym76rqEpeXKD85XzB9b5akmn2eBibWeGXSTmNZQvCkg16BsbYuXoRTu/bJjy/U58hfEdJXqyBtpfrc2w/exeyctLvq0XKl5e3TvOfncb+JTIXmNZvwVfm+zy7U6Tb6zxhkTAJwVQxMoexdRO+uj89NQnySt82F7y4dqzQOwQY0/otv5qISEvJXozEmkRLIngcgut9rSTTmeVTUMXYAm1+mfHV6wvvWzn/+y5M4uXWnmUI9/dCgx7DoWda+6vXJ19HiYhi4BWWxIPeFrriB9ys5E9RExGsWXNe+urZB9IJH749EXFuQkNUdONbih401ammii1D6uLj5884/zIcp1+EYUST0lX+ipQNr4JjeENYi2ri5dgamesVORFhW0NX7Lxqml++vKemf3Mi4tK8figLejcyQ/RBM55MCIiIx44bbhiy7jL+Htock7uK1pjP7dOnz5i65w5vVj2ibW2Rxtb5WXrKEeeevkXHesaY1YuaT5GS8SoklgfcLSQ0oG5UU7fIiYh6xuI7ffQ1s3cIspX+35qIuDAnu35yWRGbnIZhm28hOukDto1uzRMyuaWmZ2H87vt4GRjNd6KwMlgZWZ9w0/0dFp56jruvQnB7fu9vnlMJkcTdywfqaioSV/A3a1CvyIkIO+vsUiO5VderKgysf2si4tbJvSjN1mzfD3dvHzy+eLhQPRyG9umGw6cv4b6jE+y6DESXti2RnpGBy7fuQ1cne86s9BOVXyQ/hq+XB28aLWkFf90GTYuciLC0ri92XhW97MRgUmL8Nycitpws2jh+tKPb18LP2x07Lz6ETCHmAba7Yc28qbh7+QzmLNuCFh2785rvLg73sGHR73Dq0wq7Lj4SJlNYGak9a5dgwMhJqGNX9NJ5hHxNmK8nD8RLWsFvVLdJkRMR1S3riZ2nXiV7R/+HpIRvTkSM23IZpdmDoxsR7ufJFxwKSiWVtGcX9uHBkQ2oZlEPPaev+CH3WRHQkVgxSM74CG1lyW8EHZWif7GVtLtAUOOcBdlKE8FuhKR8djwkfWXXQnHcd367Ldj5+e3UyGtYw+yDOKfA7BIzhHxLo2ptVck7iHTUil7yS1JQTNDzgPWlKU1yVjNnFLwaWqno8yFrXm1loI1NY9rzRMGSk0/g8z67P0xebH6cvvcuzjq+xdCWVlj729fLOK04+wybrrxA2zqGODC1a6F2TxDyLdguBW3V7EUFeemoKhTPHFGptM8Rmd+0Y6KgJMSA9TfwOiwe639tgYFNxLdeb7rmxpMO635tjl4NakBdSZ7vsPqlpQX+6muHgMgk7L//+pseFyH5SUpJFZYJyquKTtH7x+XeDSEgI1NZWIe+NBGMNSGfHQ+C8yU9ptx8/IOwfMsuzBg7HHbWhVuByGrBXzq4DQtnTeR1o/ccO4NLN+6iZ6e2vEQWo/sNzz8h3+JDShI0tLL7FualqVP03kS5d0MIVP7S/+DTx08oTQQ7HpLz2fEg2AkhuF5+WN+Gg1tWYPDY6bC0Ft3xmJ8rJw/yRtnj5vyNnkNHQlNHF6rqGmjbvR/mrtzKG1Uf3bFWeP3Vf06Glo4uxv1vSREeISGFl/EhGcoakucCZU3J5xdE0gp/Qe+Cz59K11wg3PGQnPhNuxYEooN9ce/gGrQYPBnVLW2Ldt/57LZg5xd0v072h3Bp/Rzom9XF6A3neZNrUjxoR0QxUJGrjJgUyV+uo5MLX4qkpJVEjwhBfwb/L/0a8hL0aDD50iuiOAnum/WKYE3C8yZAopIz0Mi4cLWmtb4kkj5klq4vc6TsUFGQQ0yS5PdXdGLh33clrSR6RJh+6fvAmlFLwnpD5O4V8a3a1jHAzZeBvBdH3p0nLAkxbc8dnHR4g4HNLLB5THtU+kqTapaEWHfJGa1qV8fhmd15Y21CSgrboRCTlC7xsuikNJQWJdEjIncPiG/pIVFQEsIrNBarhjXjiQVJWC8IhjXEzqu5hR7/6flOcnKTkG+lqqyE6FjJ5VCjokvP660kekSYfen7wJpRS8J6Q2Rfr+ByDt5v/ZCRkYn1Ow/yU15ePn6QN7aFsYE+fBxy+uzIy8thwcyJ/JTbA8fsco+FTWoQ8r0UlVURH5vdQD2vuOgolBYl0SNC2AMiMLs+fL49JL7SHyLwrTcyMzJwfOcGfsorwMcLrYwVoWdghNMOb/h5z+7f4D8lNaRmZaWYt15uwvN8vdyRnJiAzrUkB4TH9WrJf24+cUPibRLyNXKKKkiJlzwXpMRJPl8aSqJHhI5B9iKh/HoxCM7X/nK9/EQGvsHHzAw8Or6Fn8QuD3iNv1ppQkPPEHNPu3+5zexdqdHv/MSSFywJkRwbCaO6jSXen9Olg7iwdhaqmtTC6A0XoKQmeXEJ+TYUdSkGtfVVee+Ft5EpMNcV3RrtElx6VtiXRI8I1oxaT02e7yRIzfgIJbmc/gppmR/5/bHLJTWU/l7NTDWx5X4gHvjEoG+97GCCwD2f7Am9qUnhJgzXd9kBVENNalZNvk0dI23ee+Ht+ziYVxN93Tn7Fr7eekkriR4RNauqQ09DGc/ehiElPRPK8jmrmtMysuDgHcov/9YmtALh8akiq74lJSH6NTHHtvEdCp2EaG5VDUdn9oAiJSFICatjoMV7L7wNi4d5nvJMzv6RKC1KokcESzDoaSjhuW+E+ByRmcXvj11uUshEhCAJwcpdrfi5KUa2yb9xZUZW9gKDmOQ0sXJV7DxGTpZ2QpHiZVPbgvdeeO0bACszE5HLnr7ICYBJW0n0iDA3MUK1qlXg6PwSKakfoKyUc2ydlpaOh0+d+eX5NbMWqGFQDaOGSC4nuf/keWiqq6Fv1w7Q1tIoUt+Owb3F68MTUhLMalvz3gtBvm9gbCZakuXVi2coLUqiRwRrQK1TVR8ezo74kJoCRaWcGEl6Whpcnz7il+fXzFpA38AYPYZI7g9z5eQBqKpronXXPtDQyilXmZGRvRA0IVa8PLYgMSQrl7NDtUv/YUj7IL5ozO35Y54wadm5J9Q1daCtKxpvIKSw2Ip61nshMsgHusaiC2eCXz1HaVESPSK0DWtCTUcfQR7PkPEhBXKKOXNBZnoa/F0f88vza2YtoKFvhIY9fpV4mfOVw1BU1UCd1r2gpJGzWNHEtgUvq+TrdA/1Og4Q+R1BOSx2nfySEFVqWGL0xotQ1hAvh0u+D0VeikFfWz0ecF9zyw87h1kLG9A8C4wrcn+IklQSPSLYYx3WqDrW3/HnpwXdzIWXsSRBXGomfu9gKtKUJzEtExGJGby0UlU1yWUqCqNVTS0YaynivFs4xrQw4g2omZT0LD4WVs5qaMPsWnnM+4Q0yMtUgrayaDkL36gUrLqZvVqjjw01rSTfpn9Tcx7gX3nuGfZM6SJ8zT/1eV/k/hAlqSR6RLDHOrxNLay96Iy1F5yweEhz4WUbL7sgLiUdc/rkzI2CPhcR8alQVZLjSQoBt8Ao2BjriFyXeRUcjQP3PCFbuRJa1zEQK8fEkhB9GtXEfxM7frW80opz2UmIphb6OP57TyjlCooSUlL6NTLhAfdVl1yxe3zbnDnibUSR+0OUpJLoEcEeK9uxsO7yS35aNKCR8LJN1zz4HDG7p22eOSIDEQmpvKxTVY2cxQzsugM3ZCchlg1pgjHtxGvn5+2/8fp9PNZfdsOGES2ESUrWf2bj1ewVUy0sxHdLEPI9BvfuxgP8/6zfjqPbVgtf2w5Orrj54AlKi5LoEcEe66ih/bBs0y4s27QTy+fNFF62evtexMYnYP6M8SLv94TEJIRFRvNG1vpVs0vW1Ktjhf9WL843EcGuJ+ly1gQ7b9mnc1du4cCpi2hYrw5PXhDyI3TsPZgH+Peu/wdLth0RvubdnRyK3B+iJJVEjwj2WHsOHYUDm5bz06R5y4SXHdm+BonxsRg5Q7RxL9uVEBMZzktQsSQFY16nHv5cvSPfRAS7Xt7LWf8Nx7vX+P2wZt6C5tOsd8S+Df+K7IxgZi5ZL/H2l80exxMRv037E1Y21EOOfDubjgN4gP/23hX4eck+4es+0N0Rb4vYH6IklUSPCPZYG/b8FXcPrOanrpNySqCxJMGHxDg0GzlXZC5IS05AYkwEL5ukppOdAKxmbo3+f27ONxGhqqMndnnNBm2gVa0G3G6fQbOBE/htMOmpyXwsrJxVg+6/iJVjYkkIHSMLjNl4ESrfUDqLfB0lIorBsIbVcObFe9h7RODdtg9oaaaFyMR0XHKPQAdLHdx+HY08MbVyZUqbGrjpFYVtDwLh8T6RN9tmDbzvvolBXX1Vfnlu1zyjMPPMKwy208emwXVFLltyxQexKRnCBAGz4NJryH2pjT+1rYlw1wmrl79uQG38vO8F+v7nxBNCqvIyuPoqEsGxH/BH55ow1ckV4AxJxKTjHmhSQwPG2opQU5DlpaPuvI5CxsfPPGFia/h9K7ZJxTW8dW2cevwGF538ELzkDFrXNuBBtAvP3qKjjTFuuQWhUjmeCKb1sMMN10BsueoKj6Bo1KtRBa/eReO2ezCsjXT45bldcfHHtD13eS+HreNyggILjz9GYGQiGphWhYGOCliZS7/wONz1eIfP+Ixlw1rCQDtn9fWai0448fg1lBVkUVNPgydDCiovxUpTrbvozOcPO9Oq2HrVVez63e1MYG1c9Nq9hBSEBeJPPfXDJZdAvFtxGa2s9BGR8AEXnQPQsa4BbnmEiCXgypOpXerihlswtt7whEdwLG+2zZIJrHRSXUMtfnluV18GYfqBxxjSzAxbRrUSnj9qx11eSslcT50nJVZfEn8Pz+2d09BzZvd6uPYyGMefvIVbcDRaWuoj8+Mn3PUMRVB0EhqaVpHYW4KQ7zFqSF8cPWuPs1duIShkONq1aILwyCictr+Jru1a4trdR7yHQXk1e+IoXL71AOv+O4CXr17zckjuXm9w474D6tW25JfndvHGXYybsxi/DuyFPeuWftd9t+zzKwyqVeU7URTk5eH80hMPnjrDxMgAx7avQeXKObu3GbZrZe2OffzfySnZq6I9vH0wdvZC/m9tTU2sWvD7d42JVExsJf/1s0dx78o5hIe0gl2LdjzQftf+DJq268qD5eV5Hhg28Xc43LqCY/+tx9tXbrCwrg8/Lw88vX8D5rXr8ctze3jjElbMGY+uA4dj/rrd33y//UdMwPWzR+D06A5+7VgfjVt3goysDFyePID/a09eDmrwmKnF8AgJKRy2kt/1+gl43ruAHeHBqGnXGkkxEXC/ex4WTTvhjeNN/FSO54LWw6bD2+EaHh7bjPdvPVDdoh7C/Dzh8/Q29M2t+eW5vXp4BWdXTIFd158xcP72b75f1kOn3x+bcWD2AOya0p3vipBXVsWrB/aICwtCp3HzoWOY8x3Az+UhLqyZic+fP8PEthlvVC1pFwg7ke9DiYhiwAJax0bbYeUNX56M2PM4GGZVlLF5cF2Exn/giQgV+fL7VLNyTGcnNMC62/647BEJR/84VFGRx/iWRpjd0VSkXNPXXPaIQEi8aK3sC24RIn0rcpe/alFTCxcnNuK7UezdI5Dx8RMsq6pgbqeaGFBfdIWjZVVlXsLpZUgCT0qkZHyEhpIs2lpoY2QzQ7SzoGwn+b554OScXrzkz4Xnvth50w3m+prYNr4jQmKSeCKC9ZEor1iplYvz+mL1BSfYO/nB4XUodNWVMLFLPczt20ikFEtBxna0xoVnvnxnxB33IGR9+oSqGsro28SMX9bYXPR9/e5Lv4uUtEyst3f5ankpQX+MrI+fsP36S4nXZ2VmKBFBSmSOmNEZKy644KJzIHbd8YKZnjq2jmqFkNgUnojIWzqoPGFzwIXZ3bDm8ktcdgnku0N01RQxoWMd/K+nbaHniHcx2f0r3oYnYO1lye/h3IkIQ20V3F7QGxuuuuHeq1DemJrtmKxRRRV/9K6PyZ3rQlam/H75I9LBmibbH9qOxWu34uzlW9iy9ygsa9bAvg1LERwazhMRqsqi5VzLE1aO6dbJPfh3406cv3abl2PSq6KD6WOGY8HMCSLlmorboF6dceH6XTx39UBmZhYvJTVv2jj8PuE3iQ2yI6KicfiMvch5IWERwvNYDwpKRJBvnQfWHbqE3Wv/xt3L53B671YY17TEgg17EBH6jicilJTLb/NTVo5p88kb2L9xGe5fOw/Xpw+hVaUqBo+ZhlEz54uUaypOKmrq2HnhAQ5vWwOH21dw5dQBfn7V6kYYOm4GRkz7g5d0IuRHYQHxUevO4ObuZfC8ewEOp/9DFWNzDFqwA/ERITwRUZ4bIbNyTOM22+PO/tXwvH8RAa6PoaKlyxtPdxg1V6RcU3GradcK47ddw519K+Bx7zw+ZmZC18QKncb+BdvOg0Wuy/4WLAnBPL+YPW9IQomI7/fTZ8EzLWUvXrxAgwYNcGNaE76ivryYetITZ13DcH9WMx4gJ6SkuIcmosuWZ3BxcYGdnejq87JCMA/cWTKYr6gvLybtvIXTT3zgsPxnWFYXbbJMSHFiCZwOi0+V6Xkg91xwe34vXqqrvJu89yHOPPPDo7/7wbLa9zV1J8Q9KBodl9mX6DwgeI8+vXwc9a0LLo9FRLEA3LHzV/Dy1lnUsqDdOKTscvXwRtOeP/N/77n8BJbWOUlgUrClM0fj5vnjOHTrBUwsaA4lZdcbD1eM7dlc4jGH4Fhhyp77qG5ZT2pjLM1OLZ2AlzdPYcYhR1Q1yb/nGSGlRegbN2wb2/a7vmfQErBiEpGYLnYe6xFx0S2cN3SmJAQh5V94fHY5sdxYj4jzz3x5o2ZKQhBSsbG+KHmxHhEXnPx5Q2dKQhBSfoRFRImdx3pEnLK/ATMTI0pCEFIBREeEiZ3HekTcsT/NSwRREoKQiiExOlzsPNYjwv3OOWgb1KQkBKlQym+9oB9szjkvhCemw9ZAjTdhZv0NWEkmVhN+aS9LaQ+PEPIDzNp3jycj6pvoQk1JHm/fx2X3hqj0E1YMz6lxTgipmH4/7IDw+FTY1tDhTZh9wxN4SSbWP3n50CbSHh4hpBhN+vMfnoxoUK8Ob8L8xi9Q2Bti/d9/SHt4hJAfYPWfU3gyola9BrwJc7CfDy/JxOrBz/x7nbSHRwj5Qc6vnoGk6HBUr1WfN2GOCn6b3Rvip0roNXOltIdHyA9FiYhi0su6Ko48D8EVz0gkpWVBVUGGN6qe1s4EjYxphSMhFUHfxmY4eO8VLjv7I/FDBg80dqxnjJk97cR6GxBCKp7eDU1w6OEbXHkRlDNHWBtgejdrNK5ZVdrDI4QUo4E9O2PP0TO4cO0OEpKSeTKCNaqeO3k0mjW0lfbwCCE/QPueA3Dx6B48uHYByUkJUFFV542qh0+eA+uGzaQ9PELID2Ldvh+eX9zPGyWnJSdCQUUNlk07oc3wWTC2psVIpGKhREQxGdygGj8RQiquIS2t+IkQQiQZ0syMnwgh5d/wAb34iRBScXUd8As/EUIqNruuQ/mJEEI9IgghhBBCCCGEEEIIIYQQUoIoEUEIIYQQQgghhBBCCCGEkBJDiYhy4qTze+j/eYv/JIRUXMcfeUPnt238JyGkYjrx5C10x+/nPwkhFdeh0xchb2zLfxJCKqarpw+jlbEi/0kIqZhcrh7DX600+U9CpI16RJBS713sBzRe/bjA6xhrKeLp3JZi54cnpmHzvUDceRONiMR0qMhXhoWuCkY1M0QvG9HGoPGpmdh0LwDXvSLxPj4NKgoyaGaiif91qgnLqioS79c/OgUrb/jBwT8WqekfYaKjhOGNq2NkU0NUqvTTdz5yQkheT16/xzVXf7gFRsE9MArJaZkY08Eaq0a0zvd33obFYcMlFzj5hiEsLgXaqoqobaiNKd3qo2Wt6mLXD4tNxsbLL/DA6x1CY5KhpiQHc31NjO9kg+4NTEWu+9g7FH1XXsj3vm/9PQj1TXS/81ETQnJz9AnHNbdguAfFwD04hs8Do9taYeWw/Bt/pmd+xJYbHjjz1A+hsSlQV5JDJxsD/NnHDlXVlcSuH5+Sju03PXHdLRjBMclQkpNBjSqqGNHaEoOa1kTlSjlreSITP2Dd5Zd4GRiNdzHJvBF5FVVF1KquiYmd6qB1LeohRkhJcnbzxLr/DsDByRVxCYmooqUJO5vaWDRrEmxqWwqv5xf0DsfOXcYLD2+4engjLDIKtS1qwvXW2QJv/8SFq9iy7yi8fPwgJyuLJnY2WDx7MhrY1Mn3d05dus6blbt5vUF6Riaq6+uiWYN62LDkT6iqKBfr4yeEAN5uzjj233q4Oz1BUkIcNLR0YGljhzGzFsKstg2/zufPn/Hs/k08vn0FHs6OiAgNRlZmJgxMzNC+50AMGTsd8goKIrcbFx0J+xMH4OPxAm88XREeEgxFJWXc9I6WOI6wd0EYXEDPwH+2H0W7Hv2L+dETUnFlfEjBq4eX4e1wHWFvPZAQGQoZOTno1ayLJn1HoV7HgWK/c2bZZLy4flzi7emaWGHmIUex86OC3+L+oXUI8nyOxKgwKGtoQ69mHbT6eRpM64vGIlnC5+yKKfmOeb69L//9iooSEaTUU1OUwewOosE/gSf+cXAMiEMbc/E38ct3Cfh53wukZnxER6sq6GNTFYlpWfAKS8ZD3xiRRERsSgZ67XCCf3QqGhmro2ttXZ7EuOoZibtvonFmXEPYGamL3P6biGT03uGED5kf0cu6KvTVFfh15196A6/wZKztX7sEng1CKrZjj7xx4vFrHhSspq0C37D4Aq/v7BvOEwUfP31GNzsT9GpkhrC4ZFxx9scttyBsGtMOv7TOea8GRCSgyz9nEJeShg42xuhW3wSxyWm44uKPEZuvYU6fhvizfxOx+2luVQ0trMSTGnoaFGwgpLgdc3iLk46+2fOApjJ80xIKvP6nT58xYvsd3HsVigYmVdDDzhiBkUk47uCLB17vcW1eT5FkBEtCdFx2CcHRyWhuoYf2dQ2Qmp7FkxLTDzzG4zdh2DoqJ/n5PjaFJzgamFaBjbExNJTkERafgusv3+G2Zwj+6muHmd3rlehzQkhFtefYGUybvxxaGuro0aE1qupqIzIqFk9cXsLzta9IIsLh+Qv8u3EnZGRkUMvclCcivmbV1j1YtGYrjKrrY9wvg5CcmorT9jfQdsBIXD60HW2aNRK5/qdPnzBuziIcOXsZ5qbG+LlfDygpKiDkfThu3HdAQlIyJSIIKWaXju3FuvnToaqhhRYdukNLtyrioiLh4eIIv9evhImIjPR0/G9kX8jJy8O2aWs0bt0RGelpeP7wNnavWYzHNy9h88mbUFDMOSYIfPuaX1apUiWesJCTF01U5IfdZ6vOvcTOr2FeqxgfOSEk0N0Rp/+dCCV1LdRs0AZ12/RCcnw0Xj2wx8kl4xDk8Qy9Z62R+LvNB02EgoponE9FU0fsesGvnLBnem98/vQRtVp2R922vXkygiVA3jjeRP8/t6Bhj+Fiv8euq29uLXa+rIIiKjJKRJBST11RFnM61ZR4Wbetz/jPnxuKrjZMZKsjD7tBtnIl3JzeSGxHQ9bHTyL/X3vbnychJrQ0wt89c76wOAfFo+9OZ8w68wr3ZjYT2eXw5wVvntg4MtIWHayq8PP+6FwTv+x3xdHnoehfTw/Na2oVwzNACBEY09EaU7vZwryaJhzfhBW4G4FZe9EJaZkfcWxWD3S2rSE837NbNNovOoV1F51FEhHbr7/kiYdVv7bm9yXwR7/GaDn/OLZedcXMng2gICf68cmSEOw6hJCSN6ZdLUzpUhfmeup4+jYC/dZdL/D6LGnBkhD9Gpngv7Ft8NNP2Z/lxx3eYsbBx1h6zlkksXD4kQ9PQkzuXBd/D8wJMi7s3wDtll7EKUc//NHbDoba2ccWdQy04LNxmMguCSYiPhXt/72EtZdf8jGrKsoV8zNBSMX23NUD0xesQFM7G1zYvwXqaqoil2dlZYn8v1WThnh04TBsallAQUGel60qyNuAIPyz4T+eUHC4eER4+1NH/YwWvYdj4h//wOPueZ7YENiw6xBPQkwdPQxrFs7hwcvcSQpCSPF65foc6xfMQB27Jli9/zxU1NTznQcqV66McXP+Rr8R46GqrplzncxMLJj4MxxuX8G5g/9h2MTfhZcZm1liy6lbsKhTD0oqqhjUwhIJsTGFSkSMnrWg2B4nIUQyFa2qGLTgP1i37wcZ2Zxj7c7jF2LHhI54em4P6ncZCsPaDcR+t8WgSdDUN/rqfdw9sBpZGWkYseoErJp3EZ4f5uuBrWPa4t7BNRITEbVb9UCD7sO+6/GVRxU2EWHvHoE9T4LhG5WClPSP0FSSRW19FYxvaSyyuv64Uygv1fMqLBlRSelQlpdBY2MNzOxgAlsD0Q851p9h5plX2DiwDtQVZbDxXgBfNa+tLIexzQ0xsXUNvh1wx8MgHHkegvcJ6TDSUsSCruboXDs7kC3Qf6czX+nvv7Q9Vt3wxSX3CMSmZqKmjhImtjbGILvCb/N38IvF9oeBcH2XyHcHsPscZKePSa2MIVM598HxZxxxCsXR5yEIivmA9I+foKUkB1sDNUxvZ4J6BmooTdhz+zIkEVZVVWBrKPq32O8YgrDEdGwaVEdiWaXcj5u54RUJlmNgZZhya2isgU5WOrjuFcX/Hi2+JBb8olLwNCAeLUw1hUkIhiU+5nUxwyPf5zjyPJQSEWXAxee+2H3LnZfvYeU9NJUVUNdIGxO72KJtXUPh9Y4+9MJVlwC8eheNyIRUqCjIobG5Hmb3aSRWeof1Z5i25y62jG0PdWV5rL/kgjehsdBWVcC4Tja8JBCbC7Zec8Wh+154H5sM4ypqWDS4GbrWNxG5rd4rzvNyRO92T8Dys09x4ZkvD5Sb6Wnw2xncIidx9jWPvEOw7aorXPwikJqRxe9zSAtLfjt554JDD17h8H0vBEYmIiPrI7RUFFDfVJcH4W2lWGqoqGWOAqMSUemnn9DBRvQAo66RDqppKSMm6YPI+UFRifxnx3rGIudX01JBHUMdOL55j5T0TLFEBCnbLjkHYPddb/iGxyM5LQuaKvKoY6CJCR3roG3tnJ0uxx774NrLYLwKieXleFTkZdHYTBe/97CFbQ3R1TOsPwNbPb95ZEteBmjDFXe8eR/H54Gx7WvzIDebB7bd9MThR2/wPjYVxlVUsLB/Q3SpJ/p67bv2Gp74hCNo669YcfEFLjoFIDY5HTX11DC5U10MbmZW6Mf6+HUYtt30wIuAaL7Kn93n4KZmfDx55wE2riOPfRAYlYSMzOx5gD3Omd1tUM9YfLXQj5L3uf4a9jiYBf0bCpMQzM8tzHn5pYtOgVj5czOoKMjy84Oik/jPjnUNRG6HJRKamlflSYqYpDRhIkJWRnLLtaoaSmhUswquugYjNC4FVpSIKPXOXrmJbfuP441fIJJSUqCtoQ7rWhaYPnY4OrbKKf114OQFXLp5Dx7ePgiPioaqsjKaNbTFX9PHiZXrYf0Zxs1ZjN1rl0BDXQ0rt+yGl48/qmhrYvLInzFr/Ag+F6zfeRB7j59FSFgETAwNsGzeDPTs2EbktjoNGYOHT10Q/+YpFq/ZhjOXbyA6Lh4WpjX47fzSv2ehH+v9J05Yv/MAnF56IuXDB36fwwf05LeTO7DOgud7j5/DvuPn4B/0jpcZ0tHS4I/zj6ljYGctvR3Af6/bxp+7vRv+FUtCMLkfB2NiVJ2fCov97VgQ88+pY0Vuv7aFGYYP6IVdR07j3pPn6NS6OT8/9cMHrN62FzVrGGL1gtkiSQgm7/9J6XTvylmc2b8dQX4++JCSBDUNLZjVssHgsdPQqFUH4fWunDyIRzft4evtjtioCCgpq8K6YTP8Nv1PWNmIBrxYf4YVc8Zj3tpdUFXXwKEtKxHg4w0NbR0MHDkZQ8fP5K/l4zs3wP74PkSGhUDf0AST5v2LFh17iNzWtCGd8fLpI9x+E4vda/7G3ctnkBAXA0NTC347XfsXPuj14skDfp9eL52Q9iGF32fXAcMwdPwssXmAjcv++H6EBvkjMyMd6lraqGXTAL9OnQtLaztIy951//DnbsGGvWJJCCb345CRlcWIaX+IX0dWFsMnz+GJiJfPHoskIrSqVOUnUrF43LuAJ2d2IiroLTI+JENJTQt6ZnXQYvBkmDdqJ7ye85Uj8Hp0BeG+nkiKjYS8kgqMrZug3W//g4FVfYnlegbM2wZFVQ3cO7QWkQGveYmeZgMnoNXQqfy1/Oj4FjjZH+QlhjT1a6DrpMWo1aKbyG3tntYTAS8dsOT2e9zavQzud88jNSEGOoZm/Hbqdx1a6Mfq9+IRHh3fjHdeLshMS+X3add1CFoOnYbKeeYBNi5n+0OICQ3Ax8wMvgvBoJYd2v76O6pbFpzcLynVzK35KS9VLV007j0SN3ctRaDbE4mJiMKKfR+EnypVgkWTjiLn65tZQ71KNaTEfz05SXJUyEjKfsd3+Ovia9TQVkQfGz0oy1fm/QOcguJx3ydGJBHBrle3mio/T0tJFu/iPuCGVxTuv43B2fEN0MBIQ+z2r76KwCPfWHSro4tGxhq8vM+Sq2+hKFcZbyJScP1VJDrW0sGnz8BZ1zCMOeKGB783g6mO+Dbd8Ufd8To8mZcRyvz4GZfcwzH91CvEpmRiQivRQJkk+54EY4H9Gz72LrWq8ATJ86B4LL/uyxMT+37NKRXw7/W3PElSW08FgxpUg7xMJbxPSMMTv1i4BMeXukTEMadQ/nNont0QjL17OFisgf0NfCKT8cAnFpkfP8FKT4X/LSvn6d8QmZQBLWU5nmjKiyVumMd+scJEBCsJxbSxEC8JxRI3LLHFEhekdNt72wN/HH4IE1019G1szoNQ4fEpeP42DHc9gkUSEX8ceghr4ypoW9eIB+OCoxNx/UUA7nm+w8U/+6KhmZ7Y7V929scjrxDeV6CJuR7//+ITT6AoJ8sTE1df+PNV+izgd8bRByO3XIfD8p9RU098Xhm99Tpeh8aiT2MzZGZ94gmUybtu80D6pK5f/9Dfc8sd844+graKIi9RxBIkz3zCsPT0U7zwj8TB6TkHN0tOPcG2ay9Rx1AbQ1taQk6mMt7HJfN+CKzUkTQTEUVlVV2Ll2+64x4suiMiOJqXU+mUJ+FgWV2T/+1vuwWJ7IhgySKWhKptoM17TOTlFx6PHddf8qSNgbYqf+1Iuh4pffbe88a84095/f8+DU2y54GEVDz3jeSr6HMnIv48/hR1DbX4eSxZ8S46mZfruffqPc7P6YqGpuLvjSsvgvDodRi61TfiSQv2/7/POEFRToYnJlhio5ONIf/iwcr7jNpxF4+X9INpVfEv02N33sPr9/Ho3dAEmVkfccklEFP3P+JJCdaL4KuP9a4X/jr5DNoqCuhazwjqynJ4/jYC/553wYvAKByYlBNg+eecMw/S1zbQxJBmZpBjxwRxqXB4EwZnv0ipJiKKIi0ziyddzKqqCxMHubWrWx3/3XoFZ/9I4d/aqlr2HMzKKrW00hdeN+lDBt+BUUVNERb64vN0XixpzO5bSV5G4n2T0mXHwROYuWglTI0NMbBnZ14+JywiEk+c3XDrgaNIImLGwhWwrWOJjq2aQktTA0Eh72F/8z5uPXyCWyf28B4CeV24fhf3HJ6hT5f2PGlx8fpd/LlsPS/bw3oP2N+8h24dWvMv+sfPX8WQCbPx8vZZmJuIH+//POl/8PLxxYAenZGRmckTKGzlbXRsHGaM/fWrj3X7gRP4/e9VPKHQq1NbniB54uyKBas288TEqV3rhdf9a8VGvsqfJWSGD+wFeTk5hIZF4IGjM566uEstEREbn4C7j5+hft1aMDUy4IkVZ3dPPr4WjeoXy7geOjrzn7n/9gJd2rXkiYhHT12EiYhbDx0Rn5iEkUP6ITMzCxeu34Ff4Dtoa2nw67DyTqR0Y6vhNyyaherGpujQcwAUVVQRExHG+wk8f3BLJBGxfuFMvkq+UauOUNfUQlhIEB7fvIznD29h84kbfIV+Xg+vX4SLwz206tKbJy0eXL+IbcvmQV5RCYE+Xjyx0bxDdz4P3Dx/HPMnDMXh264wNBFfcLBw0i8I8HmFdj0GICszA3evnMOyWWOQEBvNex18zdkDO7Dp79lQ19JBy049eYLE3fkJdq5aBO+Xzli266TwujtWzMeJXRtRs5Y1ug38BbJy8ogKC8ULxwfwdHkmtUREYnwsnB/fhUXd+qhmZMITK97uzpCTk4dNo+ZFGhdLRjCVZSoXy9iiw9/z5zglOQlV9KqhQYu20NUXXeBASifHc7thv2EutKqbwKZDP8grqiAxJpyX+Hn7/K5IIuLS+v+hmoU1zBq1h5K6JuLCguH9+Bq/3tjN9jCqI1q+j3n10B5+Lg9Rp1UPnrRgJYSubVsIWXlFRAa+htejq7Bq3hmfP33Gy5uncHT+CMw8/BQ6huJVQo4tHImIAG9Yt+uLj1kZ8Lh7AaeXTUJKQixaDpn89cd6dhcub/oTSuraqN2yO0+QBLo/xY2d/+Cd9wsMX5bT5P7GjsV4dGIr74tg1+1nvvsgIeo9/F88RrDnc6klIgpSWSb7fV2psuTQ9+sn15GemgwZOQXom9WFiW0LVKosPgdUNbFCdPBb+Dy7LbYjgj0Hls06S7z99z5uPEH0+dMnaBmYwrxRW8griS+cqGgqZCKCBbD11ORxZ0YzKMmJvshYr4DcHvzeXBiIFmCB7e5bn2PVTT+cGiueVWPJjMuTG8O6enbgfnJrYzRb48CD/1XV5HF7RlMe9Gbammtj3FF37HF4h+V9xJsaBcd+wP1ZzYQB8untaqDT5mdYccMXfepVhZ6aQoE7BhZf9kF9A3UcH1Mfal9W+rFgB+tjwBIylz0i0NO6qnD3h011VVyd0kQkUM+CpKwEUWHsehyExA+Fuy4zrqURL71UVCypwJI4cpV/wkA70YP6jKxPeB2Rwnei7HYIxtrbfvj8Oedylmg5ONIWBho5f1ctZVlEJ2cgJT1LLBnB/gYMK90kEBCT/W8TbfEGl2y1JTv/xbsEvgMl72uMlB5HHnrxGv4P/h0KJXlZsQBSbg4rhvEdBLn5vI9FpyVnsPzsM5z7o4/Y7d/zDMb1RQNhY5y9a2Zqt/poOPcI/j3jKLxfltRg2lsbYdTW69h1011i4+XgqEQ8WjaU78RgZvZqgPaLTuLfM0/Rt4k59DXzrzf8OiQGC447wM60Kk7P6QU1JXnhXPDn4UfYe8cDl5x80btR9pecow+9Ua9GFdxcPFCk1AifCz6kF+KZBf674YaE1MJdl5nYuR5PjhS3ef2b8ITLb5uvobudCWroqvOG1Zed/fiOlrUj24pcn/2NrrsG4s8jD3HbPQi1DLT5a4Fdv7qWCvZMkXyQce7pW34SYEHmuf0aYVp36a0QI4XDdjnoaSjh/qK+PGBc0DzwaEk/GOuIHjz6hMWjy3J7rLjwAmd/7yp2+/e8QnHtz56wNspOXE/pXBeN55/FsvMu0NNQxL1FfYTzAAuEj9l5D7vueElsvMxW4j9Y3Fe4cp/1HWi/9CK/rb6NTPjjyM/r93FYeOo57GpUwckZnXkTdsE8wBIx++6/hr1LIHo1qCF8XuoZa+P6vJ4S5gHRY6X87Lz9CgmphbsuM6Fjbah/mZ+KC9vN8enzZ5hWlbyYwlQ3+3z/yERhImJYCwucfurHEzGsAXX9Gjp8FxlLGrGdj/smthN7rTDh8ak49PANvz/27xtuwfzxrx/RAsp5PmNI6cN2OVSrWgUuN05BSVH02D8mTrQf0cvb58RW1nu/9UfLPsOxeO02XD+2U+z2WZLi0fnDsK2bfbz/+4TfUKt1LyxcvRn6urpwun4K2prZCa7OrZtj6KQ52LrvGDYtnSd2W4HvQvHi5lmoKGe/59nOhCbdh2Lh6i0Y1KsLqlXNf8EAS2D8b+laNLKty3scCFb6s7mAJWL+O3QS567cQv8enYTPCwvqP754mJc1EWCBUtbvoDA27z2ChMTsnUaFMW30Lzw5UpCXnq/5mFkT6L6jpuHa3Ucil7Nk0r71/0Je/tt3IvkGvuPPsZ6ueOLVrEb2zjXfwGDheawBNsNKuTboOgi+ATmXycrKYMmcqZg9ceQ3j4eUvMsnD0Knqj4O3HAS6RPAsF0HubEEQTWjnEUugn4C4/u04jugNh67Knb7LEnx3/kHsKibHbD7ecIsDG1dB7tWL4K2rj72X38Odc3s4wXWv2DhpGE4s28rZi3dKHZbYe8CcfCmC5SUsxPdbGfC6O7N+G116DUQOlXzr6AQ4OOFLUvnopZtQ6w7ZC/cScDeUxsXzcK5Qztx78o5YVNltvuDBfV3XnwoNg+kJBXcp0ng1N4tSE4s3HWZQaOn8uRIQXw83fiYq+hXw9xR/eF495rI5e17DsD89Xt5T4ivuXLyEP/ZuJXoiudvxRIk7CTAVpaz3S+T56+g3VGlnMvlI1DT0ec7m+UUROeB1IRYkf+zBIFWNdEFA5GBb7B9fEe+U2HMRvEywixJMem/W6hmkb1ogTU7XjfUDjd3/QNVbX1M3/+I7zRgzBu3x7GFv+HJmf8k9jlgiY8ZB5/wnRgM25mwZXQbflssicIeR35YAuPKlvkwqNUAo9adEfZKYO8p+41zeUkjj3sXYd2uj3D3B0s2TNp5WyRYz+aB9JTsqgJf43BqBz4kF34eYKWTFFXFF2cVxqePH+F6/QSPz9VsKLrDVMB+o+gOKbajZMjiPahuKdrbreOYv3iC5uj8X1GrVQ9oV6uBxOgweD6w58mkvnNyFnDkTfTkpqCihl4zV6N+lyGoyCpkIoKRrfyT2Kp4RpAgEMibhGAsdFXQoqYmTziwoDdbJZjbgPr6wiQEw5oYN66hwXdJ/NvbUuQ+utfR5cF073DJB+cz2puIBMZZ4mFsCyOsvOGLi24RBe6KOPwsBFmfPvP7FCQhGPZGZOWDDjx9hwtu4cJEBCMvU5mXKMqNHUxrKBXuC/Tux8EIiRcN3BRkSINq35SIuOkdhZiUTPSoq8sTDrnFf8jkjWnjUjOx8a4//ulpiX62eryp9Lb7gTjwNATjjrjj6pTGwhIN7S10cMLlPdbd8cei7hbC23oRnIDbr6P5vxNyJVgEiRk1BclvIdUv5yelZVEiopRj79+8db0ZQWBQIG8SgrGopoWWVtV5woGthGc7B3Ib1NxSmIRg9LVU0MRcHw+9QrByeGuR++jRwJSPxStE8ra+Wb0bCpMQ/LY0lTG+sw2WnXmGC8/eFrgr4uD9V7wvyopfWgmTEAx7/S8Y1BT77nrg/NOcRASjICvDSxqJzQXKhWvQtvOmG959KW9SGD+3tCqRRIRldS2eDBq55RouOvkJz2eJoF9a1xJL4FTVUMb1hQMwYcct3syanRgWtP25VS2x3So6qgr4e0hzdLGtgeraKjzo+Ng7hO80WXLSEWqK8vit3ddXqhPpkqtcSfIxQd55IE8SgmEr41ta6vOEg6R5YGCTmsIkBMNec2xnBNslsXxoE9F5oL4xnwe8QyXvqGMlkQRJCIYlHsZ3qI3lF17gglNAgbsiWICcHRMsG9pEmIQQzAPz+zXA/gevcd7JX5iIyDkmkDQPFO69yhIq72IKF6hkhjY3K/ZEhCBpoprPsYbal3JJSR8yheexJMP52d3w+2EHnHvuz8tiCZ4P1pvC2lB8NyTDkg+sH4QAO37bNLIVBjWV3OeKlD6ysrKoXEn8uE2QIBCQVN6HNT9mjYtZwiEjIxNycqKvuWF9ewiTEEx1vapo3rA+3yWxYcmfIvfRp2t7/vuv3vhKHCcrFSRIQjAs8TB11DDeVJk1Ui5oV8Tuo2d5uaH1f88VKTfE5oKlc6dh5+FTOGV/Q5iIYBTk5SSWGdL8SrJAYOu+owgKCUNh/Tqw91cTEWz3B3P1ziPoamvh/L7NaNWkAU/SsITKmcs3YVhNDyvn55RYKaqEpCR+25Koq2YHfXInY6K+jGnTniNoaFMHR6+s5mWaHF3cMOmPJXx3iZW5KW+qTUovWVn2ehefBwQJAoG8SQimhrkV7Jq14QmHzIwMyMqJfk/t3PdnYRKCqaJXHdYNm/NdEjOWrBe5j9Zd+/Df93vzSuI4R0ydK0xCMCzxMHDUFN5Y+Y79mQJ3RVw8ugcfs7Iw4+91IuWM2Dwwfu4/OH94F+7YnxYmIhgWzJc0D+TutVCQ0/u2IjwkJzn3Nd0G/vrVRER8bHbDecc716ChXQWr9p2DbZOWeP8ukCdU7l4+C91qhpgyf0WBt/P03g1cOrYHxmZW6DHk+5KFCoqKGDVzPlp36c13aaSnp8HL9Tl2rFiAk3s2Q1ZeHhPm/vNd90FKXmVZWYnzgCBBIJA3CcHo1rCEqV1LnnBgu5Vy9y1gbDsPFiYhGFbax9i6KfxcHqDXjFUi91G7dU9UlpVDuJ+XxHG2HfG7MAnBsMRDi4ETcHP3v3C/c77AXRHPLx7Ap49Z6DljpUjDZjYPsP4Kz87vhfudc8JEBCMjJ89LFOWdB9hOisJwOL0D8eHvUFgNug375kTErT3LEO7vhQY9hkPPVHSXJNv5YNWyGwxr2fHdIHHhwXC6dBCOZ3di/+z+mH7AAWo6eiI7Iljy6NiCEfC8d0Hk+W7QfbhYwoe9Lnr/vpYnktjtJMdF8abWLDl1ZtkkXo4rb5mniqRCJiL62FTFsuu+aLfhCfqwhsKmmrzEkqSAcUB0KjbfC4CDfywv35Tx8bNoBjI1k+9yyK22vnigQlc1+zp18lzGvtCzQDq7bUma1BD/YGc9KhivsIKDfGxFPosf3PKOwp0vwfTcFGQq8R4ZAr1t9HDoWQg6b36GHta6aG6qxcsM5U20FMTpz1b4EU44v5fYpJphKxEZlowY09KIJ24EVvStBc/3SXAOTsCzwHg0Ncl+fv/XuSbu+UTz0lTOQQloYKTO/yZXPCNgoasMr/BksQQNKfv6NTHHP6cceRPi/k3M0cKqGi+xlHd3BOMfEY+N9i68PBEr38SSkHlXTrPgdm6stJGkmuGSLuNzgaoiv21JmlmIr2ZoYp79+n/1ruCahKwnBJsLbrgF4pZ7dmA9N0VZGd4jQ6BvYzMcuPeKN3Pu1agmb8TM+kPkDbAWxHXdCJQGL/wiMHzTVdgY62DL0iE8kRAam4wNl5x5Hw9WGoclEnL/nX9ef4XX9L+2cABqG2ojNukD9tz2wKLjDnDxDcfeqTmr3q0MtPlJgL12WAKK9aDosPgUVl94jhFta4vUpSelS59GJvj3nAtaLzmPfo1M0dxCj5dYkrTina2a33TVnZcnYuWb8s4Dccnpwve4AGtknFdVdcE8oCU+D6go8NuWhPUnyKuJWfZ5rG9FQV74R/F54Kb7O9z2CJE4D/iGJ4g8LwcfvEGHfy+hl10NNLfU4zsDijIPuKwYhLIoKvEDRmy/g/iUdJya2Zm/HlhZprPP/bH8vAseer+H/dzuYkls1rsictcoXj7vXWwyjj72wdT9D+EWFI1/h4iX6CClC9tJMH/lJtTvPACDe3VF66YN0bSBjdjuCMEq+NVb9+K+oxPCIqN44iHvDgr9qqL936xr5yx0EdD/stKeNU/O+6W+ipYm3kdEShxri8biu+2aN8quRc36VhTE6aUH/0xiAfzr9x6LXa6oII83fgHC/w/s1QW7j5zmOy76d+/In5eG9eqKJVoK4uMgukq5OAgaP3/8+BFbls9H9y/BfVZC6uTOdbBq1ZMnVdguhO/ZFfEtY5KXk+XlrQQ7KTq3aY4dqxaj14jJ2LznCCUiSrEOvQbgv5UL8VvnBujQaxBsm7ZG3QZNxHZHMCGBfji8dTVcHR8gOjKMJx7y7qBguytyM6stXsdcWzc72GVWy1psHtDQ0uGloSSxadxC/LxG2ce0vt4eBT5O1hOCzQNP7lzjQfi85BUUEeyXM5e07zUQF4/sxpjuzdC2ez/YNm2FWvUaiiVaCnLaIbtfU3Fi5U4E88Cc5VvQvEM34XP5784TGNKqNi4c3sUbVOe3K8LbzRmLp/4KFTUNLN1xtFC7JwqiqaMr0qSaNbhmfT5Y35DfOjfEqT2b8cvE2RL7WZDSwbpDP9z4bwk2/dYcNh36w8S2JYzqNhLbHcHEhPjj/uH18Hd9hMTocN43Ie8OitwBbYaVAMpLVTv7eF4vz2VsHlDW0EFSTPaimLxq2IjvoDa2acp/sr4VBWE9Idg88PrJDbx5ekvschl5RUQF58wDrBn084v7sXVMG9Rt2xumti1RvZadWKKlIHNPu+NHeHZhHx4c2YBqFvXQc7p4IrJBj19E/q9rbIEe05ZBVl6B/z0dz+xEl4mLRZ6rI/N+gb6FNab99ZDvnEiICMW9w+t43w9WUqvb5H9EEh3sJKCpZ4Sm/cZCu7op9s8egDv7V1MioqKZ0qYGX+HPgu4b7wbwE+uHwFbX/93DAlW+JA38o1N4CabkjI9oZabF+w0oy2WvDhQ0sM4bhGBUJQQvKv9UwGWVfuL9HyTRURF/U1dRzT7va+WS4lMzeUmiDXdzvkzkxUoHCbCdE2wHCAvys7JTgB9U5Cvzxtjzu5pJ7J8gDSxBcM8nBvpq8mhrIb5VOvfuj861RL8EMh1rVeGJCPfQRGEiopq6Aq5NbYK1t/xw1ycGL0MS+HmsebWhpiImHvcQ+VsIdkLk9zdgOyFy74wgpdO07vX5yt4Dd19h3SVnrLsEyMtWRq+GNfHPzy2g+yVYyOr/d15yBslpGWhTx5D3fFBWkOVzwbUX/vAMjuGNXPNijU3zEgSuJF3GGsWynQuS6KiJH/hUUc8OjiR+pQRSXEo6nwvWXcyudSxJanpOEGXF8FYwqqKG449e87JTDFuFPaSFFRYObiqyM6M0YzX0x+24yZ/X/dO68XJJDGv0vXVcB56EYH0dxney4c2omWm77/J+EPZ//Sr8+7OSKkuGtuCNrNmuikm+4RJ7guTGSjqxUlhPfcL477GSUKR0mtbFGprK8jzovv6KGz+xle89GxhjyaDG0FXLfp/5RySgy4rLvKl961rV0K2+Mf9c5PPAlwbW6VmS5gHxYJ1g94Vqrs8r0Xkgn2MCCX1HWL8C5mvlkuJSs+cB9vjyw5pXCywf0hRG2qq86TZrkC2YBwY3rcmbPufemVGaSdrx8LUdE4tOP4eLfxTuL+qD2l8SSezxTu1izZuUs54Sl5wD0a+xqcTbZM2rWckn1nicPadsZ0hHawORfiOk9GElczQ11LD7yBms2LKbn1gAu3+3jli1YDaqVslOOr8NCELL3sORlJKK9i2b8J4PbHcCSySyBtbuXj5IzxOQZNRUxEsoVv7SIJ71o8hLRqYy37kgiaRV+ro62eP7Wrkk1luBlV1Yvlm0XEBuKanZZUmZDX/PRQ3Dajh06hIvOyUYL2uMvezPGSI7M34ktS87EliZmK5tRQOyOlqaaFzfGncePcVrX3/UqyNe/rYw1FVV830+BecLdkbk/jdr5J23nBPrJ8JeT66ekle1ktJh2MTZUNXQwsUje3Bwy0p+YoHpNt36YeqClcKmxe8CfDG+dyvezLpBy/a854OisgoPGvIG1l7uYokJRklFfKePoMSJsoTLWDmfrCzJn1+a2uIl2LR0ss/7WrmkpPg4Pg8c3Jz/ToG01JzFUTP/Xgd9Q2NcO3UYu9f+/eWxqPLG2BP+/FdkZ8aPpPxlpTSbB5q2zanbzrAkTp36jeH06A6CfF/DvI5oqRXmtbsLfh/ei698X3/EHiYWJdfzhiWcmrbrghvnjuGNhyvvGUFKp9bDZkBJVRPPLu7HvYNr+YntBKjbpje6Tf2XN0Fmot/5Yfv4DryZdc0GbVG7VU/IKSrzHQPej64gzNdTLDHBSOoRINh9oaAseY74mM88oKIpHu9S+TK+tK+US/qQlD0P3DsoXvJJgDWvFug1cxW09I3hcu0YX9kveCz1uw5BlwmLRXZmSJOT/SFcWj+HJ3xGbzhfpHE17PkrT0QEeWbHQBj23J/4ewwqyVTGL/8e4r08GB0jMwz8azsvxeVwajuaD5wAdd2Cj/XZDgl13eoI8Xbhu9JyNwOvSCrko2ZZv+GNDfiJ9QV4GhCH0y/e49zLcN6c+fyERsIyQwlpWdg2tC762+qL7TZgiYiSxsZXXUO0NERUUkaBZYEEVBRk+OpH3yXtC1UeiNU9ZkkadmLPg4NfLI4+D+W9JJLTs7B5sHjmVho9Ik69eM93O7CG2pJKabDHynqAhCemS0wECJ63tEzRgC8robVuoHhZC5acYOrlKrcl6A0h6BWRG5vM2flsDFSWqfTPBSPa1uGn6MQPePImFCcfv+GNo9mqefu/+gnLDLF+B/9N7ISBzSzEVtx7ouAdCcUhOjEV1bVFD1qiErIDBbnLLUmiqiDH54KgneMl7vbIS1amMqb3sOMnFpRnu0AO3X/Fe0mwZMy28R3LRI+It2HxPAnQs6GpMAmR+2/fzFIfLwMi4R0SwxMRbMXzs7dhvJyWIAmRG9sZwhqOewRHfzURwQiaVX/IKPycSH489lr4tZUlP0UnpcHRJxynHH1x9pk/b2h+8X/d+fV23vHipbd2jGmNAU1ES+28CIjCK/FNBsUuOukD71WSd/V+7oD71+aBgM2/StztISmYPq2rNT+9j0vB49dhOPLYh/eSSE7PxNZRrctEjwhWTosli/wjJH8ZY7tccveKYO56hvLklCAJkVsLCz2eiPAMic03EZFbm1rVeEP0J2/CKRFRBuaCMT8P4KeomFjehPjIucs4fuEqQsIicPvUXn69LXuP8obEBzctx9C+2fODwHNXT7ij4B0JxSEyJpaXHRI5LzpGLDAuiZqKCn+ssd5PJO72kFSuas7EUfzEnocHjk7Yd/wc7yWRnJKCvev/lUqPCHPT7HIYrNk3G2NegufhQ1rhj0XyMqthiKcv3BEeGS2WWBD0hhD0isg9JkGSRKyEjbIyEpNL/vsj+XbsvdH759H8FBcThZdPH/HA8a0LJxAZFoKtp7JXDZ/euxXJifFYtGk/OvUdKnIbXq5O8EXJr/qNi4lE1WqGIufFRkeKBOjzwxIi7LHe9I6WuNtDUiNntoqfndjz8MLxIS4f38d7SaSmJGP++j1S6RFhaGrOf7Jm34Jm07kpq2bPI+lpOcnV3EmIWb/0xOfPn7Dh6JUf0nBbUHorLVdwl5Q+7L3RqPdv/JQcF42Alw5wvXECL2+dRnxkKMZvvSIsM5SWnIDBi3bBtpPoLuAQL2eeiChprOSPRlXRJujJsZH5JjVyY0kE9lgX3wyRuNtDUuPn1r/M4KeEyFD4v3gEp8uHeC8J1vB50PwdUu8RwcorXVg7C1VNamH0hgtQUitc6TgBQVmszFxzRlSQD+LCglCnTS9hEkKkP2y95gh97cp7bnwtEcEoq2vz5y8rIw2VZUpH8uZHq5CJiNzYKnfWI4GdOm16iqcB8UhMy+Sr6gO/NCnukmdVfVrmR3i8L/zB9Pd4FhgnlgR5HhSfbwmo3FiTao/QJLx8l4DmNSXXN80P2w3AdkL0sdGD3YqHuOmVXX+xNPSIOPmlLNPQBvk34GLltlhi6W1kCmxyJRAYdh5joPn1Wvcs4XHBPRwylX7i5aoEmplmT2gPfGIwra2JyO+8DEnkJbv61ft6oJKUHjpqirxHAju1W3gSjm/e850GLMgf+CVQ1bW+aC3YtIwsuAcV7r3xvRx9wjCwmeh7/tnb9/mWgMrNzlSXj/OFfyRa1ipaIIwF6Ae3sETfJmawmXmQN3IuKz0iBKvTY5Ikz0kxidnny8lmJwxZfX8mNln8y4ogCMyw1fJfw3a2sOecBUDzBo5J6cV6frAeCezEmkA7vo1AYmoG76nAmh4zXerlBJ2YtMwsuAeXfDKSefo2AgOaiL6envlG5FsCKrf6Jjp8nK6BUWhhmX/jOkmqaSpjcDMz3hDb9o9TuOH2rsz0iGBJSPbY2Q4HNhZDbdHn755nKH9PNzCpIjJ3sPJKknp+COaTwpaoEpTZEqx8J2VDFW0t3iOBnRp3G4JHz1x4IJ31VPAPzs469uwkupo1LS0dL19lNysuaQ7PX4glQZ44uQpLExWkoW1duHp6w+mlJ+9pURQG+lX5TohBPbvAtGlnXL71QGo9IlgCgI2HJUdCwyN4z43cXvtm7wg3MijafJdbq6YNeSLi9iNHDB/QS+SyG1/KWrVq2kB4nuD5ZLswJPW0YCczE9HPEFJ6aWpX4T0S2Gl0t6Zwe/aYB9JZSZ3Q4Oy/cYtOPUV+Jz0tDT6vcnoFlST35w5iSRB3pycSyzzlxZpU+3i6wvulM+o3K1qpMF19A74TokPPgejf1AyPb2UHZaXRI8KgRk3o6ldHZFgoosJDec+N3IJ8s8tB6RkYSUxCfPr0EesP2/MyUz8Cu19G3yD/Pp+kdFHR1OE9Ethpy+jWCHR7wpMPrKdCbGj29+JaLbJLgglkpqch1OfHlCAKdHcUS4IEuT+VWOYpL4Nadnjv44YQ7xcwrd+ySPfLAu71uw6FdYf+WNW/DrwfX5N6jwhBEqJKDUuM3niR92EoKvZcMBp6OXMG6/PBpMRL/r6XEp9dBr+y7Ne/w6SnJiEq+C1PeJSWHSTSUCETEU/8Y3n/g9xYI+PE9CwecK78pZa3YCcCC/y3+1ICiG9lvu7Ldyr8CJvuBvBEiKAsEitLtMchmJeS6m0jXis6t5HNDHDUKRTzL73B8TH1eaPr3KKS0hH3IZM3307P+gSP0EQ0/NJ/QoDthGA7B5TlK5eKHhEsMeMXnYqmJhow0ck/a/trEwOeiNj2IJCXZxLsjGDltk65vOcltgR/Uybz4yfexFPxS0CS+fTpM5Zc8YFfVCrGtzQSef7MqijzMTj4x+HO6yh0sKoivB3WSJz5pTGtfCztHF6H8lXuubHV66xUByuPwsosMIJA8vO34WhvbSScC1hDYsFq5JLGehqwRIigLBLrJbHrpjsvJcV6OhRkdAdrHH7ghXlHHuLUnN5iDZojE1IRn5LGm2+nZ37kAfRGeVb8s3I0HzKzeJmistIjolZ1LV4C65lPGB6+eofWdXJWjb0Kjoa9sx+fW21r6Ap3MJhWVecleI499Maw1rWE1w+LTcahe694YqGZZU4SlD1XuRuSMx8/feK9R1giplM946/uWCHSxVaqs/4HEueBSj8J5wEDrez3zXO/SLSvU104Dyw758J3UvwIG6+680SIoCxSRHwqD/azQHqfhuJNM3Mb1cYKRx754K/jT3FyZhfe6Do3VnKI9URgzbf5PBAcg0Y1dcXngYzCzwOlpUfEiFaWPBHx7zln/De2jbBny3GHt3gTFo/BzWqKlMtrZKqLB97v+fM9t3d23X2GJaV23Hol3BkhwMpyWepr8M+N3NjOus3Xsr+ICl4zpPR6+NSZ9z/I7UNaGi/BIyMjw0t/MIKdCE+cX/La/4K5YMHqzYiMLrhXS3FZuXUPT4QIyiKFRURh6/5jvPTPwJ6dC/zdib8O5jsaZi1ehcuHt/NG17lFRMXw8k2s+XZ6egZPWjRtIFrSJCklhe80UFFSklqPCPY+HjtsIP5etw1L1m7HzjV/C9/bJy9eg5ePH5ra2Yg9vqIYMagPNuw6xJ/vXp3aCpt7e/n44shZe5gaG6Jd88YiyZF2LZrwBuSHTl/kvy94fQjKWrE+G6T0cn36CPWbin6fZavpk5MSeAkNQRklwU4ED2dHNGnTSfh33rl6IeK+7EooaYe2ruaJEEFZpOiIMJzZv42Xkmrfc0CBv9vv1/F8R8PGxb9j3eFLvNF1brFREUiMj+PNtzPS03nSom6D7LrzAqkpSfy5USxkMK0kekTwHSzDxmLPuiXYs/Yf/LnmP+E8cPviSQT4eKGuXRORx/fG4wVPQnz8mIV1hy6hjl3x9nBiZblMreqKNfZmiRiWKDK1rMNPpPTyd3WAaX3Rkn+Z6R+QlpyISpVl8NOXMkqCnQhBHs9g0aSDcB64ufMfpMT9mMWK9w+t54kQQVCb9alwOLOTl5Kybt+3wN9t2m8MnC8fgv3GuRi17qxYw+Wk2Eh8SIzjzbezMtJ50sKobs5nHpORmswTL/KK4iUmf2SPCFaOiSUhdIwsMGbjRZ5Ayk9qYhxPCLC+DbklRofh8qZ5/N+sN4gA210hr6yKII+n8HV+ALOGbYSXsV0vnvcv8ZJcBla2wvPf+7iLNCRn2PN0fvVM/lrK26OioqmQiYhRh9x4eR47I3UYaCjwIPzdN9EIjv2A0c0MhUH/Xxsb8NX3Yw678Z0BLJjNAuHv4tL4ivsn/jnNXUsK69nQdoMj71/B+khcdA9HTEom72XBSgkVpJaeKpb1tsRfF1+jxdon6Gilw/sdxH/IRGB0Km/WPLdzTZ6IYLs8eu1w4gF26+qqqK6uwPsf3PSOQkrGR8zp+PXyAz/CCSdBk+qCv9Cz3g9jmhti75N36LDJEZ2sqvBk0xXPSKRmfsT6AbWhqZQTSIlKzkDb9Y5oY6EFI01F3pT8vk8Mb+bNnre/umZv+8xtZd9a6L3DCaMPu6GXjR4vxXTvTTRvbD2sUXW0KOIuFPLj/brpKl99y2r5G+qoIj0zC7fdg3k5n7EdrYVB/9/a1cHxx68xcvM1vjNAVVEeT33eIzgqkScyWEKjpLGeDa3mn+BlhthK3QvPfPkK/aU/t4D+V1bcs4bLK4a3xp+HH6LpH0fQsV4NGOmo8qBjQGQC72Mwr39jnohguzy6LT0Lc31N2NTQQXUtVb4zhO2ESEnLxNy+RVs9WdzY837kgbcwgcI89ArB1N13+L/N9TUwo2f26kQFORksHNQMcw89wKC19uha34QnGlhw8IqLPw+2rhzeSiQAuXRYS4zYdBXT997F+WdvUcdIBzGJH3DZxZ+Xbprc1RYmVXNWZUzfcwfJHzJR37Qqqmur8OfK8U0Yb/5toK2C1SOoIWVpx5oSs+bkdiY6MNBiifmPuOMZguDoZIxpV0sY9B/R2pIHrkfvuIs+DU2gpiiLp74R/HosKO3gI7mJXHEy0lFBmyUX0MPOmM8DF50DeBLkn0GNxRKMebEyQ8uHNsW840/RdOFZdLI24LsDWOmkgMhEvtvizz52PBHBdnn0WHUF5nrqsDbSRnUtZZ6YYTshUtKz8L9eOcF5aWBjZY2gBQkU5tHrMEzb/4j/m417erecg/8hzcxwwTkA550C+N+LJZ6CopJw+UUQqmsq814OuS3o3wBOayKx9vJLnpBoYFqFz3/X3d7x5DNr3t3SKufLGivVdNvjHRrVrApDbWWekAiKTsIdj1D+eprYqY5YUoeUPgPHzYSGmioa2VrDqLo+0tIzcOP+YwS+C8Wk34YKg/7jfhmIQ6cvYciE3/nOADU1FTg8d+XXa9O0IR48zb8fU3GpYVgddp0HoG/XjsjIzMSZyzcQFROH1Qtni+0MyKuulTk2LPkDMxetRN22fdCtfSsYG1RDXEIi/APf4bGTK/6ePZknIlgipk3/32BZ0wT161rBoJoeT8xcuXUfySmpWDBzIqRp5vhfcfXuQxw8fRHevv5o3rA+/zuwXh2sPNLW5TkNYxm2I+HPZetFznsfHomxsxcK/79n3VLhvy1MjbFw5gSeRGjYdTD6deuIlA8fcOrSdWRmZWHHykU8SZXblmV/oU2/3zD+f3/zcdQ0NsJTl5d8ZwV77udOHlNizwf5fn+NG8R3PNS2bYSq1Y2QkZ6GZ/dvIuxdIPr/NlEY9O/zyxhcPX0ICyYMRfueA6Gspgb350/49eo3bQ3Xpw9LfKz6hjV4U+02XfsiMzMDdy+fRXxMFKYuXCW2MyCvmlZ1MWPJemxcNAvD2tqgWfuu0DMwRlJCPEID/eDm5ICxsxfxRARLNkzq3w7GNS1hUdcWutUMkJyUCIdbl/EhJRmjZ86HNA0dPwNP7l7lf49AX2/YNGzO/w6sVwcrzTR7+RbhdRPjY3kSgpXVatKmM+8fwU65seeh+6BfRc5bNnuc8N8JsTHIyEgXOW/K/BW8JwWzd8NSvHZz4YkblrDKzEjHK1cnngBRVdfEX+t2l+CzQYrDkb+G8R0PhrUb8mQDC8L7PLvNy/M07T9OGPRv3GckXK4exdEFI2DTvh8vhcR2KMSGBcGkfksEuGbvnCtJmvpGvKk261/BVu573D3PV+h3n7oM6lXyryDC6NWsg54zVvFExPphjWDZrDM09QzxISkBMaH+CHRzRKexf/FEBAui/zepC6oYW/AAO9sRwRIzrx2u8x4ZHUb/AWnxc3mIC2tm8iSQiW0z3qg6L7bjQ7DrIz4iBNvHteNJFR0DMyhpaPFdGq+f3OSPxa7bMN6MW4A1sGY9MFjfiQNzBsCqRTfoGJjyMl1eDy/z1wfrn5G798eeGb2hrlsN+mbWUKuiz3dT+Dnf5/etb1YXncaKHp9UNBUyEfFXVzOeeHgRnIAbXlF8tX9NHWXM6mCKgfVzvljWM1DDsdH1sfqmH+w9IiAnUwnNTDSx42drvlPhR9j1iw1W3fDFJfcIxKRkwFRHGYu6W2BwAWWJcvutqSHq6Kti5+Mg3gvj2qtIaCjK8oTErPYm6GebvaqL9TJgDakf+cXiqX8cvy/W0NuqqgpW9a2FzrXFm+D8aKyxNvs7sAbarJTW1yztZQkrPRUcdAzBMadQyFT+CbYG6pjatgbamItu02KJqS61q8ApKB63vaP5ddljX9u/Fk96CFbE5mZZVQVXpzTGypu+/PXExldDWxH/9rLEqGai9TpJ6bRgYDPccQ/CC/8IXHcN4AFHMz1N/K9PIwxqnlPawNZEF6dm98SKc895s2K5ypXQolZ17JrUGRvss7fYlrR9U7ti+dmnPAERk/QBNfU0sGRocwxpWbgGjKM71IW1sQ5vzszKTl11SYOmijwMddQwu3dDDPjS+4LVjl80uBkevgrBk9fv+X1pKCugloEW1o5sw4P50hQQkYATj1+LnMeC/uzENLeqJkxECB43S7rsvuWOJ69D+d+ZJR6aW1bD+M426FRPdBV5F9sauDK/P7Zec8Xzt2E8ycH6arDyV6yXCCtTlduwVrV4koYlSGKT0/iOOmNdNczsaYepvBn610vAEema368B7nqG4EVANK6/fMf7K9Wsqo7ZPWwxqGlOL4h6xjo4MaMzVl58gUsuAbw0T3MLPewc2wYbrv6Y7dd7JrTjjaMvOgUgJjkNNXXVsHhgIx5oL4xRba1Q11CLB84dfSJwNSUYGsryMNJWwe89bdH/S88DJTlZHox/5B3Ge2aw+9JQkodVdU2s+aWZWHmqHy0wKhEnHbN3Hwq8DU/gJ4b9XXInIthn+KHJHbDlhgdOP/XlvStYEpqVgprXxw5V8/SEYX/rm/N7YdM1dzi8CYNrQBQv4Wahp4FZ3W3485jbwCY1eSlH1ivk0ev3yMj6BG1VBbSrUx0jWlugozUdE5QFS+dOx437DnB66QH7W/d5PX8WiJ4/YwKG9eshvJ6ddW3YH9yGJeu24ezVW5CTleU7KQ5tWYFVW79eJ704HN+xBovXbMtOQMTGwdzEGCvn/y5WPig/E34djHq1LbFpz2E8fvYCF2/chZaGOk9I/DV9HIb0yS4zoaykyBtS33V4xstTsfvSUldHbcua2LJ8AXp2zFkVKA2KCgq4fmwXbyx+2v4Gth04xpNJg3p2xoJZk/jfLzeWPDl8xl7kPNbvI/d5uRMRzJ/TxvHnZcu+o9h15DTk5GTQ1K4eFs+ehIb1xMtesL/FE/uj+HvtNtx5/BTX7z3myaFZ40fgr+njJTYmJ6XH+Ln/8MSD10snPL51GYrKqjAyNcdvM/5Cl34/C6/H+gmsPXgJe9ctwb2r5yArK8d3UizechCHtq76IWNduuModq/5G3cvn0F8bDQMTcx5QLzrgMKttGW7Isxr2+Dkns14+cwBiTcuQU1Di5cx+m36PHTqM4RfT1FJGRP/XAoXh/t4+ewRvy9VdS2YWtbGnOVb0KJjzvwoDfIKith47BpvLH7X/gzOHNgOFTUNniAaNWsB//sJpCQlISkh+zvDswc3+Skv26atxBIR188cEbte7vNGz1wgTES07zEAWZlZ8HZzhuPd67wHBUtqDRg5CcMm/s5LW5HSrfP4RTzx8M7LGd6Pr0JOUQVVjMzQ/rf/wbZL9vuCqW5pi5Frz+D23mXwuHcRlWVlebB7yOI9uH9oHX5ExHDY0gO8cbT7lwSEjmFNdJuyFHZdRcu2FbQropq5NR6f3I7Al0/glRgLRTVNvlug3W//Q71OA/n15BSV0GXiYh70D3j5hN8Xa+hd1bQW+sxZJ1ae6kdiwX2WhGCeXzyQ7/UEiQg1HT3elPqdlwtePbqM9JQkvuPBsHYDfn69jgMkPk8s6eN4ZifvGfLa4RpPPJjUa4HmgybwJE5uzQaMR8DLx/B1vs93lbCyTew11KTvaDQfNFGs10RF89NnwV9Myl68eIEGDRrgxrQmYjX9K6L+O53hGBCHsJXZWz0J+Rr30ER02fIMLi4usLMr+WZbJTkP3FkyGPVqSD/5VRr0XnGeJwSiD06R9lBIGeAWGIUOi0+V6Xkg91xwe34v2Bjnv7W2oui79hqe+IQjctcoaQ+FlAHuQdHouMy+ROcBwXv06eXjqG+dU8aOlKxOQ8bg4VMXpAf9mBr0hBTE1cMbTXtmB+f3XH4CS2vp7parKKYN6cybaD8K+jHlYQkpyBsPV4zt2VziMYfgWGHKnvuobila4o98n93TevKA+PJHJV+lhZDcQt+4YdvYtt/1PYM65xFCCCGEEEIIIYQQQgghpMRQIoIQQgghhBBCCCGEEEIIISWGEhGEEEIIIYQQQgghhBBCCCkxFbJZdVlwbkJDaQ+BEFIKXJrXT9pDIIRI2YU50msARwgpPW6d3CvtIRBCpGzLSfEGy4SQimXclsvSHgIh34x2RBBCCCGEEEIIIYQQQgghpMRQIoIQQgghhBBCCCGEEEIIISWGEhGEEEIIIYQQQgghhBBCCCkx1CMiF/0/b6GZiWa57s8w45QnTr0IE/5/48A6GNKwmlTHRES9i/2AxqsfC/9voKEApz9bSXVMFY3Ob9vQ3Kpaue7PMHX3HZx4/Fr4/y1j2+PnVrWkOiYi6rF3KPquvCD8f3l/TZYVuuP3o7mFXrnu2zBt/yOcdPQV/n/zyJYY2txcqmMq7xzehKHfuuvC/5f311hxkTe2ReumDcp174Sxsxfi8Bl74f93r12CEYP6SHVMpPwJfBcKy5Y9hP83NtCHj8M1lAWtjBVh27RVue6dsGz2OFw/c0T4/3lrd6H7oF+lOiZS/rg6PsT0oV2E/y8v76u/WmnCxLZFue6rcGbZZLy4flz4/wHztqFB92FSHRMp/VyuHsPZFVOE/7fr+jMGzt9e4vdLiYgKamwLI6gryKBONdV8A+CSGGsp4unclvzfnz9/xl2fGNz0ioJTUDxC4tKQ+ekTTLWV0LueHia0NIKCbGWJt5PwIRNbHwTi2qtIhMalQVGuMky0lTC4gT5+a2pY4BiG73fFnTfRUJKrDL9/2qO4uQTHo/cOJ3z6DCzqbo5JrWuIXP4sMA7XPCPxJCCOP+bUjI8w0FRA19q6mNa2BtQVZSXeblrmR+x2CMaFl+EIiEmFbOVKMNJSRNfaVTC7Y03h9dQUZTC7gyn/N7s+ISVpQmcbqCnJo66Rjsj5T16/xzVXf7gFRsE9MArJaZkY08Eaq0a0lng7q84/x5oLThIvU5aXQdCuCWLnf/r0GXvveODwfS/4R8RDWUEWLa2q46+BTVFTT0PkusFRibCbczjfx7Fvahf0bmSG77HrphvuuAfjzftYxCSlQV62Mox01DCwuQVGtqsDJXnx9/bbsDhsuOQCJ98whMWlQFtVEbUNtTGlW320rFX9ux6zkY4q/te3Ef93fs8tISVpfIfaUFOUQx1DLbHL7nqGYNtNT7gFxSAj6yNMqqhiaAtz/juVK1WS+Nrfd98bhx/5ICAykc8LLSz18VdfO5hWVRe7/p67Xvy23YOi4ROegI+fPuPmX71gW0N0rvpWHu9icMk5EC8Do+EeHIO4lHR0sjbA0Wmd8v0d9h7fdM0dD73DEBqbDDUlOZjrqWNs+9roXt9Y7PavvAjCA6/3CIpOQuKHDOhpKKF9HQPM6m4DfU1lkesbaqtgTk9b/u+1l18Wy2Mk5cvU0cOgoaaKerUtRc7fuv8YbtxzwGtff0TFxEFBXg41DKtjaN/uGD98IJQUFQu83YDgUDToMhApqR8wccQQbFo6T+L10tLSsWXfUZy8dB1+gcGQlZWBiaEBenVuiwUzJxZ4H9MXLMfOw6f4v0Nd70FHS7PQjzsxKRlLN/yHC9fvIDwqGnpVdNC3awcsnDURaqoq+B5vA4Jw7sot3HzwBH6B7xAdF4eqOtpo06wR5k4ZAyszk3x/99Sl69hz9AzcvN4gPSMT1fV10axBPWxY8idUVUTf37mdvXITwybP5f8+vn0N+vfImXPYd6sb9x1w+fYDODq/RHBoGDIzs2BmYoRBPTtjxthfoaAgX6THeOLCVf538/Lxg5ysLJrY2WDx7MloYFNH5HrstbVgZvaxGrs+KZ0GjZ4CFTUNmNe2EZ73ITUFD69fgsPty3jr5Y7I9yGQk5dHzVrW6PvLWHTsM+SriY3cTCxq49AtlwLH8T44ECO7NOT33X/EBMxaulHsOkkJcTi+cyMe37qM8JAgyCsqwcDYFL2GjUGX/sNQubLkOIEk3m7O2Lf+X3i+eIaszAyYWNTCoNFT0anvUHyvp/du4OrpQ/y5i4uOxMesLFStboRGrdpj2MTfUUVP/HieSU9Lw+l9W3D70mmEBvpBRlYW+oYmaNW5J0bNnC/xd25fOoVLR/fy+8rMSEcV/eqo26ApZi1ZDyWV7LhM2LsgDG5pVeCYqxmZ4OQjr0I9vk+fPuHcwf9gf2I/QgJ8oaisArtmrTHuf0tgaCL63UnPwFg49v0blxXq9knp0nzQRCioqEPf3Fp4XlxYMNYMrlfg72lVq4E5J12Fn0U+z27D+/E1BHs8Q1zEO3zKyoK2gSls2vdDiyFTICuvIPL7yXFRcLY/hFAfN4S+eYn48HeQU1TG3zdDvulxhHi/wO19KxDs6YSPWZmoamLFH5ttp0H4XjGhAXC9cRLv37xE6Bs3JMWEQ9fECjMPOeb7Ox+S4vHo+BZ4Pb7KH5usvCK0DUzQqNdI1O8yBJUkzGefPn7E80sH4Hr9BCID3/DnVaOqAUzqt0Cf39cWOMaHxzbj+o7F/N+Td9+FgVX9Qj++rIx0PDi6CS9vnkJCZAgUVTRg2awzOo2bD1XtqiLXZa+T9qP+QFpyAp6c/g8/CiUiKqjxLYxgqCX6xSR3ADyvJ/5xcAyIQxtzbeF56VmfeFJAXqYSmplqoq2FNtIzP+H+2xisvOGL668icXZ8Q54wyC0oJhUDd7vgfUIa/51utXXxIfMj3kam4KZ3VIGJiJPO73HPJxoKMiVTVYwlC2ae9uIJFJZgkGTcEXfEpmaisbEGBtbXx08/ZT8/2x4E4rJHBOwnNUIVVdEvCTEpGRi65wU8w5LQpIYGRjUzRObHzzwhcdUzUiQRwRIZczpl//+ky/sSeZyECEzoXA9GVdTEzj/2yJvvmFCSk0E1bRX4hsUX6vaGtrSCoU5OgpORy+f9OvvAfRx+4AXLapoY28kGUQmpuPDcF/devcO1BQNgWV08+FnXSBvd7MTnKctq4tctqqMPvVHpp5/QqpYBqqgrITU9kydkFh13wCmH17i2cCAU5XI+Np19w/mOBRYg7WZngl6NzBAWl4wrzv645RaETWPa4ZfWtb/5MbO/yx/9GvN/UyKCSANLKrCEWF6773hh/slnPEnRo74xVBVl8dD7PRafdoKzXxT2Tmwn9jv/O/qEJyEs9TUwpl0tRCV9wEWnQNz3eo8rf/SAZTXRRNxfJ57xnyx4r6WigKjED8X62K65BvOkgrxMZZjoqvJEREFY8qTbisuIS01HhzoG6GpryH+HJRtG7riL2T1t8UfvnC8Jc484wiUgCnY1dNC3kQnkZCrjRUAUDjx4DXuXAFz6X3eY6+c8ZvY8z/3y+5SIIJJMG/0LTzDkdeDkBf7Z1bZ5I+jqaPOEwqNnLvjj33U4es4eD88fgqKCaMBAgH0pnjj376/ed3RsHLr/MpEH3Vs2tuMJi8ysLPgGBOPC9bsFJiLuP3HCriOnoaykyMdWFOz6HQeP4ffboVVTDO7dFe5ePti89wgeODrh3tkD/Ha/1ZJ123Ha/gbqWJqhZ+e2UFNRhufrtzh67jLOXb0N+0Pb0KpJA7Gg3rg5i3Dk7GWYmxrj5349oKSogJD34TyJkJCUnG8iIiomFjMWrsj3uUhPz0CfkVMhLy+H1k0bolPrZkhLz8Cth0+waM1WXLp5D7dO7vlqcklg1dY9/PeMqutj3C+DkJyayh9v2wEjcfnQdp5wEdBQV8PCWZP4vw+fuVTEZ5L8KINGT4O+oWji2/25A/6dNRrqmtpo0KIt2nTri/joKDy4fhFLpo+Eh7OjxERB7sRGbpraVQocA5s3Vs0tOPnIkhBjejRH2LtAvqq+SdvOSEtNxeNb9lgxZzxcHR9g/vo9hV6lP3tEL8jIyqFDr0FQUVXjj+2fGaMQFhKMEVOzE3vfyvHedbx2f4Fatg2ho6uPSpUqwdfbA2cP7MD1s8ew/ewdnpzJLT42Gr//0hNvvdxQr3EL9BsxAVlZmQgJ8ONjy5uIYPMGe9zXzx6Foak5OvcbCgVFJZ40enb/JpKTEoSJCBU19XwTGa5PH+Ll00do1LpjoR/f2r+mwf74PtQwr4UBIyfxZMvdy2fg9OgOtp+9x5M6Auy1NXrWAv5vSkSUTS0GTYKmvpHIeSwxwYLNkgS4PkbASweYNWonEsg++L/BkJGTh4ltS5g3bs8TZ2+f38XN3f/yYPzYzfaQU1AS/g4LtLPLfqpUCdoGNSEjJ/m4ozD8XR9j/+wBqCwjB5sO/aGgooZXD+xx6p/xiA8LRtsRs/E9At0ccXf/KlSqLAPdGpY8EVEQloTYOqYt4sKC+M4ayyYdkZGWyhM1bDeBv+sjDJq/Q+R3MtM/4PC8X+DrdA/VzG3QsOevfG6JDQuCx93zBSYiIoN8cHvvCp7IyfiQUqTHxuYadr9vn9+BYe2GqNOmJ2JDA+Fy7Sh8ne9h0s7bIsmIaubW/MSSVZSIIFKROwCeV7et2QGBn3OVcapc6Sf80bkmRjY1hIZSzkrhzI+fMPaIG256R+OA4ztMblMjz2XuPDB/ZlxDnsDILevjp3zHF56YhsWX3/DdHCx4z5IBxW3NLT9EJKZjapsaWH3LT+J1xrc0wkA7feipKYgckM27+BoHn4Zg/R1/rOgrWuJm5ulX8ApPws5h1uhto1fox0yItIzpaI2p3WxhXk0Tjm/CREoEfS0RIWknQF6PvEN4QL6phT7Ozu3Ddx8wQ1pYYsCaS5hz8AHs/xIvQ1TXqIowOF/cbiwaCIVciQaBKbtu46TDG56YGdW+rvD8tRedePLy2Kwe6GybM895dotG+0WnsO6is0gi4lsfMyGlSXh8Kv456wwNJTncWdiHr+RnMrM+YczOe7B/EYjzz/3Rr3FOwvDx6zCehGhqXhWnZ3YRvvYHNzXDoI03MPfoE1z8X3eR+zk6tSNsjLVRVV1JrFRUcejdsAa62RrBqpomwuJT0PCvMwVef8etV4hNSceKn5vyRIrA/3rVR+u/L2DbDQ/M6GYNhf+3dxZQUa5dFN732pQ0CAqiqICKgYHd3d3dndf22lev3Z3X7lbsVgxQQkFQJAREkEZQjH+dd5xhhhlgVFD0P89a30K/qa/mnZmz37N3LskY0q5yEazpVxNFjBWF3pVO7ph7xEWINntGpt19wTDqcvPYTpWz5PuNnSaK5WTrNLC76hmE1KVw8/5DzJs0SggXadF/3N/woAL9mn/RvnmKbQfx4cOHNB9HxfZBE2aiZcM6iIqJwXXn9GdZp2bJ+m1ChBg3uDf+mTxatn720rWYt2KjuP3vsUPxrTSsVRXjB/dB2VI2St0OPUZMwoip8/Do4hGF25Zt/E8cV+pQWTR9vCgsyBcA0oNECBKFurVtgeWb/lO6PUeOPzFr/DAM6tkJevlTxo7k5GR0Gjwepy9ew7od+8XxUKfbY/ay9UIsuXV8F/LrSIqcw/t0QbWW3TF44mxRDMmZk8sBvzr6RiaYtmwr6jZvh1y5c8vWD5wwC4Na18SR/zagUbtusCubIjylJ2xkxLGdG+F2/xYGT5qLNXMnqbzPib1bhQjReeBoDJs6X7Z+8KQ56NOksijI9xs7XczATw8aX/6dOAR//PEHVh+4gOKlJJ2DfcZMw+DWtbB12RzUadZWaWb/1zB0ynyMmb1Maf3p/TuwYMJgbF85H7NWK3Zl/zNuIJ57e2DWmp2o27y90janZt/G5WKfSfgZPn1huuOGdn5dmRiQmoEtJc4UzTr2VGvfXG9fEyIEiSVLd50WnTJEo7bdMLZ7MyyZNlIcV+b3Jp92ftTvq/q9unZgPfG3QrPusnU0u59mzzu26Y982ilCJXUm7J7WE963nOB8ZDNqdh0pu83IsriwvjIrbo88GtpY2MEeb2Miv3pbqSPpyL8jxXt+4OrT4vmIen0mYt3gBri4dQFK1WkNw0Kq65bqQGLCkPUXYGpdSnR2kHVXetw/sUOIEDU6D0eTYXNk6xsNnoFVfWqKjof6/SZDzzRFADqzZroQIej+9LjU+5huB9OC4TAtagfDQtaiq+FreHh2rxAhSMDpNGOzOI6Ey+ndOLxgOJzWz1QSTX4Gv0xY9R2/KJHhMPmYl8rbPYJjxe0j9nvK1t18FikKwNUW30KR6Zdg/fdltFh7D8fd0le85Km44IZYVNF2wwPxmqmhToG11/xRb/kdWE2/hOIzrqDjZhfc9vv6N2J24GlYPB69jIWNiRbKFkqxTyBrodF1iyiIENL1I2pLWpmpi0Kekx5hoitgWK3CSiIEkTNH2pfkhCNe4rUmNvw++5W0cA2MwYabgZjaxBpm+dNWcIfXtlIQIQh6g4+pW0TlPpNt1UXvCHQob6YkQmS0z4wyNEOdMhwm/HdN5e3uAeHi9qEbLsrWXX/yEiM2XUKlCbtgMWADLAdtRJM5h3H0rq/ar1tu3H9iUUXL+UfFa6bmXfJHrDrjilrT9qHQgA2wGrwJbf89jlvewcjulLMyhk1BA5UWK5kBWRMRU9o5yoqSRM2ShVCvtAXuPA3Bs1fqdWFkFqpECKJ5BckXHf/XMQrr/cNjxSzUevaKs07I5spMXxNv4hKz/T7/btzxeSUyHCbuUd1a6xH4Rtw+bOt12bob3iEYuf0GHKcdRuHhO2E1YieaLjiFY/f91H5dh8kHxaKK1ovPitdUNT6sPueB2rOPwXLYfyg6chfaLXXC7afqf0f5GVzyfIl3Hz6iW/XiMhGCyJXzT9mMfpr1L8+umz7i7+RW5RWvfVsz1C1pjju+YXgepvj+amBfSIgQWQUJEKUtDMR2qwPZKxH1SxdUWG+mp4mSBfWEKJmQlPLDguyaUosQxLCGpZAvVw7c9s3e5zkzoFn5lOFAtjyqeOTpLW6XL7hcuXVPzDYvWbsl9GwcYWBXFbXa9BSzuNWleLUmYlFFg079xGuqmom+ZP12VGjcEbolHGFUqjoadx2E684PkN1Jy6qndRPJjFm/gKA0MwGmLliB0QN6oFyqQrw8ZBF09vINdG/XXEmEINIrZE+ZvxzRMbFp2j2lB03y2bbvKLQ0NTB1lKK944Sh/UShnrpB6H7fCmVtpBYhCOq8oAK+l6+f6AaR8jYxEQvXbEHRwoWwcNo4hWIiQf9PvU7K0TMXcfj0Baz+Zxq0NFV3NOTKlQuTRgxQECGk6ycM7St7X6nDfwePi4LopOH9ZSIEYVfcGt3btRDXxZXb95DVPLp7U2Q4LJ2WIiTJ4+P5SNw+d0w/2TqXW1fxz/iB6FK7NBrYGKChnRGGtKmNSydVf86qokO1EmJRxYhODcVrpub9u3fYs34pejeuhPol9NG4lAlGd22Kh86qawHZhWIly6BR2y4KIoRUoGjZtb/4t9vd9O2X1YVsg9YtmIbOA0ahRKm0rUJCA/3F3yp1Gius19TWEUVxaVdBRrjevorgAD/Ub9lJJkIQGppa6D1qsijoka3S95AnjY6x2k0lk4NCAhS/D1KHyZ3LZ4W4k1qEUDUmJiW+xc41i1CwcFEMm/bvV40b8rzweQIvNxcUKVEStmXUyzQlEYLoP36mTIQgKlSvg8q1GorrItBP/d/DWQHNxqdC8PGl41XeHuLjLm4/ODelC+e5y3Uc+mcYlnSpgBkNzDGzYSGsH9IQ7pcUheP0oEI5LarYNKK5yuI0dQqQZQ5lp82ob4ZZjS2wZXRr+D28hV+RsBdewgLJpIgtCtqWl63PkTMX6vQcryBCSNfX7j5Gdt7k0dY3FgV+EiG+Bz/X64gMfoEy9dvLRAgij4YW6vaegE8fP8DlzPfZB+qbWaJQyQpK9lJpERkqGc+KV2mosD6vpg4Kl6ki/p0Q/Ua2PjrsJe6f2A6rctWVRAgiRzrfm27tX4Ng70doO3El/vxTffs6KfdP7ZCJJFIRgnBo1g3GhW3EBIR3byW/aX4mv0wF1NFKF+a6eXHCI0zlDPIjjyQ/6NqVKyBbt+a6vygClyuUH/2qWqB1WVMERCZi8F4PbLwZkCXbST9EO212wZyzvsKOpHulgmhhb4InoXHouNkVpz3D8Kux576kaNr5K0Ktc+b4Q9Y1Ic8Jd8n+NytlgpfRiaJjYvXVFyIrgo5dWhxwCcEF7wgsbmunZPWUGZB4NPrQY2G31LOyYpHha/c5Z5r7bIyI+PfYfe8lVl19gWNurxAnV7Rg1KNKiQIoaKCF4/eeqRwLDt2WFLw6VC0uW7f6zEPc9Q2FQ1ETYYfTtnIxBITHYMDa81h/zi1LtjPp/Qe0W3gcs/bfEZYcPWvboVUlazwJeiPEiFMPVHfc/Orc9g7GilMuWHP2Ic4/8hfFVlWQGEMe8ZWLK4tz9ewtZc+VGrI+2nzBHctOPhAdCiGR8chqLrhJvnzYFkyxpiNszPXx6fNnkSshj2dgBEIiE1DdtmCm7DOjPjTjvqC+Jk48eKF6fLgred+1r5wyi2b1OU/ce/Ya5a2M0K+uLdpWKoKAiHgM3HQNGy4+zpLtTEr+IDoBqLOArIF61CyBVhWs4BUchXbLnHDKVXLNZUdex0gENlWWTZaGEmHi/vPXCu99CmLWyJMTlayNlR5Tr5TkfXLbJ3sX5qXWURc9FL1uQ6IS8PhlFGzN9WCgnfEPmj/wh5iAkDOLRN7sBFn4kCUMFV9VzRDde+yM+NulTUo3zJIN23H7wSNUKlsaQ3t3EQXhF0HB6D58orDjyQoo+6Bp98GiaJ4ndy7069oW7Zs1gKe3jxAjjp29hF8REg8Ish1Sack0cTYKmBhhegb5DodOn5cJG2QttHXvESxau1V0DVB+Q1qQiEMdF/9OGyde52vxfRGIkLBwVKlQVsl+icQXshUKfvUaz/yzJk8t15dCQU453+cL1+8gOjYOLRrUEdkNlPdAwsSWvYdFnkNakJgxcvo/6Na2ORrVrvZt2/Ol2ypnTvV+B12/IxHR6teQFEnkaVRHMqv6xld2qHwLVHQ2MS+Ey6cPqxwHLhzbJ/42bNNFtm7PhqWi2Esz+MlKpn7LjggJ8sfM4T1xYMuqLNlO8vunGeLr5k9F7ty50bJrX9Rp1g7PvT0xpmsTXDurXmdwdkNaFE+r8HX70hlRJN+/eaUQgD5+/Ji+JdPEITA0KYA+o1XP2JdCNkBS2yN5EuJi4XbvlhBJpPdJD7IiIirWlMzalocK6QRZFWUFJDYQViUU81SunD4s/pIFVtSbcJzcuw271i4S+Q+0f6m5d/0i4mOjUb1Bc3xIThaPp2NOXSNhweqPX6f2bRd/m6rZDSE9fvk0NFG6gvI4QHZZxKO7P1doK1ymqvDN97h8TOVM8UcXJAJk2YYdZetIDAjwuItCdg6o0m4AytRvh8iQAOyb2Q+3DmTNbO/kd0nYOraN8O0ny6KKLXuhdJ02ePX8MbaOaQXPayfxq/HglOR7lUPTlG6IjPgzp2QSMtkaZQVky0TIW0VJKV65nkoRJKsxLiwZq3zuKAa3JyXECpsnLX1jYfEkhWykKB+iVK0W4j7UMXF151K4nt0rsjTSIiLwGS5s/gc1u42GaVHFcUfdazToiQsMLYopdGfIHz8S0wIf//xJNr9MLyapOW3KmmL1VX9c8XmDBrZGCgGIVNQ11s6NGtYp/toLW9sq5SC8bf5RdEUsvuAnRILMLmovueSHu/7RmNLYWtYVQExuZC3sjSYc9ULdEoZiNlx6eIbEiYwFdaHQ6SYllX/gfy9kpXT4YShy5/hD2BGpy74HkmyD2nKZEtLOFWnXwMxTT/H+Y8ospoK6ebG9Z1mFAG2CrJLIkqlrBTNUlzu/mcniC88RFJWI7T3LKCiHX4N0n+VzNAj3L/v8PDwBw/Z5Iu5dygesnkYuYddUw1rxMUza0Plp51gcK0674pJHIBrJWeLQWHDE2RfG+TVQs2RKEXhxr1pKOQgJ76qj6ZzDImSZRAJVQcTfA3n6O/uEYnoHR4xqnuIvHNHeEQ1mHRRZAVR8ls8cUIVHQDjOuL5Q+3VLWxiiqYPqrJcfwcJUWQYmuhpYM6A+apdKyX5JeJeMsOi3sC2or7LjQhpc65dqhjRx7fFLsUihgt6ABqUxq1M1/JlKBPxWtl7yEH70sW/f4Z7vKzx88Vp0LLSvkiJuEZPbVsZdn1D0WnkWTctbobBxfhFmSyJTpWKmWNy7dqbsM/N14wMJCSudPHD5cTAa2hdSGB+O3n8BY518qGmb8nm2qFsVpaL67I7JaPbvaSw88RA9apQQRfTMZPHJR3D2DcO0Ng4Y2SRlts+UOAc0+uck/tp1WxToMxwfgt6IrAN1KVVIXylU+WvR15LMqAv80iEgDwk4xIdPn0UHQfECupJrPyYRtma6qq/9L10DfmHKP96zE9TJcM4tEFP2OYugbhtzPUTFvxOikbmeBjYNTHm/pwdZV8UlJaOlQ8pn1+/8fuzUqokoWp+7dhvN6tVUaD0/cOKsCB6uW62ybP3qeVOVchDI3qdW214isLh/13Zq++Ory9wVG3DznivmThyJv77MOidmTxiBai27YdiUuWhUp1qaOQtS3B57Cw9/dbG3K4FWjeois1j/334hFFCh3NnFDQ/cHqNhrWro0lrR9ozYtPsQrt6+h4sHtmQYfvzQQ9KN7vPcH71HTVEQHwz0dLFr9b+oWz3lHEo7BwZNmIU61Sqhd6fW37Q/z15IJo1ZF1b+MS3WW0nWU05FMavvG9dSc/+Rhwh3rlCmpMhOSH0s6PuGQ+MO4rXlhYJZ44ertE0a/fcC8XfxjL++eZuo+yMtYUEVz/yDRDeJqbGh0m3SY5pVIk7qcYDCknevXYy7186jWr2mCuMAFW/1jUzhUC2l6DR+3iolu6DEtwsxpG0dbF02Fy279hP++pnJthXzRIF80MTZ6D70LwV7I7LDWTRlBBzrNEKevOmPP76P3XDjvPoFSWs7e9Rs1BJZAYkKTkf2iHNQobrqsWb5jLEK/6f8ghkrd6BEaeVuh+O7N4sOhVUHzqfZRSCleefeOH90j7Ak8nZ3ETP4KSPixvkTItR5zro9ap1DClcW26XCeom6K0jQeOmfOZO77lx2EqHY75IS8cLHC/eunYe5ZRH0S2WT9NRDEugb9NwHc0b1URAfKKdj5uqdouNAis+X+5N3fu/GFWX7RNCxGDB+pgjFTg8SMM4f2ye6XijoWx0oSPzN61eig0JVMLj0mMpvz8+Ark+a/X5t93L43r0Im2qNFcYI94uHoa1vgqIOtWTrW49fqpSD0CxxHtYPaSQCjkkkkM8vyAwoU4CKzo0G/Y1aX7oCiPiB07F2YF0cWzQGJRzrixDj9Ajx9cCTG6fVfl0z69Kwq9kMmQ3ZLJHtT45cuUXYsrq4nJaIF8UqKQsFmcGbl5IOJFXWS9SBQEV/6X1+FBWad8ej8/txY99qvPR+KLpHREbEjTP4M2dOdJuzQ+F6o7BuIjEuBsu6VkJcZMpkdMp9aD1+qYKwJr3WD80fJkLD6/RS3R2UEZEhL/D50ycYFlRdC6KwceLNy+copkLo+ZH8MkIE0a5sASFEHHkUqiBEUFDwq9h3GFDNQmEGfmoRgiDhoYODGWad9sGjoBhULZp5hW0qcux0fonixpoKIgRhqJUbQ2paYuqJp8IySn77VfE4JE6IGurSsXyBLBEiKDz6TUKymM1voKnY7pkWl55GYOfdlyhmrIkuFRV/TNJzEX+ffIrhtQujl2NBYW2y614wFl98jp47HuHm+KoKQs3Eo14iEPvvZopFwMyCroN1NwKEWFTEUHW4XEaQcLTk4nNxnuUzMQjKwyDmOj1Dp/IFMLpeEWjlyYkT7q8w45QP+u10x/VxVZTsnpi0aV9VIkRQ94O8EHHTOxivohNEALN8wUtVGLNmnlzoVN1GBBG7+r1WK9fga8aC7Vcei0BieRGCMNTJh2GNy2LSrhvCMkp++1VBs+u/JqiYMhp+hhBBAsiaAfVQ1cYMRjoaCImKx1HnZ1h+ygXdl58W+QslLSQ/hmPfSt4TOvlUFz90NCTrSQiQki9PTvzVuiKaORSBpZGOmG394PkrzD5wB+uc3MSs8mkd1PtxnhFbL3nCOzjFSo8EiMW9aynZqFGwtNPf7dF71Vkcv5/yI8hUVxPdatqigF7KePIt+8x8G+0qFxVCxOG7zxWEiFs+oSLfYFA9O8XxQcXMfjE+VLEWPv4P/cNRrYT6Qrw648OO609FaLO8CEEYaufF0AYlMXnfXdzwDlXYflU8Dor8qmBj2qfvFSJqlzQX37X23PJF/7q2MNeXdEFQB8riU5If20TMl2s+LlHyua+dT/V3COn62ETJ/bMrZBN1ZmJzDN58DRc8XoqFoMDuztWKoaiJ8udMaoIj40UIN33HmdQqpQX+d4aK4CRE7Dt2RkGIuHbngZjtPqJfN4UCiaowZpoNT1YylGFw/5GnQsDu90I//DbtOgjbYkUURAjCyEAfowf0wpgZC3D51j2F7VcFZRnMXb5B7dfu0b5FpgoR1H1AxXP5Y082QKltQgJehojujwHd2ouulYwI/2JNRDZOPdu3xOSRA0QYM9ll/TVnMToNHge3S0dgZpLyO2TqgpUIC4/AmV3fHnwoFTzya6dYwMkjXZ9eV8a3EBMbh35j/xZWKfK5FPLHYsXmXahgXxK7Ty8UNk13XNwwZOIscVxtihVRuFaOO10Wx4ryNfR1UyxuvwanKzexec9h2FgXQZ9O6mVJxcTFwdhAP91jR8HaP4KGrTsLIYK6H+SFCAohjggLRYd+wxXGAVWZBTSru3G7biKTwOvRA5Srkv778WvHgeO7NosZ+vIihDS4ufOA0aJg/+DWFYXtV4XvE/evCvlt3L57lgkRm5fMgp+3J5p17CWK0fKUrVwD1es3EwHN+fUM8eplAE7s2YLD29diXI8W2H7uvuh8kEK3U7dIq24DUKaSpKMmPUhkWLn/PBZOHIoLx/fLuhbIHqjLwDEKNkvpIS3ya2qrfu+QGEHblhk4X3ESeRpSSpQuLzIgTMwVC95SS6n1C6ahcfse6D1ykgiavnTyEFbPmYBpgztj16WHMDQxU7j/gc0rYWPvgFmn7wibJg8XZyycOEQcV8tiNuleW7cunkb0m3DRhaGrrywuqiIhLkZ2jFQhXa+qi+NHU6ZhByFEUPeDvBBBQcqxEaEigJlyC6SkFiGkBd7yjbvgzJppwm6oSLmMr9OvGSPuHt8mrG3kRQhCS89Q2O+cXD4Rzx9cU9h+VYT6eghRQ11on7JCiPC65YSE6AiUrNUSmrrqTYp96nwB905sh5FlCVRo1gNZAXUQSEUHVdD6qFdZL6LLQyIDhXMfXTgKbhcOyToyqDOmRpcRKCBnISVv03R5+78oXrm+yIkg6yqfu5dwbPFYYStmbGUrQqKl3D6wDkFPHmDQWifkzKVe3TU1SfEZHDstHYX7/Ux+KSHCxlQLJQto4dyTcCS8+yAsLggSJlLbMhFke7Pmmr+4f0DkWyQmK9o0hMVlbsHnWUQCYpI+CAspmmGfGr83byX3C0/IUIjoVMFMLD8b6Sx/+ZDqjIr6g/e4i+DrTd3shYAgD9mYELT/8lkPY+sVge/reBxzC8MpjzCRp0AcehiKc17h2NqjjHjOzOb9F0smuq4G1/i24kzAm7fosf0hPn0G1ncprSTYSK1r7QpoYXE7O1nHRS/HQngZnSTEtT33Q8QxYNSDLHJKWRjg3MMXiE96D628kmN++I6yLRMRl/geq0674uzDFwh4HYu37xXbPsOiEzJ1+569ikLM23fCQoo6LlLjFybJAfANicpQiOhSw1Ys2Z3U4kcRE12Ma1UBRvnzYey2q1h+yhWbhir6Kn4NJG7Ih1Rr5wMal7MSWRY1pu7DunNuGNmsvKyg/z3c/EdiD/A65q2wU5q57zYazz6Mg3+1VBAXXJ+HofuKM7C3NMSqOZ1Q1FRXFBqXnXiAEZsv42lIFGZ2qvrd28N8HWSRU7KgPs65BSE+KRlaeSWfHYfvSsT99o5FlcYHympwehQoZvQrjQ9frIgyi2dhMaJIb66vKTouUuP3WvLl0PdVdIZCROeqxcTyI7E01MaoJvZYetoNtWcfR7NyltDOmwvXvUMRHJkgrLFeRiaISQa/E3Reuq26gPz5cuP0xGawK6iHyPh32HLFSwhWLn7h2Dwo7dlFkfFJ6LryAiLiErGmb01Ym35bQfJXg2yB7O2K49SFq4hPeCtmaBMkTBBd2yj+uKaiMmU1nLxwFS8CX+JtYpLC7a9eZ+wp/jU8fe4vOggKmRfAnGXKdg7SGe9Pn73IUIigvAFafhYPL0jsQsLC3whbpMn/LEON1j1wetc6BZFgyKTZ0NXRViqyp4U0SNXetjjW/fu37HvsoB4dERTySghN2/cdw5RRA8V66i5Zt2MfFk4fByuLzJvk8SNITEpCx4Fj8fT5C8yZMEJJ9JIeC7LwOrBxqazbgEKv1/07Ay16DsXKzbtk18qbqGiMmDYPLRrWVpmvoQ4P3DyFNRmds73rFiJPnm8rUPxMqAhOM/9vXTiNtwnxwt9f3papkZwtk7QwSlkNNy+cQkjgC+GxL8+b12nbYH0Lgc99hHUOWUhRx0VqpDPGA589zVCIaNqhh1h+Nsd2bcKuNYtQvFQ5jJy5WOn21GHHltYlMOLvhaLjY+eahTi0fS0GT0wJZV04aRi0dPJjyGTl46OKqIjXmNy/A2JjorB01ymULFcJCfGxuHBsPzYumgGXW1ew+tAllTP1fxZj5iwXS3xsDJ55eWDjwr/Rv3k1/LNxv4LwJR0HitraY+K/a2VjYpseAxEWEiREt1P7dogMC/n758qdB/M27oeBscSitXKtBpjw7zqM79kSBzavSvfaOn1AkoNBotLviGkROxSwLiWK4+/exos8AAVbpkYdlYrVZM/kdfOMsGRKTlIcI+LeZK7dZ0SgL5LiY4SFFIUlp4ZmmBPhgb4ZChEOTbuK5Wcj7Wyo0KybWvcncWffjH7Iq5UfXedsE0X4/xfITmnn5G5IjI1Cn6VHYFGyApIS4oQocX7jHDx3uYaBq8/KxLLPnyXveS09Y3SZvU3WJUMB0onxMTi+eCzuHN6IdpMkVoMRQc9xYfM8VGk3EBYlM2+yTXbmlxIipGLD7DO+OO35Gh0dzIS3P/3b2kgTZQrqKBSYKUyagpHtzbXRycFMBB3n+OMPsY7Eifcfvj3cTBXRbyXFiyev4sWSFm/fp+29mJ0gSySywSqgkwe1i2esvD96GYPOW1zFMd7btzxKmCjPYNLOmxORCcloaKv8fCROkBDhHhyHDuWBqLfJonOiRWmTLOn2IFZeeYHn4W/hNLyyUp6FOgRGJqLdJhexrVt6lEE1FR02tM9EAxsjJdunhrZGQoiQ2jcx6tO+SgnM3H8bpx/4ic4GmiF/8sFzFCugh7JWKdfL+w8f0fKfo/AIjECZwkboXMMGepp5RVs9dRucdX0h7pOZkF0H8TjojVjS4u07yUzh3xnq0Jjw33Xc80350aijIZ0BrVoMlnYFqCMqmOhqor69JQ7cfopH/uGoafdtGS+qIIuvNpWLwco4P+rPPIiZ+29hw2CJmJL84SMGrDsvuiS2jWgis9CxNtXF6gH1hAixzukRBjawh5m+VqbuM5Mx7R2LYNahBzj9MEB0AdD4cMo1AMVM86OMZcrnD733Wy0+C8+gSJSxNECnqtbQ08wjiui0zsktMPPHhwTJuX7yMkosafFWzsYvu0Gz+Yua5MeWy09w9J4fcuT4E5WtjbFhQC0M2nhV3MfwS5ef9pdJBCT4qEK6njoLsjMjt90Q2S/H5zcV9l7SzpmZ7SsiIDwOJ1z88cDvNSoUMVYpQrRbeg7eodFY2qOaQkbJ/wNdWjcTRfFjTpdEZwMFQx91uogSRa1QvrSd7H7v3yejfsd+orOA1vdo31LMIKfri9adPH8V795nbudMVLRkxqiHl49Y0oKshn4VTIwM0KFFIzFTv0rzrpg8bxl2rJwvCzC+dMMZx7atEl0N6iCdPd+0Xg2l77FUcCchwtXzifg/ZQAM/GuGyPgY3uf7Ci06Gczal66X3i8zskLa9R+Nq3fuY8rIgZgwLCU8OfWxcLAvqWR5VL+GoxAJHn45FgR18SS9e4eVc6d80za5uD9Gs+5DRBcfCUoUNK0u+bW1Mzx2aXWbZFVXxNp/puC603HR2UDB0NecjsGyaAkx81xK8vv3GNGxIXyfuIn1Tdr3gI6unijw0Lqb50/hfSaPA7HRki7Y514eYkmL1IJIdoUyC5ZOGyXEn2W7T8mEH3UgSyUSIjwf3JGtO3NwJ+7fuISF246Kmf/qsGrORDx+eE90VhS1KSXW0WPJgigyPExkUlBWAuV/pEfKrH3V1qUkWqXVLfGtkOBStnJ1LN5xHF3r2GPu2H44cNNbJppofdmmqvWaKI2JJCaQEPHU01VpH0rYl5eJEFIq1qgnukR8PJUnpkihriGyiTIyNUOlWg3U3g/pcUmr4yGl2yTjjs4fAVnVnF37Nx5fP4XyjTsLL/vH107AyLI4zEukdNB8SH4vwqSps4DWl2/SBRo6evjjzxxiHYkTHzJ5jKACNEF5ELSkBdn1/ArERryC771L0DEyQ7FKyvkrqSE7oq1j2wp7sb5Lj8DEKusmSUpn80s7I1JD69Oa8Z9VnFk1FUGP72Pk9puy7AYK5a7ZdSTiI1/j5v418LhyTGSVENLtK1qhlpJVl221xkKICPli30RQp4WWvhEaDkg/eycjZB0PaR07acfEl/v9TH45IaJ1GVPMPesrwqlJiLjgFY7YpA9Ks9lJaCDBoVslcxFwLA+FI9Pt6kDFyuQPyoGXROqgYe28kg+nVvYmWN9VsT3na8kOGREHXEPw8dNnYWWVUZFeiBCbXUVXwIH+5RVEIXmKGmogMiFGVpyXR+fLOmlodXB0kijwn/QIQ4FJF1Q+n3R96AL1P5TloWuEvKzrr3RWeTuJXrSMq1cE4xsUVeqEIBHiddw7bOleBvVKqBZrihhqwO1lbAb7rPoaY9KmnWMxYctz6I6PECIoGJnsb4Y1VvQ0JaGBRIgeteywrK/ibNWV1CWhZv4CFSbTKkjGfbEgSW010rqyNTYP/bYZcL9qRkRqKKibZqQnys0yp+IdZUcEhsfi46dPSr7x0pwEaW5CRuh/CYiVf43MhIQtXc08uOUl6RAjfEOjERAei+YViij5+NOPEgpVf/TiNbxevhFCRGbvM5M+bSsWwZzDLsKeiYSI8+5BwvpnaENFawLqgiDBoUeN4ljSQzFAdKWTuxAi1IF+h6b1XSG15RB1DxCtK1hho5q5AtkpI0JKB8eiYpGHBB+/13HQ18wjOicIce3nz4eAN/Gqr/0vHSBF1LA2+llQZ829569hb2EgEyHkqVbCVIhedC2lFiKkIsST4Ej827UKulXPGpvJ7EynVo2FrQ+FU5MQcebSdcTExmPMAMWZnScvXBGCQ98ubbFuwd8Kty1et00IEerwxx9/IjlZtdBPryuPtIhNhXvKOvgefnZGRGpIzNHLryO6I6TQ8SVa9xmRZs4ELWQbtXmJZDY05S+4uD+BjrZyATK/juT4JSZJBFbqennuHySWfFaqbZ/My0m+iz29eVqlFZcU6y+5D2nlGEi7VaRZEd/bCUEiBIk0ZNE1Y9xQlfcrVsQyTfGDrJy0NTURGx+vcLzpmrOqpLojtMsXG6BNi2cpddOQCNG022DRTX5293oF0U4drAsXgrOru+giSi2aSI9pWvkbWUH9Vh2FlQ353JMQQSHJNPOcbI/kuXnhpBAcWnTpiwkL1ijctnvdYiFEqDsOUMFSFQmxikUaaSG2bov2mLV6J76Hn50RQQHIiycPFwHLy3afho7u19lQU8YBkSQnvj574ib+Tuij2haM7IxoIZupqUs2iXV3r54Xry0VIeSh7gISIp49cc9QiCj4Jccg6MUzBcFKWkgnUaOUgyOyAhJOqJPj+rkTojNHmqlQyKoYvN1dVRbwScSQhp/L526I21QIJjRu5NPUxtt0rFKcDu8SeR+N23X/qg4SsjMj4SM0yF88PvVj6ZjKH+OfjX39dnBaPxNu5w8KIcL79jlROK3eWfHzioQGEhwqtuiFNhOWK9xG9k50u7pjBOUkqCJ1ITePpuTzr3TdNugyayu+h+yQEfHQaa8IU6bjLG95laYIMaaNmOXfb9kxBVEoK5DmGFCXQOrXovNChX+LUikuCT+Cp3cvIp+OnsoAaaty1YQQEfrMQyZESPMtVAkm0nXJ71LGCHosXeszG6qeULl2gOS7ItlDpWc5RvkSJBZFpJGhIc3WMCj48ydE/XJCRIH8eVG1iD5uPo8UBWASJKgAkNqWyT9SokY2UmGBdD9AYouiDvnz5YT3q3jhfSzvD05dDVKrJSnFjDShlScH3IKp0PT5m2bYZ6eMiP1fbJk6O5ipJUJ8/PwZ+/qVR9lCaRfS6NzdD4iB72tlKxzpuoJ6+WRBzhRQrYrj7mGiG4b2+3ugYGkDDWXLJzq3zi+iUa6QDmxNtFDaXDtNEWJDV/t0rbaqFdHD0UevMthnzof4Wgroa6GarZnIWSBrJRIkaCyg/Ah5/F9LCryNyyvmthAUNKwu+TXyiKJy6rGAglilVktSipvpieK724vXKgtvX8OvkhGRFnRsohPeiW4UeaqWMMfRu7646/NK5ErIc8ld4vVa1UY9Swcq+Kfl9Z8Z0DkmkUtLP2WsePdFlHoTp2gbIuVNrGR9brm8m8zcZyZ9yEKLisOUsxAW8xaH7z2XfFdINRPdP1wSuNyojHIx5v4z9ScD6NL4EBylenz4UmiXQgHOND48Coj47vHhZ2REZBTETO+NrtUV7aKqFjcVQeH3nr1GleKKswEveb6U3Se7QgKLVFRQRcSXcYCyalSJEI9fRmJ+F0f0rmWD/0fMTU1Q07ECrty6J4qiJEiQYNs5VYiyX4DkWmjeQFmgu/1A/euciu+eT33F7Hz5fAQKvU5d1LaxthKdAVRoV1Wo+Rp+dkZEamh/aea7fOeDY/kySEhQ7u4IfR0ucggoK4PuU6VCGdltZE+07/hZPH2m/LvE21cyUcLCXPJ9nDoC0sowOHv5Bl6FRwg7rjy5c2fYkVHMygJmJka48+CR2BfKCpHvXiCBhW7/3mK6vAgxdlAvEVqeFlKrJm8VxyIiMkos8sJI68b14FBauXDx0NMLjx57o061yihc0EwpbFsqQtBnxOmd61ChjHIxNyNqOFYQQsTFG3eEACjPuSs3v9xHMccsKzEyNUdZx5pwvXVFBOiSLRONAw1ad1a4X3CA5NhWa6BcePN4oHrimCq08+vB76mn0jhAAb4v/RXDeS2tbUTR+am763ePAz8zI0IqQlDWxfI9Z9TOEpCHwpoJ04Ip13HJ8pXxNkH5dyydR8pVoNej+5SukJLVlvz+HZKT34sOFwpYlif6TYTMqigjKMuCLKbuX7+kJFpQ+Lm4j2MNZBURX2zAcuRIuYbKVaklci8CnkmEXXn8fb3FX1O5XInyVSQhywHPJLfJQ/kRMZER6YoB1JFCNE1lp6UOdGwunTgIjwd3RJeHPCQWiftUzrrj9zXkNzKDVdnqeO56DXFvwoQtE40RZRt0ULhfZPAL2czy1AR43FX79fJp6yLM7wk+fviAHHJjxPvEBKUwZMpEoBnwFEJMBfyMivfZPSPC5cwe8dehaTf1RIhPn9Bn6WER0pzVWJWthmu7luHZ/Suywr4UyliQ3udH8jH5vVhI3E6d3yDNg8iZK2U8K1K+Bq7uXIrwAOVO29df1umaptjvlmvUGclJyt/NXrjdFrZfttWbQjO/AbQNTNLdTuq+KGjrILo3KEdDz9RC6fiRpVYhux/32f/bCBFEu3KmQojY4fwSl59GoIKFLixSBVNTTgNxLyBaoUh82jMM573U95ctW1AHHsFxsg4M4vPnz/jHyVfJYomKDz0rF8Ta6wHi9imNiymJEa6BMSLrgkKzs3NGxF3/KDyPeAtHK11YGaYkwKeGZvqTCEFdBXv7lYeDhW66z0tZE+uu+2PbnSB0qWAOEx3JGzYi/j023woCHa6mXwQVOodL2it/eSeuP4tE5NtklbePOuCJA66hWN6+ZIbHsE+VQmmKMCREkC3UkJqFVdoxkXXV+q6lMxSAWtibYJ7TM5FlMqiGBYobS2ZRUc7JqquSD9LmpdIfVBjVdKhSAjeeBGPbZU9cdA9AJesCIshYHnMDSXH6nk+oQh7DqQfPce6Rv9qvVa6IMdwDwoXgQcV+6Vgw9+AdcS5TjwW965bC6jMPMeegM6Z3cFQqNro8fyWyLjTy5PrlMyKoU8TvVTRsCioGXcUkvMOYrZIZrGRxJE/POnaiKP/PYWccmdhKdE4Q1x8H4ZJHIKqUMBM2R/KCjF1BA9GlJs+G825w9gmFbUF9cTzlaTn/KG57h+DYpNYZhpGTmEUdXfIZEAQVlqfvuSlmJNYtnfJhbmuuLzpfSMyiba5ZMmUseRwYIWzCKMeobGHjb95n5vsg+xsSIrZfe4pLHsGoWMRYNktfCuU0EPeehSnkMZxy9cc59yC1X6tsYUO4B77BobvPZZkNND7MO+qiZLFE40OvmiWw5rwn5h5xwbS2Dsrjg1+4yLrQ+JKFlZ0yIqR2SqnDp31Co0VWAnV8jGycEr5G9KhRQggR84+74tCYRinXvlcILj8ORpViJsLq6XsYse0G9t95hpW9q2f6MTHQzosixjpCVNp7yxddqqU8f2hUAv67/lR0zTkWM1Gw4Gq/TCJCzOtUGf3qZO9xPKvp2qYprt6+h427DsDp6k1UcSijlB9QyEwiRlHhWT6P4djZSzh98Zrar+VQpqQo9JLgQfZO0vfjtH9XioK2PFSgpNDmpRt2iNupCJ26CHnvoQdK2VhDI59yN8zPzoggYefT508KGRAEFV8pSJq8yRvUSskqos4PWlJz7c59IURQoX3FHImvuZR2zRp86Wg5i5H9ewixQtr9sGjdNvHvtk3ri7/58ubF+oUzVG5rg079hBCx6O/xMNTXU7gtMDhU5IFYmJvKjjMVoPp0boN5KzZi3ooNCpkWC9duQWR0DKaOGqhgjeIfFIwS1ZvBsmAB+Nw6q7YdE4kQo/r3wPwpiiGkqSHRg8SDK7fuCpsr6fmm62vG4jUKx4KYOmqQyuehPBISIgZ2a4+2zRS7ul09nggR4sPHjzj131pULm+fYbh26OsIYbNUwCTlNy9t27KN/2HB6s1o0aA28utIPv+e+DzDrsMnUcSyEOpU/bGzShu26QLX21dFfoHz1XNiJruZheLvLBMzyWcxFU7lPfOvnT0mAnvVxbaMg7C7IcGjSfvusvO04d/pQoxIPQ606tYfezcsE7cPmjhHaRwgmyGa3U8hzNkxI4LsmEiEsChaQogQFLKdnhXV2/g4mBZUFMAiwkKwYuZ48e96LVKKv/Rv+f/Lh42TEFG+Sk2RrSAPnVuycyKbp75jUuxGqAtm36YV4t/lHFPG+Q/JyUKEypkrF8wtUyZUOVSrAzMLK1w8sR/t+wxFsZISkZSyRravmC8KyE07KBboKeeDxKA+o6cqvHZaPPVwVeq2IM4e2oUnD+/Domhxheu0TrO2oruHrq1O/UeicDEb2TbtXrdE/Lt20xRBloKpaT8oF4NEBen1Qdfj5sWzlO4vj/v9Wwjy80WZytXF86SFRNB4g/z6BgoCVMsu/YQQsXnxTCzbfUYmCj24eUUIOfS8Fl86NrID5Rp2hJ/rddw9thU+zhfEzHd9M8XrNL9JQZnoIJ/H4HntJLxvOan9WgVtyyHExw1uFw4KeyfpOTm3YbYQI+Sh66xSq964sXcVzm2YhUaDZiiJEUGPH8CkqJ0INs7OGRH+7ncQEfQMhctUlXUfqIJEFxIhSHjps+RQpmcXUDfKm+AXyJEzFwzMUyaMFnWoJWb2u108hCrtB8kCnSk75PL2hfgzR04lAYVyO0jcqdtnIur3nYTMhq5DEkZIXJB/fsoNublP8tlvJdepUKRcDRgWshbZEc9db6Bo+Rqyfb70JWOkVO0UAbrFaNXC1KF5Q4UQUafXeBS0Kadkr0UdIjoGJiK3Q0qlFr2EEHFu/Sx0mrFZ9h3J5fRuvPb3RrnGnX+4tdVvI0Q0K2WCyce8RRE3+eNnIUykhrz3qZBNYdU+YfEiQ+JpWAKu+ESIwvFZNW2P+laxEEXpcYef4JrvGxFETEV6soOigOPHoYot3n81KCqK8yRGUMhy5cJ6YmZ/SEySyAGgPAK3qTUzFCJ+NvvuS0Oq0y7ekW1S5y0uIqC7TnEDXPN5IxZ5CunlUxADLA00hEAz87SPsENqbGckfrw7PXmN13HvMb5+ERQzVs+zNi2omEjkyJE1QZntNj4QtlEOFvnhFRovFnl08uXEwOopH5g6eXNhYRtbDNrjjmZr7onrlzpnLnpHICAyUeSX1C6uWEBl1KNFxaKY8N81rDjliuSPn9CuirLlBYkPFBq98owrvIMjUcxMT/y97B6IZg5FcNpFvc6j/vVLY+8NL4zeegVXPYNgoJ0Pzj4hwtufgrM9AxWv/UltKomZ+iRGOD18AcfiZsJ7PiQqHm7+4XgWGo3HK3pnKET8LGjfdl3zkoU2E9R9MnyTZCZCsQK6GNVcoqYnvvuAGtP2iaK7jbk+jPJr4FVUAi57BIpg1tolC2FgQ8Uf0jVsC6J7LTvsuvYEdabvR4OyhREe8xbH7j0TBc7FvSSzh6RQ6PdDv9eoVMwU5gZaeJ/8CQ+evxLHkmyTVg9I+eEv5dOXwSCnGmMBWS21X3QCFa1NhT2SoXY+se3XHgfh5Zt4kT0yuV1l2f3z5s6J6R2qiOuvw+KTIjibHkdh1XRN0QzqBd1rKBRrv3afme+jeXlLTNxzByvPukvGBxW+/NQJQeHKq8554GlItAgQpr9UHG9azgJn1LQ9oiLzvtu+GPvfLVzzCoGhVl44PwsTodQUnE3FaHkmtioHt4AIIUZQqDYVsHU1cyMk6i3cA96IQGuPRZ0yFCJ+FiQ4kPBCAgyNa35hscL+inTC7UPrwVxf0bakuk0BdK9eHLtu+qDenBOoX7ogwuMScfy+P7Tz5sbCbsqh7nTefF9JOtruPgsTf6n7g16PIIsj+cI/iYWEuh0m9J5f6eQh61wh6DyRoEHoa+XBrA4pRbrZHSuh19pLGLXjJo7e9xPn9U18Ek67BiAuKRlDGpSElXHKF/s+6y4LqybKJSFRQlUw+YSWij8qfmfaNKmPkdPmY+HarUhO/qDUDUE0q19LzKwnG6YnPs9Romhh8ff8tduic+D4uctqvdbQXp1FkXjwxNmiwGxooIdb9x6KUGoKznZ/ojhDbcbYoXB1fyLEiFMXr6F6xXLQ082P4NAwuHp6wee5PwLuX8xQiPgZUKhy0+5DhLBDRXLa1/CISFy+dVcU9ymHY+a4Yd/1GlTAXvPPNHQbPlGEX7dpUg9ampqiw4ECxXt2aIkGNZXfw19Dv7HTcN3ZBef3bVIIiB43uA9OXbgmAsypcE/2RO5PnuLc1VsoY1dC3C6PbByQm72cHsOnzhXXiKmRIbS1NFQGlo/o2w26+VPe26vmTUGtNr0w8K+ZwoqrqKUFnF0eie6DUjbFMGGocraEupC4QiIEXasNa1UT3Qy0yGNZ0ExB8KL3xYDxMxTstIjiRSwxffQgIZBUaNxRvAcTEhNx4IQTkj98EPZn8p0CP4LaTVqL7IJdaxeJwnPqbgiiWv1mIjR6z7ol8PfxEkXgFz5ewiOfOgfIJkcd2vYajDMH/8O/E4eIgriugSHc790WodRkh0S2QPL0G/u36IggMYIED/uK1UQ2RXhoMJ56PhSB1sfuv8hQiPgZuNy6ikWTh4kiKs16J6EnNVT0lwYuhwUHYUCLakIsKGhVDLr6BngVHIjbl84iMSEeTTr0SLMwri6DJs4WYhIJAnT8yeKICvV0bMlOiZ6/fNWU773hr0LQvV5Z0Ylx8FZKpwFdoxP/XYdxPVtgWIf6oitCU0sb15yOC8uhAeNnyiyTpEjDodUdByiQuqhtaRGqblzAHAlxcfB2fyDsl6hTZtLC9Ur2S+P/WYWZw3tgUOuaqNWktcjhuHPZSVg40fGrVFPxd8m4eSsxpE1tLPhrEG6cP4GClkXh6eIMT9e7KGJTCj2+2LSl5vR+9UKqj+xYr1J8oWPcvHMfnNq3DX2bOqJK3cYiSPzyqUPCWmrc3JXITpSs3QLHl44XM+KpaFsmVTeEtBOCQqOv71mBMH9vGFkUw+sX3vC5dwl2NZvjyXX17Nsc2w4QnQFH/h0pisyauoaiSE9hwhScHfrMU+H+9ftNEcV5EiMoVLuwfRVo6OgiJjwEwU/dRKA11SgzEiJ+NlSQJio0kwi0qngbGyVECCq0F69cD773r4hFHpptn1pQocK57DliIkXOh/y6JsPmQFNXUveKDQ/F8u6VRWfAhIPuCqJPm4krsX1cO2wc1lR0RZA11uNrJxEVGoAGA6bKrI+kUMcGQSKFOlAXw9k10xXW0fbIb2v7qWtl/2406G8hfJHYQdcKiTIkjHjdOiusokrVbiUTGyTbkQPtJq/GltGtxX6UrNUC2gamQpigjBHrCrXh0DTt468O5zfMhqvTXrSbvEbhPJRr0gXul4/C/dIRRIUGCusoCnSnvJX8xuZoPHgmsgPZ8xduBpDXPnU5UHZArhx/iFnrqdHKkxOHBjhg1mkf0RVx63mUyFHY1accXse+V1uIoO6FPX3L4x+nZyIUmwQEygKY0aw4Bu5W/AJD5M2VQ9gT7bwXjEOuoTjh/gofPn6GsU4e2JpqYWRtK+irsALKTlCnBx1bKpY3V3FspcQnfUB0omSmJ4Va05KaKlZ6Sl0Jg2pYCiuiDTcCRKcJfWmyK6CNWc1LiAyQ78U7LF5se/00Mhu+l5fREgsGl8AYsaSmoG5eBSGCoON4cIADVlx+gTOer/H+4ydYG2lgfisb9HLMvHDd/zeoeEtCw/H7z5Erx58ik0HVfY5ObI0Z+27hrm8obnoHixyFfeOai1nw6goRNNt+//gWmHvQ+cts91wiJHlWl6rot+ac0v2pUH3or5bYceWxCFI+dtdXzK6ncGW7QgYY09xBiBnZlRdhMdh3U7GF2Dc0SiwEWQtJhQja1wH17YUwcMEtANFv34kCqq25ASa2rYSete1UFgeX9q6NkoUMxDHadMFdHFM6n1PaOyp1BrSqZC2Kya5+YeI1qNhQ0EAbAxqUxoim5UUOgzw0rviERAm7pgpFMx5XSFgZ3KgMbnkFC+GICsi0DyRA9K1XGv3qlxbbJ0/feqXE89O23/aWPI6ut6olzITw0qBM4e/aZ+b7oHNBXQ4UIkzjQ6sKyueDLJIOj22MmYfui66Im09DUaqQAfaMbCAEOHWFCOpe2DeyoeiAOOUSILph6pUuKIKMB3wJb5Ynb66cODC6EXZcf4pDzs9x7MELMT4Y588HO3N9jGpqDwOt7GvZV9vOTIgEJ138RX4C5Sa0q1wEo5rYKxTj5VncvSrsCuqJ7oHNl73EMaLzM6WNJPg6NSQG3fZ5pbCOxA4pZL0lL0R4B0eJ89mgtHqfqa9jE0UHhTwkBEnXFTLQUhAiaFtPTmiKNec8RV4Eddto5M6JkoX0RcdH6ryMoDeSSQp0nNKyz/p/EiLIU79Z/Zo4fPoCcuXKifbNlT3zyarHae9GTJq3FLfvPxKz9KnYfHz7arx6Ha62EFGyhDVO7liL6QtX4sjZi9DS0EDjOtWxYOpYdBumXOzJmzePCALetPsQ9hw9jYOnzguxhHz1S9sWw8Rh/WConz3HZxIaRvbrJmyKTl64KgrYmhp5xfpBPTpiSK/OCpZG3wrN2j9noIf5qzbhmNNlERpOQhF1T9DrZBW07Rf2bxaWV0fPXhT7SaLByH7dMW30IKV9e/xU8v7tqKLrQxUBLyUTr6hTIy1bLeqqkRciyEbp9sndmLl4DS7ddBadJGQ/NmZgTxFyrW4IuCpi4+IRFSOx8zt/7ZZYUlPT0UHtzptJIwYI4WLV1t3YuOsgcufOKay3Zowb8k12T98LFT6r1W+KK6ePiJnvdZsr2m4QVPhdsdcJa+ZNgvv9O3C9cw3F7OyxcPsxYQWkrhBBReXFO05gw8LpuHb2KPJpaMGxTiMMmzoffw9TLgDlyZsXS3adwondm3Hu6B5RqCWxhDz2i9qWQo9hE5D/G6yOfgRhIUHiey9xfPdm1XcaLclmIAxNCojiNM32v3HuBBLiY6GppQO7shVFWHVGuQ3qQB0Gm07eEqLTwzvXhOVT7tx5YGldQhzLNj1Vdwupgorpaw5dwtalc0XANdk9WRW3Rf9xf4sum9S8ePpYZC/UUXF9qWLghNmiU4e2MybqjRAwqFukQ99houPBRM5mSb4rQtfACP+tWiAC2MmKirpRxs5ZjtY9Birdn8QSOh6bFs/Eg5uX4XzlnLAr6zxwNHqPnKwyBJw6d66cOSJuo9f7Vv6av1p085zYswWHt68V74Wq9ZpiwF+zslU3BEEztanLwfPKMTFT3r6usiBGFkn9VpwQhWR/d2f4ud5EgWKl0GvhAWHppK4QYVrEDr0XHxIFXc9rJ5A7nyZKODYQxfK9fyuK3ESuPHnRZ8kR3DuxDY/OHYDH5aNCLCG7HMoOqN1jLDTyZ+/JpdTp4XHluDiGpeqk/TnyLiEOiXHRMjsfqSWSPGSPlFqIoMJ4auTX1es7SSZEpAcV9QeuOYtLW+fD48pRfExOhrGVDRr0nyJCzVMT9sJLZCPY12kNdY9D6m0l0UV+nbwQQVkVwzZdFgKZ38MbuO3lKiyOKEi9do9xcGyjPAHBsnRlDNlwHhe3LIDvvcsiyJw6Per3nypCruXtwDITGvt6zN+Na7tX4NH5/bh1YJ2wISvfpCsa9J+aob3Tj+KPz9JPrZ+Mq6srHBwccG5EZdib//xWkd8VqW3RvQnVUSiVndXvQPy7D7CZdRWDqltgetNfPxCy4gLJzMz7kzL2bqSOm0ar7sLFxQXly2e9f19WjgOXZnVUyhRgMhfqbCChwXVxD1iksrP6HXgaHIlqU/ZiYc+aQkj41THstUaIPycmpz9DjTpE6s048EuPA/JjwcWpLWBvmT1/+P/OSG2OHvzTPsuyVzITEkOKjd6NwfVLYkb7zG0d/xkYD9wmMjOOjW/yTY93D4hA/Xkns3QckL5HnU/tRbnS/9+2U1lN/3HTsfPQyQzDnRlg8j/LRNi27+2zSvZPjPoUryYZezKyt3ro4QXH5pJC8OZTt1Gi9P+PuPqjmTduAJwO7cKBm94oUCjrsp5+B1o6WIrOkNlrJTO/mW+jhmU+kTGxar8kSyItnno8RP/mVVV+55B+Vxi2+SrMS6RkDzGZD83mp0L6XwfcoFfg+7KTfjXmtSwuhJGusyV2kczXQ90TizqWEZkk8iKMKqgDaE3/2t/1O+PbExKZX5pKC2+iwKQLskDq34UHATHI+ecfouviVyUoMlGcG1qk3RcMk1WUH79TFLnJdup3gnIjaHZ512yer5EeN72CxbmhhWF+BhWmHBJFcbKdys7cf/4aOf/8E4MbqM6V+hW49TRUHGtaGEYVlH2Qx7KssJ1iVHP7/kP07dKWRYhvgPI16PqiJeClJKCXyX50rG4jCsTSAGNGkUA/X2E91D0NqyMmfSj3g64vWphfEyomT6mhJwuk/t2JCHyGhKhw1O6efsYToxq6Tuh6oevmR/JLWjMx307jksYit0EK2VX9TlDWgv/ceviVoYyJcfWKKPyfYTKbpuWtUEhupnMpi99r1nmvOiXF8itDM9H/ap0yu/tXmJnO/B40KWshrImkkP1QdqZOSXMErVUMq/zVoOM9vnlZ2f8tDBXt5pj/X1o0rCPsdaSQXRWjmmtHJX7qzNejq6Mt7K6kSMOtmexBjYYtUEAuXJrsqhhlyGroRkDiz96MXxaypKKcCfn/M78GdjWaQVeuE6LAl5Dn3x1DC2v8c0NiHc18PXSdUMi3FDPrH3PdcIXz/wwK6qaFyb7kz5cL4xsoh6oyTGbS1KGIWJjsC1lmTWyT4lHPMD+KpuUsxcL8OEho/H/KjGDUh4K6aWGYrIRyMKaPGfKzN4NJAwrqpoVhshKy/ZIPu2Z+HexqNhMLw3wNZsVKi+VHw9ZMDMMwDMMwDMMwDMMwDMMwDMNkGSxEMAzDMAzDMAzDMAzDMAzDMAyTZfzWQsSoA54i8JfCfxkms7n9PFJcX4svPP/Zm8Kkw/BNl0TYb2B47M/eFOY3RBoo/e/Rez97U5h0GLHthggBDoyI+9mbwvyGSIOmF554+LM3hcmA/uOmizBeCuZlmMzm2p374vqas2zdz94U5icwb9wAEfIbGhTwszeFUQM+X0xWcGjeUBH+GxUa+LM3hVEDPl8/B86I+D+AiuVEKTNtnB9RGX/88YfC7Y9exqDJ6nvoWL4AVnQsheyA84sobLwZCJfAaES9TYZWnpww0sqNcoXyo6GtEZqW4pwLhvkaqFhOlLY0xOVZHZXGgYcvXqPBzIPoXN0Gqwdkj8D3O09DsP6cG+4/e4Wo+CRo5c0F4/waKF/EBI3LWaFZBc64YJivgYrlROlC+rg4raXy9wH/CDT85yQ6VbHGqj41kB1w9n2F9Rcf48HzcEQlvJOMAzr5UM7KEI3KWKAZZ1kwzFdDxXKibEkbOJ/eqzQWuLg/RtUW3dCjfQtsXjIH2YGb91yxcvMu3HV1x5voaGhrasLEyAAVy5ZC8/q10aox52gwTHbgQ3Iyju7cgAvH9yPg2VMkv3+H/HoGIvi4TKVqaNapNwpZWf/szWQYJgv5+CEZzke3wO3CIYQH+OBD8jto5jeArmkhFC5TBRWa9YBhIc5F/X+FhYj/IzxD4nDcPQyty5giO7P3fjDGHXmCXH/+gXo2RrAyyIdPnwGf1/E46REG39cJLEQwzDfiERCBo3efoa1jMWRndl9/gtFbryBXjj/RoExhWJnkx6dPn+ETEokT95/BJzSKhQiG+UY8giJx7P4LtKmUvd9De276YMzOW2IcqF+6IKyMdPDp82f4hEbjhIs/fENjWIhgmO/g0WNvHDx5Dh1bNkZ2Zvv+Yxg8cRZy5cqJJnVqoGjhQuI7gZfvcxw+fQHez16wEMEw2YAPHz5gXM+WcL19FcYFzFG3eXvoGRghNiYKXo8eYM/6pUKQYCGCYX5fPn74gG3j2sPP9TryG5uhdN020NIzxNvYKLz0csWNPSuhZ2rBQsT/MSxE/J9grJ0bcUkfsPD8MzQvZYycObKnK9fb9x8x/eRTaOXOiZNDK6KEiZbC7UnJH+ESGPPTto9hfmWomyA+8T3mH7mLlhWLZt9x4F0ypuy+Ca28ueE0vR1KmOsr3J70/gPuP3/107aPYX5lqJsgPikZC064ooVD4Ww8DnzA1P13oZUnF85Mao4SZroKtyclfxBdEgzDfBumRoaIjY/HzCVr0LZpfeTMmT1/Fr5NTMS4WQuhraWJ60d2wLa4YuEiKekdnF3df9r2MQyTwsXj+4UI4Vi7EeZvOaQ0rpAN0rskts1mmN8Zt4uHhAhR3LE+eszfixypxgGyQUp+x+PA/zPZ8xunGpzyCMMO55fwCI7Fuw+fYJo/D6oX1ceoulYoqJsvzcfFJiWLx130jsCLiLeITkyGkVYe1C1hgL8aFIWxdh6F+8ckJmPt9QCc9gxDSHQScv75J4y0c8OxsC6mNikGfc3csgL5lttBOOQaiqCoRHwmKxSt3KhgkV88b2EDDfxM9DRyoZODGVZd9cfu+8Ho5VhIrcc9DonD0kt+cPaPQnzSB5jr5kULe1OMrF0YmnlSLh/K4ai08Kawdxpdtwhmn/HBHb8ovP/4CRUsdTGjaXGUNNPO8PWehsUj4f1HNLIzUhIhiLy5cqBaUcWiJGU0LLnkh8MDHOAfmYgNNwIQGJkotpWuhw7lzcQ1Qvc78ugV3iS8h42pFua2KCG2LTW3/SKx8oo/HgXFiMdZGuQTzzGwuoWYlZkREfHv0XWbK7xfxWN5h5JoW7aAWP867h1WXnmBC94ReBWTBJ18uVDTWh8TG1rDQj+fkp1WFSs9rOpUCv84+eL6s0ix3edHOAqLLUYCzYzfdtkT7v4ReJf8AQX0NFHDriDGtqyAggZpH6fYt+/E4y64BcAvLBpR8e9Ekb6evQUmtqkEE11NhfvHJLzD6rMPcfLBc4S8iUeOHH/CSCcfqpQww4xOVaGvlVdWIN94wR0Hbz+VeNF//gxDHQ1UtDYVz0uz+n8mtJ1da9hg+SlX/Hf1CfrWU8+KzTMwAouP3xdWSXGJ72FuoI3Wlawxqnl5IRZIoRyO8uN3CnunsS0dMHPfbdzyDkHyh4+oYG2K2V2qoZSFYYav5/0yEglJyWhS3kpJhCDy5s6JGrYFFdZRRsOiY/dxbFJr+L+OwTqnRwgIjxXbOq5lBXSsVgLvkj+K+x2+44OIuETYFjTA/O41xPlJzS3vYCw/6QJXv9fi2ipsnF88x5BGZZArZ44M9yEiNhEdF5+E18s3WDWgHtpXKS7Wh0UnYPkpF5x/FIDQqHjk18iDWiULYXK7yrA00lGy06pqY4Z1A+tjzkFnXHscJLabrLVKWxpluA3/L5x08cf2a95wD3wjzrGprgZq2BTAmKZlUNBA+XNESuzb9+JxFzxewu91LKIT3okifd1S5pjQshxM8it+bse8fYc15zxxyjUAIVEJyPHnH5JxoLgJpretkDIOJH/ApkteOOT8DIFv4iXfB7TzomJRY0xoUQ5Wxorn+Uejr5UHXaoVw4qz7th5wwd9atuo9TjPoEgsOfVIWCXFJSXDXF8TrRysMLKJvbBLkkJjX4Uph4S905hmZTDr0H3c9nmF5A+f4FDECLM6VEKpQsrv69R4h0Qh4d0HNC5joSRCEHlz5UR1G8nnqxTKaFh86hGOjmsM//A4rL/wGAERcWJb6XroWMVaXCMLTz7Ekbt+iIhLgq25HuZ1rizOT2puP32F5Wfd8FB8xnxEYSNtdHC0xuD6JZErpxrfB+KS0HnFeXgFR2Fl7+poV1lSQA2LeSuO/3n3ILyKfgudfLlRy84Mk1qVh6WhtpKdVtXipljTtwbmHnXBtScheBOfJKy1ShcyyHAb/p84cvoCNuw6iEeeXkh69x5mpsaoU60SJg3vDwtzxWtFnpjYOGzcdRBnL9/AM/9AREbHiCJ9w9rV8PeYITA1Vvzcio6JxdINO3DU6RJehrwShTZjQ33UqOSAeZNHwUBPV1YgX719D/YcOY2AlyH4/PkzjAz0UcWhDKaPHYKilup9F88q9PXyo2fHlli4Ziu27D2CQT06qvU49ydPMW/FRmGVREJGITNTtG/WEBOG9YOWZsq4STkcJao3E/ZOk0YMwOR/luH6nQd4n5yMyuXLYOG0sbC3K5Hh6z1++gzxCW/RomFtJRGCyJs3D2pXraiwjjIa5i7fgPP7NsEv4CVWbN6JF4HBKGRuiskjBqBb2+Z49+49Zi9bh/3Hz+L1m0iUKmGNpTMnwtGhjNJrXHd+gH/XbMGDR57i2ipiWRDd2jXHqH7dkStXyviXFuFvItGi5zB4PvXF5sWz0bl1U7H+1esI8bxnLl1HSNhr6Opoo151R8wYNwxWFuZKdlo1HR2wddk8TP93JS7ddEb4myjcPb0XZUqqN44z386V00dwbNcm+Hg+wvt3STAyNYNDtTroOXwCTMwt0nxcfGwMju3aiDuXnfDS/zlioyOhb2QiCvV9x0yDgbHid9C4mGjs3bAM15yO4XXIS1HA0zM0RplK1TFk8lxhcUS8S0rCoe1rcP7IXoS+DBC/OXQNjFDKwRH9xk6HueXP6Xh87CrJTGvRta9KcbNAIeUuxg7VJOPA1jN3sX7BNNw4fxJJbxNQqkIVjJm9THRPvPB5gnXzp8HjwW0xltZo2ELcpqGlrWQLtX/LSpw7vAfBAX7InScv7MpVRPehf6Gco3qWk7cuncGMod1ham6BJbtOwsRMMla73r4mzs2TR/eRlJiAAoWs0LhdV3QeOEZhX88c3In54wdi8uKN0M6viz3rluC5tyfMCxfFtrN3v/KIMtkJjyvHcffYVoT4uOHD+3fQMSqAog41UafnOOiapP2ZnhQfIx7nfec83rz0Q2JsFLT0jUWhvn7fydA2MFG4f2JcDG7sXQnPaycR8zoYf+bIAS09Y1iVqYrGQ2ZCI7/ke3TyuyTcObQBD8/vR1RoEIDP0NQ1hGWpSqjXbzIMzK3wMwh6fF/8rdSit5IIQegVUB4zF3awF39HbL0Bp/Uz8OTGGSQnvYVlqcpoMWah6J4Ie+EFp3UzEeDhLMYBuxrN0HLMQuTR0Fayhbq1fy1cz+1DZLA/cubOg0J2FVCr+xgUKVdNrX3wvuWEvTP6CiupPksOQ9dEUnt47npDnJugJy5i+/QKFEb5xp1QvfMIhX11ObMHh+cPQ7vJa5BPWxfX9yzHq+dPxDkZse0G/t/5JYWIaSe8RdGfCv3N7U2gly8XAqMShThRt4RhukIE2fosueiHakX10Ly0CfLm+hOPQ+Ow614wrvm+EYVeXQ3JF0q6uDtvcYVbcCxqFTNAI1sjJH/8LF7rmHsYBlS3lAkRIw544pTHa1S01EW3Sub4848/8DI6EVd83ggrpJ8tRBDDaxcW+0nCAhXWNXKnX0yjgny3bQ9F6zOJDwV08uCWKNK/wFWfCBwbXBH5cik+R1BUEpqtvYcSJproXMFMCAPnnoSj/aYHuD62KoxSCT2p0c0nOfYkJHz89FkUetSFMiXuBUSL81S1iJ6woRp54LEQYf5zfonnEW/R2M4IMUkfcMztldi3exOrI/+X1yRo/bB9HuLYtLQ3hW6+nEK0mnvWF3dfRGFHr7JKPrqK+5+ILltcERKThO09y4rrkfCLSEC7jS5CjKhXwhDNShkLYYuspq76vsHpoZWUrhHKxmi57p64xugaom6RfLmy58zVn8HkXdex6YKHKATS7H49rbyi8Hzi/nPUt7dMV4jwCYnCwmP3UcPWHC0qWCNv7hx4HPhGFOevegbh8uyO0NXMKxsH2i86gUf+r1GnlIXIJqCCWmBELI7d9cXgRmVkBcihGy+K169crAB61CokGQfexOGSewDaOBb76UIEMbJZeey48lgIC52rl4BGnvR/QFNBvvOSU/j46RNaVbJGAT0t3PR6iWUnXXDZIxCnprZFvtyKHyV0bBrPPixEhK41beD/OhZnXV+g9YJjuD2/qxB90kNXSzJOBLyOFa+b40/1r/v15x7hrk+oEDGq2Zrj2N1n4rzoaubB9iuP8Sw0StxGReUjzr7otOQkHi7uifyaKWMTrR+8/gI08uRE68rFxGMvPPLH7AN34OwTit2jm6Y/DkTEov2ikwiNjMeu0U1Rz17yo+v5q2i0mn8Mr2Peon4ZSzSvUATBkfE4fu8ZrngGwml6e6VrhLIxmsw9AgPtvMJOiwqz+TI4Z/9PTNnnjM2XvUShv6VDYXGuqBBO4kS9UgXTFSJ8XkVj0clHqG5jihblLYXA9TgoUhTnqdhLhV56Puk40HH5eTwKiEBtO3M0KlMIHz5+QkBEPI7ef4GB9UrKxoFhW27gpKs/KhU1RvcaJUAfYy/fJOCyZzDaVCzy04UIYkSj0vjv+lMhLJBgQNd6elBBvsvK8/j4+TNaOlihgJ4GbnmHYvlZd1x5EowTfzVVGgeC3sSj6fxTQkQg4cP/dRyc3ALRdslZ3JzdVog+6SE99iQkfO04sOHiY9x99lqIGFVLmOL4/RcYvu0G9DTzYMf1p3j2KgaNy1og5u17HL3vhy4rL8BlfnshDEo5es8PQ7Zcl4wDFayQXyM3Lnq8xJwjD3D3WRh2DquX/jjwJh4dl59DaNRbcd+6pSQ/YPzCYtB6iRNexyQKu6nm5QsjJDIBJx744+rjYNH9kfoaoXGg2b+nYaCVF20rFRHdIhqpjvf/O2Nm/Iu12/cKQaBtswbQ180vCuEkTjSqXS1dIYJsfeYsX4/aVSqiTZP6yJc3D9y9fLBlz2FcvH4Hd8/sg15+HdlY0KzHELi4P0H9mlXQvH4tJH/4IF7rwEknjOjXTSZE9BkzFUfOXETVCmXRt3Nb/PnnnwgMDsG5q7fQoWXjny5EEOMH98Hm3Yfxz4qNQjDQyJf++5IK8i17DcfHTx+F+EBiDwU0UzH9wvU7uHxoK/LllYyFUkiEqdm6J+yKF0Wvjq3hFxiEk+evomHnAXC7dFTkPKSHnq7kc5GEhI8fPyJHjownA0hZuWU3bt9/iBYNaqOmYwUcOnVeFH/pfG7afQg+fv5o3qC2EKP2n3BCy97D4HPzDHS/nG/iwAkn9Bo1BZoa+dCheUNxG4lWU+evwK17D3Fky4p0xwLaf7pmgkPDcHjzCnE9Er4vAtCwU3+8Cn+DxnWqo02TengZGoZDp8+LY3n92H9K18ibqBjUbtsLhvp6wk7r7dtE5MvgnDHfz/IZY3F4+zohCNRp1hY6unoIDfIX4kTl2g3TFSICnnlj2/J5KF+lNmo3aY3cefPhuZcHTuzZgvvXL2LLmTvQzq8nG1/G9WgOb3dXVKxZH9XqN8OHD8nitS6fPIiO/YbLhIi5Y/ri6pmjKF2hClp07iPGl1fBgbh79Tzqtezw04QIOjZE0Avfr3pc8vv3GNu9GT5++Ij6rTri1csA3Dh3Uqz7d+sRDGtfDyXLVUazjr3gfv8WnA7vFo+bunSz7Dk+ffqEKQM74c7lsyhczBbteg9BbHQULp86hNFdGmP6im2o3zJ9wdXpyB4s+GsQipcqi0Xbj8mON53/FTPHIb++Iao3aC4EBvcHt7Hh37+F5dS8jfuVnuvyyUN4cOsyqtdvBvtK1YRdDfPrcnL5RNw5vBGaekYoXac18unoipn9nleOo0TlBukKEa8DfHBp278oUr4GStVuiVy58yL0+WPcP7EDz+5fwfAt10SxWjoObBvXFsHeD2FdsS5sqzXGpw8fEBkaAPfLR1C142CZEHFw7mB4Xj0Oy9KVUbFFT/zx55+IfhWEp3cvwr5e258mROTTkYwDEUHPvupxH5OTsXVsG3z6+AFl67dH1KtAPLlxWqzr+e8+bBzWBBYlK4p8CX/3O3jotE88rsPUdQrjwK4p3fH0znkYF7ZBlXYDkBgbDffLR7FldEt0nL4RZeq3S3c76HkPLxgBs+Jl0HvRAdnxpvN/asUkaOQ3gF31puKc+bs749yG2QjyckX3eTuVnsvj8hE8e3ANttWboLB9FXz6+PGrjsnvyi/3K+bck9dChChtro1DAxygIzcLLzH5I5KSP6X7+GLGmng4paYoTstz6GEoRuz3xLY7QRhTT/LB7fUqHo9exmJANQvMbqE4Y4eKwtLvnNRlcdrztShyb+spCX+T8v7DJ9EVoA40Y/9rGN/g6zzV6FgNr1UYc876YtOtQIyqk/bARCLA2ENPREcAHeeqRfRlA+Pog49xwDUUa6/5Y1x9xW248yIKUxtbY3jtlOf+9/wzLL/8AvtcQjBCbr0qChvkE+fWIzgOrdbfR0cHM1QurItiRpr4MwNR4n5gNM6NqIxCepIv5J0rmKPx6rsYvs8TdgW0cXGUo0w4KVVAC7PO+GLP/WAMqVlYdh4nHPFCnpx/4vSwSihuLClgTWpkLUQL6mQ46Boqtimtbg4SIeg6PNDfQaHbggSRyIT3ODSgAqoUkQzMxIOAaLTZ8EDYUe3sXU7h+bzD4tG1ojkWtbHNcN//36CiNokQ9pZGODapFXTkikeJ7z+IzoT0KG6mB8/lvYV4Ic+BW09F0XrLRU+Ma1VBrHsS9EYEOQ9qWAbzulVXuH/Cu2QhNki7LKhjoml5K/w3SjLTTcr7Dx/FbFp1oBn7XwN1WnwNdKxGNi+PWfvvYMN5N4xpIdlPVVDxb9Tmy2KGN3UaVLMxl40DIzZfxr6b3lh12hUTUm3Dbe8Q/N2xihA9pMw/fBdLTjzA3hteGNXcId1ttDLOL86te0A4ms09gs41bFCluBmKFdDLeBx49koISYUMJUWErjVsUX/mQQzZcBElLQxwbW5nWcGUujNm7LuNndeeYHjTcrLzOG77VdF9dX5GexQ3k4x9U9tVRqclp3D+kT/233oquj5U8TQ4UghXdB0enthKodti2MaLiIxPFMeSOh3kt7nFP0cxZfcN7B3bXOH5vF5GonstOyztXZvHgVQ4PQoUIoS9hQGOjG0MHY3ciuNABu+54qa6cF/USRSn5Tno/BzDtl7H1qteGNtM8pn+JDhKzIofVM8OczpVTmcceI9TD/3RpKwFdgytpzQO0HcCdaCZ/V8DdXB8DXSsRjQujdmHH2DjpccY3VR5BrDCOLDjJpI+fMTRsU1EYV86DozcfhP77zzD6nMe+KuF4jZQF8S0tg4Y2Vgyw4lYcNwVS0+7Yd8tX9FJkR5WRtri3FKnS/OFZ9C5ijUci5mimGn+jMeB56+FkFToixDVtVoxNJh3EkO3XkfJgvq48nerlHGgkD5mHrqPXTd9MKxhadl5HL/rthgHnCY3R/ECks/zKa0d0HnledHJQPvduarqrJ2nIdFChKDr8OCYRgrdFsO23UBkfJLo2qhS3FRhm1stOoNp++9i94gGCs/nFRKN7tWLY3H3qjwOqODkhatChChXyhbn9m5Efp2UiQiJSUlITHqX7uNtrK3gf++CEC/koU4GEhPW79iPySMHiHWe3r544PZYCA6L//5L4f4JbxNl54cK20fPXkLLRnVwcOMyhfu9f5+Md+/fq7VvNLP/a5g+ZshX3Z+O1fghfTBl/nKs2rIbE4f3T/O+JAIM/Gsmkt69E50GVNiXjgUDxv+NnYdOYsn67Zg2erDC4647u2DepFHidaTMXLwG81dtwn8Hj+OvoX3T3UYqxtO5fejphTrt+qBHh5aoXrEcSlhbieJreji7uIkwbsuCks/c3p1ao0rzrugzeirs7YrjgdMBmXBC3RmT5i3F1n1HMXZQL9l5HDZlLvLmyY0bx3bCtpjkN+Lsv4ajRa/hopNh1+GT6NG+pcrX9/J5LkSIt4lJOLt7g0K3Rb8x0xERFS2OZY3KDgrbXK9jP4ybuRDHtq1S6g7p27kN1syfnuG+M5nDzQunRBG6eKlyWLH3LLR0UsYJshjKyGbI0tpGCNs6uoqdgOeO7BViwpEdG9Br5CSxjmbNe7m5oEO/4Rj59yKF+ye+TZCdc+qyuHb2GGo0aoF/Nh5QKuhTOLQ6bF02F18DiXgZUbNxS+xetxibF8/CyxfPUbVeE5QqX1mIOOnx5vUrlHWsgenLt8nExmV/j8GRHesxrH19DPxrFtr0HCTLoRjYoroIwx48aa6sq4TECRIhSMRZuO2orEuhU/8RGNCiOpZMHYkqdRpDU1v1hJADW1Zh9ZyJotOFhAUNTcl3COrGWDVnAmzLVsCS/07KrgEa+5bTNv63QYhSJFLJc//GRSzfcxblqtRU4+gy2Rmvm2dEEZoK0/1XHEderZRxgCyGqDMhPYwti2PSUS9ofCnQS3l4br8QE+4c2Yy6vcaLda+ePxY5CtU6DEGzkf8o3P99YoIQG6RdFo+vnRBdAd3/2aVwvw/J7/ExWb1x4OLWBfga6veVjFfpUbJmc1zfvRwXNs9DxEs/2FRtBItSFaGll35Hf9ybV7AqW1WIBdQFQpxYNgHORzZh47CmaDhwOhzbSL6nkLC3dmBdEYbdePBMWVcJiQgkQhSrWBc9F+6XdSlU6zQEawfUw/ElY1GiSgPk1VQ9Dtw6sA5nVk9FUYda6DZvJ/JoSMYB6sY4vWoqCto6oM+SQ7JrgMaBk8tpGzeLjpnSdVopPJ/v/Svot/w4ipRTrCP9v/PLCRFkq0TMaVFCQYQgqMiceoZ+alI/Rkq7sqaYcswbN55FyoQIKdQ1kRr5boI/8Ad1Q6p87dw5/xSLOpC9UFYKEUTfqoWw5XagEBF6Vi6oJMhIuesfhYDIxC/dBSlfnGjGz+TG1qJzgMSI1EIEWQwN/VLYl9K1grkQIh4FxWa4ffT8m7raY+g+T5EFIc2D0MqTA5UK66KzgzmalzZWOfOoX1ULmQhBlCmoI4QN/zeJmNCwqML5aVnGVAgRJDZJcXocjrh3H9CvaiGZCEGQHdOUxtZosvoeDriEqBQiXANj0H37QyFiUKeIvK2Ue3Cs2I9ejgUVRAiCxAqyoTr7+LUQQuSvT3ouEnW46KDM9sue4u8/3asriBAEFZdSz8xNTerHSOlQtTgm7ryOa0+CZEJEyvMqv7815Wam0zVJ4wDNqk5N7pw5xKIOZC+UlUIEMaC+vRByVp15iN51SikJMlJo9r9/eCwalyssEyGk+zq1vSOOOPuIonxqIYIshoY3USxKdqtpK4QIEnUygp5/6/BGGLT+Ah48DxMLQfYvjsULoEsNW9EFo2ocGNDAXiZCEGWtjMXs4hevYzG5bWWFa6NN5WJCiCD7JClnXF8I+6mBDexlIgRBdkzTO1ZBg5kHhQCjSohwef5KdI/kyZUTp6a0gU3BlFmebv7hYj/61C2lIEIQJFY0KWeF0y5+QgiRvz7z5MohRB0eB5QhWyVibqfKCiKE+uOA4mOktK9cBJP23MF1r1CZECFF1ftbcRwQ7ggqX/trxgGyF8pKIYLoX9cWmy8/wepznuhVy0ZJkJFy1/e16EpoXKaQTISQjQNtHERHARXlUwsRFoZaGP6lsC+FBAESIkjUyQh6/s2D6mDI5mtw8QsXi3QcqGxtjC5Vi4mMC1XjQP+6djIRgihjaShslciuaVKrcgrnp3VFKyFEkH2SlDOPAoT91IC6tjIRgiA7JrLhavjPSRxIQ4ig7ey66oJ4756Y0BQ2Zimf++4BEeL23rVIXFW04yCxgro0zjwMFEKI/PWZJ2cOIerwOKCajTsPir9LZk5QECEIKjKnnqGfmtSPkdKlTVOM+ns+Lt9ylgkRKc+r/H6hGfOK3wk+I18e5fvlzp1LLOpA9kJZKUQQw3p3EULOkg3bMaB7ByVBRsqt+w/xIvCl6CCQihDSfZ09YYToKCAxIrUQUbiQuaywL4UEARIiSNTJCHr+PesWodfIybj70F0sBGVGULdJr46t0LZpA5VjAe2bVIQgype2QxHLQvALCBL2R/LXRocWjYQQ8fhpykzuE+evIDYuHsP6dJGJEATZMc2bNBJVW3TDrkOqhYh7Dz3QqvdwIWJQp4hd8ZRw3oceXmI/BnbvoCBCECRWUAfH8XOXhRAif33myZMbcyeNYhHiB3Js5ybxd9TMRQoiBJEnbz6xpEfqx0hp2KYzlv09WsyYlwoR8s+bmnwamkrjS548yvfLlTu3WNSBOjUyW4goUbo8Ji3agFWzJ+DUvm1iIUwLWqByrYbo0Hc4LK1VW7INmTxPoeOpXov2QojQ1TdA6x4DZetJYKjVpDV8n7gh4NnTFCHikKQYO3jiHAWrJKvidmjWsacQDMj2qXG7bkqvvWnRTPy3+l8hJpAYIn8Mj+/eLIqeo2YuUTifdB4GTpiNozs34tLJg0pCRI1GLVmE+E0gWyWi+aj5CiIEkStPPrGkR+rHSCnbsCNOLPsLzx9clQkRUnLmUf7ukjufnH30l3FA1f1y5sotFnW4vO1fZLYQYV6iLNpOWo3Tq6bgwan/xEKQzVHxyvVQtcMQIc6oovGQWTIRgrCv10YIEZq6Bqjcup9sPQkMJWu1RKivh+g4kQoRrk57xd9Gg2coWCWZWNnCoVk3IRiQ7VP5xp2VXvv8prm4+t8SlKrTGh2nb1A4hveObxedGs1HLVA4nzQOkEBy9+gWuF86oiRE2NVoziLE7yBEUIcC2dNULqxY0P0abjx7g003A/HwZaywv6HZ/1LIOkdKcWNN2JhoYfU1f2Hf1MDGCI5WesJ2SP7LrnbenKhT3ABH3V4JS57GJY2Fvz95+X+NtVDoAsUZcFkBze4bW68Ixh/xwqqrL/B3U9UDwJNQSYHeMVXhnDDVyQsrQw08DUtA/LsP0JKzdChZQFvph3KB/JIfYbFJ6rUjWhpoiI4Et5exuP7sjSjk330RjctP34illb0J1nUprfSDo2QBZQsOyvwgIYK2S2G9lmRQCYtNOd90jonUYgFRtmB+aObOgSdywoWUu/7RWHcjAKY6ebCvX3kFMYR4GCQRU17FvFPZ9ULXHF2CfhFvxetIKaiXV2b9xShCxWyypXAsrro7RR2uPw7C+vPueOgXJmanyo8DYdFvZf8meyHbgvpYcdpVZCU0LFtYZEPYmOsrjgP5cqNeaQth6xMSGY+mDkVQtYQZSlsafpWlSMSOYchqqJj6V6uKGLPtisgrmNVZtVfi40BJsbCqnAghhfI4ipjowjs4UhTuaf+lUKdB6nHATF/y/iRLJHWgTIZzf7fHoxevRTYCFfKdfUJw0T1QLK0rW2PTkIbK40Ah5QwKyvwgISJ1PoXUIupVdIJsnadsn5WvrXJWxtDMm0t2XOShbVt79qF4rcMTWiqIIYTLFzGFciFUdb1QdsSnz5/xPCxGvI6UQobaMssfRpFH/hGScaCYoq/q13DdKwQbLz2B64twRCW8UxwHYuTGgQK6sDXTxUond3gGvUED+0KoUswUNma6SuNA3ZLmOHLPT+RIUGcE+fvTrPuvGQdeb0yZOZxVUMbC+OblMHbnLZFXMLO9ose6lMcvI8Xf1IVzgvI4ihjrwDskWgRgy2dF0D4rjQN6kh9QsYnqzQYn8eDs5OZwC4gQdlluAW/g/CwMlzyDxUKWSRsG1FIeBwoqZ1BQ5gcJEalvk1pEvYpOmdX6+GVUmvtctrChyMiS3kcesmxae8ETpvk1RCeEvBhCuLyIkI05qrpewmISxThAmSX0OlLoeXgcSBsX98fQyJcX1Sp+vSAn5fLNu1i1dTceuHkK+xua/S8l9HXKmE/F6JIlrLFo7Ta4PX6KpvVqikIy2Q7JX4c62lpoWKuaKM4Hv3qNFg3rCH//MnYlvspa6F3A14mS3wJlLEwdNQhDJs3GwjVbsGDqWJX3I7sqInXhnDAzMYZ1YQs88XmOuPgEIRJIoX1OXTgvWEAybkfHSr57Z0QRi4KiI8HV4wku3XAWf0kYIZsrYXXVohF2rlqgNBaUtlP+nVPA2FAIEfa2ireZfrGICgkLT9nnJ5J9rllZuXvUwb6kyMSQHhd5bt57iGUb/0MBEyOc2bVeQQwh7j3ykL2Wqq6XV6/Dhb0EZZbQ60ih55FafzE/Bm93F+TNpwH7iur5iqviwc0rOLh1NbzcHiA26o3C+EKdAFLITqhIiZLYvXYxnj12F90EZSpXF4V0+WubZvRTUf/iiQMIfxWM6g1biPwDa7syXzW+3AjImrBYKvRTUf7utQvwuH8b3h6ueOx6VxT0zx7aiRmr/kPNRoriHdlTSbMYpBgYSyz16Jikfm9TzgYRERYiW/fMy0NkRpCtUmrKOtYUQsSzJ+5AKiGCLJduXTyNVt0HYOyc5UrjFWVC0OvfvnQWzlfOKT03CUeBz5XHARv7lM5w5tfmpfdD5MqrIax1vhWy57l9cJ2w8EmMjVSw6Il7I/mdSJCdkEkRW9FREPrMQ3QTFC5TVRTS5d8HNKOfivruFw8jNjwEdtWbwapcNRSwLq1QyM+If24of5/NDKjQT0V537uX4e/hLKymAh/fFwV917N70XnGFtjVbKbwGLI6kmYxSNE2kHwXNymiOA6K2/Qlv5njIkJl61498xSZEWbFlTuvrcpWF0IE3Sc1J1dMFLkQlVr1Qcuxi5XGAcqEoNf3vn0OT50vKD0+Z558CA9UHgcK2iiPR8wvKETEJX0QBdpv5bjbKwzZ5wGt3DlRp4SBKBrn/dKxQHZFZEUkJWeOP3FooIMoHpP1EhXBCcpKIDufAdVT/CA3dy+DZZf9cOzRK8w6LbkAqdugt2NB0WGhTsjxj4Isi9bfCMS220HoX80izeNMGH0p2Ksq8JMQQfeTFyK08ygPenQcCfkCjzpQRwMtBKm9lDVBWRyU/dDC3gTNSikWn7RVeFzn+DJYkVikapso80MKhXETFF6uCgopfxml3HbnGRIrrLrKmOvAPL/ytUliF3HOK1wsaUHPofB6aRx7RlLESl3g+RqO3vXFwHXnRdBy3dIWsDDUls10JrsislCRv1bISoeKx6cePBdFcGkhnux8yLJJytYRjbH0+AMcueuLv/feEuuoeNSnXimMb1lBrZDjHwVlN6x1eoQtFz0U9kGeuETJtUs5HKqgQj4JEfGphAj5f3/vOEAdDbRIx4GzD19g6IaLIvuBArObV1DsylL12tJiaOrbUsaBlHGfRBXCSEd1jgUVLcn7PTUeAREiv4G21VxfeXZtdIJk7HB66C+WtHj7TnLMpaS1HYxkHEgvAyIjjt33w6DN16CVJ5cIqKYxhYrzBIkT8jZKdK0cGddEhBxTWDUVwYkCuhoY1qiUyIiQsmVwHSw77SayI2YclHQ46WvmQe/aNhjXrKxaIcc/ii7VrLHugie2XvHCwHp2Ku8Tl/Q+3XGA1pMQQe8deSFCWy7I/ru/D1gaikU6DlDWxLCtN3DswQu0rFBY5CzIoy2X/SQlRwbjAGV+SIlXY59fqhoHAt+I/AYSEcy/iC7yUCA64eQWJJa0oOdQfD0WIdIjJi4+3QyIjDh48hx6jJgkiucNa1UVxV5pxwOJE+/lbJRoli1Z6cxeug7HnC6JIjhhbmqMMYN6YUTflALXvvWLxaz/AyfOYuLcJWIdFZEpFHrKyAFqhRz/KKirYPmmnVi3Yz+Gy+2DPHFxEtHexFB12LyJkaEQIijAWl6I0NFWfi9IZyt/+vR1XsnU0UCLzA7hwlUxS5vOIWVWtG6iaImnI7cdUnJ8ec+TWKRqm8j2RQqJKgRlj6jC2NAAgcEpBRApbo+9hVWXQ2k7EeadmqhoySSlUxeuiiUt6DnkMTHkgPofTXxcjAgt/lZopvysEb1EgbxyrQYwLWgp63ggcULeRomuwRX7nLB16VwRVu18VVL0pmDsLoPGiG4CKXPW78GOVQtw6cQBrJkrmaFMeQbUOdB75GTk/MnjC+0jiQ1SwSEhLlbkKRzduQELJw0TFknyXQea2srfnf/8U/K7SUOFlVIOFe/Xt/GxKFBI8fuAFANjSd0gIV5Z/HS/f1sUHavVa6qy2yguOkqMNztWzk9zfylcOzV6ht8+UYbJXiTFx4rZ/N8KzZTfP6s/cmtooXjl+tAzLSQK1wSJEx/kbJTo2u6/4iQubp2Px9dOwsf5olivY2SGGl1GoFqHlK7DrnN24MqOxXC7dBhn1kg6lijPgDoH6vb+Czly/txxgDpFSGyQCg5JCbEiT4G6B44sHIXiVRoodB3k0Ux7HMiroeK2HJJxQD5/5d3bOOgVkOQzpkbbQFJTSEpQHgcC3J2F7RVlcqgaBxLjJOPAlR2KtnnyUHh1aihknPkNhAidfDkVZrF/LRTUTJY3lCVAs/ql0EW15rpycchAMzfmt7bFP61sROGdZuhTRsXfp55CO28OUdSXWjVNbVxMLC8i3uLm80hsvxOEZZdfCOXsLzVslLI6I0L+x/jEhkUxYLc7llx4jh6OiqqjfOE+PF71rMXwuPcqC/xZBR1D6jQZWN1SnMPbz6OUhIjvRUu2z+/S3GdV+9unSiEERycJqyqy4Vrazk5hFqhUIFnQ2ga9HNX/ACPLL0Y1FBoq37XwtSw+dl8UHC/N6iBm9cuPA6vPKM9SNdDOh4U9a+HfHjVF4f3a45fYdMEdU3ffFMW2rjVtZRYtZN9Di19YNG48CcbWSx5YcvyBOJuT2ip6y/+MjAgpNDt7SrvK6LPaSbxm77qllO4jLeaFx6qeMRUeKzkHWiqK/1k1DjQtX0QEhC8+/gA3vYKVhIjvRVqklO5bal7HJkJbhcVfv/qlEfwmXtg2kY3Kin51FceBL8+7qFctYc+kLunkX/7fQ+MABf5+K0tOuSFvzhy4MK2lmNWv8H3gnGS2qjwUGP5v1ypY0MVRFN6pm2LT5SeYtv+eGAcokFk6DkxrW0EsNLP9pneoyJsgSyK6hieqYaOU1RkR8uPApFbl0W/DFSw6+RC9aipbjkkFhbTGgYgv61WJgFkBHcMmZS0xqH6kCNu+9fSVkhDxvZBInf7Yl6hyf/vWsUVwZIKwqqLvA8t7Vk81DkjGjoXdqgh7JnVJLwiXAXR1tMUM8m9l3ooNyJsnD+6c2iNm9cuPBUvW71C6PwUFr5w7BSvmTBaF90s3nbFm216Mn7VIFL4pkFlq1TR34kix0Mz2q7fvYf1/B/DPyo1ibP977NCfnhEhhWZRzxo/DJ2HjMfcZesxoHt7pftofxEUwiIkXVKpeR0hmbClo/XtAvHXQO+Llg3rYGS/bpi3YiOu3rmvJER8L1JB5XU6+6xK7BjSqzOCQkKFVRXZKW1YOFOhsKH95RitmjdV2DOpCw8FPx4tHV2FroWvZfuK+cidJy82n7qNgoWLKowve9YvVbq/rr4hxs5djjFzlolsggc3L+PQtrVYOesvaGjpCIshqVUTWRDR8tL/OVxvXxUz/qlYTu+NfmOn/5SMiLSgLg7apztXzuLVy0D4PfUUNk6ZCR2fqDeqPwsiwyXWsJpaysXMuev34p/xAzBtcGeRuUEB5Kmfl47pea8I0R2jLvzZ/ftAVjzyXQtfy+Xti5Azd14M33wVBgWLKIwDN/asVLo/2RC1GrsYLccsEtkEz6mb4tAGnF45WRTkyWJIatVEFkS0vHnph+eu18WMfyqW0/VXv9/kn5IRkRbUxUH7RBkOFKod5vdE2DhlJtQNER+lehyIj5Ssz6tC8Og69z8c/mcodk/rKTI3SDBK/bx0TGecf4nceb9ioiCPA7+HEFG2oI7oTKAMg2+xZ6LcA7JWkhchCI+QuHSDrumiszHVEgtlJjRY6Sxm6EuFCHnouWlpXtoEpeZcxfkn4WoJET8iI0IKbVu5QjrY7xqKKkWVZ/lIrYycX0RhcA1FRZGEIL+IBFjq51PohvgRkD0S8XVzKdUjZZ+jlUQOsodKeP8R5Qop+/tRSOmy9iXFNu13CREF5yVyYoT0MZQj8TVCBJM2ZF1DnQlkh/Mt9kyUe0DWSvIihNS/m8JF0xsHbAsaiKWajRnq/H0ATg9fyIQIeei5aaEsgxLDt+LcQ3+1hIgfkREhpUXFoihfxFgUz+UzIKSUspAESt15GoKhjRW/JJC1yPNX0ShspPPDCpBSyB6JIC/+zKb0F/sm2ufUIgfZQyUkJaO8nbnKcWBlv7riC+Xem97iO8fyviliBB1nqUXT1wgRTNrQrHPqTHD2Dfsmeyay6bEx11UQIaSz2hPTCboW44C5nlgoM6HenBNihr5UiJCHnpsWyjKwHbsX59wC1RIifkRGhBTatvKFDbHv9jNULa48q5wslog7PmEY0kDx2iVB+PnrWFgaait0Q/wIyB6JoPdcZiPdZ7q2Uosc7l+6n8pbGakcB1b0qo7P+CyOJ00oWNazWsr3gcKSx0hzIpjMwcHeTnQmkFXPt9gz+QW+RMni1goiBPHI01uEXac3FpBNEy21HCugUtPOOHXxmkyIkIeemxbKMjAvVwenLlxTS4j4ERkRUto0rY+KZUvhv0MnFDIg5C2WiJv3XDB6QA+F20LDwuH7IgBWFgUVuiF+BJoaGlk2FpQpKdnnG/dclEQOynmIT3iL2lWVv4fRe37jollim/47eEKMBesXzpCJEXSciXtfciKY7IutvYPoTHC/f+ub7JlCAv1gVbykgghB+Hg+SjfomsYXsiSipZxjTfRt6ohbF0/JhAh56Llpqd20DVqUK4RbF06rJURkRUZEetA+5f3icZ8V79didvZwvXMNvo/dUKykYrf3o7s3xF/rVOsJ6qJYue88RnZuiCkDOyqJERRS7eP5EF6PHnDmw/8pBW3Lic4Ef/c732TPFBnyQlgryYsQRIiPuwi7Tu89Y1rETixW5apjdd+a8Lp1ViZEyEPPTUup2q0wr4W1uJ86QkRWZESkB+1T7rxZNw4UKFYafq43EOLrAbNiill1Lx5JulgLWCv/FtcvYIn+K09h88jm2DWlu5IYUdC2PEJ83ESQOGc+/B8KEb0qFxJCxPSTT3FogINCuG9S8kckJn9KM4CZMNfNixcRiYiIfw/DL9Y3ZC9Ez5eaoMhEmpau5PkvnTEvDbGm53qT8F4hoFi6ntwH8qgIu/5ZGRHyTGlUDB02u2DJReVOjMqFdYXQcN4rXEn0WXDuGd5//IwO5b+9DT4tAiMTcflphHhuaZFB/njuuS+xw6Dg6symcUkjaJ/IKV6DLLWKGmnK7BrmOUmC69LaZ/rBsZzEiM/APhIj/pCIETTQlrfIL0SfQw9DRVdHk5KK7VlkC+MaFPNduSf/b9DsfRIipuy6iWOTWimE+ya9/yDEhLQCmAlzfS34hcWIWe9S6xuyFZm6W/IlVZ7A8FhxPlN7/ktnylIwsXRWcETsW4WAYul68vym4NLskhEhz7QOVdD23+NYdEy5E4OCoUloILEltejzzyFnYV3TsZrqwLnvISA8FpfcA8RzS2cmyx/PXde8xL8rqyiafi9NylsJYWXXtSfoU680rE11ZePAnAN3xL87VbNJcxxY1b+eGAf23CAx4g8s71tH/HUoairEiAO3nqJpeSuRISJP8oePcPEL+67ck/83qJBLQsS0/XdxZGxjhXDfpGQaBz6mGcBMmOtrwi8sVryXpRY8YhzYr/xeCIyIE+cxtSVceGySLH+JiIhLQkRcokJA8beMAz8iI0KeqW0d0G7pOdEVkZrK1iZCaDhH4m8q0eefY66ScaBK5nYmERSQfcnzJTo6WiuJHHScd9/0kW1fZtOkjIXofNp10wd9atugqEn+lHHgiIv4dwfHommOAyt71RDjwN7bvuLzg8QIMQ4UMRKiz0Hn5yI/pGk5xYkeyR8+weVF+Hflnvw/MrBHRyFEjJu5EOf2blQI901Keoe3SUlpBjATZJ1DHQs0611qwUMBxeNmLVS6r39QsDiXqT3/pV0C1FlBhL+JFIt8QDFBr0He/9L7ZYeMCHnmTBiJxl0HYs7y9Uq3kchDQgOJKKlFnxmLVuP9+2R0b9c807fpRWAwzl29ie7tWohMBnnoGG/bf1S2fZkNhUaThdO2fUcxqEcnFC9iKbODmfrvCvHvtPaZRIdNi2eLsWDHwePiuiExgv5WKldaiBG7j5wW+SGtGtVVeGxycjLuPfLMkn1ivo7WPQYIIWLFzL+wYu9ZhbDid0lJeJf0Fjq6qq27CGOzQnjp/wxREa+hZ2gssylaOUsxmJYIDQoQnxlk3yRPZIRkNj91VhA06z/6TbjIjpAnKkKSLZJbzfElKzIiKLeCsh0osyI118+dQMAzb3EMi5TI/Ek5jdp1E0IEWUD9u+2ILC/D39cbp/ZtF69bo4Hq96uZBYkR5zCiE4kRnTB/80FUqikpQrbpMRCn9m7F8hljsWTnCRiaKI7/keFhiI2OQuFiPMHgd6Vy675CiDi1YjL6rziuEFac/C5JiAkaOmnXcvIbF0TEy+dipr6WnpHMpujUSuWiflRooKhB6pkqTo6Ij5SMAzlzS97f8VERSIgOFwKHwv2iwvH50yfRgfGzMiLcLh4W2Q5FyimLt0+un0Z4wFPk1dIRAktmU65RZyFEnN8wCz3/3S/Ly3jt/xQPTu0Ur2tbo6nKx+qbkRhxEptGkBjRAz3m70axSpLPZ8c2/UTo9snlE9BnyWHoGCrWIeIiXyMxNgrGhTO/NvI78ssJEQ3tjNCvaiFhj1Rt8W00tjOCrkYuYY1z1eeNKP6mLvSmttEh0aHhSmc0LWWM9x8/CWGDgoZpkcczNA79d7mhfKH8KGasKYQLeh2nJ+HIneMP9K0qGRxexb4THRIUTm1rqgUTnTx4E/9e3I++TAyqrtqj7GdT3VoftYoZ4JqvpJU69Q/ppe3t0G3rQ3Ta7IoWpU1gmj8P7vhFwSUwBvbm2hhaK3OtEKSB1pOPe2P2GR8RDE6B4ZSvQcedRBHqSqBg8JalM/9HOola/7axwfD9nmiy+h5aljGBbr5cuOgdLmy5GtgYpiu+0DFb0aGkKDbtfUBixB9Y3FYSKrS2c2m02+iCvjvdhIhS+kuQOWVOkNBD1/DNcd8egvb/RuNyVhjQoDQ2XfBA5Ym7RfFYTzMvXkbG4bJ7oLDFSV3olad//dKYsvsm6v59AC0qFMW7Dx9F4dtUV1Ms8lB4ce9VTnAoaoLiZnoyb/Czrn7CeoO2QxpCTB0SFE5tV9BAPA8VJM+4+IlxYEiqjoLsQk27gqhTqhCueAapvqb710WnxSfRbuEJtKpoLbIxbnkH48HzMJQpbIQRzTI/iC327TtM+O86Zu67LYLBi5vrIVeOHHj5Jg7nHvmLrgQKBqeMiMyGRK3FvWphyIaLaDDzoHgNXc08uOAWIGy5KKy8UzriCx2z1QPqiXFg93Uv8f5f1qe2+LthcEO0XnAMPVeeFSKPNMic9sv5aSh0tfLAeYFqb25GmUZlLNC/ri02X/aC4/TDorBLwsPLyARceRwsir+pC73y9Ktji6n776L+3BNoXt5SZERd9nwJE10NEcIsj2dQJPquv4LyVoYoXkBXMg5ExuPso0AxDvSrK/kREBqdIDokSheikHs9EVpMRXO6nxgH6qdkSWQnatiYobadGa4+SQl9VBgHelVH55Xn0WHZOZHJQNkYt3xeiZn9ZSwNMLyR4oyjzMoAmbTHGbMPPRCF+eJmupLvA5EJorOEuhIoGLxVBatMf20StRZ1r4qhW66j4byTaF3RSliBXfR4KWy5GtoXQqcqaY8/QpTsXUOMA3tu+YpOiSU9qopxYF3/Wmi7xAm9110WIkppC0mQOX2uUNi1rkYe3J7TNtP36Xemef1aGNq7C9Zu34tSdVqJwi4JD0HBoTh/7bYo/qYu9Ka20SERw7FZZzHr/d37ZJy/egsFjI1gZqLY+eL25Ck6Dx6PSmVLwca6CIyN9BEU/Aonzl9B7ty5MLRXZ3G/kFevRYdE2ZI2KGVjjQImxgiPiBT3o+tg1IDuyI7UqVYJ9WtWwcXrEuE9dWF946KZaNFzGJp0GyQyGcxMjXH9zgPcfegushvGDe6d6dsUGxeHUdPnY/I/y1C9koMIDM+VK6c4v6cvXRddCRQM3r65op1KZkCi1up5U9F79FRUa9lNvIZefh2cvXxD2HJRWDkJJGlBx2zzktmiOLz9wDExNqxd8Le4BshCp1HnAeg4cKwQHMqUtEHOHDlE5sSt+67Q080Pj8vHMn2fmK+jWv1maNd7CA5vX4eudexRo2ELaOvq4XVwkAhjnrhwnVLwsjzteg3Gipnj0a9ZFdRq0hrJ798LYcPQuAAMTRR/V/o+ccP0wV1gV7YiLK1toGdkjLDgINw8f1LkKbTrJel4ingVIjokipUsi6I2JWFgUgDREeG4cf6kuLY6DRiJn8WTh/dwcOsamJgXEh0kxmYF8T4pEb5P3PHI+YZ4T4yetUxtseRrQ7KvnjmKO5fPom+TynCs0whxMdEip4OyOCYtWi8sotLCzMJKiBEjOzXE5P4dsGDLIVSsUQ9FbUph1KylWP73GHStbY8qdRsLsYieO9j/Odzu30L/cX+zEPEbY1utCaq0G4g7hzdiSdeKsKvRFBraeoh+/RI+dy+h3cRVSsHL8lRpNwCnVkzC6n61UbJWC3xMfieEDW3DAkoF7VBfD+ye3hOF7BxgZFlCCBcxYS/x5OYZ5MiVW2wHERsRKjokzIrZw6SoHXQMTBEfHYEnN06LcaB6p4y7LrOKoCcPcPvgehE8TR0k+Y3Nkfw+SewbdSVQFkOL0QtlokpmUq5xZ3hePS7sn1b1rYESjg2QGBcjcjooi6PtpFXCIiot9M0KCzGCOiN2Tu6GHgv2oFjFOjAtWhLNR/0rhIilXSuiRJWGIuuDnvtNsB/83e6gQf8pLET8rkIEMbelDSpY6ooMhmNur/Dh02cRIN28tDHszdO+qAgSMagAvO1OEHbfC4a+Zi40LWUiMhPqLFP80k1ByUNrFsZtvyhRBI9/9xHG2rnRyM4Iw2sVht0XK59Cenkxvn4RkQtBRf3ot8lCtKhkqYshtSyz9Uz3KY2tRe6Fqq4osqA6ObSSyGS49DQC8e8+iI6SEbULY1QdK+RTc2bn10CCz+bu9kIcehQUg0cvY0XHCmWDkC1X67Km6FLBXMFzOTNpU7YATLTzYOVVf5x0DxOFKeoMmdrYGoNqWGbo9ShmQnaUzPCgzgq6+6I2tihsoIELIytj3Y0AYelF117OHH/AVCcvGtoaoU1Z5SA7Jn3md6+JitYFRAbDEWdfEX5qqqeJlpWsRYE8PQY0sBeFny2XPPDf1cfQ186HFhWKCOukmtP2KdyXwocplJqK72SvRMGtJvk10Li8FUY2LY+SX6x8LAx1MKF1RdzwChZFfQonNtTRELP26fHZeaY7dUVcfRykchwgy6az09uJTIYLbv6IT0oWAcGjm5fH6BYOyPcl5DszKW6mj+0jGouul4d+YXD1C0NcUrIoBJItV1vHYuhW0zbLxoF2VYrDRFcTK0654Pj9Z3iX/FF0hvzdsQqGNCqj1jiwZqDEwoE6K+jeS/vUhpVJflyZ0wlrzjwUods7rz4RQbkF9LTQqFxhtHNUtvZh0uefzo6oWMQY2655i3Dojx8/wVRPQ9gNUYE8PUjEoHO17aoXdt7wgb5WHmHDQ5kJtWYdU7KBolDq209f4bx7kAhyN8mfD43LWGBE49IoWVAyG9LCQAt/tSgrciGuPg5B9Nt3MNTOi8rWxhjasHS2nuk+rY0DrnmFqP4+UMIUpyc1E5kMVIyncYA6SkY1sRdLlowDprrYOrgOLnsGw9U/HA/9I0THihgHChuiTaUi6FqtWJaNA20rFRHneMVZdxx/4P9lHNDGtLYOGFK/lFrjwOo+khmh1FlBd1/cvSqsjHVwaXpLrD3vKSy9dt3wkYwDuhpC4KDXZb6eZbMmoopDGWzYeQAHTjjhw4ePMDM1QttmDWThxmkxrHcX8Z2A8hu27DkCQ31dIUjMHDcMDo0UsxIc7Eti7KBeuO78AKcvXUNsfAJMjQzFzPnxQ/qgtG1xcT/qmJg+ZjCu3r6Pi9edERkTA2MDfVStWE48PjvPdJ87YSQu3XBWaZlAlk3Xj+4QmQxUjI9LSEAhswKYMKwvJg7rj3x5Mz9YnQSf/euXiK6I+26P8cDNUxx3ygapYF8SHVs1Ru+OrVWGS2YGnVo1gamxIRau3YrDp88j6d17FLEoiHmTRmFU/+5qjAV/YsvSOeLfW/cdFX7Ra+dPR1HLQrh7Zh+WbfwPJ89fxda9R4TAYmZijGb1aonXZbIHo2ctRSkHRxzbuVHM+KdgVAqQrtOsLUqUTv+93K73UBG2SvkNJ/Zsha6+gRAk+o+bgV6NFC3QbOzLi1Dqh87XcevSGRG+bGBkiuoNmqPrkHGwtpWI/lQEJ5skl9tXce/6JcTFRELPwAj2Fauiy6DR32QhlVl0GjAKZhZFcO/6RSFK3Dh3QoTSU5dEwzZd0L7PUNiWUbZ+ywzovfbPxv3Yv3kFnA7vwaFta0QXScnyldFj2ASVXRqpMbcsgpX7zwsxYlK/9jIxgroiyPpp/+aVeHT3FmLPnRCdMKYFLdBr5GQ0aNUpS/aJyT60GP0vLEpVwt1jW+B+8Qg+ffwAHaMCKF2nFcxKKFt+yUPiARXfnY9swf0TO6Cpq4+StVqKwvWKXorvV3ObsiKU+sXDW/C+5STCl7UNTGBbvQlqdh0lsxWijol6fSfhuct1PLt3BW/joqClZ4jC9o7i8d9iIZVZVO80DPpmVvC9dwmBTx4g7sZpfP70UXRJlG3YEVXbDxJWR1k1DpCt0s39a/DQab/I1iDBw6JkRdTqMVZll0ZqDMytZDZNOyd1lYkR1BVBdk8396+F/6PbeBIbiXw6euJc1On1F8o0UM7XYlTzx+esMOb6BlxdXeHg4CBCpDMSExiGUYZyLBqtugsXFxeUL581A/uPGgcuzeqYoZjAMIwylGNRb8aBX3ockB8LLk5tAXtLidjHMIx6UI5F/Xkns3QckL5HnU/tRbnSyjlJDMP8/lBOhmPzLuLfFMacUVGeYZjfj6ceD9G/eVWV3zmk3xWGbb4K8wyK9QzD/BoEP3XDmv61v+t3RtZMHWEYhmEYhmEYhmEYhmEYhmEYhmEhgmEYhmEYhmEYhmEYhmEYhmGYrISFCIZhGIZhGIZhGIZhGIZhGIZhsgwWIhiGYRiGYRiGYRiGYRiGYRiGyTJYiGAYhmEYhmEYhmEYhmEYhmEYJstgIYJhGIZhGIZhGIZhGIZhGIZhmCyDhQiGYRiGYRiGYRiGYRiGYRiGYbIMFiIYhmEYhmEYhmEYhmEYhmEYhskyWIhgGIZhGIZhGIZhGIZhGIZhGCbLYCGCYRiGYRiGYRiGYRiGYRiGYZgsIyeyGb6vE372JjDML8nv9N7xCYn82ZvAML8kv9t7x+dVzM/eBIb55fiR7xvvZ34/7LUYhsleyL//A555/9RtYRjm56DOez884OkP2RaGYbKezHg///H58+fPyAYEBgbC1qYE3iYm/exNYZhfFo18eeHl/RQWFhb4FZGMAzZ4m5j4szeFYX5ZNPLlg5e39y87DhA8FjBM9h4HxHvU1hZv377NkudnGObXIG/evPjjjz+QyJ/XDPN/i4aGBry8vJS+c9B3BRtbWyTydwWG+a3Ip6EBbxXv+V9OiJAOVBERET97Mxjml8XQ0PCXLj4SPA4wzPfxO4wDBI8FDJO9xwF+jzIMQ2MNwWMBw/z/kt53Dv6uwDC/H4bf+TsjWwkRDMMwDMMwDMMwDMMwDMMwDMP8XnBYNcMwDMMwDMMwDMMwDMMwDMMwWQYLEQzDMAzDMAzDMAzDMAzDMAzDZBksRDAMwzAMwzAMwzAMwzAMwzAMk2WwEMEwDMMwDMMwDMMwDMMwDMMwTJbBQgTDMAzDMAzDMAzDMAzDMAzDMFkGCxEMwzAMwzAMwzAMwzAMwzAMw2QZLEQwDMMwDMMwDMMwDMMwDMMwDJNlsBDBMAzDMAzDMAzDMAzDMAzDMEyWwUIEwzAMwzAMwzAMwzAMwzAMwzBZBgsRDMMwDMMwDMMwDMMwDMMwDMNkGSxEMAzDMAzDMAzDMAzDMAzDMAyTZbAQwTAMwzAMwzAMwzAMwzAMwzBMlsFCBMMwDMMwDMMwDMMwDMMwDMMwWQYLEQzDMAzDMAzDMAzDMAzDMAzDZBksRDAMwzAMwzAMwzAMwzAMwzAMk2WwEMEwDMMwDMMwDMMwDMMwDMMwTJbBQgTDMAzDMAzDMAzDMAzDMAzDMFkGCxEMwzAMwzAMwzAMwzAMwzAMw2QZLEQwDMMwDMMwDMMwDMMwDMMwDJNlsBDBMAzDMAzDMAzDMAzDMAzDMEyWwUIEwzAMwzAMwzAMwzAMwzAMwzBZBgsRDMMwDMMwDMMwDMMwDMMwDMNkGSxEMAzDMAzDMAzDMAzDMAzDMAyTZbAQwTAMwzAMwzAMwzAMwzAMwzBMlsFCBMMwDMMwDMMwDMMwDMMwDMMwWQYLEQzDMAzDMAzDMAzDMAzDMAzDZBksRDAMwzAMwzAMwzAMwzAMwzAMk2WwEMEwDMMwDMMwDMMwDMMwDMMwTJbBQgTDMAzDMAzDMAzDMAzDMAzDMFkGCxEMwzAMwzAMwzAMwzAMwzAMw2QZLEQwDMMwDMMwDMMwDMMwDMMwDJNlsBDBMAzDMAzDMAzDMAzDMAzDMEyWwUIEwzAMwzAMwzAMwzAMwzAMwzBZBgsRDMMwDMMwDMMwDMMwDMMwDMNkGSxEMAzDMAzDMAzDMAzDMAzDMAyTZbAQwTAMwzAMwzAMwzAMwzAMwzBMlsFCBMMwDMMwDMMwDMMwDMMwDMMwWQYLEQzDMAzDMAzDMAzDMAzDMAzDZBksRDAMwzAMwzAMwzAMwzAMwzAMk2WwEMEwDMMwDMMwDMMwDMMwDMMwTJbBQgTDMAzDMAzDMAzDMAzDMAzDMFkGCxEMwzAMwzAMwzAMwzAMwzAMw2QZLEQwDMMwDMMwDMMwDMMwDMMwDJNlsBDBMAzDMAzDMAzDMAzDMAzDMEyWwUIEwzAMwzAMwzAMwzAMwzAMwzBZBgsRDMMwDMMwDMMwDMMwDMMwDMNkGSxEMAzDMAzDMAzDMAzDMAzDMAyTZbAQwTAMwzAMwzAMwzAMwzAMwzBMlsFCBMMwDMMwDMMwDMMwDMMwDMMwWQYLEQzDMAzDMAzDMAzDMAzDMAzDZBksRDAMwzAMwzAMwzAMwzAMwzAMk2WwEMEwDMMwDMMwDMMwDMMwDMMwTJbBQgTDMAzDMAzDMAzDMAzDMAzDMMgq/gfS9BqPvhvaSwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Entscheidungsbaum des besten Modells visualisieren\n", "plt.figure(figsize=(20, 10))\n", @@ -303,24 +313,10 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "id": "c9bdfa59", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Best parameters found: {'max_leaf_nodes': 9}\n", - "Decision Tree Test Accuracy: 0.7186\n", - "Decision Tree Train Accuracy: 0.7250\n", - "Decision Tree Test F1-Score: 0.6080\n", - "Decision Tree Train F1-Score: 0.6154\n", - "Decision Tree Test Mean Squared Error: 0.2814\n", - "Decision Tree Train Mean Squared Error: 0.2750\n" - ] - } - ], + "outputs": [], "source": [ "X = df_train.drop('smoking', axis=1)\n", "X_test = df_test.drop('smoking', axis=1)\n", @@ -371,21 +367,10 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "id": "d1de52a8", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Entscheidungsbaum des besten Modells visualisieren\n", "plt.figure(figsize=(20, 10))\n", @@ -393,92 +378,6 @@ "plt.show()" ] }, - { - "cell_type": "markdown", - "id": "1d00ddb7", - "metadata": {}, - "source": [ - "## Decision Tree limited depth of 1" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "78711fd5", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Decision Tree Test Accuracy: 0.6688\n", - "Decision Tree Train Accuracy: 0.6630\n", - "Decision Tree Test F1-Score: 0.6613\n", - "Decision Tree Train F1-Score: 0.6494\n", - "Decision Tree Test Mean Squared Error: 0.3312\n", - "Decision Tree Train Mean Squared Error: 0.3370\n" - ] - } - ], - "source": [ - "\n", - "# Input Variablen\n", - "X = df_train.drop('smoking', axis=1)\n", - "X_test = df_test.drop('smoking', axis=1)\n", - "\n", - "# Output Variable\n", - "y = df_train['smoking']\n", - "y_test = df_test['smoking']\n", - "\n", - "dtc = DecisionTreeClassifier(random_state=0, max_depth=1).fit(X_train, y_train)\n", - "\n", - "# Modellanwendung\n", - "y_pred_train = dtc.predict(X_train)\n", - "y_pred = dtc.predict(X_test)\n", - "\n", - "# Calc error values\n", - "accuracy_train = accuracy_score(y, y_pred_train)\n", - "accuracy_test = accuracy_score(y_test, y_pred)\n", - "\n", - "f1_train = f1_score(y, y_pred_train)\n", - "f1_test = f1_score(y_test, y_pred)\n", - "\n", - "mse_train = mean_squared_error(y, y_pred_train)\n", - "mse_test = mean_squared_error(y_test, y_pred)\n", - "\n", - "print(f\"Decision Tree Test Accuracy: {accuracy_test:.4f}\")\n", - "print(f\"Decision Tree Train Accuracy: {accuracy_train:.4f}\")\n", - "print(f\"Decision Tree Test F1-Score: {f1_test:.4f}\")\n", - "print(f\"Decision Tree Train F1-Score: {f1_train:.4f}\")\n", - "print(f\"Decision Tree Test Mean Squared Error: {mse_test:.4f}\")\n", - "print(f\"Decision Tree Train Mean Squared Error: {mse_train:.4f}\")\n", - "\n", - "model_errors.append(['Decision Tree max depth of 1', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "id": "a200ebd1", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20, 10))\n", - "plot_tree(dtc, filled=True, feature_names=X.columns, class_names=[\"Non Smoker\", \"Smoker\"])\n", - "plt.show()" - ] - }, { "cell_type": "markdown", "id": "76808385", @@ -489,24 +388,10 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "id": "2b54c8cf", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Best parameters found: {'max_depth': 3}\n", - "Decision Tree Test Accuracy: 0.7186\n", - "Decision Tree Train Accuracy: 0.7250\n", - "Decision Tree Test F1-Score: 0.6080\n", - "Decision Tree Train F1-Score: 0.6154\n", - "Decision Tree Test Mean Squared Error: 0.2814\n", - "Decision Tree Train Mean Squared Error: 0.2750\n" - ] - } - ], + "outputs": [], "source": [ "X = df_train.drop('smoking', axis=1)\n", "X_test = df_test.drop('smoking', axis=1)\n", @@ -557,21 +442,10 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "id": "24ac9239", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Entscheidungsbaum des besten Modells visualisieren\n", "plt.figure(figsize=(20, 10))\n", @@ -589,34 +463,10 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "id": "66d573ea", "metadata": {}, - "outputs": [ - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mKeyboardInterrupt\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[59]\u001b[39m\u001b[32m, line 21\u001b[39m\n\u001b[32m 10\u001b[39m ccp_alphas = path.ccp_alphas\n\u001b[32m 12\u001b[39m grid_search = GridSearchCV(\n\u001b[32m 13\u001b[39m dtc, \n\u001b[32m 14\u001b[39m param_grid={\n\u001b[32m (...)\u001b[39m\u001b[32m 18\u001b[39m scoring=\u001b[33m'\u001b[39m\u001b[33maccuracy\u001b[39m\u001b[33m'\u001b[39m\n\u001b[32m 19\u001b[39m )\n\u001b[32m---> \u001b[39m\u001b[32m21\u001b[39m \u001b[43mgrid_search\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 23\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mBest parameters found: \u001b[39m\u001b[33m\"\u001b[39m, grid_search.best_params_)\n\u001b[32m 25\u001b[39m \u001b[38;5;66;03m# Training der Modelle mit den besten Parametern\u001b[39;00m\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\base.py:1389\u001b[39m, in \u001b[36m_fit_context..decorator..wrapper\u001b[39m\u001b[34m(estimator, *args, **kwargs)\u001b[39m\n\u001b[32m 1382\u001b[39m estimator._validate_params()\n\u001b[32m 1384\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[32m 1385\u001b[39m skip_parameter_validation=(\n\u001b[32m 1386\u001b[39m prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[32m 1387\u001b[39m )\n\u001b[32m 1388\u001b[39m ):\n\u001b[32m-> \u001b[39m\u001b[32m1389\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfit_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\model_selection\\_search.py:1024\u001b[39m, in \u001b[36mBaseSearchCV.fit\u001b[39m\u001b[34m(self, X, y, **params)\u001b[39m\n\u001b[32m 1018\u001b[39m results = \u001b[38;5;28mself\u001b[39m._format_results(\n\u001b[32m 1019\u001b[39m all_candidate_params, n_splits, all_out, all_more_results\n\u001b[32m 1020\u001b[39m )\n\u001b[32m 1022\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m results\n\u001b[32m-> \u001b[39m\u001b[32m1024\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_run_search\u001b[49m\u001b[43m(\u001b[49m\u001b[43mevaluate_candidates\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1026\u001b[39m \u001b[38;5;66;03m# multimetric is determined here because in the case of a callable\u001b[39;00m\n\u001b[32m 1027\u001b[39m \u001b[38;5;66;03m# self.scoring the return type is only known after calling\u001b[39;00m\n\u001b[32m 1028\u001b[39m first_test_score = all_out[\u001b[32m0\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mtest_scores\u001b[39m\u001b[33m\"\u001b[39m]\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\model_selection\\_search.py:1571\u001b[39m, in \u001b[36mGridSearchCV._run_search\u001b[39m\u001b[34m(self, evaluate_candidates)\u001b[39m\n\u001b[32m 1569\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m_run_search\u001b[39m(\u001b[38;5;28mself\u001b[39m, evaluate_candidates):\n\u001b[32m 1570\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Search all candidates in param_grid\"\"\"\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1571\u001b[39m \u001b[43mevaluate_candidates\u001b[49m\u001b[43m(\u001b[49m\u001b[43mParameterGrid\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mparam_grid\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\model_selection\\_search.py:970\u001b[39m, in \u001b[36mBaseSearchCV.fit..evaluate_candidates\u001b[39m\u001b[34m(candidate_params, cv, more_results)\u001b[39m\n\u001b[32m 962\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.verbose > \u001b[32m0\u001b[39m:\n\u001b[32m 963\u001b[39m \u001b[38;5;28mprint\u001b[39m(\n\u001b[32m 964\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mFitting \u001b[39m\u001b[38;5;132;01m{0}\u001b[39;00m\u001b[33m folds for each of \u001b[39m\u001b[38;5;132;01m{1}\u001b[39;00m\u001b[33m candidates,\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 965\u001b[39m \u001b[33m\"\u001b[39m\u001b[33m totalling \u001b[39m\u001b[38;5;132;01m{2}\u001b[39;00m\u001b[33m fits\u001b[39m\u001b[33m\"\u001b[39m.format(\n\u001b[32m 966\u001b[39m n_splits, n_candidates, n_candidates * n_splits\n\u001b[32m 967\u001b[39m )\n\u001b[32m 968\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m970\u001b[39m out = \u001b[43mparallel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 971\u001b[39m \u001b[43m \u001b[49m\u001b[43mdelayed\u001b[49m\u001b[43m(\u001b[49m\u001b[43m_fit_and_score\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 972\u001b[39m \u001b[43m \u001b[49m\u001b[43mclone\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbase_estimator\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 973\u001b[39m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 974\u001b[39m \u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 975\u001b[39m \u001b[43m \u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 976\u001b[39m \u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 977\u001b[39m \u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m=\u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 978\u001b[39m \u001b[43m \u001b[49m\u001b[43msplit_progress\u001b[49m\u001b[43m=\u001b[49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_splits\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 979\u001b[39m \u001b[43m \u001b[49m\u001b[43mcandidate_progress\u001b[49m\u001b[43m=\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_candidates\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 980\u001b[39m \u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mfit_and_score_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 981\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 982\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mproduct\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 983\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcandidate_params\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 984\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcv\u001b[49m\u001b[43m.\u001b[49m\u001b[43msplit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mrouted_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43msplitter\u001b[49m\u001b[43m.\u001b[49m\u001b[43msplit\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 985\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 986\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 988\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(out) < \u001b[32m1\u001b[39m:\n\u001b[32m 989\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 990\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mNo fits were performed. \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 991\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mWas the CV iterator empty? \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 992\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mWere there no candidates?\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 993\u001b[39m )\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\utils\\parallel.py:77\u001b[39m, in \u001b[36mParallel.__call__\u001b[39m\u001b[34m(self, iterable)\u001b[39m\n\u001b[32m 72\u001b[39m config = get_config()\n\u001b[32m 73\u001b[39m iterable_with_config = (\n\u001b[32m 74\u001b[39m (_with_config(delayed_func, config), args, kwargs)\n\u001b[32m 75\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m delayed_func, args, kwargs \u001b[38;5;129;01min\u001b[39;00m iterable\n\u001b[32m 76\u001b[39m )\n\u001b[32m---> \u001b[39m\u001b[32m77\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[34;43m__call__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43miterable_with_config\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\joblib\\parallel.py:1986\u001b[39m, in \u001b[36mParallel.__call__\u001b[39m\u001b[34m(self, iterable)\u001b[39m\n\u001b[32m 1984\u001b[39m output = \u001b[38;5;28mself\u001b[39m._get_sequential_output(iterable)\n\u001b[32m 1985\u001b[39m \u001b[38;5;28mnext\u001b[39m(output)\n\u001b[32m-> \u001b[39m\u001b[32m1986\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m output \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.return_generator \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43moutput\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1988\u001b[39m \u001b[38;5;66;03m# Let's create an ID that uniquely identifies the current call. If the\u001b[39;00m\n\u001b[32m 1989\u001b[39m \u001b[38;5;66;03m# call is interrupted early and that the same instance is immediately\u001b[39;00m\n\u001b[32m 1990\u001b[39m \u001b[38;5;66;03m# reused, this id will be used to prevent workers that were\u001b[39;00m\n\u001b[32m 1991\u001b[39m \u001b[38;5;66;03m# concurrently finalizing a task from the previous call to run the\u001b[39;00m\n\u001b[32m 1992\u001b[39m \u001b[38;5;66;03m# callback.\u001b[39;00m\n\u001b[32m 1993\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m._lock:\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\joblib\\parallel.py:1914\u001b[39m, in \u001b[36mParallel._get_sequential_output\u001b[39m\u001b[34m(self, iterable)\u001b[39m\n\u001b[32m 1912\u001b[39m \u001b[38;5;28mself\u001b[39m.n_dispatched_batches += \u001b[32m1\u001b[39m\n\u001b[32m 1913\u001b[39m \u001b[38;5;28mself\u001b[39m.n_dispatched_tasks += \u001b[32m1\u001b[39m\n\u001b[32m-> \u001b[39m\u001b[32m1914\u001b[39m res = \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1915\u001b[39m \u001b[38;5;28mself\u001b[39m.n_completed_tasks += \u001b[32m1\u001b[39m\n\u001b[32m 1916\u001b[39m \u001b[38;5;28mself\u001b[39m.print_progress()\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\utils\\parallel.py:139\u001b[39m, in \u001b[36m_FuncWrapper.__call__\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 137\u001b[39m config = {}\n\u001b[32m 138\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m config_context(**config):\n\u001b[32m--> \u001b[39m\u001b[32m139\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mfunction\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\model_selection\\_validation.py:866\u001b[39m, in \u001b[36m_fit_and_score\u001b[39m\u001b[34m(estimator, X, y, scorer, train, test, verbose, parameters, fit_params, score_params, return_train_score, return_parameters, return_n_test_samples, return_times, return_estimator, split_progress, candidate_progress, error_score)\u001b[39m\n\u001b[32m 864\u001b[39m estimator.fit(X_train, **fit_params)\n\u001b[32m 865\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m866\u001b[39m \u001b[43mestimator\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mfit_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 868\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[32m 869\u001b[39m \u001b[38;5;66;03m# Note fit time as time until error\u001b[39;00m\n\u001b[32m 870\u001b[39m fit_time = time.time() - start_time\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\base.py:1389\u001b[39m, in \u001b[36m_fit_context..decorator..wrapper\u001b[39m\u001b[34m(estimator, *args, **kwargs)\u001b[39m\n\u001b[32m 1382\u001b[39m estimator._validate_params()\n\u001b[32m 1384\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[32m 1385\u001b[39m skip_parameter_validation=(\n\u001b[32m 1386\u001b[39m prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[32m 1387\u001b[39m )\n\u001b[32m 1388\u001b[39m ):\n\u001b[32m-> \u001b[39m\u001b[32m1389\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfit_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\I569398\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\sklearn\\tree\\_classes.py:1024\u001b[39m, in \u001b[36mDecisionTreeClassifier.fit\u001b[39m\u001b[34m(self, X, y, sample_weight, check_input)\u001b[39m\n\u001b[32m 993\u001b[39m \u001b[38;5;129m@_fit_context\u001b[39m(prefer_skip_nested_validation=\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[32m 994\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mfit\u001b[39m(\u001b[38;5;28mself\u001b[39m, X, y, sample_weight=\u001b[38;5;28;01mNone\u001b[39;00m, check_input=\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[32m 995\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Build a decision tree classifier from the training set (X, y).\u001b[39;00m\n\u001b[32m 996\u001b[39m \n\u001b[32m 997\u001b[39m \u001b[33;03m Parameters\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 1021\u001b[39m \u001b[33;03m Fitted estimator.\u001b[39;00m\n\u001b[32m 1022\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1024\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43m_fit\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 1025\u001b[39m \u001b[43m 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462\u001b[39m builder = BestFirstTreeBuilder(\n\u001b[32m 463\u001b[39m splitter,\n\u001b[32m 464\u001b[39m min_samples_split,\n\u001b[32m (...)\u001b[39m\u001b[32m 469\u001b[39m \u001b[38;5;28mself\u001b[39m.min_impurity_decrease,\n\u001b[32m 470\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m472\u001b[39m \u001b[43mbuilder\u001b[49m\u001b[43m.\u001b[49m\u001b[43mbuild\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtree_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msample_weight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmissing_values_in_feature_mask\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 474\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.n_outputs_ == \u001b[32m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m is_classifier(\u001b[38;5;28mself\u001b[39m):\n\u001b[32m 475\u001b[39m \u001b[38;5;28mself\u001b[39m.n_classes_ = \u001b[38;5;28mself\u001b[39m.n_classes_[\u001b[32m0\u001b[39m]\n", - "\u001b[31mKeyboardInterrupt\u001b[39m: " - ] - } - ], + "outputs": [], "source": [ "X = df_train.drop('smoking', axis=1)\n", "X_test = df_test.drop('smoking', axis=1)\n", @@ -624,7 +474,8 @@ "y_test = df_test['smoking']\n", "\n", "# Training der Modelle mit K-Fold Cross-Validation\n", - "dtc = DecisionTreeClassifier(random_state=0)\n", + "dtc = DecisionTreeClassifier(random_state=0, max_depth=7).fit(X, y)\n", + "\n", "\n", "path = dtc.cost_complexity_pruning_path(X, y)\n", "ccp_alphas = path.ccp_alphas\n", @@ -636,6 +487,7 @@ " }, \n", " cv=5,\n", " scoring='accuracy'\n", + " \n", ")\n", "\n", "grid_search.fit(X, y)\n", @@ -801,8 +653,27 @@ "# Visualize model errors\n", "model_errors_df = pd.DataFrame(model_errors, columns=['Model', 'Test MSE', 'Train MSE', 'Test Accuracy', 'Train Accuracy', 'Test F1', 'Train F1'])\n", "plt.figure(figsize=(12, 8))\n", - "sns.lineplot(x='Model', y='Test Accuracy', data=model_errors_df, color='blue', label='Test Accuracy')\n", - "sns.lineplot(x='Model', y='Train Accuracy', data=model_errors_df, color='orange', label='Train Accuracy', marker='o')\n", + "sns.lineplot(x='Model', y='Test MSE', data=model_errors_df, color='blue', label='Test Accuracy')\n", + "sns.lineplot(x='Model', y='Train MSE', data=model_errors_df, color='orange', label='Train Accuracy', marker='o')\n", + "plt.xticks(rotation=45)\n", + "plt.title('Model Performance Comparison')\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a635d0b7", + "metadata": {}, + "outputs": [], + "source": [ + "# Visualize model errors\n", + "model_errors_df = pd.DataFrame(model_errors, columns=['Model', 'Test MSE', 'Train MSE', 'Test Accuracy', 'Train Accuracy', 'Test F1', 'Train F1'])\n", + "plt.figure(figsize=(12, 8))\n", + "sns.lineplot(x='Model', y='Test F1', data=model_errors_df, color='blue', label='Test Accuracy')\n", + "sns.lineplot(x='Model', y='Train F1', data=model_errors_df, color='orange', label='Train Accuracy', marker='o')\n", "plt.xticks(rotation=45)\n", "plt.title('Model Performance Comparison')\n", "plt.legend()\n", @@ -827,7 +698,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.3" + "version": "3.12.1" } }, "nbformat": 4, From 649215a079eaad177f0dfe9a571f5f79b248c1f9 Mon Sep 17 00:00:00 2001 From: Max Kerner Date: Thu, 26 Jun 2025 11:17:19 +0200 Subject: [PATCH 3/3] New SVM Models --- smoker-models.ipynb | 408 +++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 387 insertions(+), 21 deletions(-) diff --git a/smoker-models.ipynb b/smoker-models.ipynb index bf10180..4c99698 100644 --- a/smoker-models.ipynb +++ b/smoker-models.ipynb @@ -520,12 +520,229 @@ "model_errors.append(['Decision Tree cv for ccp_alpha', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" ] }, + { + "cell_type": "markdown", + "id": "463161d9", + "metadata": {}, + "source": [ + "# SVM" + ] + }, { "cell_type": "markdown", "id": "2c9329e5", "metadata": {}, "source": [ - "## SVC Modelle" + "## SVM Modell with cross validation for hyperparameter tuning (C, kernel, gamma)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f80066d5", + "metadata": {}, + "outputs": [], + "source": [ + "# Daten vorbereiten\n", + "X = df_train.drop('smoking', axis=1)\n", + "X_test = df_test.drop('smoking', axis=1)\n", + "y = df_train['smoking']\n", + "y_test = df_test['smoking']\n", + "\n", + "# SVM-Modell\n", + "svm = SVC(random_state=0)\n", + "\n", + "# Grid mit Parametern – einfache Auswahl für Demo-Zwecke\n", + "param_grid = {\n", + " 'C': [0.1, 1, 10],\n", + " 'kernel': ['linear', 'rbf'],\n", + " 'gamma': ['scale', 'auto']\n", + "}\n", + "\n", + "# Cross-Validation mit 5 Folds\n", + "grid_search = GridSearchCV(\n", + " svm,\n", + " param_grid=param_grid,\n", + " cv=5,\n", + " scoring='accuracy',\n", + " n_jobs=-1\n", + ")\n", + "\n", + "# Training mit CV\n", + "grid_search.fit(X, y)\n", + "\n", + "print(\"Best parameters found: \", grid_search.best_params_)\n", + "\n", + "# Modell mit besten Parametern\n", + "svm_best = grid_search.best_estimator_\n", + "\n", + "# Vorhersagen\n", + "y_pred_train = svm_best.predict(X)\n", + "y_pred = svm_best.predict(X_test)\n", + "\n", + "# Metriken\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", + "\n", + "print(f\"SVM Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"SVM Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"SVM Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"SVM Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"SVM Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"SVM Train Mean Squared Error: {mse_train:.4f}\")\n", + "\n", + "# Fehlerliste ergänzen\n", + "model_errors.append(['SVM cv for C/kernel', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" + ] + }, + { + "cell_type": "markdown", + "id": "1c9e5492", + "metadata": {}, + "source": [ + "### Output Parameter tuning\n", + "Best parameters found: {'C': 10, 'gamma': 'scale', 'kernel': 'rbf'}\n", + "SVM Test Accuracy: 0.7269\n", + "SVM Train Accuracy: 0.7493\n", + "SVM Test F1-Score: 0.6024\n", + "SVM Train F1-Score: 0.6291\n", + "SVM Test Mean Squared Error: 0.2731\n", + "SVM Train Mean Squared Error: 0.2507" + ] + }, + { + "cell_type": "markdown", + "id": "11decbc2", + "metadata": {}, + "source": [ + "## SVM Modell with cross validation for hyperparameter tuning (C)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9b639d89", + "metadata": {}, + "outputs": [], + "source": [ + "# Daten vorbereiten\n", + "X = df_train.drop('smoking', axis=1)\n", + "X_test = df_test.drop('smoking', axis=1)\n", + "y = df_train['smoking']\n", + "y_test = df_test['smoking']\n", + "\n", + "# SVM-Modell\n", + "svm = SVC(random_state=0)\n", + "\n", + "# Grid mit Parametern – einfache Auswahl für Demo-Zwecke\n", + "param_grid = {\n", + " 'C': [5, 10, 15, 20],\n", + "}\n", + "\n", + "# Cross-Validation mit 5 Folds\n", + "grid_search = GridSearchCV(\n", + " svm,\n", + " param_grid=param_grid,\n", + " cv=5,\n", + " scoring='accuracy',\n", + " n_jobs=-1\n", + ")\n", + "\n", + "# Training mit CV\n", + "grid_search.fit(X, y)\n", + "\n", + "print(\"Best parameters found: \", grid_search.best_params_)\n", + "\n", + "# Modell mit besten Parametern\n", + "svm_best = grid_search.best_estimator_\n", + "\n", + "# Vorhersagen\n", + "y_pred_train = svm_best.predict(X)\n", + "y_pred = svm_best.predict(X_test)\n", + "\n", + "# Metriken\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", + "\n", + "print(f\"SVM Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"SVM Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"SVM Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"SVM Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"SVM Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"SVM Train Mean Squared Error: {mse_train:.4f}\")\n", + "\n", + "# Fehlerliste ergänzen\n", + "model_errors.append(['SVM cv for C/kernel', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" + ] + }, + { + "cell_type": "markdown", + "id": "c9d03ad9", + "metadata": {}, + "source": [ + "## SVM Modell Hyperparamter tuned with limited Columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ead21ae2", + "metadata": {}, + "outputs": [], + "source": [ + "# Daten vorbereiten\n", + "X = df_train[['height(cm)', 'hemoglobin', 'Gtp', 'systolic', 'relaxation', 'fasting blood sugar', 'Cholesterol']]\n", + "X_test = df_test[['height(cm)', 'hemoglobin', 'Gtp', 'systolic', 'relaxation', 'fasting blood sugar', 'Cholesterol']]\n", + "y = df_train['smoking']\n", + "y_test = df_test['smoking']\n", + "\n", + "\n", + "# Train the SVC model\n", + "svc_model = SVC(random_state=42, kernel='rbf', C=10, gamma='scale')\n", + "svc_model.fit(X, y)\n", + "\n", + "# Make predictions\n", + "y_pred_train = svc_model.predict(X)\n", + "y_pred = svc_model.predict(X_test)\n", + "\n", + "# Metriken\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", + "\n", + "print(f\"SVM Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"SVM Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"SVM Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"SVM Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"SVM Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"SVM Train Mean Squared Error: {mse_train:.4f}\")\n", + "\n", + "model_errors.append(['SVM', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" + ] + }, + { + "cell_type": "markdown", + "id": "aac5f7b2", + "metadata": {}, + "source": [ + "## SVM Modell" ] }, { @@ -535,28 +752,47 @@ "metadata": {}, "outputs": [], "source": [ - "# Define features and target variable\n", + "# Daten vorbereiten\n", "X = df_train.drop('smoking', axis=1)\n", + "X_test = df_test.drop('smoking', axis=1)\n", "y = df_train['smoking']\n", + "y_test = df_test['smoking']\n", "\n", - "# Split the data into training and testing sets\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "# Train the SVC model\n", "svc_model = SVC(random_state=42)\n", - "svc_model.fit(X_train, y_train)\n", + "svc_model.fit(X, y)\n", "\n", "# Make predictions\n", + "y_pred_train = svc_model.predict(X)\n", "y_pred = svc_model.predict(X_test)\n", "\n", - "# Evaluate the model\n", - "accuracy = accuracy_score(y_test, y_pred)\n", - "f1 = f1_score(y_test, y_pred)\n", - "print(f\"Genauigkeit des besten Modells auf dem Testdatensatz: {accuracy:.4f}\")\n", - "print(f\"Genauigkeit des besten Modells auf dem Testdatensatz (f1): {f1:.4f}\")\n", + "# Metriken\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", "\n", + "print(f\"SVM Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"SVM Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"SVM Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"SVM Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"SVM Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"SVM Train Mean Squared Error: {mse_train:.4f}\")\n", "\n", - "model_errors.append(['SVC', 0, 0, accuracy, accuracy_score(y_train, svc_model.predict(X_train)), f1, f1_score(y_train, svc_model.predict(X_train))])" + "model_errors.append(['SVM', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" + ] + }, + { + "cell_type": "markdown", + "id": "d73eba52", + "metadata": {}, + "source": [ + "## SVM Linear Kernel Model" ] }, { @@ -566,28 +802,139 @@ "metadata": {}, "outputs": [], "source": [ - "# Define features and target variable\n", + "# Daten vorbereiten\n", "X = df_train.drop('smoking', axis=1)\n", + "X_test = df_test.drop('smoking', axis=1)\n", "y = df_train['smoking']\n", + "y_test = df_test['smoking']\n", "\n", - "# Split the data into training and testing sets\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "# Train the SVC model\n", "svc_model = LinearSVC(random_state=42)\n", - "svc_model.fit(X_train, y_train)\n", + "svc_model.fit(X, y)\n", "\n", "# Make predictions\n", + "y_pred_train = svc_model.predict(X)\n", "y_pred = svc_model.predict(X_test)\n", "\n", - "# Evaluate the model\n", - "accuracy = accuracy_score(y_test, y_pred)\n", - "f1 = f1_score(y_test, y_pred)\n", - "print(f\"Genauigkeit des besten Modells auf dem Testdatensatz: {accuracy:.4f}\")\n", - "print(f\"Genauigkeit des besten Modells auf dem Testdatensatz (f1): {f1:.4f}\")\n", + "# Metriken\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", "\n", + "print(f\"SVM Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"SVM Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"SVM Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"SVM Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"SVM Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"SVM Train Mean Squared Error: {mse_train:.4f}\")\n", "\n", - "model_errors.append(['Linear SVC', 0, 0, accuracy, accuracy_score(y_train, svc_model.predict(X_train)), f1, f1_score(y_train, svc_model.predict(X_train))])" + "model_errors.append(['SVM', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" + ] + }, + { + "cell_type": "markdown", + "id": "02e71868", + "metadata": {}, + "source": [ + "## SVM Modell limited columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "52db280c", + "metadata": {}, + "outputs": [], + "source": [ + "# Daten vorbereiten\n", + "X = df_train[['height(cm)', 'hemoglobin', 'Gtp']]\n", + "X_test = df_test[['height(cm)', 'hemoglobin', 'Gtp']]\n", + "y = df_train['smoking']\n", + "y_test = df_test['smoking']\n", + "\n", + "\n", + "# Train the SVC model\n", + "svc_model = SVC(random_state=42)\n", + "svc_model.fit(X, y)\n", + "\n", + "# Make predictions\n", + "y_pred_train = svc_model.predict(X)\n", + "y_pred = svc_model.predict(X_test)\n", + "\n", + "# Metriken\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", + "\n", + "print(f\"SVM Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"SVM Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"SVM Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"SVM Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"SVM Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"SVM Train Mean Squared Error: {mse_train:.4f}\")\n", + "\n", + "model_errors.append(['SVM limited Columns', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" + ] + }, + { + "cell_type": "markdown", + "id": "371b1933", + "metadata": {}, + "source": [ + "## SVM Linear Kernel Modell limited columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2fe14bef", + "metadata": {}, + "outputs": [], + "source": [ + "# Daten vorbereiten\n", + "X = df_train[['height(cm)', 'hemoglobin', 'Gtp']]\n", + "X_test = df_test[['height(cm)', 'hemoglobin', 'Gtp']]\n", + "y = df_train['smoking']\n", + "y_test = df_test['smoking']\n", + "\n", + "\n", + "# Train the SVC model\n", + "svc_model = LinearSVC(random_state=42)\n", + "svc_model.fit(X, y)\n", + "\n", + "# Make predictions\n", + "y_pred_train = svc_model.predict(X)\n", + "y_pred = svc_model.predict(X_test)\n", + "\n", + "# Metriken\n", + "accuracy_train = accuracy_score(y, y_pred_train)\n", + "accuracy_test = accuracy_score(y_test, y_pred)\n", + "\n", + "f1_train = f1_score(y, y_pred_train)\n", + "f1_test = f1_score(y_test, y_pred)\n", + "\n", + "mse_train = mean_squared_error(y, y_pred_train)\n", + "mse_test = mean_squared_error(y_test, y_pred)\n", + "\n", + "print(f\"SVM Test Accuracy: {accuracy_test:.4f}\")\n", + "print(f\"SVM Train Accuracy: {accuracy_train:.4f}\")\n", + "print(f\"SVM Test F1-Score: {f1_test:.4f}\")\n", + "print(f\"SVM Train F1-Score: {f1_train:.4f}\")\n", + "print(f\"SVM Test Mean Squared Error: {mse_test:.4f}\")\n", + "print(f\"SVM Train Mean Squared Error: {mse_train:.4f}\")\n", + "\n", + "model_errors.append(['SVM Linear Kernel limited Columns', mse_test, mse_train, accuracy_test, accuracy_train, f1_test, f1_train])" ] }, { @@ -680,6 +1027,25 @@ "plt.tight_layout()\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0031537d", + "metadata": {}, + "outputs": [], + "source": [ + "# Visualize model errors\n", + "model_errors_df = pd.DataFrame(model_errors, columns=['Model', 'Test MSE', 'Train MSE', 'Test Accuracy', 'Train Accuracy', 'Test F1', 'Train F1'])\n", + "plt.figure(figsize=(12, 8))\n", + "sns.lineplot(x='Model', y='Test Accuracy', data=model_errors_df, color='blue', label='Test Accuracy')\n", + "sns.lineplot(x='Model', y='Train Accuracy', data=model_errors_df, color='orange', label='Train Accuracy', marker='o')\n", + "plt.xticks(rotation=45)\n", + "plt.title('Model Performance Comparison')\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ] } ], "metadata": {