{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "1. Бизнес-цели для решения задач\n", "регрессии - предсказание цены страховки (целевой столбец - charges)\n", "классификации - определить цену страховки в категориальных параметрах (низкая, высокая, нормальная) на основе средней цены\n", "\n", "2. Достижимый уровень качества\n", "данный датасет не требует от человека применения сложных средств и методов для разметки данных. Также я буду исходить из идеи, что все необходимые сведения предоставлены. Исхрдя из этого можно сказать, что модель может достичь \"хорошего\" уровня (цитата из презентации)\n", "\n", "3. Выбор ориентира\n", "регрессия - средняя стоимость страховки\n", "классификация - наиболее часто встречающаяся категория" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Подготовка данных (взято из 3 ЛР)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2772\n", "было 2772\n", "age 39.10966810966811 14.081459420836477\n", "bmi 30.70134920634921 6.1294486949652205\n", "children 1.1026753434562546 1.2157555494600176\n", "charges 13325.498588795157 12200.175109274192\n", "стало 2710\n" ] } ], "source": [ "import pandas as pd\n", "df = pd.read_csv(\"../dataset.csv\")\n", "print(df.shape[0])\n", "\n", "print(\"было \", df.shape[0])\n", "for column in df.select_dtypes(include=['int', 'float']).columns:\n", " mean = df[column].mean()\n", " std_dev = df[column].std()\n", " print(column, mean, std_dev)\n", " \n", " lower_bound = mean - 3 * std_dev\n", " upper_bound = mean + 3 * std_dev\n", " \n", " df = df[(df[column] <= upper_bound) & (df[column] >= lower_bound)]\n", " \n", "print(\"стало \", df.shape[0])\n", "df = pd.get_dummies(df, columns=['smoker', 'sex', 'region'])\n", "df = df.reset_index(drop=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "5-6. Выбор моделей и построение конвеера" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best parameters for Linear Regression: {}\n", "Best parameters for Random Forest Regressor: {'model__max_depth': None, 'model__n_estimators': 200}\n", "Best parameters for Gradient Boosting Regressor: {'model__learning_rate': 0.1, 'model__max_depth': 7, 'model__n_estimators': 200}\n", "Model: Linear Regression\n", "Model: Random Forest Regressor\n", "Model: Gradient Boosting Regressor\n", "Results for Linear Regression:\n", "MSE_train: 34444659.26088208\n", "MSE_test: 34814365.10649261\n", "R2_train: 0.7519227670167513\n", "R2_test: 0.7526515685852002\n", "MAE_train: 4063.4298138535955\n", "MAE_test: 4177.000255554095\n", "Results for Random Forest Regressor:\n", "MSE_train: 1068690.9196129853\n", "MSE_test: 6893069.254237878\n", "R2_train: 0.9923030771114929\n", "R2_test: 0.9510262541782973\n", "MAE_train: 458.22401190138396\n", "MAE_test: 1239.9530445735054\n", "Results for Gradient Boosting Regressor:\n", "MSE_train: 314879.3352948071\n", "MSE_test: 5789682.017738877\n", "R2_train: 0.9977321768918687\n", "R2_test: 0.9588655785881008\n", "MAE_train: 241.34572975609007\n", "MAE_test: 870.203742123879\n" ] } ], "source": [ "from sklearn.discriminant_analysis import StandardScaler\n", "from sklearn.ensemble import GradientBoostingRegressor, RandomForestRegressor\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", "from sklearn.model_selection import GridSearchCV, train_test_split\n", "from sklearn.pipeline import Pipeline\n", "\n", "X_reg = df.drop(columns=['charges'])\n", "y_reg = df['charges']\n", "\n", "X_train_reg, X_test_reg, y_train_reg, y_test_reg = train_test_split(X_reg, y_reg, test_size=0.2, random_state=13)\n", "\n", "models_reg = {\n", " 'Linear Regression': LinearRegression(),\n", " 'Random Forest Regressor': RandomForestRegressor(random_state=42),\n", " 'Gradient Boosting Regressor': GradientBoostingRegressor(random_state=42)\n", "}\n", "\n", "pipelines_reg = {}\n", "for name, model in models_reg.items():\n", " pipelines_reg[name] = Pipeline([\n", " ('scaler', StandardScaler()),\n", " ('model', model)\n", " ])\n", "\n", "param_grids_reg = {\n", " 'Linear Regression': {},\n", " 'Random Forest Regressor': {\n", " 'model__n_estimators': [100, 200, 300],\n", " 'model__max_depth': [None, 10, 20, 30]\n", " },\n", " 'Gradient Boosting Regressor': {\n", " 'model__n_estimators': [100, 200, 300],\n", " 'model__learning_rate': [0.01, 0.1, 0.2],\n", " 'model__max_depth': [3, 5, 7]\n", " }\n", "}\n", "\n", "best_models_reg = {}\n", "for name, pipeline in pipelines_reg.items():\n", " grid_search = GridSearchCV(pipeline, param_grids_reg[name], cv=5, scoring='neg_mean_squared_error')\n", " grid_search.fit(X_train_reg, y_train_reg)\n", " best_models_reg[name] = grid_search.best_estimator_\n", " print(f'Best parameters for {name}: {grid_search.best_params_}')\n", "\n", "results_reg = {}\n", "for model_name in best_models_reg.keys():\n", " print(f\"Model: {model_name}\")\n", " model_pipeline = best_models_reg[model_name]\n", "\n", " y_train_predict = model_pipeline.predict(X_train_reg)\n", " y_test_predict = model_pipeline.predict(X_test_reg)\n", "\n", " results_reg[model_name] = {\n", " \"pipeline\": model_pipeline,\n", " \"preds_train\": y_train_predict,\n", " \"preds_test\": y_test_predict,\n", " \"MSE_train\": mean_squared_error(y_train_reg, y_train_predict),\n", " \"MSE_test\": mean_squared_error(y_test_reg, y_test_predict),\n", " \"R2_train\": r2_score(y_train_reg, y_train_predict),\n", " \"R2_test\": r2_score(y_test_reg, y_test_predict),\n", " \"MAE_train\": mean_absolute_error(y_train_reg, y_train_predict),\n", " \"MAE_test\": mean_absolute_error(y_test_reg, y_test_predict)\n", " }\n", "\n", "for model_name, results in results_reg.items():\n", " print(f\"Results for {model_name}:\")\n", " print(f\"MSE_train: {results['MSE_train']}\")\n", " print(f\"MSE_test: {results['MSE_test']}\")\n", " print(f\"R2_train: {results['R2_train']}\")\n", " print(f\"R2_test: {results['R2_test']}\")\n", " print(f\"MAE_train: {results['MAE_train']}\")\n", " print(f\"MAE_test: {results['MAE_test']}\")\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best parameters for Logistic Regression: {'model__C': 10, 'model__solver': 'liblinear'}\n", "Best parameters for Random Forest Classifier: {'model__max_depth': None, 'model__n_estimators': 100}\n", "Best parameters for Gradient Boosting Classifier: {'model__learning_rate': 0.1, 'model__max_depth': 5, 'model__n_estimators': 300}\n", "Model: Logistic Regression\n", "Model: Random Forest Classifier\n", "Model: Gradient Boosting Classifier\n", "Results for Logistic Regression:\n", "Precision_train: 0.8744992796427931\n", "Precision_test: 0.8758164684756503\n", "Recall_train: 0.841789667896679\n", "Recall_test: 0.8431734317343174\n", "Accuracy_train: 0.841789667896679\n", "Accuracy_test: 0.8431734317343174\n", "ROC_AUC_test: 0.9355010585912291\n", "F1_train: 0.834330465466937\n", "F1_test: 0.8350142662043457\n", "MCC_test: 0.7851901595251827\n", "Cohen_kappa_test: 0.7657628342341151\n", "Confusion_matrix:\n", "[[173 3 0]\n", " [ 5 172 0]\n", " [ 17 60 112]]\n", "\n", "Results for Random Forest Classifier:\n", "Precision_train: 0.999080053300533\n", "Precision_test: 0.9746115352901856\n", "Recall_train: 0.9990774907749077\n", "Recall_test: 0.974169741697417\n", "Accuracy_train: 0.9990774907749077\n", "Accuracy_test: 0.974169741697417\n", "ROC_AUC_test: 0.9937592800800455\n", "F1_train: 0.9990775021680652\n", "F1_test: 0.974013999727198\n", "MCC_test: 0.9616316062344435\n", "Cohen_kappa_test: 0.96125843706283\n", "Confusion_matrix:\n", "[[176 0 0]\n", " [ 0 175 2]\n", " [ 4 8 177]]\n", "\n", "Results for Gradient Boosting Classifier:\n", "Precision_train: 0.999080053300533\n", "Precision_test: 0.9706437064370643\n", "Recall_train: 0.9990774907749077\n", "Recall_test: 0.9704797047970479\n", "Accuracy_train: 0.9990774907749077\n", "Accuracy_test: 0.9704797047970479\n", "ROC_AUC_test: 0.9927092854328317\n", "F1_train: 0.9990775021680652\n", "F1_test: 0.9703257159470196\n", "MCC_test: 0.9559528402941749\n", "Cohen_kappa_test: 0.9557185020271858\n", "Confusion_matrix:\n", "[[176 0 0]\n", " [ 0 173 4]\n", " [ 4 8 177]]\n", "\n" ] } ], "source": [ "from sklearn.ensemble import GradientBoostingClassifier, RandomForestClassifier\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.metrics import cohen_kappa_score, confusion_matrix, f1_score, matthews_corrcoef, precision_score, recall_score, roc_auc_score, accuracy_score\n", "from sklearn.model_selection import GridSearchCV, train_test_split\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import StandardScaler\n", "import pandas as pd\n", "\n", "# Предположим, что у вас уже есть DataFrame df с колонкой 'charges'\n", "# df = pd.read_csv('your_data.csv')\n", "\n", "# Вычисляем 33-й и 66-й перцентили\n", "bins = [float('-inf'), df['charges'].quantile(0.33), df['charges'].quantile(0.66), float('inf')]\n", "labels = ['Low', 'Medium', 'High']\n", "\n", "# Создаем новый столбец 'ChangesGroup' на основе заданных границ\n", "df['ChangesGroup'] = pd.cut(df['charges'], bins=bins, labels=labels)\n", "\n", "# Преобразуем категориальные данные в числовые\n", "df['ChangesGroup'] = df['ChangesGroup'].cat.codes\n", "\n", "# Выбор признаков и целевой переменной для классификации\n", "X_class = df.drop(['charges', 'ChangesGroup'], axis=1)\n", "y_class = df['ChangesGroup']\n", "\n", "# Разделение данных\n", "X_train_class, X_test_class, y_train_class, y_test_class = train_test_split(X_class, y_class, test_size=0.2, random_state=13)\n", "\n", "# Выбор моделей для классификации\n", "models_class = {\n", " 'Logistic Regression': LogisticRegression(random_state=13, max_iter=5000, solver='liblinear'),\n", " 'Random Forest Classifier': RandomForestClassifier(random_state=13),\n", " 'Gradient Boosting Classifier': GradientBoostingClassifier(random_state=13)\n", "}\n", "\n", "# Создание конвейера для классификации\n", "pipelines_class = {}\n", "for name, model in models_class.items():\n", " pipelines_class[name] = Pipeline([\n", " ('scaler', StandardScaler()),\n", " ('model', model)\n", " ])\n", "\n", "# Определение сетки гиперпараметров для классификации\n", "param_grids_class = {\n", " 'Logistic Regression': {\n", " 'model__C': [0.1, 1, 10],\n", " 'model__solver': ['lbfgs', 'liblinear']\n", " },\n", " 'Random Forest Classifier': {\n", " 'model__n_estimators': [100, 200, 300],\n", " 'model__max_depth': [None, 10, 20, 30]\n", " },\n", " 'Gradient Boosting Classifier': {\n", " 'model__n_estimators': [100, 200, 300],\n", " 'model__learning_rate': [0.01, 0.1, 0.2],\n", " 'model__max_depth': [3, 5, 7]\n", " }\n", "}\n", "\n", "# Настройка гиперпараметров для классификации\n", "best_models_class = {}\n", "for name, pipeline in pipelines_class.items():\n", " grid_search = GridSearchCV(pipeline, param_grids_class[name], cv=5, scoring='accuracy', n_jobs=-1)\n", " grid_search.fit(X_train_class, y_train_class)\n", " best_models_class[name] = {\"model\": grid_search.best_estimator_}\n", " print(f'Best parameters for {name}: {grid_search.best_params_}')\n", "\n", "# Обучение моделей и оценка качества\n", "for model_name in best_models_class.keys():\n", " print(f\"Model: {model_name}\")\n", " model = best_models_class[model_name][\"model\"]\n", "\n", " model_pipeline = Pipeline([(\"scaler\", StandardScaler()), (\"model\", model)])\n", " model_pipeline = model_pipeline.fit(X_train_class, y_train_class)\n", "\n", " y_train_predict = model_pipeline.predict(X_train_class)\n", " y_test_probs = model_pipeline.predict_proba(X_test_class)\n", " y_test_predict = model_pipeline.predict(X_test_class)\n", "\n", " best_models_class[model_name][\"pipeline\"] = model_pipeline\n", " best_models_class[model_name][\"probs\"] = y_test_probs\n", " best_models_class[model_name][\"preds\"] = y_test_predict\n", "\n", " best_models_class[model_name][\"Precision_train\"] = precision_score(y_train_class, y_train_predict, average='weighted')\n", " best_models_class[model_name][\"Precision_test\"] = precision_score(y_test_class, y_test_predict, average='weighted')\n", " best_models_class[model_name][\"Recall_train\"] = recall_score(y_train_class, y_train_predict, average='weighted')\n", " best_models_class[model_name][\"Recall_test\"] = recall_score(y_test_class, y_test_predict, average='weighted')\n", " best_models_class[model_name][\"Accuracy_train\"] = accuracy_score(y_train_class, y_train_predict)\n", " best_models_class[model_name][\"Accuracy_test\"] = accuracy_score(y_test_class, y_test_predict)\n", " best_models_class[model_name][\"ROC_AUC_test\"] = roc_auc_score(y_test_class, y_test_probs, multi_class='ovr')\n", " best_models_class[model_name][\"F1_train\"] = f1_score(y_train_class, y_train_predict, average='weighted')\n", " best_models_class[model_name][\"F1_test\"] = f1_score(y_test_class, y_test_predict, average='weighted')\n", " best_models_class[model_name][\"MCC_test\"] = matthews_corrcoef(y_test_class, y_test_predict)\n", " best_models_class[model_name][\"Cohen_kappa_test\"] = cohen_kappa_score(y_test_class, y_test_predict)\n", " best_models_class[model_name][\"Confusion_matrix\"] = confusion_matrix(y_test_class, y_test_predict)\n", "\n", "# Вывод результатов\n", "for model_name, results in best_models_class.items():\n", " print(f\"Results for {model_name}:\")\n", " print(f\"Precision_train: {results['Precision_train']}\")\n", " print(f\"Precision_test: {results['Precision_test']}\")\n", " print(f\"Recall_train: {results['Recall_train']}\")\n", " print(f\"Recall_test: {results['Recall_test']}\")\n", " print(f\"Accuracy_train: {results['Accuracy_train']}\")\n", " print(f\"Accuracy_test: {results['Accuracy_test']}\")\n", " print(f\"ROC_AUC_test: {results['ROC_AUC_test']}\")\n", " print(f\"F1_train: {results['F1_train']}\")\n", " print(f\"F1_test: {results['F1_test']}\")\n", " print(f\"MCC_test: {results['MCC_test']}\")\n", " print(f\"Cohen_kappa_test: {results['Cohen_kappa_test']}\")\n", " print(f\"Confusion_matrix:\\n{results['Confusion_matrix']}\")\n", " print()\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "from sklearn.metrics import ConfusionMatrixDisplay\n", "\n", "# Количество моделей\n", "num_models = len(best_models_class)\n", "\n", "# Создание фигуры и осей для отображения матриц ошибок\n", "fig, ax = plt.subplots(num_models, 1, figsize=(12, 10), sharex=False, sharey=False)\n", "\n", "# Перебор моделей и отображение матриц ошибок\n", "for index, key in enumerate(best_models_class.keys()):\n", " c_matrix = best_models_class[key][\"Confusion_matrix\"]\n", " disp = ConfusionMatrixDisplay(\n", " confusion_matrix=c_matrix, display_labels=[\"Low\", \"Medium\", \"High\"]\n", " ).plot(ax=ax.flat[index])\n", " disp.ax_.set_title(key)\n", "\n", "# Настройка расположения подзаголовков\n", "plt.subplots_adjust(top=1, bottom=0, hspace=0.4, wspace=0.1)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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T3HXXXbFhA5dccglTpkzhrbfe4v3332fBggX83//9H2+++Waz2Xxt1dy/t3rY8IjW+uijjzh48CAvv/wyL7/8cqPzL774Yiw4d6yay9CKRCIJj+sf//gHV199NRdeeCHz588nOzsbg8HAww8/3GhwSGtddtllzJ49m02bNjFmzBheffVVpk+fHvtZBO1nc/fu3fz73//m/fff57nnnuOxxx5j0aJFXHfddUe8j5EjR3LWWWcdcV1TP4c6nY533323yX9fp9PZikd4fHWHPQohhBDHmwTnhBBCCHHUCgoK+PDDD5k8eXKLAbUVK1ZQVVXFm2++ydSpU2PHG2ZUtSen08ndd9/N7NmzefXVV7nssstiJZvJycktBjqys7OxWq3s2rWr0bmmjjUlKyuLpKQkIpFIq4IqDoeDSy+9lEsvvZRgMMhFF13Egw8+yJ133onVagWgR48e/OIXv+AXv/gF5eXljB07lgcffLDZ4Fzfvn358MMPcbvdCdlz0RLivn37tuqxHK0XX3yR7OxsnnzyyUbn3nzzTd566y0WLVqEzWajoKCALVu2tHi9lkok09LSqK2tbXR83759CVlVr7/+Ov379+fNN99MuN7hAx3a4sILL+T666+Plbbu2LGDO++8s9G69PR0Zs+ezezZs6mvr2fq1Kncc889rQrOHa2CggJUVaVfv34MGjSo2XXRn4WdO3fGJsGCNmV2z549jB49utmvjX5/j/bfryP2KIQQQnR10nNOCCGEEEftkksuIRKJxEr6GgqHw7GASTQjpmEWVjAY5Kmnnjpue/vpT39K7969+b//+z8Axo0bR0FBAX/4wx+or69vtL6ioiK217POOot//etfCT3edu3a1ahPW3MMBgMzZ87kjTfeaDJoEb0v0CbTNmQ2mxk2bBiqqhIKhYhEIo3KfrOzs+nZsyeBQKDZPXz/+98nEomwcOHChOOPPfYYOp3uqDPutm3bRnFxcYtrfD4fb775Jueffz4XX3xxo9tNN92E2+3mP//5DwAzZ85k8+bNvPXWW42uFf2ZcTgcAE0G4QoKCvjiiy8IBoOxY2+//Tb79+9PWNfUz+Hq1atZtWpVKx5501JTUykqKuLVV1/l5Zdfxmw2c+GFFyasOfzf2Ol0MmDAgBb//drDRRddhMFg4N57722UAamqamxf48ePJysri0WLFiV8D5csWdLk97uhrKwspk6dyvPPP9/o56LhfTb379cRexRCCCG6OsmcE0IIIU4Czz//PMuWLWt0/JZbbjmm606bNo3rr7+ehx9+mE2bNnHOOedgMpnYuXMnr732Gk888QQXX3wxp512GmlpacyaNYubb74ZnU7H3//+96MumWwNk8nELbfcwvz581m2bBnnnnsuzz33HOeddx7Dhw9n9uzZ9OrViwMHDvDxxx+TnJzMf//7XwDuuece3n//fSZPnsyNN94YC3KNGDGCTZs2ter+H3nkET7++GMKCwv52c9+xrBhw6iurmbDhg18+OGHVFdXA3DOOeeQm5vL5MmTycnJ4ZtvvmHhwoXMmDGDpKQkamtr6d27NxdffDGjR4/G6XTy4YcfsnbtWv74xz82e/8XXHAB3/ve9/jtb3/L3r17GT16NO+//z7//ve/ufXWWxOGP7TF0KFDmTZtWotDIf7zn//gdrv5wQ9+0OT5U089laysLF588UUuvfRS5s+fz+uvv86Pf/xjrrnmGsaNG0d1dTX/+c9/WLRoEaNHj6agoIDU1FQWLVpEUlISDoeDwsJC+vXrx3XXXcfrr7/OueeeyyWXXMLu3bv5xz/+0egxnn/++bz55pv86Ec/YsaMGezZs4dFixYxbNiwJgO2rXXppZdyxRVX8NRTT1FUVERqamrC+WHDhnHGGWcwbtw40tPTWbduHa+//jo33XTTUd9naxQUFPDAAw9w5513snfvXi688EKSkpLYs2cPb731Fj//+c/51a9+hclk4oEHHuD666/nzDPP5NJLL2XPnj0sXry4Vf3c/vznP3P66aczduxYfv7zn9OvXz/27t3L0qVLY/+/jBs3DoDf/va3XHbZZZhMJi644IIO26MQQgjRpXXwdFghhBBCdKDFixerQLO3/fv3q3v27FEBdfHixbGvmzVrlupwOBpd7+6771ab+vPh2WefVceNG6fabDY1KSlJHTlypPrrX/9aLSkpia35/PPP1VNPPVW12Wxqz5491V//+tfqe++9pwLqxx9/HFs3bdo0dfjw4a1+jNE9VVRUNDpXV1enpqSkqNOmTYsd27hxo3rRRRepGRkZqsViUfv27atecskl6vLlyxO+dvny5eopp5yims1mtaCgQH3uuefUX/7yl6rVak1YB6hz5sxpcm9lZWXqnDlz1Ly8PNVkMqm5ubnq9OnT1WeffTa25plnnlGnTp0a209BQYE6f/58ta6uTlVVVQ0EAur8+fPV0aNHq0lJSarD4VBHjx6tPvXUUwn3NWvWLLVv374Jx9xut3rbbbepPXv2VE0mkzpw4EB1wYIFqqIorXoMffv2VWfNmtVobcPvZ1MuuOAC1Wq1qh6Pp9k1V199tWoymdTKykpVVVW1qqpKvemmm9RevXqpZrNZ7d27tzpr1qzYeVVV1X//+9/qsGHDVKPR2Ohn9o9//KPaq1cv1WKxqJMnT1bXrVunTps2LWGviqKoDz30kNq3b1/VYrGop5xyivr22283+b0D1LvvvrvFxxnlcrlUm82mAuo//vGPRucfeOABdeLEiWpqaqpqs9nUIUOGqA8++KAaDAZbvO7HH3+sAuprr73W4rqW/h9QVVV944031NNPP111OByqw+FQhwwZos6ZM0fdvn17wrqnnnpK7devn2qxWNTx48er//vf/xp9D5t6vlBVVd2yZYv6ox/9SE1NTVWtVqs6ePBg9fe//33Cmvvvv1/t1auXqtfrVUDds2fPcdmjEEII0d3oVPU4vmUthBBCCHECufDCC9m6dWts8qsQQgghhBDHSnrOCSGEEEI0wefzJXy+c+dO3nnnHc4444zO2ZAQQgghhDghSeacEEIIIUQTevTowdVXX03//v3Zt28fTz/9NIFAgI0bNzJw4MDO3p4QQgghhDhByEAIIYQQQogmnHvuufzzn/+ktLQUi8XCpEmTeOihhyQwJ4QQQggh2pVkzgkhhBBCCCGEEEII0Umk55wQQgghhBBCCCGEEJ1EgnNCCCGEEEIIIYQQQnQS6TnXThRFoaSkhKSkJHQ6XWdvRwghhBBCCCGEEEJ0IlVVcbvd9OzZE72++fw4Cc61k5KSEvLy8jp7G0IIIYQQQgghhBCiC9m/fz+9e/du9rwE59pJUlISoH3Dk5OTO3k3QgghhBBCCCGEEKIzuVwu8vLyYjGj5khwrp1ES1mTk5MlOCeEEEIIIYQQQgghAI7Y/kwGQgghhBBCCCGEEEII0UkkOCeEEEIIIYQQQgghRCeR4JwQQgghhBBCCCGEEJ2kU4Nz99xzDzqdLuE2ZMiQ2Hm/38+cOXPIyMjA6XQyc+ZMysrKEq5RXFzMjBkzsNvtZGdnM3/+fMLhcMKaFStWMHbsWCwWCwMGDGDJkiWN9vLkk0+Sn5+P1WqlsLCQNWvWHJfHLIQQQgghhBBCCCFEVKdnzg0fPpyDBw/Gbp999lns3G233cZ///tfXnvtNT755BNKSkq46KKLYucjkQgzZswgGAyycuVKXnjhBZYsWcJdd90VW7Nnzx5mzJjB9773PTZt2sStt97Kddddx3vvvRdb88orrzBv3jzuvvtuNmzYwOjRoykqKqK8vLxjvglCCCGEEEIIIYQQ4qSkU1VV7aw7v+eee/jXv/7Fpk2bGp2rq6sjKyuLl156iYsvvhiAbdu2MXToUFatWsWpp57Ku+++y/nnn09JSQk5OTkALFq0iNtvv52KigrMZjO33347S5cuZcuWLbFrX3bZZdTW1rJs2TIACgsLmTBhAgsXLgRAURTy8vKYO3cud9xxR6sei8vlIiUlhbq6OpnWKoQQQgghhBBCCHGSa22sqNMz53bu3EnPnj3p378/P/3pTykuLgZg/fr1hEIhzjrrrNjaIUOG0KdPH1atWgXAqlWrGDlyZCwwB1BUVITL5WLr1q2xNQ2vEV0TvUYwGGT9+vUJa/R6PWeddVZsTVMCgQAulyvhJoQQQgghhBBCCCFEW3RqcK6wsJAlS5awbNkynn76afbs2cOUKVNwu92UlpZiNptJTU1N+JqcnBxKS0sBKC0tTQjMRc9Hz7W0xuVy4fP5qKysJBKJNLkmeo2mPPzww6SkpMRueXl5R/U9EEIIIYQQQgghhBAnL2Nn3vl5550X+3jUqFEUFhbSt29fXn31VWw2Wyfu7MjuvPNO5s2bF/vc5XJJgE4IIYQQQgghhBCiJfX1sH49rF4Na9bAgAHwyCOdvatO1anBucOlpqYyaNAgdu3axdlnn00wGKS2tjYhe66srIzc3FwAcnNzG01VjU5zbbjm8AmvZWVlJCcnY7PZMBgMGAyGJtdEr9EUi8WCxWI56scqhBBCCCGEEEIIccJTVVi8GL74QgvIbdkCihI/P2zYSR+c6/Secw3V19eze/duevTowbhx4zCZTCxfvjx2fvv27RQXFzNp0iQAJk2axFdffZUwVfWDDz4gOTmZYcOGxdY0vEZ0TfQaZrOZcePGJaxRFIXly5fH1gghhBBCCCGEEEKIIygpgbfegmeeiR/T6WDBAvjrX+HLL7XAXO/ecNFF8H//B4sWdd5+u4hOzZz71a9+xQUXXEDfvn0pKSnh7rvvxmAwcPnll5OSksK1117LvHnzSE9PJzk5mblz5zJp0iROPfVUAM455xyGDRvGlVdeyaOPPkppaSm/+93vmDNnTiyr7YYbbmDhwoX8+te/5pprruGjjz7i1VdfZenSpbF9zJs3j1mzZjF+/HgmTpzI448/jsfjYfbs2Z3yfRFCCCGEEEIIIYTo0jweWLdOK01dvVq7ffedds7hgOuuA4NB+3z2bKiuhsJC7dazZ+ftuwvq1ODcd999x+WXX05VVRVZWVmcfvrpfPHFF2RlZQHw2GOPodfrmTlzJoFAgKKiIp566qnY1xsMBt5++21uvPFGJk2ahMPhYNasWdx3332xNf369WPp0qXcdtttPPHEE/Tu3ZvnnnuOoqKi2JpLL72UiooK7rrrLkpLSxkzZgzLli1rNCRCCCGEEEIIIYQQ4qQTicCOHTB0aPzYpZdCg8QnAPR6GD5cC8C53RBtU/brX3fYVrsjnaqqamdv4kTgcrlISUmhrq6O5OTkzt6OEEIIIYQQQgghxNE5eDCeDbd6Naxdqw1yOHAgnvV2331a+Wo0G66wEMaPB6ezc/fehbQ2VtSlBkIIIYQQQgghhBBCiE7y/PNwzz2wf3/jcw4H7NoVD8795jdw110dur0TlQTnhBBCCCGEEEIIIU4GigLffJOYFffkkzB5snbeYtECczpdvDw1ehs2DIwNwkhGCSm1F/lOCiGEEEIIIYQQQpyodu+Gv/0tXp7qdieeX7UqHpwrKoKPPtLKU5OSOn6vJykJzgkhhBBCCCGEEEJ0d14vrF+vTU8dNw7OOEM7XlEBDz8cX2e3a8G3aEbc6afHz2Vmwve+16HbFhKcE0IIIYQQQgghhOheFAW2bUssT/3qK22qKsANN8SDc2PGwHXXwcSJTZenik4n/xpCCCGEEEIIIYQQXVlZGdTWwuDB2ueVlVpPuMP17KkF4CZNih+zWuGvf+2QbYqjI8E5IYQQQgghhBBCiK7C64UNG7Ty1GhW3L59cPbZ8P772prsbBgxAtLTE4c29O7duXsXR0WCc0IIIYQQQgghhBBdwZlnwv/+Fy9PjdLptKBdQ19+qR0X3Z4E54QQQgghhBBCCCE6Qnl5Yp+4mhpYty5+3mDQAnM9emiZcNE+cePHQ3Jy4rUkMHfCkOCcEEIIIYQQQgghxPHyz3/Cv/+tBeP27m18vrJSm5IK8PjjWhCud28Jvp1EJDgnhBBCCCGEEEIIcSwUBXbs0AJwa9bAn/4EFot2bsUKeOUV7WOdDoYOTewTl5YWv05TQx7ECU+Cc0IIIYQQQgghhBBtUVUFK1fGy1PXroW6uvj5WbO0klSASy6Bvn21QNyECY3LU8VJT4JzQgghhBBCCCGEEM3x+bTpqUOGQEaGduxvf4Pbb09cZ7PBuHGNs+GmT9duQjRDgnNCCCGEEEIIIYQQkFieGr19+SWEw/Dii/CTn2jrJk1qXJ46YgSYTJ27f9EtSXBOCCGEEEIIIYQQJydFAb1e+/jTT+GCCxLLU6Oys8HjiX8+ZQp8/XXH7FGc8CQ4J4QQQgghhBBCiBOfzwcbN8Yz4tasgWuugd/9Tjvfr58WmLNa4+Wp0VufPjI9VRw3EpwTQgghhBBCCCHEiamuDn7zGy0Yt3mzVp7a0OrV8Y9799aCd8OHS3mq6FASnBNCCCGEEEIIIUT3VlGhZcKtXg2pqTBvnnbc4YDFi7WsOdDKU6PZcBMnatNTGxozpiN3LQQgwTkhhBBCCCGEEEJ0N6tXwxdfxEtUv/02fm7o0HhwzmiERx6BnBwtINe3r5Snii5HgnNCCCGEEEIIIYTomlQVdu7Ugm/nnhs/Pns2fPNN4tohQ7QA3Kmnal8XDcLdfHPH7VeIoyDBOSGEEEIIIYQQQnQNlZXx8tTo0IaaGrDbtf5xxkNhjO9/HwoK4iWqEyZo5axCdEMSnBNCCCGEEEIIIUTHCwTAYol//rOfwXPPNV5ntWq94CorITdXO/aHP3TIFoXoCBKcE0IIIYQQQgghxPGlqrBrVzwjbvVq2LRJK1ft3Vtb07ev9t/Bg+MZcYWFMGqUTE8VJzQJzgkhhBBCCCGEEOL4WLYMnnhCK0+trm58ft26eHDuxhthzhxIS+vYPQrRySQ4J4QQQgghhBBCiKMXCGhZcNEecbfcovWAAy0gt2yZ9rHFAmPHJmbF5efHr5OR0dE7F6JLkOCcEEIIIYQQQgghWq+qSgu4NSxPDQbj50eNigfnzjgDFi6Ml6eazZ2xYyG6NAnOCSGEEEIIIYQQomlVVbB2LeTkwCmnaMd27YIrrkhcl5kZz4Y7++z48Z49tVJVIUSzJDgnhBBCCCGEEEIIrTx18+bEoQ27dmnnrr8eFi3SPh4zBk4/HcaNiwfk+vUDna7Tti5EdybBOSGEEEIIIYQQ4mSjquByQUqK9nldHWRnJ5anRg0cqGXORVks8OmnHbNPIU4CEpwTQgghhBBCCCFOdNXV2rCGaEbcmjVameoHH2jnU1K0qal1dYkDGyZMgPT0zt27ECc4Cc4JIYQQQgghhBAnqptugvfei5enNvTll1oGXbQc9YsvtN5xUp4qRIeS4JwQQgghhBBCCNFdqSp8+208I+677+CNN+Lnd+yIB+YGDEjMihs9OjEQl5XVsXsXQgASnBNCCCGEEEIIIbqXVau0ctRoeWplZeL5iop4oO3OO+G222DiRMjI6Pi9CiGOSIJzQgghhBBCCCFEVxQMatNT16yBa68Fq1U7/v/+X3xyKoDZrE1QjWbERdcBfO97HbplIUTbSXBOCCGEEEIIIYTobKoKe/bEy1NXr4aNGyEQ0M6PH68F3gCKirRJq9Fg3Jgx2gRVIY4jRVE5UOvDEwzjMBvplWpDr5f+hO1BgnNCCCGEEEIIIURHq6nRMt4cDu3zP/8Zbr218br0dK0ktaELL9RuQnSQXeVu3ttSxu6KevzhCFajgYIsJ0UjchiQnXTM1z/ZA3/6zt5A1COPPIJOp+PWBk9Gfr+fOXPmkJGRgdPpZObMmZSVlSV8XXFxMTNmzMBut5Odnc38+fMJh8MJa1asWMHYsWOxWCwMGDCAJUuWNLr/J598kvz8fKxWK4WFhaxZs+Z4PEwhhBBCCCGEECebYBDWrYMnn4SrroLBg7Wg27/+FV9zyilasG7iRJg7F/7xD22YQ2UlvPtuPGtOiGOkKCr7q71sK3Wxv9qLoqgtrt9V7mbx53vZUlJHqt1E/0wnqXYTW0rqWPz5XnaVu49pP7vK3Ty9YjePfbCDPy/fyWMf7ODpFbuP+brdSZfInFu7di3PPPMMo0aNSjh+2223sXTpUl577TVSUlK46aabuOiii/j8888BiEQizJgxg9zcXFauXMnBgwe56qqrMJlMPPTQQwDs2bOHGTNmcMMNN/Diiy+yfPlyrrvuOnr06EFRUREAr7zyCvPmzWPRokUUFhby+OOPU1RUxPbt28nOzu7Yb4YQQgghhBBCiBPDV1/B9dfDhg3x8tSGdu6Mf3zaaVqpqpSniuOorRlwiqLy3pYyqj1BBmY70R2a7ptkNeG0GNlZXs/7W8von+k8qky3aOCv2hOkR4oVu9mGNxhmS0kdJXU+Zk/Ob5fMvK5Op6pqyyHS46y+vp6xY8fy1FNP8cADDzBmzBgef/xx6urqyMrK4qWXXuLiiy8GYNu2bQwdOpRVq1Zx6qmn8u6773L++edTUlJCTk4OAIsWLeL222+noqICs9nM7bffztKlS9myZUvsPi+77DJqa2tZtmwZAIWFhUyYMIGFCxcCoCgKeXl5zJ07lzvuuKPJfQcCAQINnlxdLhd5eXnU1dWRnJx8XL5XQgghhBBCCCG6mNpaWLs23ifu7LPh5pu1cwcOQO/e2sdpafEecYWFMj1VdLjGgTAj3mCYg3V+0h3mJgNh+6u9PPbBDlLtJpKspkbXdPtD1HpD3Hb2IPLS7QCEwwob9tdQ5QmS4TAzNi8No7Fx4aaiqDy9YjdbSuoSAn8Aqqqys7yekb1SuGFaQbctcXW5XKSkpBwxVtTpmXNz5sxhxowZnHXWWTzwwAOx4+vXrycUCnHWWWfFjg0ZMoQ+ffrEgnOrVq1i5MiRscAcQFFRETfeeCNbt27llFNOYdWqVQnXiK6Jls8Gg0HWr1/PnXfeGTuv1+s566yzWLVqVbP7fvjhh7n33nuP9eELIYQQQgghhOhO/H54/vl4MG779sTzihIPzvXqBa+8opWsDhgAuu4ZYBDH3/HuuXa0GXCeYBh/OILdbEu4nqqquP1hfKEINd4gbn8IgOXflLHk873srfIQiiiYDHryMxxcPTmf6UNzEq5xoNbH7op6eqRYEwJzADqdjh4pVnaV13Og1hcL/J2oOjU49/LLL7NhwwbWrl3b6FxpaSlms5nU1NSE4zk5OZSWlsbWNAzMRc9Hz7W0xuVy4fP5qKmpIRKJNLlm27Ztze79zjvvZN68ebHPo5lzQgghhBBCCCFOAKoK+/ZpAThFgcsv144bjTB/Pni98bX9+8cz4k4/PfE6l1zScXsW3dLxHrYARx8Ic5iNWI0GvMFwLHOu2hNgd7mHam8QXyiMosC/Npawfl8NL6zah9sfIsNhxmY24AtG2FHu5uF3tfhKwwBdc4G/KJvZQJnLjycYbvL8iaTTgnP79+/nlltu4YMPPsBqtXbWNo6axWLBIr0AhBBCCCGEEOLEUFeXWJ66ejWUl2vnhgxJDM794hdgt8fLUzMzO2/fols71p5rrc24O9pAWK9UGwVZTraU1OG0GKnxBtm0vxZfMILDYiAU1pOabGJvZT3/2XyAUESlf6YdvV4rY02y6nGYDRTX+Hhh5V6mDcyKlbg2FfhryBeMYDEacJg7vejzuOu0R7h+/XrKy8sZO3Zs7FgkEuF///sfCxcu5L333iMYDFJbW5uQPVdWVkZubi4Aubm5jaaqRqe5Nlxz+ITXsrIykpOTsdlsGAwGDAZDk2ui1xBCCCGEEEIIcQIJhWDPHhg0KH5s8mTYujVxnckEo0fDpEla9tyhgAMLFnTcXsUJ61iHLewodfP6+v3srqgnokKazcSA7KQmM+6ONhCm1+soGpFDSZ2PHWX1VLj9eANhnFYTnkAYu8XIsB4peANh6nwhkqzGRpl5er2eDIeZPZUeNuyvYWI/rdfi4YG/w3vOHazzM7JXCr1Smw4onkgad+TrINOnT+err75i06ZNsdv48eP56U9/GvvYZDKxfPny2Nds376d4uJiJk2aBMCkSZP46quvKI++mwF88MEHJCcnM2zYsNiahteIrolew2w2M27cuIQ1iqKwfPny2BohhBBCCCGEEN2UqsLevVrvt1/+Uis7TU6GMWO0IF3UxInQrx9cdhk89hisXKlNT127Fv7853hgToh20pZS08Mt/6aM+a9v5u0vD7K7op6DtT6Kq718saeKxZ/vZVe5O2F9NBB2sM7P4XNBo4GwAdnOJgNhA7KTmD05nz7pNsrdASIqBMIK2clWxuSlku4w4wtHAAhHFIJhpdE1bGYDoYhClScYOxYN/KU7zOwsr8ftDxFWFNz+EDvL60l3mDlneE63HQbRFp2WOZeUlMSIESMSjjkcDjIyMmLHr732WubNm0d6ejrJycnMnTuXSZMmceqppwJwzjnnMGzYMK688koeffRRSktL+d3vfsecOXNiJac33HADCxcu5Ne//jXXXHMNH330Ea+++ipLly6N3e+8efOYNWsW48ePZ+LEiTz++ON4PB5mz57dQd8NIYQQQgghhBDt7sEHtcBag4SOmNRUKC6GggLt82ef1UpWheggR1tquqPMxZ+X76TU5Sc32YLZqAW+6nwhAoeCZIdn3DXMgNtZrgUEoz3hotNaWwqEDchO4sKxvdhR7iY32YbNZEjIkrObDBj1OkKKSuSw4B9omXkmg5ZBd/h1Z0/Oj/XcK3P5sRgNjOyVwjnD26/nXlfXpZ95HnvsMfR6PTNnziQQCFBUVMRTTz0VO28wGHj77be58cYbmTRpEg6Hg1mzZnHffffF1vTr14+lS5dy22238cQTT9C7d2+ee+45ioqKYmsuvfRSKioquOuuuygtLWXMmDEsW7as0ZAIIYQQQgghhBBdSCgEX30V7xG3Zg289x40HNZXXq4F3UaPjg9tKCyEgQMTs+EkMHdCOd7TT9vDkUpNvYEwYUWltM4fewwAr687QIU7QI9kKxaTAQCL0YDZoafaE8QbDLOzzN1ouMOxBsKSLCbS7RbsZkOj/fZIsZJkNVLtCXH4d1lRtIy5wTlJjM1La3TdAdlJ9D/D2eX/vY4nnXp4PqM4Ki6Xi5SUFOrq6khOTu7s7QghhBBCCCHEiWnjRvjHP7Rg3IYN4Dus5O/112HmTO3jffvgwAE45RSwnfh9q4SmI6aftgdFUXl6xW62lNQl9JwDqKr3s2ZPDUaDnr4ZNmwmIwVZTkblpbDk873srqgnK8mC/rBy2EA4gjcYoVeqjdvPG8KQ3MbxiaMNXLa0X1VV+Xx3JXsrvRj1OjKc8WmtVZ4gyVYTd5w3JGFa68mgtbEieWtACCGEEEKIbqY7ZIQIcczq6mDdOi0Id/75MGqUdnz7dvjTn+LrUlK0fnHRjLjJk+Pn+vbVbuKkcazTTztSc6WmB2t9rN1bA8CEXsn0TLXHHsPWg3W4/SEsRj2hiIrFmPjcbzLoCYaD6HU0O+VUr9clZNQd636jpbFDcpO5cEwv3t9axt4qD9WeICaDnsE5Scw6Lf+kC8y1hQTnhBBCCCGE6Ea6S0aIEG0SDieWp65eDdu2acMcAAyGeHBu8mS48cZ4MG7QIBnWIIBjn37aGQ4vNS2t87O3yoPNbGBifjoZTq2ffvQxbP6uFrc/jMNiwOULYXaYEzLYguEIwbBKQTPDHdp7v02Vxl4+oQ8b9tdQ5QmS4TAzNi8No1H+H22JBOeEEEIIIYToYprLjOtOGSFCNEtVYf9+UBTIz9eObdigBdoO17evdnzYsPixvDxo0ItciKi2TD89msyx46Vhz7XdFfX8c3UxPVOtJNsShyfodDr6ZzqocAfQ63RYTQaqPUGcVuOhjDmFUpfWi+7isXnHLQB5pB5xRqOeif0yjst9n6gkOCeEEEIIIUQX0lxm3NnDs/lga3m3yggRAgCXK16eGr2VlsLPfqZNSAVtWEN2tpYdF82ImzgRZEifaIOjnX7aFURLTT3BMAaDDoel8YAIALvFSKbTgtNqxO0L4w2GcQfCBMMhgmGF3GQrc6cPZFDu8X2j5mhLY0XTJDgnhBBCCCFEF9FSZtyOcjeeQJg+6fZulREiTmJ+P4wfD19/HS9PjTIYwO2Of26xaAE7nQSWTybt3T/zSNNPfcEIFqOh2V5sXUFrHkOm08JFY3uxeX8du8rd1PqC6HV6BmQ7mTmuF4NyZEhld9N1fyKFEEIIIYQ4iRypV9KG4hoq3AEG5zSdDdGVM0LECUpV4bvvEjPi0tLg3//WzlutWoBOVePlqdHbKaeA/bAgsgTmTirNZQlPH5aFyxduU7+yaJDPHQiR6TRTXO1jUI6x0TTRg3V+RvZKOS692NpLr1QbBVlOtpTU4bQ0/xhOK8jktIJMGQ50gpDgnBBCCCGEEF1Aa3ol7avyUuEO0KOJF5bdISNEnCCefBI+/FALxh08mHguOVnrJRcd0PDqq9Crl5SnigTNZQl/tK2Mv3+xN7bOZNCTn+Hg6smJkz4bZtxVugNsKq7l20oP/nCEYFihwh3AEwwzMNuZME003WHmnOE5XTqAdaSJqIc/BsmUPjHIb24hhBBCCCG6gCP1SspKsmA3Gyip85F7WACvu2SEiG4kHIatW7UA3M6dsGBB/Nx//gPvv699HJ2i2jArrmFweezYjt236BDHUo7aXJZwZX2Qbys9eINhUmwm8tLs+EIRdpS7efjdbQBMH5qTkHFXWR9gf7UXk1HPiJ7J9M904g2GCYQUXL4QxdVeLEZ9o2miXV1rJqKKE4sE54QQQgghxEmjvfsbtacj9RnyhxTy0u04zMZWZVMI0SYHD8LKlfHy1HXrwOuNn58/XxvYAHDddXDOOVogbuzYxuWpottqzXNkc+WoRSNaFzRqKktYURQ2FtcQDCukWI1EFIgoKklWEw6zgeIaHy+s3EuvFBt/X72Pak+Q3GQrJbU+VFUloqjsLPfgsJhId5g5pU8qO8rc9M1w8MMxPUmymrrU831rHGkiqjixSHBOCCGEEEKcFI71BeXx1po+Q2P7pHHW0Bw++FqyKcQxqK/Xgm+nnqr1hQO4/354+unEdcnJMGGCFoRrONDhxz/uuL2KdtVS8K01z5GHl6PaTFbK3X5WfVvJjnI3c75XcMRhBE1lCR+s81PnC2EzGzAa9IRDESKHfub0ej0ZDjPfVtSzZNVe6nwhBmY7cfvD1PpCpDrMmA16qj1BdlfUk2ZPQ6fT0TPVRoU7QJLV1G1LP2Ui6slDgnNCCCGEEOKE19IU1JI6H7Mn59M/s3MzFFrbZ2hAdhIDsiWbQrRSJBIvT43evv5a6wu3ciVMmqStmzwZVq1KLE8dMiTeO050ey0F34BWPUc2LEet8Yb45mAtNd4g4YjCtxUe7vcE+f2MYQzKbf6NgqayhL2hCBFFxaTXEVFVdDodhgZvUNjMBsrdAfZU1jO8Zwo6nY5gRCGsKJgM2psZTquRak8Qtz9Mss0kQ3JEt3LMwTmXy8VHH33E4MGDGTp0aHvsSQghhBBCiHZzpCmoO8vreWl1Mel2c6yheGdl1bW2z5BkU4hmNRzG8PLLWgmqx9N4XZ8+UF0d//ynP9Vu4oTU0hsUB2q9WE2GFp8j399axoxR+lg5ao03xKb9tfiCYZxWEyarEbMxzO7yep78eBdzpw9o9rmzqSxhu8mAQa8jFFGJqCoOixFzgwmtvmAEg16nrT009MZs0GPU6wlFFCxGAyaDnvpAmGBEiX2NDMkR3UWbf0ovueQSpk6dyk033YTP52P8+PHs3bsXVVV5+eWXmTlz5vHYpxBCCCGE6OY6q9/bkaag2kx6Pt5WTp8MOwVZziYzRjo6QCd9hkSrRMtToxlxa9bAI4/AFVdo53v31gJzSUnx8tTCQpg4EXr06Ny9izY5HgMYosG3zd/VUukOMLFfRrOToneWuVmzx0JFvR+H2cCuinp8wTDpDnPsaxwWI8FwhCpPgPe3ltE/09nkHpvKEs5KMuO0GKjyBEmyGEm3mxL60VV5gvRNt5ObbI1l3CVZjaTbzZS7/ZgdWpDOqNdjNuhlSI7odtocnPvf//7Hb3/7WwDeeustVFWltraWF154gQceeECCc0IIIYQQopHO7PfW0hRUVVUpqfXjC0XolWqLlVgdnjHS3IvM40Uy40Sz9u3T+sOtWaOVqypK4vnVq+PBuQkTYMsWrTzVYOj4vYp2cTwGMETpdDrS7GZ2ltVT5wsSjCiYDXqSrPG+l/5QhK0HXZS5/Oyt9rKvyos3GCHTaU64XiiiYDQY6JFiY1d5PQdqfc0+jx2eJRwIR+ib4SAQVlGBsKISVhR8wQhVniDJVhM/m9qfHaX1CRl3BdkO3IEQVfUBwgrkplgBlZ3l9TIkR3QrbQ7O1dXVkZ6eDsCyZcuYOXMmdrudGTNmMH/+/HbfoBBCCCGEOHrtla12LNdpTb+34xmga2kKqtsfpqI+gMNixGJMDF5EM0aO9CJTiOPiwIF4Rtzw4XDVVdpxkwn+9rf4ury8eDZcYSGMGxc/Z7FoXyu6rfZ4/mz4BoWqqrj94YQgnKKquP0h1u6pxmI2YNTrSbebKch2ALB+Xw31/jCjeqWgqLCvyosvGKaqXsVs0GMzG1FVlXp/mOxkK1lJFvZVeY7Y662pLOHtpW5eWLmXvVUeqj1BTAY9g3OSmHVaPtOH5tAv052QcZdsMzEw28mWAy4UVcVi1FPnC8uQHNHttDk4l5eXx6pVq0hPT2fZsmW8/PLLANTU1GCNTvoRQgghhBCdri3ZFsc6wa85ren3drwz01qaghoIR/AEwuRnOEiyNv7TWBqKiw4RicBnnyUObThwIH7+vPPiwbmePeGBB7SgW2GhlKeewNrr+TP6BkVJrZeDdYHYAAejQY/VpKfGEwRABVJtJsKKSrnbj8sfwqCHWl+I/pkOeqbasJmN1HhDuAMh/CGt3DRLp6M+EMZmNlCQ5cAfan2vt8OzhPPS7ZwxKIsN+2uo8gTJcJgZm5eG8VD/ueb6cv5wTC9G5aWQlWSRVgCiW2pzcO7WW2/lpz/9KU6nkz59+nDGGWcAWrnryJEj23t/QgghhBDiKLQl2+JYJ/i1FKA7UjlVR2SmtTQF9UCtD5vJSM/UxvsDaSgujoNIRJuWWl0N06bFj8+YkTi4Qa+HESO0ANyZZyZe41CbIdExwmElFixKs5vITbLijyjHPQjUXs+fvVJtpNpMfPBNGWajnqRDAxxCYYXiKi++UIQ+6XZMBj213hBOq5FUu4mDtT5c/jA9U+0MyE5Cp9OR7jAzIT8N744w1Z4gdd4gVpOBnGQrBVkOrUS2vP6Yer0ZjXom9sto9rz05RQnojb/lfGLX/yCiRMnsn//fs4++2z0hyYB9e/fnwceeKDdNyiEEEIIIVpPUVS+q/Hyj1XFfFfjZVSvlNjfa01lW3xbWd8o+OYJhFizt4qtJXU4zAbcgTCDcpKOKmujpX5v0HGZac1lW0zMz6AgM8BBlx9VVRNeAEtDcdEuSkoSM+LWrdMGOQweDNu2aWsMBrjgAgiFEstTnc7O3btg+TdlLPlcK7P0BcOEIipmo56+GXb6pDuOa+/Mdn3+jD61qSpajpyOYEQhENamoNrMBkb0TGF3hUfLrFMU9Ho9OmBwbhLpDnPsUhlOC9MGZbF6TzXVngAFWU4GZDvxhyId1utN+nKKE81RvQU4fvx4Ro0axZ49eygoKMBoNDJjxoz23psQQgghhGilcFjhP1+WsGJ7OaV1fr6r8WIzGwmGVQZkO2MvrBpmW+yv8TYqmar2BNlVXk+NJ0ClJ0gwrDAg20FWkjXhxVlrszZa6vcGHZuZ1ly2RTRAeXhW3cE6vzQUF20TCGh93qLOPhs+/LDxOodDK08NhbQecgD//GfH7FG02vJvynj43W24/SGcZgM+nQ5FVagPhNlVXk+a3Xxce2e21/PngVoftd4QE/LTKK0LUO0N4gmECUdUrCYDGU4L/pCCyaBnQn5arCedNxBm9Z4qDE08/WU4LYzslcy20np0OthX5cFiNEivNyGOUpv/CvJ6vcydO5cXXngBgB07dtC/f3/mzp1Lr169uOOOO9p9k0IIIYQQJ7MjDWNY/k0ZT328i22lbi3bQadDVVVyjXoq3H7qA2HG5KXGgmvRbIs9lZ6EkqlqT5BN+2vxBcM4rSbSVZXvan1U1mvHG16j4XVaytpoqd9bZ2SmNZVt0VxWnbzIFC2KROCbbxKz4r79VitXjQbc+vTRylOj/eGit2HDZHpqFxcOKyz5fC9uf4i8VCulrgARRY31pqzzhdle5uYHo3qyu9JzXHpnttfzZzQDr3+mk95p9ljwLRCOsOW7OswmPd5ghGBEQafTkWzTfn5dBh2pdgvV3iB56fZG9+8LKcwYmcsFo3viDUWkvFSIY9Dm4Nydd97J5s2bWbFiBeeee27s+FlnncU999wjwTkhhBBCiHZ0pGEMy78p46F3vqHU5UevgzS7iWBYpc4X4mCdnz7pdnzBMLsr6kmzp6HT6WLZFkDCBL9d5fX4gmHSHWZ0Oh2KYsSg02E16htdA1qXtdFSv7eulJkmPYxOLO01pbhJ//gHPP+8Vp7qdjc+v3UrjBmjffzgg/DEE1Ke2g1t2F/D3ioPGQ4zYQV8IQWLUR97/rOZDdR6Q5S6/cetd2Z7PX8enoEXDb6pqkpJjZ8DtV5sJgNmgz72NaqqUuoKMKl/Or6Q0uz9F43IpU+Go90esxAnqzYH5/71r3/xyiuvcOqppyZEzocPH87u3bvbdXNCCCGEECezIw11uHJSH5Z8vpc6XwirQY/JqMeg12E1QSii4A1GKHMF6JfpoNoTxO0Pk2Q1xrIt+mc6Yi/YVBVqvEGcVlPsbzy9DiwmA4GwQqrdHLtGss3UpqyN7pKZJj2MTgzHMl04xuOB9ethzRotI+5Pf4K8PO1ccTF8/LH2scMBEybE+8QVFkKvXvHr5Oa274MTHabKEyQUUbCZDQTDCoqqom/w+teo11EfVvi2wkPfDDv+kHJceme2x/Nncxl4Op2O/ll29td4UQBQCStKQvDt8sI+AF3++VuI7q7NwbmKigqys7MbHfd4PE1OuBJCCCGEOFm0Z7aOoqiN+sFB4jCG/7dyH3urPCRbjdR4Q0TvSqdD6zcXUfAGw9T7Q6DTUeMNUuqKZ1v0TrPHXrCl2U2EIwqmQyVbqqpSHwjTO81GOKJS7w8RUcEXCqPT0easN8lMEx2hLVOKExw4AO+9Fy9P3bJFK1uNuuSSeHDuwgshO1vKU09wGQ4zJoMeXzCC2aBHr9OhqGDQgS8UweULEVHg6xIXO8rc2EwGNu+vZUhucrvv5VifP1vKwKvyhBidl0q200KtL0S5O9Bk8E2ev4U4vtocnBs/fjxLly5l7ty5ALE/FJ977jkmTZrUvrsTQgghhOgm2iVb5xBFUVm3r5oNxTWkOxo3AY8OY9h6wIUvFCHFbqHOF469cAQwGXQkWU3U+ULUByIYDVo56+i81IQXXNEXbN/VeFGBYFhBp4N6fxibWXuBBtoL0HJ3gDKXnzS75aiyJiQzTRxPrQlov7+1jP7hevRr12h94AYM0L74s8/g2msTL9irVzwbLlqmClpAbtiwjnlQotOMzUsjP8PBjnI3ealWbCY9nmAEUHH5wkRUMOkhxWbEG4zgDUV49n/fkum0MH1oTrvv51ifP4+Ugdc/s+Xgmzx/C3F8tTk499BDD3Heeefx9ddfEw6HeeKJJ/j6669ZuXIln3zyyfHYoxBCCCFEp2lNNtxRZ+s0IRrk21BczdYSFyk2E9/V+BMmroLW70inVzHqdUQiauyFo82kT6hmsBr19Ei1MiYvldmT+5GXZk/Yf/QF27KvSqlwl1Lm8pNiM5GdbKUgy0G6w4KqqmQlWRmXn8aFp/QiyWKSrAnR5Ryo9SUMOAEw+n3k7NxK7rbNFH29mR7bN6OvLNW+4OGHIdov+9RTYdq0xKENDctTRbd0LNnMRqOeqyfn8/C729hf68dpNuAPK9R4tCxiPWA3GwlGVGxmI9lJZirqg7ywci/TBmZhNOqPeB8d7UgZeBJ8E6LztDk4d/rpp7Np0yYeeeQRRo4cyfvvv8/YsWNZtWoVI0eOPB57FEIIIYToENEXcm5/iPpAmGpvkA17a6hwBwhElCaz4VqdrdOKKX4Ng3wZDgspNhMGva7Jiau+YITcJCuRiEpxjY8sp5lgRJueZzbq0aPiCWgvvoblJnPFqX3p20zT7gHZSfzie05G90nln2uK8QTC9M90YLcYcfu1wRIZTjOXjM+T/kKiy/L4g6huF/ZULWspY88OrrjxQvRKJGGdqtOhGz4ckhuUH/btCytWdOBuxfHWHtnM0Qy4JZ/vZW+Vh1BYiWUo20wGjAY9NpOBdIcZm9mAosKeSg8b9tcwsV/G8Xx4R00y4ITomtocnAMoKCjgr3/9a3vvRQghhBCi00RfyG3cX0NxlReXP4QvpE0jzUuzMTg3CavJ0Cgbrqlsnaho+WlrpvgdHuQD+K7GQrnbT5rdRI03FJuWCsSGMZw/uhePLNtGRX2QJIsBXwjqAxECYa1P0tRBWVwzpd8RX4zq9TqmDMyiR4o19oK2ud5DQnQJZWXxHnGrVzNozVounTCd92+9nySriZre+SgGA960DA4OGc2+ASPY0WcoP7j2B/Tu2/5lh+LoHI/Juu2ZzTx9aA7TBmaxYX8NH35dxqvr9sf2aNDpMB82wbXaE6TKEzym/QshTj5tDs4VFxe3eL5Pnz5HvRkhhBBCiM4QfSFXXO2lwu0nFA4TDCsEwwqoKuXuAMGIwpi8VAZmOxOy4TzBMP5wBLu56YmlNrOBMpf/iFP8mgryFWQ7cAdC1HhDmI16KusDHKzzUR+IxIYxDMhOQqeLZ3ZEFBWH2cDAbCeXTMjjx+Py2vRCVwY3iC4tHIYrroAvvoB9+xJO6YF+B3ZzsM6P02JEMZl57sVP8KWmo6oqO8vrGdkrhZ55jYfbifbX2pYAx5LdFg4rbNhfQ5UnSIbDzNi8NPR6XZuzmY+0V6NRH8uEe3dLKSpaSevhfMEIJoOejAYtCIQQojXaHJzLz89vcSprJBJp9pwQQgghRFcTzVirqg8SDit4AxGCYYX6QBgd4FVUVLQsiN0VHsb3NSdkwznMRqxGA95gmCRr4+ENvqCWfedo4oVcQ00F+dIdFsbkpbK73EOlJ4DLF6LaE2Jc37SETLaGmR0NX6Qebc8jKXsSnUpRYPv2eFYcwNNPa/81GmHDBi0wp9Npgxka9IlzZ/UhffV3sYmU4eRUfIdKs9syXVgcm9YE3XaUuXjy491U1QfokWKlX4YDXyjS6uy25d+UxctNIwomg578DAczRvdgd0U9uckW3P4wwYiC2aAnyWpsMpu5LQHChkMiHGYDen38OVZRFKo8QQbnJDE2L+34fGOFECesNgfnNm7cmPB5KBRi48aN/OlPf+LBBx9st40JIYQQQnSEaMZastXI9jIXnmCEUESbWGrU61BU8IcU9LoQB+t8uP1J2C3xbLhB2UkUZDnZUlKH02JMeBNTVdVY+Wmv1KYz66KaC/KlOyyk5Zs5WOen2hPg+mn9Gd83vVGAoWFmhxDdzgcfaD3fVq+GtWvB5Yqfczph4UIwGLTP//AHSEqCceMS+8YBA4DZk43NTqSU0uzjrzUlpYoC97/9Dbsr6rGbDVTWB0mza4NvDs9ObiqYuvybMh5+dxtuf4iMQ/3efMEIO8rd7PvYQ5LVSJLFRK0vRDiiYDToSbObGZDtJNlmjD1/t7X8teGQiOIaX8J9V3mCJFtNzDotv0sOgxBCdG1tDs6NHj260bHx48fTs2dPFixYwEUXXdQuGxNCCCHEieV49BVqD9GMtSSLkTpfCEUFq0lPKKIAYNDrUFSViAIuX4hAJIIuSCwbTq/XUTQih5I6XyxbJ/pirS3ZOr1Sbc0G+QDqA2HG9U1vMjAnRLfh9WqZb1u2wA03xI//6U+wbFn8c7tdC75Fs+IUJR6c+8EPWrwLKc3uPK0ZkPPP1cVU1AfYXVFPqt2Ew2IkFFETBt+01KszHFZY8vle3P4QfdJssey1JKseh9nAznIP5e4A2U4z6U4rJmvi9QdmO7AYDdhMBt7efLBV5a9A7OdpUE4Sd5w7hBdWall71Z4gJoOewTlJzDotPzZEQggh2uKoBkI0ZfDgwaxdu7a9LieEEEKIE0h7TM07FsFghPe3lVJaFyA3xcI5Q3Ixm7UX+tGMtXp/mHBExWzUY9TrMOl1BBUVvaqi1+kwGXSEIiqBUIQaTyghG25AdhKzJ+cfU7ZOewX5hOgyDi9PXb0avvwSom1wfvQjyDkUyPjhD6FHj3gwbsQIrYT1KElpduc40oCc3GQLq76txm7WYzPrcViM6HU6LEYdZoeZak+Q3RX1jMlLIRCONNmrc8P+GvZWechwmBPKSqP3YTLoqA8ohCMKZoMOXYPrV3mCbClx8cPRPdFBq4b5rNxdyeb9dY1+f/32/CG4fOF2aSUghBBt/o3naphizqFyjYMHueeeexg4cGC7bUwIIYQQJ4bmyoa+OlDLjnI3M0b2YGiP5OOW2fL3VXt57tM9VLj9RFQVg07HgqQdXDelH1dOyo9lrK3cXYlRrzv0gs6I1WwgHNBKXM0GHRFFQa/TUVoXID/T0ShQ1h7ZOu0R5BOi05SXQ2oqmA81w//lL+Hxxxuvy83VAnBudzw4d8MNiZl0ols60oCcsKJS5wvSOy2F+kPPrxaj9kaJTqfDaTVS7QlScWhSdFO9Oqs8QUIRBduhN1gaCoYVwoqCUa/HYNQmpzqtRkwGLRs6HFFQFB2j81LxhiJHHOazq7yel9YUo6o0W/Yq7QS6pq6arS9Ec9ocnEtNTW30zoKqquTl5fHyyy+328aEEEII0f01V+IUiqjU+ULs+66ObQddDOuRTEG2k9F5qWQlWVr9h/SR/vj++6q9LHhvO4FwBLvZiMWoIxBWKXX5WPDedgCunJRP0YgcdpS7MZTrUMIqvmAYg0GPUadD1etQVYio4DQbGN4rmUvG5zUZKGuPbB0pyRPdgs+nladGM+LWrIG9e+Gzz2DyZG3NKaeAzZZYnlpYCHl52jAHccI50oActz8MKuQkW6j3hyl3+zE79LHfDSaDnnp/mIN1fk4ryGyyV2e63YROB7WeIElWE2Zj/Osjqko4omIy6Biam0S9P0K1N4gnEMag19Mj1YbZoCfz0O+ZlvbqDYSprA+g08Ho3qmtmvoquobOztYX4mi0OTj38ccfJ3yu1+vJyspiwIABGI8h9VwIIYQQJ56mSpyqPUE27a/FFwyTajcRUVR8oQj/2VTCG+u/Iy/dTqbTcsQ/pI/0x3cwGOG5T/cQCEdIt5ti5U92M1iNOqq9If722R4uHacF2uZ8r4Dq+iDby9yEItrEVpNRR7rVQprdjE6nY0J+OvPPGXzcS5ekJE90WcuXw69/rZWnhg8rOdTptDLWaHDu0kvh8svB1DjwIU5MLfXOVFWVGm+QVLsJo15PQbYDdyCUkN3mCYTxBiNkOC1NlvHvKnez5ttqwhH4zuPDYQ5iN5tId5iwmY3o0N78SXeYGJyThE6nS5jYCip1vvibHi3t9dtKD6Cjf6ajxbLXpvriic7T1iEfQnQVbf7Lctq0aQm3KVOmMGTIkKMKzD399NOMGjWK5ORkkpOTmTRpEu+++27svN/vZ86cOWRkZOB0Opk5cyZlZWUJ1yguLmbGjBnY7Xays7OZP38+4cP+UFixYgVjx47FYrEwYMAAlixZ0mgvTz75JPn5+VitVgoLC1mzZk2bH48QQgghEsVLnLS/E1RVZVd5Pb5gmHSHGYfFiC8UYVdFPRFFQVEhEIqg18Gqbyv5y0e72FHmanTd6B/fW0rqSLWb6J/pJNVuYktJHYs/38uucjfvbyulwu3HbjY26kuk1+uxm42Uu/y8v60UgEE5yfz+/GFM6p/BsB4pnD4wg7OG5TAhP4OcZBtDeyTz4/G9paeQOPFVVMDbb8Pvfw/nnAOvvx4/Z7VqGXPhsFaS+oMfwIMPatNWa2rgmmviay0WCcydZKK9M9MdZnaW1+P2hwgrCm5/iJ3l9fRKtVHYP4NSl580u5kxealkJ1nxhxRqPAFqvSEGZDuZ872CRgGU6PP+16VuRuclYzcb8YW0MtmSWh+V9X7KXAEcFiM9Um3odFq/uWSbiUynhSSrkVJXgAHZzlg2ckt7dVqMZDrNOCxN/wzbzIZm++KJznF4tn6S1YRBryPJamJgtpNqT5D3t5ahKGpnb1WIRloVUfvPf/7T6gv+4AjTkxrq3bs3jzzyCAMHDkRVVV544QV++MMfsnHjRoYPH85tt93G0qVLee2110hJSeGmm27ioosu4vPPPwcgEokwY8YMcnNzWblyJQcPHuSqq67CZDLx0EMPAbBnzx5mzJjBDTfcwIsvvsjy5cu57rrr6NGjB0VFRQC88sorzJs3j0WLFlFYWMjjjz9OUVER27dvJzs7u9WPRwghhBCJDi8bcvvD1HiDOK0mdDodwVAEbzCCDshJtuLyh9hd6aGyPohOB99WeLjfE+T3M4YxKFd7odaaaYDvby3DaNARUVUsxqbLjSxGHd6gSmldIHZsUG4Sc6cPiGXk1fvDWIwGRvWWnm/iBFZdDS+8oJWmrl4Ne/Yknh80CC6+WPt47Fh45RWtPLVPHylP7eaOR1+uI/XOBFj8+d7Y4JsxfVKpcAc4WOcjw2lhzhkDGJST+Fzb1PO+3WxiY3ENdd4g7kCYUERlVO9Uzhmew7ZSd6sG67S015G9U3hrw4Fmy159wUizffFE5zjSQBLJdhRdmU5V1SOGjQ9/t7nZi+l0RKLTl45Seno6CxYs4OKLLyYrK4uXXnqJiw/9MbBt2zaGDh3KqlWrOPXUU3n33Xc5//zzKSkpIedQM9lFixZx++23U1FRgdls5vbbb2fp0qVs2bIldh+XXXYZtbW1LDs0rr2wsJAJEyawcOFCABRFIS8vj7lz53LHHXe0at8ul4uUlBTq6upITk4+pu+BEEIIcaJQFJWnV+xmS0kdA7OdVHmCrP62ijSHGR1Q5vLjDUbolWpDUeFgnQ9vKEJemo0kqwlPIEytN8SE/HTmTh/AgOwk9ld7eeyDHaTaTc30NApR6w0xOi+Z/3t3OxaTAXsTjcO9wQiBUIRHfzyK80f1arRv6fkmTjiKAjt3agG4zEz4/ve146Wl2qTUhoYO1QJwEyfCGWdon4sTyrH05QqHFTbsr6GiPoCqqvRLd5JsNyU8V7b0PNrwvgNhLcg1INvZ7JsgeyvruevfWzHqdaQ7zPRIsaLX61EUhYN1fqo8QSIRlXsvHE6/TGebr9/UXoGE31+Hl73uLK9nZK8UbphWIL8fuohtpS7+vHwn/TOdGJr4NwkrCnsrPcydPpAhufKaXXSM1saKWhXmVxSl3TbWnEgkwmuvvYbH42HSpEmsX7+eUCjEWWedFVszZMgQ+vTpEwvOrVq1ipEjR8YCcwBFRUXceOONbN26lVNOOYVVq1YlXCO65tZbbwUgGAyyfv167rzzzth5vV7PWWedxapVq5rdbyAQIBCIv9N++BRbIYQQortqz8BUtGyopM53qEzIgF6vwxMIH+rppscGGA06Suv8BCMKFoMeq9GAXqfDYTESDEeo8gRijbePNA3QZjZQ5vIzNi+drCQrpS4fVqMu4c1GRVHwBsP0SLFxzpDcJvct76qLbq+iIp4NFx3aUFurnTv33HhwLjcXZs+GggItIDdhAqSkdNq2xfF3LH25ln9TxpLP97Kz3E19IIyiqNjMRgblODl9QFYsuNfU82j090tYUblgdA9UwBeKtPi7Zvk3ZSz8aBfbSl3odWDQ60m1mRjTJ5V+mU56pdnJSbGyt9JDIKy9bm3rYJ3mnvMb/v46Uhae6HxHGvIh2Y6iK+v0n8qvvvqKSZMm4ff7cTqdvPXWWwwbNoxNmzZhNptJTU1NWJ+Tk0NpqdYbprS0NCEwFz0fPdfSGpfLhc/no6amhkgk0uSabdu2Nbvvhx9+mHvvvfeoHrMQQgjRVR2PCWcNy4Z2lbvRAbXeEH0z7OSmWPnmoBtPMIIvFAEV7FYj5kN93UIRBaPBQI8UW6wUpbV/fKc6zFw3pR8L3ttOtTeUMK3VGwxjNRq49vR+mJvIqhOi2/H74cABLcAGWpZcQQG43YnrrFZteuqkSYnHn3++Y/YpOp2iqCz7qpTvarz0SrWhqqDXtW4K6fJvynj43W3UeAIoKhj1enQG8AXDfF3iIhhRmg3utfT7pbk3Q6L3V+sNYjbosRj1KECVJ8hnOysB6JfpbDLoEg24RQOCO8rdbX7D6UglutLqoGs50pCPg3V+RvZKaXIKsBCd7aiCcx6Ph08++YTi4mKCwWDCuZtvvrlN1xo8eDCbNm2irq6O119/nVmzZvHJJ58czbY61J133sm8efNin7tcLvLy8jpxR0IIIcSxOZ4TzhpmMXxT6mLp5oMEwgqpNhOpNhP7qjz4Qwp2s4H0Q5NRVVWl3h8mO9lKVpKFfVUePMEwg7KTWv3H95WT8gF47tM9VLj9eIMqBp2OHik2rj29X+y8EN2KqsbLU6O3zZshPx927NDW6PVaBlxJiZYNF72NHClDGk5yn++u5J0tpQTCEQ7U+DAa9KTZzQzIdsZKRpvqyxUOKyz5fC8uXxCrUY83pGA369HpdNhMeup8YcpdfjLtZl5b9x0/HNOTJKtW6vptZX2bf79E78/tD9Evw87BugCeYBibyYDJqsPlD7Npfy190mzNBl3a4w2ntmbhic5zeLa+ZDuK7qTNwbmNGzfy/e9/H6/Xi8fjIT09ncrKyti01LYG58xmMwMGDABg3LhxrF27lieeeIJLL72UYDBIbW1tQvZcWVkZubla+Ulubm6jqarRaa4N1xw+4bWsrIzk5GRsNhsGgwGDwdDkmug1mmKxWLBYLG16rEIIIURX1dohC01lUrRGtD9RlSdIhsPMjdMKWL6tnN0V9ZiNegx6HXodJNuMWEx6AuEI9f4wNrOBgiwH/lA8K6Ktf3xfOSmfS8fl8f62UkrrAuSmWDhnSK5kzInu6aab4KWXtMmoh3O5wOsF+6GAynvvgbHTC2VEF7KjzMXfPvuWMpeP7CQrDouBsAIVbj/1gTBj8lJJthkpc/kbTSHdsL+GvVUekq0marwhLEZ97HeFTqfDZjZQ7Qmxp9rD16Vutpe5Sbeb6Z/poNobbPPvl+j9ZTjM6PV60h1mghEFXyiC2ajHatJT7Qmydl8NA7KTGgVd2vMNJ2l10H1ItqPortr82/q2227jggsuYNGiRaSkpPDFF19gMpm44ooruOWWW455Q4qiEAgEGDduHCaTieXLlzNz5kwAtm/fTnFxMZMOpeFPmjSJBx98kPLy8thU1Q8++IDk5GSGDRsWW/POO+8k3McHH3wQu4bZbGbcuHEsX76cCy+8MLaH5cuXc9NNNx3z4xFCCCG6g9ZMONtZ5mbdvmqSbaYWMwcO71m3vdTFCyv3sbfKQyiiYDLoyc9wcNVpffnBmJ54glq2xbOffMu3lR5qCGA0GMhOtlKQ5SDNbo413o5mRbT1j2+z2dBo6IMQXVIgABs3JmbEbdoUz3YLBLTAnNWqTU5tmBXXt2/i9FQJzIkGdpS6uf/tb9he5iIQVih1+XGYDaQ7LKQ7zFR7guyuqGdwjrPJvlxVniChiEKS1YiiqugbTepVCYQV6rxhbGY9uclW7GYDa/dVU1zl5ZQ+qW2aoBm9P9uhN1JsZgO5yVaqPUF8oQgRRSUcUclNtjYKtB3vN5xE1ybZjqI7avNv7E2bNvHMM8+g1+sxGAwEAgH69+/Po48+yqxZs7joootafa0777yT8847jz59+uB2u3nppZdYsWIF7733HikpKVx77bXMmzeP9PR0kpOTmTt3LpMmTeLUU08F4JxzzmHYsGFceeWVPProo5SWlvK73/2OOXPmxLLabrjhBhYuXMivf/1rrrnmGj766CNeffVVli5dGtvHvHnzmDVrFuPHj2fixIk8/vjjeDweZs+e3dZvjxBCCNFId5j8eaQhC/5QhK0HXTzzybdYTPpmS4MOLyGq8QTZUVYPQE6yJZbhtqPczf8t286d5w1h+tAchuQmk5ts48mPd1HlCdAjxUZWkgV/KMLO8vomS1Hkj29xwvjkE3j9dS0Yt2kThEKJ57/8UusTB3DbbXDDDTBqlJSnilbbVe7myY93sbuinkyHhTp9iPpAGE8wQjDiJzfZitNqpMrt52tFYViPFFRVRVHU2HNqhsOMyaAnGFbQ63QoKhgOPd2qqoo3GAHAaTVgMhiwmQyxstZtpW5K6vz0TrM3CtBFh/gcnqkXvT9fMEKSVR9b29NkJRhWcPlD+IIRLi/s0+gNmda84dRUQFCcOCTbUXQ3bQ7OmUym2LSz7OxsiouLGTp0KCkpKezfv79N1yovL+eqq67i4MGDpKSkMGrUKN577z3OPvtsAB577DH0ej0zZ84kEAhQVFTEU089Fft6g8HA22+/zY033sikSZNwOBzMmjWL++67L7amX79+LF26lNtuu40nnniC3r1789xzz1FUVBRbc+mll1JRUcFdd91FaWkpY8aMYdmyZY2GRAghhBBtdTwGLBwPLQ1ZqPYEWL+vhnp/mHSHiZzkpkuDDi8hshotbCquoT4QIslixKjXY9TrSbLqcZgNFNf4eGHlXqYNzMJo1DMoN4m50wfEvl/7qjxHLEWRP75Ft1JVFZ+e+rOfQa9D2ZwrV8LChfF1WVmJGXFDhsTPHaoOEaK1ollkVZ4ANrMeh9WI0aAjpCgEwwqBQxOx7WY9B+sCuA8NV3j8w50Jv6/G5qWRn+Fge5kLq1GHN6RgM2mlrWFFJRBSsJn1oOpId5hJsmovNS1GA06LkQp3ALc/TLIt8XdMcxM0o/enDXIwxF6D6nQ6TAYdnmCEwTlJjO+T3ugxt3aq9+EBQSGE6CxtDs6dcsoprF27loEDBzJt2jTuuusuKisr+fvf/86IESPadK2//e1vLZ63Wq08+eSTPPnkk82u6du3b6Oy1cOdccYZbNy4scU1N910k5SxCiGEaFfH0u+mo7Ptmptwpqoqu8rqqfWF6J/poEeKDZ1O16g0KD/d0aiE6ECNl/pAhCSLkYgK1d4gPU1aFoNeryfDYWZPpYcN+2uY2C8DkGw4cQIJBLQsuIZDG3bvjp8fOhQuvVT7+JxzoLw8HozLz08sTxXiGESzyHqm2Kisj5aKGg+ViGoZdDXeIHVeHTodjOqVwoDspCZ/X109OT82rRXAG1TQ6bRprTodOC1G7BatV2i8lNRIptPMviovgXAEiAfnWpqgaTTqY/dXXOMjw2GOZV9XeYIkW03MOi0f46Hp3g21dqr34QFBIYToLK1+NopEIhgMBh566CHch0ayP/jgg1x11VXceOONDBw4kOdlBLsQQggBHFu/m+OVbXekgN/ovBS2Hqxj83e19M90YLcYKXcF2FftJdVuZkB2UkJ5UMPSoA37axqVEHkP9QQymQ0Y0F4MBcMKFlO8f1C1J0iVJ3Hyu2TDiW5HVWHXLnA6oUcP7di//x0PvjU0aJAWgOvVoAfiuHHxslUh2lk0i6xfhoN0u5lytx+zQ4/NbKSnyYAvFKG4yotOB0NzkxmUk9TkmzD9M51MH6pVFi35fC87y93UB8IoiorNZMRg0NErzc6wHsmkO+KD83Q6Hb1SbZS7Ahyo9WE1GVo9QbPh/e2t8lDtCWIy6Bmck8Ss0/Jj5w/X3BtO0HJAUAghOkurg3O9evXi6quv5pprrmH8+PGAVta6bNmy47Y5IYQQors4PPClqiq7yt0kWYxUeYKYDXqSrNoLhJb63bTndLmGWgr4AbFz9f4wlfUBKtxBMp1mTAYdSVYj4/qkke4wN7putDSoyhNsVEJkNxkw6HWEFBWzQU9QVYioauy8LxjBZNAy6IToVhqWp65erX1cXQ0PPgi/+Y22prAQMjMTy1MnTIC0tM7du2gX3aGXaFQ0i8wXilCQ7cAdCFHtCeK0GFFUqPNqz9+9Um0MyHE2+yZM9PfV9KE5TBuYxYb9NVTUB1BVlb5pDv77ZQnF1T7S7InP6aqq4gspnDkkmzSHmW8rPG2aoNnw/qITv8fmpTWZMRfV1qneQgjR2VodnJszZw4vvPACCxYs4LTTTuPaa6/lkksuwW6Xd7aFEEKc3JoKfCmKyqbvarEY9URUFaNeT7rdTEG2g3SHpcl+N8drulxLAb9vSl0ARBSVHilWeqba8ATCfFtZj8Ni5KyhOXy6owKrqekXQdHSoAyHuVEJUY8UK6k2E1WeIHoz6HU6DIcek6IoVHmCDM7R+hgJ0S3s2wfTpyeWp0ZZLFBbG/+8Tx+tVFXKU084Lb3ZkZ/uaFMQqTWONRDYMItsYLaTMXmpfHWgju9qfPiDYYIR7U0Tx6GpqIdr6veV0aiPtSOIrbMYWPz53maDYZcX9qF/5tG1LWjq/o6krVO9hRCiM+lUtcFb2K2wYsUKFi9ezBtvvIHBYOCSSy7huuuuo7Cw8HjtsVtwuVykpKRQV1dHcnJyZ29HCCFEB2kc+DJSUutl1e4q6nwheqRaSXdYCEUU6v1hbGYDY/JSMRn01HpD3Hb2oFjm3P5qL499sINUu6nJHjluf6jR1xyJoqg8vWJ37EVZw4wIRVF4b2sZ6KBoWE6s2TZomQ47y+sZ0VOb2Lf1oKvR10fXjOyVws+n9OeZ/33b6H72VNbz6c5KvMEwKTYTvdNs+ENKrF/QHYemtQrRJaiqFnhr2Cdu/HiI9j8OhSA5Gfx+GDgwMStu9GgwSxboia6p53xvMMzBOj/eYIR6f4hyd4BQRMFk0JOf4eDqyc2XX7bm/tqjzUHDfdtMeraVuqnzBlHRYTEaCEciGPQ6kmwmxuSlJpSltuV3T8P9BsLamzcDsp2dGgzrTlmOQogTT2tjRW3ugHnGGWdwxhln8OSTT/Lyyy+zZMkSJk2axNChQ7n22muZN2/eMW1cCCGE6Moa/pFvNxlY9lVpQqab1ssmgM1swB9WqPGGSLebsRgNmB16qj1BdpXXk2IzM6p3Yr+bY50u19QLkGgj8B4pVgBcvhDBiILZoEdF1cpMVagPREi2xYNz0VKm3RX1XDS2Fwdd/hZLg4xGfZMlRJlOC/2zHByo8QFQUutvVb8gITqMqsL998MXX2jlqVVViee93vjHJhN89BEMHgzpjSdEihNDc8GclrKbK9x+1u2rBqBPmg27xYIvGGFHuZuH390G0OLzXVP3+W1lfbu1OYhmkS3bUso7Xx2k2hMk1WYi3Wmhf6aD3RUeyt1+vIEwuys8pNnNDX6ntb4/W1cc6iN9TIUQ3cFRj6dxOp1cd911XHfddSxdupSrrrqK+fPnS3BOCCHECevwDIaIorK/2seQ3PiLNLdfm3qXbDNjNuoprQtQ7g6S5jBhMugxG/Xsq/IyoZ+1Ub+bY5ku11x2xcAcJ/5wBH9Iz7aDbqq9QcKKglGvx2LUEwxHMBsNBCNKo2tGg4GZSZZWlQY1V0I0fUgOZw7JxuUPtWuplxBtEgzGp6e6XPDb32rHdTp48UXYsUP73GyGU05JzIpraNKkDt226FgtZapZjIZGg29AC6xt3l+HoqjYTQYsRgNGvR6nRYdRD9/V+nnmk91MKcjE3ETpaFP32T/TQbU32K5tDgZkJ3HBaD1ffVfHoJwk0uzmhF6o9YEwLl+IMpefWm8Io0F3VP3ZJBgmhBBtd9TBOa/Xy6uvvsrixYv57LPPKCgoYP78+e25NyGEEKLLaKpv24EaL9WeANvLwGExke4wE4wohCMKJqsRk8GELxgh1W7CH1KoD4TR67QBCzNG9WiU8XC00+Va6im3o9xNjSfItxX1hCMqTqsRk8FIKKJQ4wlS5w2RYtdhNjQOlDUMBual21uVDdEVsybESWrPHli1Kl6eunGjFqADbarqHXeA4VCg5LbbtJLVaHmqxdL8dcUJ60gDeaYNzmoyu/mgy0etL4TdbEBVIaKq+IIRqj0BfCGFUFhhy4E67vrvVq6b0i/hub+5+1y7r5riKi+n9ElN+F0ATQ9paC1fKILBoKN3mh1Dg+fldIeZMXmp7Chz8V2Njz1VHrKcFunPJoQQHaTNwbmVK1fy/PPP89prrxEOh7n44ou5//77mTp16vHYnxBCCNHpmitlSrWbSbGZqPeH2V1RT5o9DbNBj9GgJxRRARWb2cgpedqLq2BEIRiOEI6oDM1t3HOiuely3kCYbys9OC1GRvZOadXeotkV20vdlNT68Yci9Em3xfrKWYwGspMsVHmCeIMRHObE4FxTwcDWZkNI1oTocNXVWlbcmWfGj82ZA+++m7guPT2eDef3g8OhHb/hhg7bquiaWjOQZ93eaiwGfaPsZl9Qy6S2mvREFAiFVaq9Wt85i1GPyWCgzhdme6kWiIuWo7Z0n71SbWwrdVNS56d3mr1RgO5IbQ6a01KGdrrDzLAeyaTatOENBVlOeXNFCCE6SKuDc48++iiLFy9mx44djB8/ngULFnD55ZeTlCTvogghhDg+ukoT54Z92xq+QEqyGslwWDhQ66W6PoDbHybJaiTNbqbc7QdVJSfFRrLNFOvdEx2gcHj2W/SxhhWVc0fksnl/Ld9WeNhVXk9lfQDQoarw1oYDfLm/LtYMvLm9gZZdkWwzEQhHcFgM1HhDhzLn9LEBFVlOC8GwwlclLgqynE32k5MXZqJLCQZh8+bEoQ07d2rnSkqgRw/t46lTtaBdNBg3cSIUFMj0VNGkIz2X9kixUuEKkJVkZX+NNyG72WY2oNdpQboUmwm3P0goomAz6dHpdATCKiaDnv5Zdqo9wVg5akv3aTEacFqMVLi13y3JtsRAWkttDlpypAztUleA0XmpTB2YJc/9QgjRgVr9bL5gwQKuuOIKXnvtNUaMGHE89ySEEEK024S69tDcoAadTkdBtoM6f5Cq+iA13iB2i4EeKRa+q9GayOcmW7QSp0C42YBXc/2GCvun88mOCnQ66J/pwGExNWoGHlbUFodIRMuWBucmU+sNUeMNUh8IY9TryU620jfDzoEaH/0yHdR6Q832kxOiU6iqdotOEv7DH+B3v4NAoPHagQMTg3N33KHdhGiF1g3kURifn4YnGE7IbnaajZgPZaPZzXqqPGEsRn3sTRlfMEKG00zPFDueYDhWjtrSfSZZjWQ6zeyr8hIIR4B4cK6tQxoaai5DW96UEUKIztXq4FxJSQkmU+Pm1EIIIUR7O1Lfn7ZMqGsPLZcBWRick8Q21Y0vGGFvpQeL0cA5w3JQgVpvKHasqYBX84/VxcFvfCRbTQk9hw5vBj5jVI8Wh0hEFC1jw2kxMDDbidsfjk1rTbIaqQ+EyXRamD25H3qdrtOzFMVJrqYG1q6NZ8StWQNvvgmnn66dz83VAnMNy1OjWXEyPVUcg9YO5BnaI5n+WY5Gg2+mDcpi3b4aKj0hQmEFk8FAIKwe+jo9Y/JS0et1CeWoLd2nTqejV6qNcleAA7U+rCZDuwXRmhveI2/KCCFE52l1cE4Cc0IIITpCUz14VFVFVSHNbuK7Gi/vbSml/xmtn1B3rI5UBuQLKcwY2ZPzR/fAF4rEgltAi2W5LfUbyk1W+fK7WoyGxo+xYTNwHbS4N7c/TH6GA7c/TI8UEkqjGmZf5KXZJRgnOsfmzfDHP2rBuOjE1IZWr44H584/XythlfJU0c7aMpBHr9c1Ofjm4+3lLFqxm60lddT5wpgMejKc2qCFfplOILEctTW/W84ckk2aw8y3FZ52DaLJ8B4hhOhajnpaqxBCCHE8HN6Dp9oTZFd5PTXeIOGIggpUuEsZlZfKlIFZHbKn1pQBFY3IoW+Go9HXHj4YoWEfPZcvxK5yd5P9hkKKismoo94fbrLfUDT7whuKtLi3DKeZH4/vzUfbyqWESXQeVYW9e+MZcUVFcO652jmPB/7+9/jaAQO0TLhoVtyYMfFzqanaTYhD2qs3aVvLPZsafDN9aA5TCjK5679b2V7qpn+WnZ4p8Tc+mgryHek+Ly/sE+tP195BNBneI4QQXYcE54QQQnQpDXvwVHuCbNpfiy8Yxmk1YbIaCYYVylx+/rmmmB4p1g4rv2mPMqDDe8sFQhH21/gY3zedJGviWrNBj8VoIBBWCEaURtdqmH2Rl24/4t76ZtilhEl0HL8fPv00cWhDRUX8fCAQD86NHQt33x0vT83I6Jw9i26nvXuTtsfzvNls4Lop/WLtCjzBcItBvtbepwTRhBDixKZTVVXt7E2cCFwuFykpKdTV1ZGcnNzZ2xFCiG5rf7WXxz7YQYrNyLbSeirc2ouZaGZZIBzBF4yQm2KlsF8GN0wr6NCsr2iWhtsfoj4Qxmk1kmQxHTGToXFvOSPlLj+f7aokyWpkYr8M0h3m2HpVVfl8VyUH6/ycMyyHFHviuejU14aP/0gZJF1l+q04wQSD8OWXoChacA2grEzrD9eQyaRlwRUWwve/D+ed1+FbFSeOpp5TvcH44J1j6U3aHs+VDQOHgbD2ZsqAbGezQT55fhZCiBNTa2NFrcqcc7lcrb5jCUwJIYQ4FtEePGv2VlHjCeC0mmKBOVVVqfeHyU620j/TEZt415EZBXq9jkA4wsfbKthV7qbGF8Sg01OQ5eTi8b0YlNP492BzveVyU6z0TbfzbZWHXeVuJuSnJ5S32i1GspIslLr8sUbiLZWjHqlESUqYxDE7vDx19WrYsEHLhCsqgmXLtHU5OTBtGvTsmViearW2dHUhWqWlfp0NB+b0zzy63qTt8VzZ1p5u8vwshBAnt1YF51JTUxv1wmlOJBI5pg0JIYQ4uUV78Gw9WEeNL0SOSY+i6ghFFOr9WnlQQZYDu8VIuTuAJxju0P1FszWKq7x4g2HqA2ECYYVvDrpYvaeKm6cPZPrQnISvObyPXpROp2NAjpNqb5B9VV56p9nITrbGAnB90u2cOSSbbQfdUo4qOkcgABaL9rGqwqBBsGtX43VpadqtoRUrjvv2xMmpuedUSByY09Fv3hxOAm5CCCFaq1XBuY8//jj28d69e7njjju4+uqrmTRpEgCrVq3ihRde4OGHHz4+uxRCCHFSiJb1hBWVs4fmsLfCgyeglbEa9Hqyk60UZDlId1hw+0Oxnmsdub/3tpRRXOWlxhvEH4rgtJpItukIhRUOuvz8eflO8tLsDMqNB84a9tE7XLrDwri+aazbV0O1J4T3UC+5hgG47w3OlnIncfyFQlp5asOsOFWF7du18zod9OkD+/bB6NHxjLjCQhg4UKanig7T0nMqxAfmdPSbN0IIIcTRatUrmmnTpsU+vu+++/jTn/7E5ZdfHjv2gx/8gJEjR/Lss88ya9as9t+lEEKIE97hjb0tBj3pTjOBsMLAbCcWo4EkqxGdTtdo4l1HOVDrY1e5G28wjD8USeiFZzEZyE22UOEO8PqG/dxx7tBYAM1hNmI1GvAGwyRZTY2uazUZGN4jmcsL+5BsMzUKwEn2hTiuHnsMXn9dK0/1+xufr6mJZ8W98AJkZkp5quhUR3pObTgwRwghhOgO9G39glWrVjF+/PhGx8ePH8+aNWvaZVNCCCFOLtFS0S0ldaTaTfTPdJLmMKNDR403xP4aHzodRFQVtz/EzvL6JnuuHW+eYJgaX/DQIAhTo3Iqs9GA2ahj96FyqqhoH72DdX4On8MUDTQOzElifN90huQmk5dul8w40b7q6uDDD+HBB+FHP9KGOER98w2sXKkF5lJT4Zxz4Pe/h7ffhvLyxHLV3r0lMCc6XWueUwdkOzv0zRshhBDiWLT57aS8vDz++te/8uijjyYcf+6558jLy2u3jQkhhDg5tNTY+5Q+qVBcC0CNJ0iZS+nUnmsOsxGDTk8grJBsaxw8C0UUzEYDikpCOVW0j15JnY+d5VqfpCMNdzgZybTCdrRrF3zwQbw8ddu2xPObN8OECdrHV18Np58eL0/Vt/m9WyE6lDynCiGEONG0OTj32GOPMXPmTN59910KCwsBWLNmDTt37uSNN95o9w0KIYQ4sR2psffAHCc1nmCzJZ8dKZqt8c1BF6GwgsVkiJ2LTpJNsZtIPbTPhgZkJzF7cn6sdFeGOyQ6vKzZajRQkOWkaIR8b1qkqlBcrAXgzjgDsrO142+8AXfckbi2Xz+YOFELwvXqFT9+2mnaTYhuRJ5ThRBCnEjaHJz7/ve/z44dO3j66afZduhd2AsuuIAbbrhBMueEEEK0Wesaeysk20wMyU3u4N0l0ut1XDy+F6v3VHHQ5Sc32YLZaIhNkrWa9NjNRgbmJDVZTjUgO4n+ZzglO+ww0bLmak+QHilW7GYb3mCYLSV1lNT5mD05X15oR9XVwbp1iUMbysq0c//8J1x2mfbxlClw9tnxgQ0TJ8YDd0KcIOQ5VQghxIniqLqk5uXl8dBDD7X3XoQQQpyEultj70E5ydw8fSB/Xr6TCncAs1GH2WggxW7CbjbSJ93eYjmVDHdI1FJZs9NiZGd5Pe9vLaN/pvPke8EdDkMgAA6H9vm778KMGVq2XENGI4wapf036rTT4P33O26vQnQSeU4VQghxIjiqVzqffvopzzzzDN9++y2vvfYavXr14u9//zv9+vXj9NNPb+89CiGEOIFFS0W3lNThtBgTSls7ayrrkUwfmkNemp3X1+9nd0U9igqpNhMDc5KknKqNjlTW3CPFyq5DAzZO6Bfgqgr79ydmxK1fD7/9rXYDGD5cW5efH8+IKyyEU04BW9f5/0MIIYQQQrRNm4Nzb7zxBldeeSU//elP2bBhA4FAAIC6ujoeeugh3nnnnXbfpBBCiBNXd23sPSg3iTvOGyrlVMeodWXN/oQBGyeUigr42c+0YFxpaePzmzfHP87L00pYpTxVCCGEEOKE0ubg3AMPPMCiRYu46qqrePnll2PHJ0+ezAMPPNCumxNCCHFy6K6NvaWc6th1t7LmoxIOw5Yt8Yy4Pn3gnnu0c6mp8N574PfHy1MbZsUNGhS/jk4ngTkhhBBCiBNQm//S3b59O1OnTm10PCUlhdra2vbYkxBCiJOQNPY+OXXHsuZWefNNWLUqXp7q9cbPDRsWD86ZTPD881rAbuxYKU8VQgghhDgJtTk4l5uby65du8jPz084/tlnn9G/f//22pcQQoiTkGSinXy6a1lzjNsNa9dCSQlccUX8+G9/C4em2gOQnKxNTC0shEmTEq9x+eUds1chhBBCCNEltTk497Of/YxbbrmF559/Hp1OR0lJCatWreJXv/oVv//974/HHoUQQghxAus2Zc3hMGzdmji04euvtSENDocWZDMYtLWXXw4HD8bLUwcPBr2+c/cvhBBCCCG6pDYH5+644w4URWH69Ol4vV6mTp2KxWLhV7/6FXPnzj0eexRCCCHECa7LlTWrqpYN16tX/NiPfwz/+lfjtX37allxdXWQnq4du+uuDtmmEEIIIYTo/nSqqqpH84XBYJBdu3ZRX1/PsGHDcDqd7b23bsXlcpGSkkJdXR3JycmdvR0hhBBCtEW0PHXNmnhW3MGD8N138QDdfffBH/8IEybEM+ImToTc3M7duxBCCCGE6JJaGytqc3Dummuu4YknniApKbHExOPxMHfuXJ5//vmj23E3J8E5IYQQohv65z/hwQfj5akNGQywbBmcdZb2uc8HFouUpwohhBBCiFZpbayozX9dvvDCC/h8vkbHfT4f/+///b+2Xk4IIYQQ4vj67jt44w349a9h2jRtimqUomh95FRVm5j64x/DH/4An34KLlc8MAfaJFUJzAkhhBBCiHbW6p5zLpcLVVVRVRW3243Vao2di0QivPPOO2RnZx+XTQohhBBCtNr+/fDSS/Hy1JKSxPOffx6fmHrWWVofuYkToUePDt+qEEIIIYQQrQ7OpaamotPp0Ol0DBo0qNF5nU7Hvffe266bE0IIIYRoViQSn546bBhMnqwdP3AA7rgjvk6vh5Ej433izjwzfi4nB374w47dtxBCCCGEEA20ujbj448/Zvny5aiqyuuvv85HH30Uu3322WcUFxfz29/+tk13/vDDDzNhwgSSkpLIzs7mwgsvZPv27Qlr/H4/c+bMISMjA6fTycyZMykrK0tYU1xczIwZM7Db7WRnZzN//nzC4XDCmhUrVjB27FgsFgsDBgxgyZIljfbz5JNPkp+fj9VqpbCwkDVr1rTp8QghhBDiODpwAN58E26/Hc44A1JSYPRo+PnP4R//iK8bM0YrT330UfjkE608ddMmeOYZuOYayM/vnP0LIYQQQgjRhFZnzk2bNg2APXv20KdPH3Q63THf+SeffMKcOXOYMGEC4XCY3/zmN5xzzjl8/fXXOBwOAG677TaWLl3Ka6+9RkpKCjfddBMXXXQRn3/+OaCV1M6YMYPc3FxWrlzJwYMHueqqqzCZTDz00EOxPc+YMYMbbriBF198keXLl3PdddfRo0cPioqKAHjllVeYN28eixYtorCwkMcff5yioiK2b98u5bpCCCFER6uvh6oq6NtX+7yiAnr3brzO6dSmp44cGT9mtcKrr3bMPoUQQgghhDhGbZ7WunjxYpxOJz/+8Y8Tjr/22mt4vV5mzZp11JupqKggOzubTz75hKlTp1JXV0dWVhYvvfQSF198MQDbtm1j6NChrFq1ilNPPZV3332X888/n5KSEnJycgBYtGgRt99+OxUVFZjNZm6//XaWLl3Kli1bYvd12WWXUVtby7JlywAoLCxkwoQJLFy4EABFUcjLy2Pu3Lnc0bA0phkyrVUIIYQ4SpGINi012iNu9WqtXHX6dHj//fi6gQPBbo+XpxYWwtCh2lRVIYQQQgghupjjNq314YcfJjMzs9Hx7OzsWKba0aqrqwMgPT0dgPXr1xMKhTirwaS0IUOG0KdPH1YdmrS2atUqRo4cGQvMARQVFeFyudi6dWtsTcNrRNdErxEMBlm/fn3CGr1ez1lnnRVbc7hAIIDL5Uq4CSGEEKKNfvQjSE2FUaPgZz+D556Dr77SpqgePJi49uuvYfNmePZZuPZaGDFCAnNCCCGEEKLba3VZa1RxcTH9+vVrdLxv374UFxcf9UYUReHWW29l8uTJjBgxAoDS0lLMZjOpqakJa3NycigtLY2taRiYi56PnmtpjcvlwufzUVNTQyQSaXLNtm3bmtzvww8/LAMwhBBCiCPxeGDdOlizRsuIq6jQ+sBF1ddrt2h56sSJ8ay4nj0Tr2UydezehRBCCCGE6ABtDs5lZ2fz5Zdfkn9YM+XNmzeTkZFx1BuZM2cOW7Zs4bPPPjvqa3SkO++8k3nz5sU+d7lc5OXldeKOhBBCiC7iP/+Bt9/WgnFbtmhZcA1VVkI0C/+RR8BikfJUIYQQQghx0mpzcO7yyy/n5ptvJikpialTpwLaYIdbbrmFyy677Kg2cdNNN/H222/zv//9j94Nmj3n5uYSDAapra1NyJ4rKysjNzc3tubwqarRaa4N1xw+4bWsrIzk5GRsNhsGgwGDwdDkmug1DmexWLBYLEf1eIUQQogTwsGDWgBuzRq4+24tyAawdCn89a/xdb17a5lw0ay4hv02xo3r2D0LIYQQQgjRxbQ5OHf//fezd+9epk+fjtGofbmiKFx11VVt7jmnqipz587lrbfeYsWKFY3KZceNG4fJZGL58uXMnDkTgO3bt1NcXMykSZMAmDRpEg8++CDl5eWxqaoffPABycnJDBs2LLbmnXfeSbj2Bx98ELuG2Wxm3LhxLF++nAsvvDD2mJYvX85NN93UpsckhBBCnJA8Hli/Pl6euno17N8fP3/hhVrwDbQ+cmlpzZenCiGEEEIIIWLaPK01aseOHWzevBmbzcbIkSPp27dvm6/xi1/8gpdeeol///vfDB48OHY8JSUFm80GwI033sg777zDkiVLSE5OZu7cuQCsXLkSgEgkwpgxY+jZsyePPvoopaWlXHnllVx33XWxYOGePXsYMWIEc+bM4ZprruGjjz7i5ptvZunSpRQVFQHwyiuvMGvWLJ555hkmTpzI448/zquvvsq2bdsa9aJrikxrFUKIE5uiqByo9eEJhnGYjfRKtaHX6zp7W8dHJALbtkGvXtqwBoBHH4Xbb09cp9fD8OFaAO7WW7WPhRBCCCGEEEDrY0VHHZxrDzpd0y9qFi9ezNVXXw2A3+/nl7/8Jf/85z8JBAIUFRXx1FNPJZSb7tu3jxtvvJEVK1bgcDiYNWsWjzzySCyzD2DFihXcdtttfP311/Tu3Zvf//73sfuIWrhwIQsWLKC0tJQxY8bw5z//mcLCwlY9FgnOCSFE5znegbNd5W7e21LG7op6/OEIVqOBgiwnRSNyGJCd1G7302mi5anREtW1a8Hthpdegssv19Z88gn89KfxbLjCQq0k1ens3L0LIYQQQgjRRbVrcG7evHncf//9OByOhCEITfnTn/7U9t2eACQ4J4QQneN4B852lbtZ/Pleqj1BeqRYsZuNeINhDtb5SXeYmT05v/sG6L74Ai65JLE8NcrhgIcegptv1j5XVWjmTTUhhBBCCCFEY62NFbWq59zGjRsJhUKxj5vTXCacEEKI1muYBWYzGdAB3lDkxC+lPAqNA2c2vMEwW0rqKKnzHXPgTFFU3ttSRrUnyMBsZ+z3XJLVhNNiZGd5Pe9vLaN/prNr/rsoCnzzTTwrbvVquOwyuOMO7Xzv3lpgTqeLl6dGb8OGQYMMdAnMCSGEEEIIcXy0Kjj38ccfN/mxEEJ0F92lX1jDLLDK+gCV9UFAJdNpIdNp6ZRSyq76veuIwNmBWh+7K+rpkWJt9AaUTqejR4qVXeX1HKj1kZduP+bH1C7cbnj4YS0QFy1PbSgvL/5x795aueopp0BSN83+E0IIIYQQoptr87RWIYTobrpLv7CGWWA2k54qTxBPIIwOlSodZDrN7ZYR1pY9ddT37vAgYI9kKwdd/maDgh0ROPMEw/jDEexmW5PnbWYDZYf22OG8Xm166urVWgnqjTce2pQNnnhCOw9gt8P48fGMuFNPTbzO1Kkdu28hhBBCCCFEglYF5y666KJWX/DNN9886s0IIUR7O95lj+2lYRbYgCwH6/bVEghFyEm2AFDtCVLqCjCuTyq7KjwdUkrZkd+7w4OAwbBCIKRgMekxG/VNBgU7InDmMBuxGg14g2GSrKZG533BCBajAYe5A97r+uYbrUdctDz1q6+0qaoAQ4fGg3NGI/z+95CergXjhg9PLE8VQgghhBBCdCmt+ms9JSUl9rGqqrz11lukpKQwfvx4ANavX09tbW2bgnhCCHG8dad+YQ2zwOoDEWq8QZxWU2zPTquRak+Q+kCkQ0opO/J7t6vczfOf7eFArY80uxmjXsfuag+1vjCpNhPj+qZjNekbBQU7InDWK9VGQZaTLSV1OC3GhAw9VVU5WOdnZK8UeqU2HSA8amVlsHMnnH56/NjMmVqArqEePbQA3KRJiQMboj3lhBBCCCGEEF1eq16xLF68OPbx7bffziWXXMKiRYswGAwARCIRfvGLX8iUUiFEl9Kd+oU1zAKr8QYJRxRM1vhTtMmgxxMIE4wopNpNx5QR1poech31vVMUlZe+KGbdvhr0wIEaH7W+EIqi0jPVij+ksLfKw/i+aQzMdiYEBTsicKbX6ygakUNJnY+d5dr3w2Y24AtGYtNazxmec2wBSq8XNmxIHNpQXKyVo9bVxbPezjwTMjMThzb07i2DGoQQQgghhOjm2pxO8Pzzz/PZZ5/FAnMABoOBefPmcdppp7FgwYJ23aAQQhytLt0v7DANs8DMBj1Gg55QRMVi1KGqKp5AmHBEJRCO4A3ojjojrLU95I7n965hcPDrEhcfbS9HVSHNYUZRFCrrg6iolLuDpDtMVHuCuP1hkm2mRkHB4x44AwZkJzF7cn7s+1bm8mMxGhjZK4Vzhrex956igF4f//yWW+DJJ+PlqVE6HeTnQ2mpFoADWLjwmB6HEKJ9dNUhOUIIIYTovtr8yi4cDrNt2zYGDx6ccHzbtm0oitJuGxNCiGPVXNmjqqq4/eFDGWoqNpOhhat0jIZZYAOyHKTZzVS4/URMeqo9QWp8IUwGPRv2VmPQ65kyKKvNGWFt6SHX1pLR1r5YbRgc9IXCbC/VptL2TbdjMerxBhV0OrAZDfjDCm5/GKtJTzCi/X45PCjYroGzFgzITqL/Gc62vyAvL0/MiFu7FrZuhV69tPOZmVpgLjc3MSNu/HiQbHQhupzuMmBICCGEEN1Lm4Nzs2fP5tprr2X37t1MnDgRgNWrV/PII48we/bsdt+gEEIcrabKHqs9QXaV11PjCVDjC5HpMPPfzSWcOyK3Q15YNRfEalg+uavCQ48UC/+fvfuOrzyr7/v/OufbblcvoxlNr9sL7LIssJhd2KU4wSaOMeRnwPyM7QCJg3/GJrZDiO3wI8axsU0gtmPA+ZkEx8EEFzDLUr27LNvb9KIZjXq50q3fes7vj++VRpqyM7MrTT3PxwNWI925+kq6uqPz1qdMVX0OTdUJE4UUAik049UQRwoOTdU4PF0752s+eeHEwlw715Js7cmfsmRi4XP37Mgc/SVNpDSuJSm2Wm2Xtoye62H15HCwkNg8ryoorRmv+KyVAksIpBAowLUljVYI6Fpptdnp5si96ODsPEkpzq2F9zvfgc98Bn74QxgaOvXtjzwCCzNaf/Zn4V3vgsFB055qGJe4y2XBkGEYhmEYl5/zDuc++clP0t/fz+/+7u8yNjYGwJo1a/jlX/5lfumXfmnFL9AwDOPFOnleWNaR7JuoUfMjYqUpeBaDnTmeG6kwNu+v+sHqbCHW0iqwg5NVGmFClGikELi2xLUkrmPhSMHhqTr/45Fj/NqbrzmnEGphhlzWkTx+dI7ZRkisFLYQ5DybjpzL08fnOF5usL4rj5SCnWuKfGP3OM8cn0/fvy0pejY512Z9V443XNvH4enaOR1WT7dgYroW4FqSjqzDXDNmth4y0J4l61jUw5iMLQhjRTFjU8zYLzhH7pyDs5WiFOzff6Ii7r3vhVtvTd82Ogp/+Zfpy0Kkm1SXVsVde+2J++nvv3DXbBjGi3Y5LRgyDMMwDOPyc97hnJSSD3/4w3z4wx+mUqkAmEUQhmFcshYCr68/O87fPzfOZMVHkwZelhQMzTToyDrUw3hVD1YnV1xknQxT1YCHD0+zf6LK+39kK9v7i4tVYD8cmuHp4/P0ljy68i4asFohHcBEJeDhw7MMlxts6Mqf9f3Xw5jpWsBMPSCIFIWMTZwIZmoBx+eaCNKW0T/7xyH+xR3rAfjW3klKWQdbCmpBTBAnjPkxPUWP1+3sZXN3gc985xAztYD+UoYgVmgdU8zYpyxvON2CCdeSWAIsKRACpushxYxNe86mFkTMNmIcKRnszFIL4hWdI3feqlX47ndPhHE//GG6rGHBxo0nwrm77oL/+B/httvg5S837amGcQW4nBYMGYZhGIZx+Tn/aeKkc+e+853vcOjQId7xjncAMDo6SqlUolAorOgFGoZhvFRbe4v8k5skDx+ZoRFG6fKBnItjS6JEMVULsKTgiWPlVTlYnVxxUW6E7B2rMtsIiZKEw1N1fvNvd/MbP7qL7X0lpBT4kcKPE3oKHpnTzMRryznM1AKOTNdfMJxbaKMdm28yNtckTBR9pQx+lDBZ9YkSTd618ENFnGgOT9f4s388QsaxmK2H3DzYDkDVTzfFOlIwXgnYN15la2+BJ4fLlOshQzMN4kRhW5KOnEN/KYNnS54enmO43KAZJacsmJiuBYxXAuphjNagNByaquPakiRRJEojheb5kXmaPQm3buhc0TlyZ+T76fbUtrYTVW67d8OP/ujy22WzaSB3++3wqledeP3atfCRj6zuNRqGcUFdTguGjJcujhVPDJeZqYd05V1uGezAtuXZ/6JhGIZhvEjnHc4dPXqU++67j2PHjhEEAa9//espFot84hOfIAgCPvvZz67GdRqGYbwktSBmqhJgCUFX0VtWvZX3bGZqPvvGKzx1rMzYfJNCxqboOSsyu2xpxUW5EfLU8BzNMEnfR8ambsccmqrx6W8f4oOv27oYPgkNGn2Ge9VorZmqBuwdr5x2ztrSNtqpapPR+SZogRQQJZqotQwjThQJGgvBxs4sR8tNpqsBt23qWvw8lbInlkJIKTg4WePBg2nVnyMlxayDk7Gp+jH7JqrsGatSzNgorfncg0e4e1ffsgUTR6brPHhwhjBR2FKQaI1QECtNHCZ4tiTvWmQci1qQMDLn81O3FVc+mFMKDhxYvrTh6achjuHnfg4W/k276Sa44Qa45ZYT7anXXQfOqcsyDMO48pzvkhzj8vXAngk+/+AQQzN1okThWJKNXXnefedG7t7Vd7EvzzAMw7hCnfdPEP/6X/9rXvayl/H000/T1dW1+Pof+7Ef42d/9mdX9OIMwzDO1dm2hdaCmGaUUMzYi4FTM4yZrUfUgohGGBMn8Gt//Rw5z6KUdVjfmePmwY6XvIVvoeIi62TYO1alGSZ05ByiRONHCbYUZB3JTC1YbAPd3J2nLedQaURkStayNiqtNdPVgDjRfHP3BN/eN3nK/LqlbbRRkrB/okYzVChgaCZtY825kjBWhIlCtD6HT49U6C64zDUiErU8GFzYctuMEmbrAY8PzRInmo6chWdLmmHCbD1EKY1GECaKvGtxZLrO154dpz3rMDbvk3MkTx4rE8QJ7VmHRGkqfkwsFEKBIg0PN3RmKGYdolgxVvH5w28dYH1nju39LyGgC0Nw3fTlWg3Wr4dy+dTb9fVBfklFoueloZ1hGFel0y0YWvBC8zCNy8sDeyb4+Nf2UvUjuvIuWdeiGSbsn6zy8a/tBTABnWEYhrEqzjuc+/73v89DDz2Eu3C4adm4cSMjIyMrdmGGYRjn6ly2hRYyNlnXSueteWkoNl7x8SNFGCckCjTgxzFSgmNJhmcbBJF6yVv4co5FojQHJmtMVH0cKRib92lGCqXTAMySgq2utTizaF1Hjlds7uL+3RPM1IK0Ms1K23BnqgHzzZjugsdAe5a8Zy9bwvCuOzZy/+60jdaWgkcOz9OMYmxLIIQmjNMArBYqLAEZ1yJjSRQw1whphDGRUlT9iI58+lw/Ww84NFlnthHSjGLCSJH3bNpzDvUgrRhJg0BFzrVJlKYexKxtz3LD2jYOTNbSYBTNPx6cZrYekHXsNIhTmpxrESaQtKrn0BrR2tzqORb9JY+pasBfPTHMr96369yqGX0fnnxyeVXc1q3wjW+kby8UoKMDms0T7akL/1u/3mxPNQxj0ckLhta0ZRaDm4s6D9NYMXGs+PyDQ1T9iPUdWaRM21iLmbSS+1i5yRceGuKubT2mxdUwDMNYcecdzimlSJLklNcfP36cYtGsjzcM48I6edHCmbaFFr20Em54tsFMPaQexIRRQqI0iU5zGEtAe84lSjRK67TFUqllFW0nH7zOVrF3cLLK158dZ3i2yUSlSTOMQUhsKci5FgJBI0wQAg5P1yllbQ5N1VjbnuUdt69nshqwf7xK1Y9JW1mhEaUbTF+9rWux3XTpxsC/emKYqUpAX9Hlm3smaUYxOUfix4pEgWtpgtbTuBSQtQVhkgZkvUWPiYoPGmYbIYOduWWtuHnPIool+bzNTC1crERcmLXkWpJEa4I4QQrBQHuGuWbMVDXg+dEKa9oyTNci/EghRYyLTd6zyTqSiUpAQjrXLkogUmrx8+jaFq4tOHQuA9f/7b9NA7iF9tSlymXQ+kTw9q1vwcCAaU81DOOslm7UPjRVY6Li49kW169tuzDzMI1V9cRwmaGZOl15dzGYWyClpCvvcmS6zhPDZW7b1HWGezEMwzCMF+e8w7k3vOEN/P7v/z5//Md/DKQbqmq1Gh/96Ed505vetOIXaBiGseDkIGxNKbNs0cJCm9HSoGohVFvbnuXmwQ6CSFELIqaqAVqn7ZNpGKRxHQtbSoTQ+JGiLeNQbkSs68iesoVPKc2Dh6Z5YM8EY/M+UgiyzplbS3f2F4jihKFmjNIJ2hJElkDptGrOFoLROZ+xOc2nv3WAv358hNfu7OEDr9vCN3dP8uzIfBooxgoQbO8r0Jn3ln1+FjYGHpqskbRaUKeqARqohwqNRilawVRasRcpKDcSLEsgWtegW5/DtqzD/okaU1WfRhBTyDjUg5icZ7O1p8AeNY8fJXTkXZSbVs6BRgpJxrXIOhaOlDw1PEcjiLEE9LUWRUxWfUDQU3ApZR3CWCFEgNIa0bpEZ8nhKEoUrm2hdNomzNRUujH1kUfg6FH4whdOfCIeewwefzx9ubd3eUXcy1++vCJuw4YVfIQahnGlW9io/UK/lFlJZ/sFkLFyZlrV31n31CVMkC79mK2HzNTDC3xlhmEYxtXgvMO5T37yk9x3331cc801+L7PO97xDg4cOEB3dzf/43/8j9W4RsMwjNO2rnYXXA5P11nfmVs2/wdOBFVLQ7WFlqSh6RrFjIVnW62QLm2hzDlWWkGHINQKIdM2F0sKGmG8uIXv4GSVL/7gGN/eN0kzSsh7Nj0Fj2x75rStpQvBodLpcogwSavyGmFCKePgxwlxrIlUglbw/GiFZ0bmuX/POJt78vyzWwe599p+nh4uc2CyRj2I2T9RZWzeZ3NPnsGOEx9/1k0DLD9UHJutESuNLVn8GBGtgG4JS0LJs0AI5poRri0ZaM/wlhsHeOzILM+PzmNJQRAreksZtvQU6Mg5jFd8RueaNMKE69a2UQtiHCnwbEktTOgteoxXfJphjG3BvJ+we6yCIK1SbIQJ5UZIKevg2pKsbdEI0s2tOS9dlgHptfcc3scdx57hppF9bP3YPjg6tPyD+OQnoacnffnf/Bt473vTMG7DBtOeahjGipJSrPhW79M5l5ENxsrpyrs4Vjo/tZg5tW21GSY4VlpBZxiGYRgr7bzDucHBQZ5++mm+9KUv8fTTT1Or1Xjve9/LO9/5TrJZMwTXMIyVd6bW1d1jFY7NNugtZihmTv17WddabLeEEy1Jf/noMMdmmwSxQghBxrGwE7VYjZBojRQCrcCWkkTpxS18Byer/Nk/HuGxo2WUhnUdWWKlma4F1MOYG9e1MVMPF1tL17RlFoOzvGfTXfCotSrgNJpaEBHGmkRpFjIzx07n1NWDhD3jVf7fr+0l56ZLKgbaMyRKM1MLmagEHJ2ps7Erz/Xr2ujMezTDhLasQ82PqfgRiYYTkwhaVWmtPy3817MkSqd/7sg5KA2NULGjr8i6jiz7J6v0l7JkHWvZQo2tvQUqzZCJasBsPW1xLdfD1gw5m/5Slj3jFWwrrcizpaDo2Ti2RGnNsdkGU7UQz5b0lDLkPMl0TbNhdpTXzR/h+a430JDpx/LuR77Kmx786vIv8I4dJyrilralvvGNL+HRZhiGcfGd68gGY+XcMtjBxq48+yer5F1rWWurUoqZesiOviK3DHZcxKs0DMMwrlTnFc5FUcTOnTv527/9W975znfyzne+c7WuyzCMq8yZWneU0mdsXd3aU+DwVJ19ExW6C92nVM81w2QxVFuwtbfIh+/dCQieH52jESZUmjF+lNCIEiwn3WCacy2CRNFb9Kj6MTesa2dNKcNnv3uIQ1O1xdsszKfLeza1IObwdIMdfYXF1tK1HSeqK1xLkvNscp7NbD1gph6idVpFtvy6FX6URnVag68UQaxoRgnj82nIZVmCYsaiGSqOlRvESnPTYBsz9YjBziyHp2oE0Yn5oAvvQrPQ0Jq+ruBZbOzKoYXAEgLHEkxWA0QryCt6Dp05j5xrUcycOpdNA1Gs2D1aQaMJY01b1mFbbx7XFvhhzLwfAbC2I4vnpO1C3QWPIEoIxifZeeQxXj5xgBtG93PN8b0UG1UAfqFnHdObr6Mt53Dw+lewN5ij5+7X0PW6V6ftqR3mgGQYxosXx4onhsvM1EO68i63DHZcEoP+X+jfvZNHNpgW15Vj25J337mRj39tL8fKzWXbWmfqIaWMw7teufGSeIwYhmEYV57zCuccx8H3/dW6FsMwVsmlPrPmhVp3PNvi0FRtWQXaglLWYU1bhrE5n0ozoi13otVEa83YvM/1a9tY2768qte2Jf/85ev43IMxx2YaNMIEmQi01pTrIbZlESvdCs4EXQWPN1zbx8NHZvj758ap+BEztRPtsI4lcSyJawnG5pts7Smks+SEpBHGFDybqh/jRzGWhPlGhFLprDvbkgig2trQsBii6eUhmiD9OsZKg5A4SIJYp1VoSlGuB/zwSJmXb+zkprXt/K9HjyMEeJYgSPSy+1p4Wcq0mk9a6YKKepgwU4/JOJLOvEsjStjeW2RLT4HnRucpeCeq5mbrIU8eSw+1W3rzXLumjWoQMzLXJIgSKn5M0goVBYKBdo+SUIgoYDISjM/7vPUHX+U//MN/OeXxkLgexzfuYI0nmM46dOZcrJ/4CeyPfYAuUylicOk/pxmrYyW/7g/smeDzDw4xNFMnShSOJdnYlefdd27k7l19K3zl52dkrnnGf/dON7LBWDkLX/uFx8ZsPcSxJDv6irzrlRf/sWEYhmFcuc67rfX9738/n/jEJ/jTP/1TbPu8/7phGBfYpT6z5mytO3dt78GPE3LuqW3zQgh29BeZqgUcnKqxva+4+FvusXmfzrzLG67tO+3hbenWvSeHywzPNmiGMaEQRImiHrRaQKXgdTt7AfgfPzzGbD0g51oopdNwTgri1sGuGSmqQczeiQrtWZcNXTn2jlWJlWK84jPfiAhiRZQookSTcQRSQHNJhZsUoJYEc3DiZQW4tiBWGssSZGxJM0oIYk3ek9iW5PrBNv7++TRAlAIsS+AJQaLU4qy5hfvb1J2np5BhrNKk0oyIEo1tCSDdxLp7tALADYNtjMw1OTCZHhYzjmT36DxTtYCegsu1A2105FxsS5JzLUbmmmzqyvET7T6PPvEIzmOPcvPYfjYdP8An3/4rfH7jncSJ4mBPuozhcNc6nl+7g+cHd1G94WZGN2xnvJl+ntpUerVaL/2MGFezS/05zVgdK/l1f2DPBB//2l6qfrSsOmr/ZJWPf20vwEUNYephfMZ/9+DUkQ3ny4TbL+zuXX3cta3nkqyqNAzDMK5c552uPfroozzwwAN84xvf4Prrryefzy97+5e//OUVuzjDMF6avaMVfvf+fUzXQta0Z9jYmcePk0tmZs25tO48frSMZ6UVaKdrq8w4Ftv7imzuLjBdC5io+Hi2xfVr27jnml4822LveOW0B5ClW/eeH5vnfz92nEaY0JZzKGZstIJKM+L/PDWCRDBTCyh5FvN+60AkBBKN0gI/SkBr/Fjx3EiFjZ058o7F0dk6lWZMohXotLU1ThRCtFpWI0XcyuYssbyyDZb/WQBSCKTQRIlibVuGUGmaYcLNg+1M1wK+t3+K0XITIdKh5QtVd64lcb30YBEpTRgl5F2LjV1ZxitNHEvSkbNpy9qMVQImqgF/8MAB1nfm6C54tLeqFOcaEbP1gNG5Jl05l219RTTw2FCZ2UbImrEh3v9/Ps3O4b2UGhW2n/T16j28j3jwDmxLsHv9Ll77kb9izisgSBdEFDybtmo6h8+S4McJec/i+bEKYxX/oj9mjYvLzOG6Oq3k1z2OFZ9/cIiqH7G+I7s4V6yYkeRdi2PlJl94aIi7tvVctDAm79pkbOuM/+6dbmTDuTLh9rmxbcltm7ou9mUYhmEYV5Hz/le9vb2dt73tbatxLYZhrKD7d4/zW3+7h8mqjwAOTdV4LjvPTevb2dZbuOAza073m/pzad2ZrPj0FD2Gy81lbZVwonX1lvUdvO/VmxlrVRLkXZtmmHD/82c/gEgpWNue5atPjWJbkls3lJa0bgbMz0YcGq7jhzHdBY9qEDPXCBFCkChNDAg0QZxWvdkyndu2riPDE8NzzNZDolgRK52+3dIUMun15T2bRCkqzRjFqRVzyz8fJ6rqpBBonS6uiGLFQHuWtqzNvokaUgq29OY5MFlbXDIhJSSJJko0rp2232ZtScax+Ifdk/hRgmOl21inagFoKGVstIYwVq3Azqcj53D75k4e2TPKrmN7uGV8PzuP7eHxdddy/M5/SmfBxe1o47Z9PwQgclziG27k6YEdfKttE0+v2c7jVjtSClxL4jg288pDJRqNRkooNyJqra9hzrWo+jHjlYBb17dzcKpu5ixdIs42q2s1KnPMHK6r00p/3Z8YLjM0U6cr7y4b+A8gZbqJ88h0nSeGyxctnFnbnj3tOAF44ZENZ2PCbcMwDMO4dJ13OPe5z31uNa7DMIwV9MCeCX7r7/YwXvHJuRYZRxIlmpl6yPcPTKM1FDybx4/O8tjRDl62oXNVD7Nn+k39tv7CstYdpTRjlSbNMCHrWvQWMoSJ4mWbOqmHU4ttlWdrXR2aqfO1Z8cpN87tAHK6kHC2HvDU8BzNMKHoWTSCmGYUM9+MiBQ4UuPYgiRJK9EgDdDacy6eI4k1zDXDVpWcoD2XPt3GSboJNufaNKOEvmKGIE7DqUaoONlCWJexJYlK22FtKVCo1pw9j83deY7MNBBoNncXyLsWbVmHmXqALQRKAwKiRFHIWMSJZmN3noxrEcYJthQIAWhNGCukELTnXSwpmGtGyDDinifuJ/PEY2w5spsfHz2IE0eL1+hUK/zVbW9BKZjr6OWP3vFh9vduprbrWl62rZ97dvVRe+gI1eE5rKkaxYyNFIKo9bmIScPLuDUbz7MtHFtSDxMEMDzboKfopQfxiaqZs3SRnW1W12pV5pg5XFenlf66z9RDokSRda3Tvj3rWszWQ2bq4Ypc/4shpeDe6/oYnW+e8797Z2PCbcMwDMO4tJ1zOKeU4nd+53f46le/ShiG3H333Xz0ox8lmz2/39oZhrG6lrbs5BxJ1pEIIfBsgWsJyo2I7+2foreUbiH9r989zKPry6vW0vJCv6nfP1EljBWNMGa6FvDUsTnmmhGJ0lhSUPAsNnTl2dVfYnN3fvHAPz7vk2jNmrYMd+/qQ2nNZ76TblFtRjFHZ5rEieK2TR2LLUEvdAA5eb6P1ppDk3WaYUJn3mWy6tOIEuphshiWpctUNQtnRdF6H30llyDWjM35xIkm61rUggRLposjtJ3OmHMsgRSCIE5fVkqQdSCIFCdHdLZMK/KCGBKdVsGFiYZGxEB7lpl6SN5LK92COGHfeDWtslPQjBWuLcg4FnGiCGNFV95jsDPHVDWgr5Qh51poIFYaf2ySncf30T6UcOCOu2mEMY+PzPPLn/4YmfDEQqD5QhvPr9vFU2u288zmG4iVTttabY+v3PJGeksZdvQVODhZ40dvHOBnXrWJP/3+EYam6wSRwm21ZGUcyfFyDKRBHbQWZUiBloKKH1MLYp44Wl48TO8Zq5jw5SI526yu0bkme8erq1KZs9pzuC42Mwfs9Fb6696Vd9MZoWFCMXNq22ozTHCstILuYlo6F/XQVG3ZyIY3XHv+/16bcNswDMMwLm3nHM799m//Nv/+3/977rnnHrLZLJ/61KeYnJzkz/7sz1bz+gzDOE8LLTudOZdyI2ptDU3fFiuN0pp6GBPGDm1Zh868s+zgvLm7sGIHxLP9pn7/RI0gUjw1XObwVJ2oFWY5liCMFTP1ED/W7B2v8Ppr+tn82gIPHZrmm7snGZtvMlHx+cJDQ0xVA0oZh219BQpJer9Jonj6+Dw3DQo68x5w5gPIyfN9qn7MbCOkkLGZa0aMzfm0iuOwBcStlxMFGSdtb3WtdGvqXCOiu5hhrhHi2hLZmiOXKI1jpdV1ri0JIkVb1qEtaxPEimocIYWgM+/g2RI/TivjlAZLCqpBghBgkS6GEEA9THhieJ67tnXxrldu4vMPDfHEsTJxoukuemRdi7F5Hz9KiPwYx5Js6y3ytlvX8cjhWdblLTqf38f1x/ey89huthx5noGpEQCOdA/yf9/wGirNGIHN/bfdRzWGpwZ2MLTlOsp9awkSmKkHFFwbB03Nj5kUglLWYUtPgZxnM1kNqIcxO/tL/IcfvZZDkzUOTddY2+6RcWyqQYzSactvosGS6ccbJZpamJAohSYNJ7XW1IOYv3t2jM09edN+dYGddVbXbJM//ccj7OwrsqO/uOKVOas5h+tiM3PAzmylv+63DHawsSvP/skqedda1tqqVPrvzo6+IrcMdqzYx/BiLZ2L+lL/Tb7Sw23DMAzDuNyd80+wf/7nf85/+S//hZ/7uZ8D4Jvf/CZvfvOb+dM//dNTZnYYhnHxLLTs9BRd/Fa1V9aRgKAZpksJ0BDEirUdOda0pT+oH5is8cVHjtGZczk8XT/tAfF8KzvO9pv6gfYMR2fq7Blv0owS2rMOlhQkOp2tVso4KK357w8f5Ue29zI0W+drz40zWw9Z25El61j84PAM4xWfRKUz1ZROt6x2Fz3mGhGHpup05NzF93+6A8jJ833CRBErhS1txuZqxEqTsUWr/fTE7DcFNKM0qYuUIgzAtiw2ZWzmGyE516LiR4AmiBRWqyJMtm7fmXfpL2XY2V/i+dF5pmsBjVBRD9NW066CS86xGJn30/cLOLYk71lYUhLHCbUw4dmRCu15myBSlBsnghPXkuQci/lmxEwt4DpZ51ff9ArKzYhmlPArH30XfYf3nPJ1O9a1lufW7mCm2kBaNr1Fjz/+5x/i6EwdgaCvLbO4UKIRWIRJWusXK0V7zuGGde105l2qfrTs0Oy6Fj//2i18/Gt7maiGdOVh4QEZJeBYkrxnEylNFMfEiV6cwzddC4C0bXimGpj2q4vgbLO6SlmbkXKT69aUVqUy54XmcCmlODRVY1N3HqU1SunL5rFh5oC9sJWev2bbknffuZGPf20vx8rNZRWgM/WQUsbhXa/ceMls5pRSrEgl25UcbhuGYRjGleCc/wU+duwYb3rTmxb/fM899yCEYHR0lHXr1q3KxRmGcf4WWnb8SNGZ9wgTn2aksIQgSlprQVszz7b0nKhmyzqSb++dZH1XLq16OumA+Lqdvewdqy6r7Njck+fGwXZ6it6ysG5hWPwzx9O/21/KnPZas66VtopqTSnjEMaaRKfXmvcsOvMesVIcma7z2LFZHh+aW1aFV2lG1MOE/pJHPUg4NFVje28B25LECgoZm9l6SNWPKWXTw8jCASTnWAzPNhaDxtdfc2K+T8FLZ6JN1dLPnWOllUGaZPHgv0CTViZqDY4l8GzJ+LyPIt2QGkaq1W6q0hZWO20ztkS6OKK76NFX8vjmnknCJMESAttKgzUh0kAQDY5MN9MWMycOp45lI6Vkvhnxx989gmsL2rMO5UZEu19l8OBzbB3aw7XDe7h+dD+5KOCfFf+Oga4iI/M+Q+u3UZgaY/fgTp5ft5Ohrdfxg87NjMjs4uKJ/lIGKSVhFOFHCikFU9U0KKsHCT1Fl0aY4DnpLLubB9tpy7lnPDTfvasPYHFmmR8lSCGxbdJKwpzDZCXAjzVJ6/NsyzTccSyJAKZqAU8cK5v2qwvsbLO6bEuQaE2iT7/W5KVW5pxpDtfYXJPnRipEiSZJFL/x18/RkXN57c4efvSGgUsmZDkdMwfs7FZj/trJz0Oz9RDHkuzoK/KuV25cfPuVZLWWTBiGYRiGsTLOOZyL45hMZvkB23Ecoig6w98wDONiWNqys74jS38pw2w9oBbExEqnyyAyNnds7qSzNVNHa83onE8zSljbnj1lTtuTx+b4gwcOsKYty0B7WtkxOtfgq0+N8r8fP85gZ47ugseWngKlrM03np9gaKZOM0poBDHHZhq8bGMHm7oLy6612QrmlALXgaiVHWrSsAtODOc+MFFbrMIDqDSjdBZcGONaacXd+LzPtp48HTmH0TmfvCfxo4QgSQBn8QCypi3DV58aPaVCcCGAPDhZbb2PGEG6XdW1LMJEE8RxujlVLxYhpjPjdLrIoKfgUg0San5ENUiwLUnWtYjiBD9ShJECIVhT8rh5fQcDHRm+9Mjw4mD9nJNWolWDGK3TgCpWadWcFGkrrSVZnHXntJLBfWNVijmHn3vyb7j9619i7dTxUx4bgWUT7D/Ik4ObcC3Jr971f3PNe38d17YZr/iUGxGNMCapBmmFnmuR9yzmmyFjlQDR2kabsSVKQy2MqYcK1xLMNyPWdWTJeRZVP3rBQ/Pdu/q4a1sPTwyXmaoG/OOBaY7N1FGk21odWyxWQAoBtiUpZWw68x4ZRzJTCxmebVANzL8/F9LZZnXFicZqBc+nsxKVOSfP4To4WWN4toFjS/rbXI7ONCg3I6JE8c29E/x/PzjKv/yRrZds2HIpzQG7lGferfT8NVj+PHSmrcNXktUIOQ3DMAzDWDnn/BOy1pp3v/vdeJ63+Drf9/n5n/958vn84uu+/OUvr+wVGoZxXk7XstNb8rDrYrHC6TXbeugungjbq37MVC0g79l49qlVMY0wZqoacPNgO8WMw2w94MBkjUQplIYwVrRlbb61d4IDkzUcS9JX8ugpugzPNpmpB3xv/xTAYkC3EJR1FTyCeJ5YCXKejSXS6ptGlBBVfIoZC8eSZBwLP07wI8nesSqzjZBKM2SmFjJZCXDtNCD7wZFZAOabEZOVBCHh8aEyG7tyiFZV2mQ1YHSuSTFjU8o4JErx7MgcI3MN7ruun2vXlnjZxg6+/OQIzx6fI4o1jtS4tsSPxWJFl2j9zxIC0TrPzTYiBDqtuJOC9pxDV95DaZ3OlvMjgljRlnOZnG9y/+5xxuZ9sraF1lALYiKlTlTntf6jgGqQBnybqxPcOn6AG0b2sePYHj741l9h0rWYbYSUp8qLwdxQ5wBPrtnBU2u289Sa7ezp3UxkO8h6hCUFIJnaP0NfyaOr4LKhM0s9TNjaW6Az5/LIkVmmqz71UGFbgr5SjvlmjB+nLbquJVBKEyHoyDo4UrBnrEp71jnrodm2Jbdt6gJgR3+Rzz04xEwtYF1Hlpl6wMOHZpAirUTsLWYoZZ3F8MJzJFU/puab2UgX0tlmdVWaMT2lTOuXAHrVKnMW5nAdLzf4s38cQggoejYPHZoliNNNzwXPoh4k7Juo8vG/3wtwSQZ0l8ocsMth5t1Kzl9bsPR56GqwGiGnYRiGYRgr45zDuXe9612nvO5f/It/saIXYxjGyji1ZSetylrTlqGQsSlmbCrNaLFFMogT6kHMxq48xczyp4WqH1MNYlw7vd3x2QbPjs5T9yPWtGWINcw1I5TSTFbS5QOenbYg2lIuzrSr+BGPDc2yrj2HHyeMlpvEWhMnCktKkiRB0qqUEgLLSWfjTFRibh5s5+UbO/iH58cXFx7YVro0AAFxotBaYFuCkbkmUqSbXhthRBLB4ak6x8tNdvQX2diZY6oWEivF0EyDOFHYlsSzJXvGqzx1rEw+4zBTC4hijUBQ9WOCOCHjWLiWROsEpdLAbGGBgdNaYlAPYrqLHl6YcNNgB80wYbYRkqj04+wtZZhrRMzWQzpzDuVGTKLSJR0L5XBaa2wp0xZardk6Pcyb9v0jN43u46ax/XQ2K8u+RjeN7ee59YOUci7/cO1dPNS2gaf6tzOfKxKrNECk9blFp4sXdKLxHIktNX6UcGiqTtbxecM1fbzjFRvY2JnnP/3DXp44VsZqzWHyHIusYzNbD5hrRni2RKBphAlr2wu4jkQKQU8xwz3X9J7zQe/kA2MYK2xpYUtY25Ejt6TSSmtNECXkXIuCZ2YjXUhnndWVdfjpOzawd7y66pU5Uoq0td2P2NSV44G9UwRxQiljL95/zhNEccJcM+QLDw1x17aeS64q6lKYA3Y5zbxbqflrV7PVCDmN1XcpV7YahmEYK+Ocf9r73Oc+t5rXYRjGCju5ZccPE54eLvPd/dM8sHeSgmfTXXBZ255lph6SdWwG2k9trQoTRRgrwljznf1TVJsxzShByjS06i1lQMD+yRoT1QCtNXPNmDhpkPdsOvPuYkA314h4YriMAEbnfOpBRNWP0aTbTGcbIQXXQgNRkoYwtiW4dWMnaPDDhHIjYrA9w3glIFaavGtTD2OiWKPQ5BybIE4Ya92vBBSaKFEcLzcYmWu25r1JOnIOtmdRrocMlxsopbFE2k6WKA2tyi0hVDpLK9FIock5FrUwwQayjoVlSVxb4trpUoq5ekAzTCh4FtcOlKj6MWGicCzBvvEqVRFhS8HBqTpBlIaSlhTIKGTbxBFuHTvAU9tuZk/HWhIFN84e4UP/+BcnviaWze7ezTw1sIOnB7ZzYOuN9Lfn2Nyd5/v1dTzmdKE1aLX8MbGwERXAstJQ0xYWQkpyriSIEw5M1lEqDWL++csHOT7XZLjcpJCx062qEjzHYq1ns6Ytw8hck1BpeksZ1nXkaIQxw+UGX3jo6Hkd6pceGA9N1fiT7x9mupp+Hi2Zfr2iRFHzY2xLMtiZO22YYayc0x0Gz2VW19IqrNWszFmoOqOZVspmXWvZYdUSgghBKWNzZLrOE8PlS65K6mLPATMz767O0MOEnJeXy6Gy1TAMw3jpTNmBYVzBFlp2llZG3Ly+ndE5n6lawNGZBpOVgB/Z0cuW7gJjFf+UdjRHpvPEToQkAisBKaERKY7NNih6NvUgIVEa1xZonb69HqahVH8pw2BnlmOzTdZ35njkyCxVP0LrNJSTIu3eDGPNbBwvdHIiSIO1b+weZ89YhbGKT9axmKqFVPyIRGkSxWKbaZxAU8eEauHa0zlwidaEsWKyGi5W5hU8Cz9KAE3FjwnjdHGDBjKOoD3rpnPVgpiMY+NZMOenG0QztqDoWSidhmpZx0II0FoQxTGWtLCk4ni5yYau/OIyikozotxI56RNV33Wzo1z2/Bebhzdx42j+7h24jBekr79P8fv4dlXvA0p4NCWG7j/prv5QfcWHl+zg929mwltZ/FzlHMt+m2JEOnnYsm+CqC1tEKCQKBbn12hIVLp1tiSZ5PP2NSDmENTNT797YN88O6tbO0t8o7b1jM0XaceJK3HgKSvlGFzT57Dk3XCWNGRdejIuVhSvKRD/cKBcW17ludHKvzgyAxxrCg3I+pBjCUlPUUP25Lcsr7DDC5fRS90GDzbrK4LVZmzUHVWboQkSuOcdP9J67ks59pM1wJm6uGKvv8FLyXcudhzwC6lmXcXgwk9jEvd5VTZahiGYbw0JpwzjCvc6Soj1nXkFls1R+aadBU8Xn9tL1946OjiATHjSKaqAcdn6wRxQqI1HRkbpQXNKCFO0mAsJh3in3OTNGTToFuNlK4lCBPFbCOk5NlkbMnesQo1P0YKiJTGtiSWFOg4IWqFShk7XXygNSgFw9MNim4aHhU8hzhJaIQK0FhSknUspEgr+eJWMCehtRk1DaUWaA1CpoFVuRG2Fk9opBDEWreq+NKDvWNJ8l56UB7oLrAzY/PcaIUb1rZRyjp8d/90enutsYAw0cRKU8w4dORdxuZ9Ks2ItpyLV53HK1eoB+lcul0j+/nfn/83p3y95jIFnhnYwbFSD3ECGVeS9K/nT3/+NxmerTM2n25KtYCk9TlWWvP40TJ7xytUGtHiR7s0o1OKE8EcEKv07QXPptBqb857NmGcMFMPFoO1V27p5k3Xr+HRoVnWtmfx7HRjbNWPmakHgKCz4C1rh36ph/qlgcVMLWRdZw5LptWMVT+mq2AGl6+mcz0MvlAV2oWozFmoOvvegUms1vOJJxdaw9NZmHnPRqn0e7mrtQBnJa1EuHMx54BdKjPvLgYTehiXOlPZahiGcXUx4ZxxVbqa2lhOVxkhhGhVczlkHItDUzX+iTOweEB8crjM8GyDRphWlqVbGKEeqjRUizVLOyYV6UFYaYjjtPWzHqQzzqQQKBXiRwlr2zLM1MPWQZr04KxjgjhebLeEJVtb085SGlHC7rEKnTmHKEkI43RDaMaxcVrhXpgopGQxnEtDuTSAipP0lbJ1rbHSraq59HbpXLbl5WbNSGHLdG6eFIq5RsS1A22MVQIipcl7NqWMTaJ1uoVVp62znXmXO9YV6RnaR/TIw7zsqwfYNbyX7pEhfnD3j/MXd74PrWBo7RbqXo6h7kGeGtjOk2u280T/dg63DyCEQLY2o/aVMuQ8myRJmG1E2JagPWun8+3ChGLGwbUFU7WQRhiTdy2ySPxILfuITiqmQwG2hP6St/i4iBKFbVmsacsuC9buu66fsXm/dYhNKxHLjZD5ZrS4pffkqpuXeqg/ObBohDGebXHDOjO4fDVdTofBhRD3eLnOwcm0utOW6S8HwjhtI2/P2kzVQnb0FbllsGNF3/9KhjsXaw7YpTDz7mK4nB7nxtXraq9sNQzDuNpc1J+2vve97/E7v/M7PP7444yNjfHXf/3XvPWtb118u9aaj370o/zJn/wJc3Nz3HnnnXzmM59h27Zti7eZnZ3lgx/8IH/zN3+DlJK3ve1tfOpTn6JQKCze5plnnuH9738/jz76KD09PXzwgx/kwx/+8LJr+V//63/xG7/xGwwNDbFt2zY+8YlP8KY3vWnVPwfGhXe1tbGcT2XEzv4S6hrYP1Glp+gx0Jal0oyYqU1hiTSACxOFOs39hCe/UqTLFMI4oamhz3O4c1s3X3p0OF0CYUkSpcg4kjBJq78WtPY8IAWLbbLNMKFiSRyZvpz3bGKlsVrz3ZNEYUtB3Orp1JrW8gO9+LqFhQhKgx+ngSMi/fPC5tX0/QriRLXmzqWtq5q0xXV9Z468ZzMy18SxJe2uRaQ0NT+mTSZ8+r/9EmsP78aOTm2hy81MknUlaE2iPd7wa/8bHIco0TTDdJafDdiWwBKC/rYMaIEfxUxXA5IkrQRyLIsoick6aVAWJyeq4aSU5G1BlISLH+uCpQGdFDDQliGfcVufr/Rj6C1l6Cl6HJ2pLwZrp6vsiZWmM++xva9A52kqklbiUG8Gl194l9thcGtvkfe+ejNBpLh/zyTlRkTGtsh7Flk3bYEvZRze9cqNK7oMYjXCnYsxB+xiz7y7WC63x7lxdbqaK1sNwzCuRhc1nKvX69x44438zM/8DD/+4z9+ytv/03/6T/zBH/wBX/jCF9i0aRO/8Ru/wb333svu3bvJZDIAvPOd72RsbIz777+fKIp4z3vew/ve9z6++MUvAlCpVHjDG97APffcw2c/+1meffZZfuZnfob29nbe9773AfDQQw/xUz/1U3z84x/nLW95C1/84hd561vfyhNPPMF111134T4hxqq7GttYTq6M0FovLihwLQnoxRBFKc39uycIE8Ut6zsQIg3NbEviWpKwNSfOWrJY4GSWAM+RadtrK3CzpeCGtSW29BQIYoUfJdhSI0Q6086WkoBk2f3I1v1YIg3n4iTBEmn4FiSKTs+iESTUwwR0epBUS5IoBdQjtVg9d/I1LtxUtUJFTVpJJoRAt65b6bRq0HPSba7lRsirexzuax7l+Pe/i3j0h1Skyyff8+8Z7MyxpSdPW3UWOwqp50vMXHMj6+59LTPX3cTcdTcza+fZ8f3DzNQDxucDalqQU+nnwbYkJUviWoJS1k3DBcfieLnJVDXdFGtbEsdK24pdW9KedZhrxvhRgmq15CqliYFi1sUWmlqoWm9PA7yCZ+FYMm1pzTioVsVfzY/JuhZbevKtjbvLg7WTg7KcY/HVp0Z5fqxyypzClTzUm8HlF9bleBjc2lvkk//8Jv7y8WG+9Ogxxud9lE5nWC5dVLGSrpRw52LPvLtYLsfHuXH1uVorWw3DMK5WF/XZ/I1vfCNvfOMbT/s2rTW///u/z6//+q/zT//pPwXgz//8z+nr6+MrX/kKb3/729mzZw9f//rXefTRR3nZy14GwB/+4R/ypje9iU9+8pMMDAzwF3/xF4RhyJ/92Z/hui7XXnstTz31FP/5P//nxXDuU5/6FPfddx+//Mu/DMBv/uZvcv/99/NHf/RHfPazn70AnwnjQric21heShvu0sqIMFYcmqpTboTppk4pUMCrtnShteZ7B6Z45vjcsq2ta9oytGUdpmshsWoFQJrThl6CtDqt4Np0FTyiJKEZKnpLLrFKt73aUpAoECikEPhKszAVbukiCNduBXOkbajpTDSLMFYEsSSKFbYliJUgUYpGlCwGbUud7hqzjkWQpC26aJ220Yq0HS7nSIJYtVpfFZ4teNMT93PH0NPcNLqPntEhANa17q+ZzfMXRZdNvQVyns1f/6vfYkjmibds5T2v2oTsLdID9ACZ2QY9xbQyzbXqDM00qAQxjkxn21kind9n20mrndXillIGx5KMzzUZm/cJY00x69CZc8i6NhnHZrLq02gdIhOtKboOnXk3rUqMFfUgYt6P6W/L8L7XbGZzT56P/90+Dk3VCOME27LoLWXY0pOnI+dyYLJ22mDt5KDsvuv7Gav4V9Wh/kp3uR4GpRS8/eXr+Wc3rzvjooqVdCWFOxdz5t3Fcrk+zo2ry9Va2WoYhnG1umR/6jhy5Ajj4+Pcc889i69ra2vj9ttv5+GHH+btb387Dz/8MO3t7YvBHMA999yDlJJHHnmEH/uxH+Phhx/mNa95Da57ou3q3nvv5ROf+ATlcpmOjg4efvhhPvShDy17//feey9f+cpXznh9QRAQBMHinyuVygp81MZqulCVDis9z+6ltuEuVEbsGa/w3f1TSCFoz6VzyiqNCD9WPHhohqOzDSp+zNBMnYlqlusG2ugqeEgpuXl9B9/ZN4mfLhJdFngJ0kq0uLXpVABholpLCdJlATv6izx5bA5LisXALVJL7+nEPUrSzaILm1yjRBGr9HWVZogfa/KeRazSir+2jGCmliBEujwhiNQZq/oAso4k79mIIMZP0q0IriNxhGCwOsk1+/ewfnKYz9z1DmyZNrq+8Zlv8fL9j524k82b4bbb4Pbbmdl2HS/3ujg002CyGjC28Xq29hZOe6hd+oP2q7d1s6m7yeHpOjU/JkoU07WArGvz8g0drO3I0QhjxuZ9cq7Fe1+zidoDMcOzTdaU0q8LpCHAuvYM836EpTTtWZs1bSfe7tqSqg/tWZd7r1nDm64bQErBb7zlGj797YPM1APWtGXpKXr4UcKBydo5B2tX46H+Sne5HwYXNlSvtist3LnaWsgv98e5cXW4WitbDcMwrlaX7E+N4+PjAPT1LW9F6evrW3zb+Pg4vb29y95u2zadnZ3LbrNp06ZT7mPhbR0dHYyPj7/g+zmdj3/843zsYx97ER+ZcbGca6VDNYgYnm28qAPKSs+ze6ltuAtBYZgoso5FxrGQAhphjCUlHXmXqh8zXQup+hGeJakHMQcmaozN+dy+uZNN3QU2deeZrpb4weHZ5XPLSNtPl74uUdCMEipBzGBHlq29RfwoZqYeEsTplldLprc7E8+R6Ry2KK3UkwIyjoUfa8JYkXEsCll7sb22niZ9aK1xLIFINIk+tWou5whynk2sFBudkL7Dz3P9yF5eNnmAXcf20lkrL972mbf8FLK/k4H2DMXse9Dz9yFe8Yo0lOvpWbzdOuAXzjGQXfqD9sGpOmvaMtzZnmGyEvDo0CxtWYfX7eylu5i27RczDnnX4pmReb67b5qffNl6/uT7hzlWbtKVdxd/SJ+ph/QWMvQUXSYqAZPVkLacA2jmGxFKw40DRe697sQP8dv7i3zw7q2Lj9ejM/UXFaxdbYf6K505DJ6bKzHcuZpayM3j3LhcmF+CGYZhXD0u2XDuUveRj3xkWbVdpVJhcHDwIl6RcTbnUukQxIqvPDHCdC0873BtpefZvZQ2XKU0Dx2a5v7dExyZqlNuBozNB/QVPbb1FVtLBQT7xqvM1EO01lT8hMGOHB05TbUZUQtiHjkySylj01XIsKErx1PHyijSBQRap3Pd1EkJmIJ03lyrKk1rxUi5ST2IEaTz57SWeBYE8fIqNwuwLEGUpLPeIA0AhQA/TFpz4QR5V9Kec8g6Fken6ycWOghNznVohAkZa2GpA8g44mXV4wyv2URNaYJY8d5v/jfe+vBXl117bNnMbN1J8rLb+NXXb8HbsL4VNL3w7MmFQ+1CGLp/snrGkOrkH7SDOCFWmrzncOuGwmIwBzBbDzk4WWOy6nNwosbofJMb1rVxrFWlN1sPcSy5OFdrQ1eOL/7gGD84MstMLa3sbc863L65i3fcvv6Ux99KBWtX06H+amAOg2dnwp3Ln3mcG5cL80swwzCMq8MlG8719/cDMDExwZo1axZfPzExwU033bR4m8nJyWV/L45jZmdnF/9+f38/ExMTy26z8Oez3Wbh7afjeR6e572Ij8y4kJa2mOYci83deZ4fq5y20uHARI2KH2FLyUD7+YVrqzHPbrjc4Jnjc2Rdi6ofU8ycuObTteHGseKJ4TLPjVR4bGiGJ4+VmWvG6Zw4lVaSlWshw+Umr9neTU8hQ7keEsUKpTWOJbEtQVfeI0o0QZRQ9SOeG61w86BkdN6nPe8igNlGRHOhWu2k67ZEGqAprRmdb3J8rkl3wUVr8GxJkKjF7adCpIHcQsDXX/IIYoWQgkaUJoASWptd01DNsSS1IEET8IrNXbiWZKIaYIn0dhJYOz/BjaP7uXF0H9cd38s144fIxgEf/MAfcXDL9fhRQvPmlzE39CRjO27gif5tNG++lde/840Mrul8UT/wnk/V5Mk/aI/P+3zp0WMMtJ8IuGbrIU8Nz9EM4/TxiibnWPiRYntfkXe+YgNZ1zplrtavv+UahssNjkzXAdjcnWddR+6MH5MJ1q4MK91Obw6DZ2fCncufeZwblwvzb7VhGMaV75IN5zZt2kR/fz8PPPDAYhhXqVR45JFH+IVf+AUA7rjjDubm5nj88ce59dZbAfjWt76FUorbb7998Ta/9mu/RhRFOE5aLXX//fezY8cOOjo6Fm/zwAMP8Iu/+IuL7//+++/njjvuuEAfrbEaTheWtOccLClOqXQYnWtS8SNKWYftfWcO19a353hqZO6UYeMrPc/u4GSV/+8HR3l2dJ6sk27X7Mi5bO0t0JlP5ycuHTj+wJ4JPv/gEAcmq8w3I8JYoXRadcaSzaoJUPFjvv7cODcNttOMFWGsFjeUxommmLHoL2WYqQXMNSNG55r0lTJs6c5T82OOTNeJzjDUTZBWvtlSUA1icq6F51i0Zx0sS5C0NqpatiCKFVqnAZ0krcTzXIusZ2FLQW02xhIC25ZIIfAcgdIxoKm3trQ+frRMKWNjW4Ik0dyz9yF+8+ufpmtJe+qCRq5If6PMDxsh6zqyDL/lbfzBfT++WOXynjs3suE0h+lzCT1eTNXk0h+0865N1rGXbdQ9OFmjGcZ05l3CRGFbFu05l2ImfTyOz/v8/F1bTrkWKQUbuvJs6Mqf7WFmXCFWup1+gTkMnp0Jdy5/5nFuGIZhGMal4KKGc7VajYMHDy7++ciRIzz11FN0dnayfv16fvEXf5Hf+q3fYtu2bWzatInf+I3fYGBggLe+9a0A7Nq1i/vuu4+f/dmf5bOf/SxRFPGBD3yAt7/97QwMDADwjne8g4997GO8973v5Vd+5Vd47rnn+NSnPsXv/d7vLb7ff/2v/zV33XUXv/u7v8ub3/xm/uf//J889thj/PEf//EF/XwYL91i9djoPA8fnMESgoGO7GJYMjbvY0nBmlKGuUa0WOmwoStPrDTrO3NnDNe+f2CKb++dYLwSECVpBdfGrjzvvnMjazuyL2pz3+mCn8PTNT734BDHyw2yjkXes5BCMlX1qQUxNw2205l3FweOPzU8x59+/wjVZoTWGltC0Jq3lsCppW1ArOCZ4+mspFoQoRFYUqQz93ybzrxLd9HDdSTdBZe7tvfw3EiFnGchhVhc2LBw9wttpVKA0Ol/I6XRCDZ25miGCVlHEsUapSGME+KkNa+utUXCEunn2rYk/SWPozMNuksexYyDJQTNMKZaa7JtYogbR/dxw+g+XjZ+gD9/3Ts5uO3VJCph2ivSVSsTS4u9vZt4cmAHz67dzvC2Gxi87QbGahH9zYiOnMvR2eZZq1zOJfRYiarJk+dXVf2YciOk0Gq/rvkxvaXMYvXkSi0vMS5/K91Ob5w/E+6srpWuCjUMwzAMw7gUXdRw7rHHHuNHfuRHFv+8MMPtXe96F5///Of58Ic/TL1e533vex9zc3O86lWv4utf/zqZzImZTH/xF3/BBz7wAe6++26klLztbW/jD/7gDxbf3tbWxje+8Q3e//73c+utt9Ld3c2/+3f/jve9732Lt3nlK1/JF7/4RX7913+df/tv/y3btm3jK1/5Ctdd98JzpoxLy0L12JHpGnPNiERpuvMuriPZ1O0sC0u6Ch7vunMjzSgh79pU/Yg/+vZBcmfYrDde8Xl2ZB7PlvSVTlTc7Z+s8vGv7eVnX73prPPsXEtSaUbsHa+Qd22aYcL9u08EP56VBmFTtZByI+T6gTaiWDNZ9enMW3TmXWbrIYemarRn2xmb97l2TZG/fXqUqh/RV/IYmfOxpEU6+e2FhYlmrhGhAdcWFD0bKQX1MCaIE7KuRU/RY21blqHpOuVGyJbuAsfLTYSA+VYYqFphnN06LCmtCWNItGai4lNuhLRnbEoZh7F5H6X14jIIrdNQDiDrWGil6Cxl6C16WJYkTmCgPstbHvgS6w88y/aRA2TjYNnH8bKxfXx5110opTm8YSf/18/8Z57v3UzgeFgSbEvSU/Do14I7Nndxz64+sq511oPeuYYeK1E1efL8Ks+WRInCtQWz9fRrsaUnv3j/Zwp7jcvXiwkgVqOd/kwWfvFxctWwYaym1aoKNQzDMAzDuNQIrfXp+9OM81KpVGhra2N+fp5SqXSxL+eq88CeCT7+tb1U/YiiZzNbD9FAGCtcS7JroERHziHrWhRcm4of829ev30xLBmebfB79++nPeecEq4ppfjfTxxnth6xva9AthXgaa3xo4SRuSabunO8emsveyeqbO3JUwsSwiR93wXP4qnj86Chu+ASJGkr6VQ1oJR12NZbwI8S9o1XGS43qAUxXXmXwY483UWXI9N1mmFCIWOjNNSDmHUdWdZ15LhlfTuf/MY+co6FbUkmqwECKLdCt3PhSoFlCUoZZ3GLai1I55xt6ytw7UAbkxWfjrxLECseOTJDe9bleLlBI0yQIm2VlQK0alXrkbaqZh2BFgKBIOda1IIYpdLW1mjJBbqWYNCKeMXsEV47f4Tx7rV8uucWcq5NT2WaL/3mTyzetuLleWZgO8+v28nErhs5uOkaDuocVT9mR3+B3pKHUiAlJAlkXIs337CGXf2lc664UErzme8c4rnR+WWhx8LX/cBkjevXtvHzd21h/2SVP3jgAJu7C1inue9YKYam63zw7m3s7H/h54aFg+gzx+d4bnSejGOlLcU9eTrzJ2ZcVv2IuUa07DFsXL5ebADxQs9bsHKPk4VffAzN1E+pGr57V9/Z78AwXoRTf0FiL1bAL4wiMAGdYRiGYRiXunPNii7ZmXOGca7iWPH5B4eo+hHrO7L4sULXIetIQDPfjHjk8AwZR2JJSVvGpq8tu6zq6OS2wqVhzOicT7kRUcraZBwLgGYYM1sPqQcJQZLw3EiVnkKGRqT4h+cnSLQmbfhMN4b6kaIz71LM2mzoyPHDoVnGKz6JUkzXnMUArj3nUA8S/DBhuFxnph6wva/ITC1kthESJQl+pNjUlWfXQIm/fWqM2VpI05EIIfHjBMeSCHGi7fSFCKCr4KB0WjFnyXReXN6zUFrTVfC4dUMHX3lqhJxro3WMLSWxUvQWPcYrPs0wQWuIT35/AvxEI9BYQqC1xYbOHPUgplwP2HH8IDeM7efm0X3cPL6fzdPDyNZFP3fDK9n2r+5Ca0hKa/nia9/Oc6UB9m3YxUjPIM0EHFvSnnWwLclg1iFRiuvWtlFpppV/nm2xdaDwogazn0813LlsAfZsi/wZqjKXWphfNVxu8LkHj3Bkus4Na9uQ8kSFktaasXmf69e2sbb99G3UxuXjpbSl1sP4RbXTn4+lv/joyrunVA0DJqAzVtyFrAo1DMMwDMO4FJhwzrjsPTFcZmimTlfeRUqJJTRSCBpBQjWM0a35axnbQkjBdD2k3Ix4enhusZLp5LbCpcsiDk/XAOgueIjW7LPj5WZrmygorUgUPDpUxrElri1bLZ6CehAxXQtRCuabISNzTZ5yLWRr7l01iHlqeA7HknTlXSqtdty5ZkQ2UZQbEc0w4dXbe9hhFSk3QqZqAbUg5jPfPshsIyJSGhErPEcQtYLAs1k4yqQtpYJrBopMVtL7FQIcK13C8Obr17BrTYmvPTvGZMXHttIKuPlmelDvL2UYmWuig2TZ/dvph49SaZvrmtok19k+R4rX8rqdvTT8kN/8nX9GJmgu+3vl3rUc2nQNw7fcwbtfuZFv7Z1kphbw/Z/5JZ45PoeUEhdNV8Zhe1+JnGfhWgshbMx77tyEFOIlzyY6n9Bje2/xjMHuiwnSFhY6/ItXbOBzDw5xcKq+7PG4UDXyhmv7zKH0MvdSA4iVDIZP5+RffCyExMWMJO9aHCs3+cJDQ9y1rce0uBoraqWXLBmGYRiGYVzqTDhnXPZm6iFRosi6aVWba0sytmCikaBaM80SDbHS5GyJZ1tESvG3T4/ytpvXLR4qt/YWec+dGxfbyxaWRexaU2Js3gfSsGWiFWIBWDJt2ZRCE8QJ9TBmW2+BW9Z3MDTT4PGhMkqxOPvMtSTlRkSsNFnXwrMlU9WAdR1ZKn7EeMVfMsctrWKbbYQ8NjTLyzd2MFMPqfkxP5yZpdKMkGgE4McaP47TUIzT7oA4LSkFVT/i0GSdnGvRVfAYaM+SdSziRLFrTYlmFDNdS2fdZV2J0tAIEqJY0ZF38CyJ5MSUu1LQ4Mbx/dw0tp8bxvZz48g+eutlhnsGec+v/jmxhoGuIsdveSU06jwzsIMf9GylfuMteGsH2NKT58bBdrqLHm+8rp9v7h7nwYMzlJsxcaIoZRw6C5JCJl1csbTNdLAjtyKB1fmEHi8U7L6UIO1Mj8cXWmBhXF5eagDxQhW/K1FhefIvPpaSMv2FwpHpOk8Ml7ltU9eLeh+GcToXoirUMAzDMAzjUmLCOeOSd7ZB6V15F8eSNMOEYiY9QEopSbRGc6LdshHGBLEi40g6sg4HJ2s8dmyWV2zuXnw/nm3xI7t6uHVjO80wQQjB+vYsx2YaHJiqYct0EUKiNEJAHKXvw7HSPlJbCkbnfW5SikNTVUKlsC2BFJAojSUFxazNTC1kbN5nQ2eOKFFMVwOqQUyUqLTaDKj68eKShdl6yA+PlMm6FrFSzPsRCMg6NgjBfDNe/FjPN5qyLUl7zkHKdGFFGCs6ci53bOmiGSZ84eGjABQzNnGiyTqSOFE0woQgjFFCIAS4Ev7or36be/b/AHlSPBgLScPNkFFJq9IN/uZj/wWASjNkfs7np25fjyUFTw/P8eUnRvDjhHI95Mh0nTBWFFyLRqiJE8VkJeCJpMyOvgLNVsvwSlaSnW/osVpB2kKbq9lUeGV6qQHEagXDCxZ/8eFYBFFCotMWddeWCCHIuhaz9ZCZevii7t8wzmS1q0INwzAMwzAuNeanGuOSdi6D0m8Z7GBjV579k1WkgLlGzGw9WBYPCdJKlEgpklCRKE2UaL74yDG6C+mg/YX3M10LmK6FgKa74NFd8OgpeRwrNzky08SPFYJ04QEi3VRqSUGgoOBKgijh2dEKE5UAvbCZVIAQmihJw0HPkfiRYrYeEieaepiQKI1SadWbbF2zalXRNcOEnJvQXXCZayhipSm1tqt6toVtxcRpl+3ixy0F5BxJECsidSK006SVfEIILJFW6EkhcKx01tx4JcCSgtft6uH+3WnL3c3r2ynXQ2b3HWbNc0+zfWg324/uZvP0MP/tS9/j/3t8DKUUlWwRiWakrZdn1u7kmTXbeXrtdp7p2YxdLLKrlKOYOfG0o7VmvBJw42A7A21ZvvDwidlbzUjyw8OzVIOIgmfTW8oQqzSYqwdpiKg1vPn6fu69rn9FK8leTOixWkGalMK0bV2hViKAWM0Ky668C6SLJxKdPh9JIcg6Fp15h1jpxZZ8w1hJq10VahiGYRiGcakx4ZyxKs5W7Xa2t8O5D0q3bcm779zIx/5mN4em6thSEKvlc9es1gw0uxVRxUql200rAb//zQNAWtmWsSXj8/7i7DVIN6z6kWJTd57a8WjxPrVOQ65CxsaRknIzohklgOb4bINEaRwJSEGs0+CtFsaAhWdbBFHEbD1EyjQ4ixONFqSVKVa6SEJIQWfWwU2HwxEmKl36ICWKNMTTaCwhcWxNEGsUkHEEthAUsw5RoplrhOkcOSkIwrTdVymN40o8WzLvR9hSYEnJuo4sHTmXSjPm0FSNH3n++9zymb+jf+/TFGanTvla3x1Pcn8pw1wj4s9f/9P83mt/msl8B1KAIwVpNiloyznYUlIL4lOCrnuu6eX+50/M3gJ4angOP05oyzhESjPXiBhoz1DKOExUfHKuzbqOLD964wDru/Iv7oH6Al5M6GGCNON8rFQAsVrBcCmb/ogw70e0ZWw82yLROq34i2I0gmsHStwy2PGS3o9hnGy1q0INwzAMwzAuNSacM1bc2ardzqUa7nwHpf/Ijl7+7ulRvntgmiBKiJfsJ3AkKA1JkoZWWkMQK/pKNreub+f+PZNoNLv6Czx8eIZqK6iyW62yri159dZunhmZJ+9aVPwIpdLKNK0hiBS2lwZqzUjhWgIh01bWuLUQYaGaLYw1c0nc2l6aVtyVsk56n4AFuBYIAaK1VKIj5yKloFwP0TpdspB3LRpRguVYCNK2Uo3AsjQo8BwLS4h0dp0U5D0bWwoqQUKi0/t3bcGatvTQ7+qE1wRTXHd8LxsOPsuX3vxeZurr8OOE/rGjbH3om+nXRVpMb9rO+M4bGNlxA4/1beNtt97CK8Qo9++eoNY3QAboCGL8SKUhqYadA0V+4a4t7BuvnTbo8mxr2eytSjOiXA/T7bGWREhNM0oIY4XnWHTkXRphQpSodDHHKjFtpcZqWskAYqWDYaU0D+yeYm17liBW1ENF1hU4UmAJ0apodfjpOzaaZRDGqjBzNw3DMAzDuJqYcM5YUWerdnvdzl6+tXfyrNVw5zsofWSuCULwozf0MzLn88zIPLYQzNRDYpW2P4ImUYJEaaQUbO8r0ogUzSih0owYm/NpRgmWTNs8Ia2mG5qus6k7jy0lM/UQKQWxSttNAeJI0YwUtkzDOjTkHEGZdBGFZnlLqdJpVYxnC4oZm9s2dVFuBDxyZBbVul8BuK2NqbYlaIaKUtZmY1eOsXmfUtYmUum1u5bEkgI/SrCEwJaQtSSWJamHCVpr8p4NWmOFCcWcjVcpc9fRPbxi+iDbhnazaWgv2chf/Bx/b+MtHLx2K5PzPl8euJF9/+QXeH7dTo5s2EmuvcTW3gKOJZhrRBSzHu+4fT2T1YD941USrSl4FhnHQgBbegv86ht3sr2vxOt2nr5icu94ZdnsrTBRKNIZfumcK4i0Jkm/kDiWJIxDpGDVZw6ZajhjNV2qAcTCc/CNg+2s7cjx5LEy882IZmt2ZlfeZUNXnh39q3d951JhbVzZzC9IDMMwDMO4WphwzlgxZ6t22z9R4/MPDpH3LLb3FV+wGu58B6Uv3H4gk2Vdh2S43CTjSPKezUi5SUMlaNKwzXMk7VmHTd0FpmpBeuCMkrRaTgosSxApTRIpcq6kGSoOT9Xx4wQ/Vouh3FIaFue6OZag3Eha1Wwn3m6JE+GcYwnu2NLFvvEaI3MNrh9oY3i2wVwjRmmdDlxHEyVQ9RMyrsVgR5Z/cvNaDk7VGa/4dOQcakFCozWvTpAuwhho9/BsyVwjIko0+bDBy0YPs8frpt7VT86zec3x5/jtL/32so+h7uU4tvkaHu7eyrdlF0MPDlEJYp4WvTz9qp+gu+ghEs1U1afqR4tLIxYOSr94zza+/tw4z47M0wgTcq7FDWvbl1VEninoOnn2lmtJsrZFaCn8WOFasjUjr9XeGyeEsWZLb8HMHDIue5diALH0OXhTt8OGzixj8z6NKCHnWPQUXY7NNldtW+a5VFgbV54zBbLmFySGYRiGYVzpTDhnnFEcK54YLjNTD+nKu9wy2PGC7Usjc00OTFSQwMGpGjnHYk1bBinTYKWYsXl+dJ5XbO48azXc+Q5KX357m86cy2Q1bQvLOILDUw00mv5SFtD0tWUpeBZPH28SJQqtNK5j4eskbTcVECWKalMhJRyfrVML4sVgbmkl3LKPAwgTTRTFOFLgWumfIa2ik6Rz6tqyDqWMQ2feZWyuyXVrSqxpy6FUA6XTFs5mpMi6FgNtGWxLcsv6Dl69tYc40fzBAweYqgY4lqAj5+DZGSxL4GjFjZUR1h94lrX7n2Xb0G42TBzF0orfe917+D/3/QsG2nPYr7yDQ/+4jefW7eDgpms5uOkaHvN6qLXO2WvaPLxI4cYSP0o4Xm6CgO6Ct2xpxD3X9C4GCFt7i/zLFxkwnDx7q5ix6cx7i62rtSCmmLWxrbRCcLwSsKaU4Z/dMmgqKIwrwqUWQJz8HCylZG3Hieur+tGqbcs813mjxpXFBLKGYRiGYVzNTDhnnNYDeyb4/INDDM3UiRKFY0k2duV5950buXtX32n/zrf2TvD9gzOEcbpwwJKC9qzDTevb2dRdwJKCKFFY8vQB39JquO29xfMalL62PcvmnjyPDs2ytj1LX5tHxU8XLuRciWNLtE6XJ+Q9my09eWpBQr21+EEBfhQTtxYlLAvdEmhGy6tDTlM8B6T3E7TCuIX/LpAiDedcS9KMEp4cnkMKqAcJz45U2Nido+JHVJsRGVvSnnPY2pNWIHYVvMXZU3fv6mOwI8dfPT7M0FiZyHJozzq8PJjk7f/ybchG/ZTraqxZy0B3gds2dtHflqHcKPBLH/kzjpeb+FGCUprAVzi2ZGtP2sI732xSzNjkXIu5ZsREJcASYFvW4tKIrLP8KeTFBgynm721sTvHTD2gHiZk3XSJxnQtJIwV/aUMH7x7G9tXsaXOMK5mF2tb5vnOGzWuDCaQNQzDMAzjamfCOeMUD+yZ4ONf20vVj+jKu4sDyvdPVvn41/YCnBLQPbBngs89OES9tYkzY0sipZmph/zjgWkAPNtKlxI000H/riUpeBa1ICFMFGGczk/Lu/Z5D0o/PF1jthZybKbBvvEqec8m71m4lmS6FpFxWvPbpGRbb4FS1mGk3GS6FiJgcaGCBJIzRm8vjUp3NaBjRd6zaM+6xEpRD5N07p0f05V30RoEmq6CR95z2NpbSGdP5QR85zvwyCNs/+EP+cgjj1B/3es5/p8+lVap5a5B/lwMxSK8/OVw++3p/267jUxfP9PfOUR1dB63HvL08XmaYcy69iyJ1ozONQliRda2kEKSaI3SGikEli1pyzj4ccKm7gLrOnJkXYujM/UVbWk7efZWECcMduboLWZwbdG6HsnW3gJvu3Ut2/tKK/a+DcNY7mJtyzzfeaPG5c8EsoZhGIZhGCacM04Sx4rPPzhE1Y9Y35FFtqrcihlJ3rU4Vm7yhYeGuGtbz2KLq+/HfOqbByg3QgqeRaLSQ5Rnp5v9Kn7Mk8fmWN+RxZKSJ4+VcW0rXarQmgFnCcFcM6Kn6PHIkRnWlDLnPCh96W/cb17fzuicz1QtYLISkHEs7tzWzeuv6SPrWDw9PMfhqTpD03WiWCEFlLIuBaWZa4ZEyUsP5iyRtrCejljykmcLGg3F1p4CpYzDhu4cb715LXnXRgCNKCFvCdb92w8hHnkEnn8+XdW65L4KzzzJzv4lIdXu3bBhA1jWsvcrgXuv62NkrsEPh2YJooRSxqEZJfhRQs61qQcxGpith3TlHWRr26slwLEFzQhcW1LKOqvW0na62VtrShnGWhWVl8IsLsO4HL2Y5QoXY1nF+c4bNS5/JpA1DMMwDMMw4ZxxkieGywzN1OnKu4vB3AIpJV15lyPTdZ4YLnPbpi4e2DPBp765n+dHK+ltWj9YR4kin7GxhMC1JZMVH6U1pazTajf1iZVGa5ASaG01nWtE/NpfP8sff/cw/8+923nDtWtY/6oc39g7zvh8QH+bxxt29uO6afh0ut+4r+vIUfVjgjhhZK7Jxs4c9+xMKzzu3NK9eECda4T8h6/uph4mlPIWQZwQxjGStMJtJQjSdtaFsE6TzpxDayarIaWsw9beIh1zU3Q88D3W/cMIJUfAJz954k6++104cCB9eXDwREXc7bfDLbcsf4ebN5/xWrb2FnnT9Wt45MgsFT9mth6igYxj0Z51sKRECGhGCeCQddJtr1lHEiXphsasa61qSxucvjXWHMgM48V7KbO8LvSyivOdN2pc/kwgaxiGYRiGYcI54yQz9ZAoSRcRnE7WtZith8zUw8X214n5BhpY2BWRKE0zThAB2JYEnc5wE8BsLaQZJcvmsS0Ug4nW/4JYs3+yxr/6n09xz64x5hvR4uw7Wwq+8OBR3nLjGl63sw+l9Sm/cRdCUMo6gEPGsTg0VV/8jfvS4Gf36Dz5jE2QKCp+ul10vhm/5KbW01XNCVj8HLiWxfXH9/D6mQO8fPIg6w88S3F6/MSNi0X4xCdOVL/95m+C56Vh3Jo1L+naGmFCGCuKnkXW9fBsCynS4e4AzTAm61gooDPvESY+jVARxAndBZeCm7YYrVZLm3F1ejFVXca5WYlZXhdyWcXFmnV3JbvUv79MIGsYhmEYhmHCOeMkXXkXx5I0w4Ri5tTFDc0wwbEk7RmH//KdQ0xVfWKtURrCBEAjW0mUJj1oVf0orVRrtY0qpZGkc96WBlkLL1oCtAY/UvzdM2MUPUlnwUNrQS2Iefr4HLvHKnz9uXF29BeZrgUMnOGglnEk5UbAc6Pz0LoegIcOTfOVJ0c5PtsANJFKq/2kWFLpps+9gm4hfDuZpRK2lYfZOTHEX1/zWkoZm76Sx7/6y//J7ft+uHg7JSXj67ZQeu2rKLzmTojjE+HcT/7kOV7FC1NK89hQmURpeosennMigHVtSSNMmG2ENCJFM0xoyzkUPYvxMMaWgr5Sloofr2pL25XoUj8YX2xmQ+PquRxneV2sWXdXqsvh++tSD2TNc7hhGIZhGBeCCeeMZW4Z7GBjV579k1XyrrWstVUpxUw9ZEdfES00e8bmaUaK5KRSMaXTsMqPEuIkYa4ZkShoBGnU1cq9OF1tnl74+0sCvmqgaERNklZSZkuIkoSjsw0cSzI826C74DLYmV92X7P1kN2j80xWA7706DD/kB0niBWztYCjsw2U0jSjdLNsZzb9zX16zfq8gzlHQqigtzrDzWP7uGl0PzeN7eP68YMUwiYAP9h0E1ZbP4nS7L3pTjq72xjfdSNjO27gofaNbN+yhp+/a0uaDq6CkbkmU1WfNW0Z5psRri2XVRv2ljyCRJG1JX6UUCvHOJbklsF23nLjADcOtpuDyXm6HA7GF5PZ0PjinGtYcLnO8roYs+4uRS81FLpcvr8u5UDWPIcbhmEYhnGhmHDOWMa2Je++cyMf/9pejpWby7a1ztRDShmHd71yIzP1kPlmRKLTKreTaSBWcHzOJ1FpZd3C6xecaWmCZvl9atLW14WtqgtVbeV6SM8ml/F5n+dGK62DSxomztZDnjxWZqoWsK4jS96xePDgNLONEKXS+5RL7r8RJng2KC3SaxQg9Omr4RZkQ5/QdkikRaTgV7/3eX7+4b865XZ1J8Mza7ax3QnZrzVBrHj6x/4vJtuzF/TwUQ9jgkSxo7/EsyPzzNZDChkbx5JEiaLmJxQ8m4+8aSddeY+ZekhX3uWWwY7F5R/GubtcDsYXy+VY1XUpOJ+w4HKe5XWhZ92tpJWotHqpodDl9v11KQay5jncMAzDMIwLyYRzxinu3tWH1vBfv3uQ4XKTpKrJOBY7+oq865UbuXtXH5/8hz1E51RaprGlQPDSlixo0nZXIdKXEwVBrGhECdetLfHksTmeGZlnS0+BjCPZPTrPVC2gp+BSyjg8eGiaepAgESStyG3hehyZBn5+nL4nR6ZLEmKlCWNFokGqhK0zw4sVcTeP7mP79DF++qc/wRPrdtGM4WDnIImQHOpZz5NrtvPUwA6eWLODA12DIC26Ci5tnk1b1qHixwTT9Qt6+FiY65NxJDcNtnNwska5EVILYmwpac87dORcrhtov6SqaC5Hl9vB+GK4XKu6LqbzDQsu91leF3LW3UpZiUqrlQiFLsfvr0spkDXP4YZhGIZhXGiX5k/kxkV1cLLKvvFq+kOxJdAK+koZ3nh9P9v7iuwfr/LE0Nw53VcUK4QQi22qL5YGYp1Ws7WWu6I11MOEzT0Fpmshm7oKzDUiZusBo3NNunIuW3qKPHGsTBArbEugtV4MFRcuKdHgWoIwTi/QkpI3Xt/PXCPCfvgh3v31z3HN6P7F9tSlbi4fY++WG2jGEV/bfiffv+E1DK7roR4mrY2wEV6SoDXcvL6dte05xuZ9PFvy5hvXsKu/dMEOH0vn+mzrLfDyjR1U/ZgwUThSMF7xuWFduxm0vgIux4PxhXY5V3VdDC8mLLjUZ3ldaVYiVFupUOhy/f66VAJZ8xxuGIZhGMaFZsI5Y5lTDheew77xCo8fLfP08Bzb+gqEsWa86p/T/SkNbRmLeT85ZTbdi6GBZMmfx8oNsrbEsSRvvL4PP1Z8+fHjKA1BnPDkcJnJShqGhYk+pQVXAF7gc/PUQa4/vo+bxvfzf659LZWdb6XmJ/RYktuGngbS9tRn+7fy7LodPL1mB3s2XEOzpx8dxUgBgZchEoLOMMGWMFePaMYJSmksKZiYD+grZdjeV+DAZI2DEzXu2Xnh5uicbq5PzrMQIYzN+3QVPDNofYVcrgfjC+lyr+q60F5MWHApz/K62FZ6yP9KhWorFQqZ76+XxjyHG4ZhGIZxoZmfyoxFJx8uyo2IZ0fmaYYxvUWPqh8xUfGZrAYopVg4NpwpcluYEacRSCGQ4sTsuZUyMtdkZM6nt5ThT753hKlagGtJChmbgmcz34yIlU77YFtXXAzq3LfvQW5utahunzqKrU803U7nO3gg+lFmGyHxlmv4r+/8Fb7fuZknCgOEWuA5EhAorSkpTazAsSQCTZRoKs2IZpTQjOJ0WYQlcW3JXDPkqeE5bhpsv2i/db8U5/pciczB+OxMVdf5ebFhgfmeP9VqDPlfqVBtpUIh8/310pjncMMwDMMwLjTzU4WxaOnhQmvN86PzzDVCOnMOri1xbMnxcpMwVsRKLYZyApYFdbr1Z1ukwZQfKZJErXgwBxAlGtcWlDI2s42Q8YpPd96lmLGp+TFrmmV2HXySupPh4Y03o9FkooDf+dofLLuf8UIXTw9s5+mBHTy6+SbapUw/xlyWB171Txiv+Hh+jN+MSJTGtsTitlfPFmRdh5ofk6iEWpAerjTgWALbkpSyDn2lDLP1kENTdW4abCeIL85v3S+luT5XKnMwPjtT1XV+XkpYsBLf8ytdaXaxrNaQ/5UK1VYqFDLfXy+NeQ43DMMwDONCM+GcsWjhcOFHkiePlTkwUQMBNT/GtSVhotLZbVLg2TaJH6fbWpfch17yXwWEcRrKnUtHqyPTUC9SIEU6Wy46y9+zLUlfKUM9SPDCOq8eO8Cmw89z/eg+dh7dQ295AoDvbLqV762/CQFMFTr5ux13MtzWx1MDaYvqbGcveVdSDxVFz+a1WQcpBPUgJowVbVmXG9a28f0D09SCNIQTQpBzLXqLHkqnFXNZ1wKdtrEmShMmGiE0OddCCEEhYzNbD5mqBhf1t+6XylyfK5U5GJ+bK7mqa6XDrJcaFryU7/nVqDS7GFZzyP9KhWorGQpdyd9fq808hxuGYRiGcaGZcM5YlHdtwljx0KEZZhshQayQAmKhqAa6dRuLrGvTCBMEaYim9KmtrZJ04ylomuHp97QutL2eqKhLW0WlAM+RxIlCJKdvmxVa0V2fo9LWlYZofsSXf+snaPNry26nEBzoWc+B7kEAbJm+/v1v/cjibdo8i/68ix8p+ksuN69vo9KMCKKEuShhc3eebX0lOvMuQgi+d2CKRphQ9GwG2rP4UcJMPaQj5wKamXqEZwm0JRc/nrlGSMaWeI5FzY8Ym2/yyi3d5rfuVzBzMD43V2Il52qEWRcrLFitSrOLYTWH/K9UqLbSX+cr8fvrQjHP4YZhGIZhXEgmnDMWrSllKNdDJio+thRIKbBkuhVVKb24MbXo2ZQbERrwLEEQa04Xv8WJOtHzepqEzZIsa3X1bEmsFWhwLUkQqcUW2e56mRtbM+JuGt3HDWMHmM6384af/2MmKj5Ka/b0b2bzzAjPrdvJ431beW7tTp5bs5Ugm0drEFFaxedYAikhTjSOJci4FkrDjv4ir7+mj/lmOmuvu+AxUQ2YqYcMBBGlrE1P0WNrT3rQARida+JYku29RXoKLtP1gEy5iWNZCDQz9ZBYaYJIMVMPacs4NEJlli9cJczB+NxcSZWcqxlmXeiwYDUrzS6G1Rzyv5Kh2kp/na+k768LzTyHG4ZhGIZxoZhwzlg0Mt9krhFhSYkl0wdHkij0ksq4KFbMN0OkgIwjiRN92so2BQSJxhJgieUhnGj9n9ZgS0Gs0kURzSjdw2oJmG/GaOBXvvN5fnTPd1lXmTrlfVha0aECypGHLSW/9p7fZhaXME4IE00pY1PxY1zAdSzacw6a9GB53UCJvCsZmvF5/bV97OgvUvIc/vsjR5mth6xtz7Ktt8joXIPnRio8eWyO6VpId8Hj7l19vG5XD5VmzEw9pCvv0lP0+MMHDrKlp0CUwFQ1PYy5tsVsPaAeJsw3I6JEsbO/xPtfu9X81v0qYQ7GV48LEWZdyLBgNSvNLobVHvK/kqGaCYUuHeY53DAMwzCMC8GEc8aiI9N1mnHC2vYM9SCmGiREsSJuVc0JIEw0M/WYYsbCtSSNMEGR0MrVTpFoTlkEsdAOK4RA6oRNUyPc3KqIu3biMD/xzk+grfSh2d6ssK4ylbandg/y1JodPD2wg6cGtnOgZwOO4yCVThdWFHOIqo8fKRxbkiQKtCZMIOMIugoZpAQ/UpSyLllXYlk+3UWPvlKGv3l69JRD9WBnnrXtWZ4ZmWdTd5733LmJwY7cKQekveMV/DhhwMuytbdALYiZrYcUMjb9bRlqQcJU1efagRIfedMutveZYM4wrjQXKsy6UGHBalaaXQwXYsj/SoZqJhQyDMMwDMO4ephwzlhG6HTeWymTwa1HTCQKtCLWSyvkNFqnm0oTrc8YzJ249fLO1pvGD3D3gR9w48g+bhg/QCmoL7v9zqkhdvdvRQP//Za38NVr7uLZ/m3UvBOHFEF6nbYtkSqdjacBKdOtEkmiqCWQKBBC49mSjCPRQC2ImaoFjM01mawGfOnRYTxLMlxusLO/eMqhWkrJlp4Cc40IKcRpD1lLKzI68y43DbZzcLJGuRGmW1819JWy/MyrNrO9r3SuXw7DMC4jV1qYtdqVZhfahZrbZ0I1wzAMwzAM43xdHj9RGxfE5u48bTmH6WqAFCKdl5ZopNA4NkRxa9GDLYgSTRCfftHDAi8KuG7iEDeN7edvd72G+fYu4kRz59Enef9DX1q8XcPx2DewnX0bdvFg12bGu/uxLYFSmn39m7GlSLeekgZwpYyNJSDv2WRdi7E5nyjRNMJ0e4RnCSxpEScJSatldroWkihFR94lUZr941Xm/Yh1HVmuXVNiZK7JTD1k30SVvGfTmfeWfSxnO1SfXJHRmXd5+cYOqn5MECeMzDW5bWMnd27pfolfJcMwLlVXWph1ISrNLjQz5N8wDMMwDMO4FF0eJwTjgljXkWNnf5F/eH4CpTVKaSwJUZK2pwI4Mn050YpEg9X6u0IrNs+OcNOSpQ07p4ZwVFpWN1no5NtdP0LGkeze9XK+Oj/Oo33beGrNDhrbd9LVnme2HjA03cCxBIL0/TiWoJix8CNFkCjiBMI4IdGk8+QsUEiKnqQr71CxRLodtRkhhMC20jlQSmvmmhH1MCHrSIQQ9BY9rllTwrYkHTmXjqxD3Y85NFWnI+cuO4ie7VB9pooMIaDciFjXkePe6/rNvCDDuIJdaWHWxdoQu9rMPDfDMAzDMAzjUmPCOWOZ9pxLMWPTCGIacRrALR0ZJ4TAsSSd1TmasWIu1wbAffse4jP/5/895f4m8x08NbCDuWyJWGkcqRndfgOf2nItY/NN/FBTDDRWI2K+Gacz6lrvVJMeaC0pyXkSvxaigSDWOFY6t05KC6U09VBxbLZJfylDTSRoQCmFY0myno0fJQSxQuu02m97X4FrB9oWK+SKGZuOvMfoXJOZWkDVjyll08qXcz1Um4oMw7i6XYlh1pX6vGZaTw3DMAzDMIxLiQnnjEUjc+m21ldu6eLIdJ3nRuZBQyYKuGHqMDeP7eOG0f3cNLqPtXMT/M5rfppP3/HPAXhmzXaatsez/Vt4as0OnmotbRgt9oBIK+FkrLAEjM030RqiOI396kHEcJRgWwLJiSo9gEhBxY+wpaR1cwQQJ+kLWUfS35ZhuNzEjxKaUUwzjMk6Ekir6CDdLOvaknWdOaYqAdeuaVvWuiqEYGtvgYofMVMLKDdCct75H6pNRYZhXN2uxDDLPK8ZhmEYhmEYxuoy4ZyxaGGY+ebuAgXXZnb/ET79pY+xY0l76gKFYKA+gyVAaxgp9XD9L36J2Dr9Q8oSIC1JmGgSnVB0bRqk1XGxglgpHAV66eaIlmakgfT9C9JWV6U1Uop046uQ9BQ8RuaadBc9Eg3tWZeMIwljRaI1SZK2tm7vKVKuh1SDmM7C8rlynXmXHX0F9mpoRglD0/UXdag2FRmGcXW7EsMs87xmGIZhGIZhGKvHhHPGoqXDzOeDmHKhna0zwzgqYTrfwTNrd/D0wA52D+5k37odlJ0sdqIQQBhzxmCu4EqCWCG0xrEEcaKZ92OklFhaLVbELeyXOE0+t0gIiJTGtSTFjE2sNLP1kJ6igyVFa6achZRpNZznWGitmQ1DeksZSlmLtqxDuRGyvjN3ykyoZqR48/X9/OiNAzSi5Io4VBuGceGZMMswDMMwDMMwjHNlwjlj0dJh5q4UKNvhF9/x7zncvpbhYjexAtsSdOVdcp5FoRmT82yOzTbQpJtcF0I1TRqyuZagp+gxMuejgaQVwCmtydoS27GZ92OUbs2QE+mh1paiFdJpGqFO211bdywlWDKdfSelphklVH1JwbMZaMtybKZBuR7SU/SIlabmx2Rdm83deSaqIa/Y3IUfJWecCXXvdf2s78pf6E+/YbwoSukrqkLLMAzDMAzDMAzjamPCuZN8+tOf5nd+53cYHx/nxhtv5A//8A+57bbbLvZlXRBLh5kPzzZwLcnDm25J57VFiqwU9JY8ShmHiUoaZO3oLzI0XU+XNyzcT+u/ni1Z055BK03WtdBK4zkWSut006otsaXAEgJLaFxbkvcclNJU/IhS1kFpTZjEFD2L+Wa8eL9Ka5LWNtlQKWYbIdcNtPH/vH4Hf/n4MN/eO8nxcpO8Z9Nd8FjbnmGmHtKZd3nH7esBrqiZUMbV6eBkdfFx7McJGdtiS0+Be68zj2PDMAzDMAzDMIzLhQnnlvjSl77Ehz70IT772c9y++238/u///vce++97Nu3j97e3ot9eRfEwjDzrz87zshck9G5JrFSlLIOXXkP2xLM1AKUhjXtWR4dKiMEWJxY5NAqjqOUTYOxqapPwbPxI0WsNFqfaFoNY4VtCTRpJZwQIIRGp6taiRONLQVSCHKuRZgoglghhSDRmjDSNCLFmrYM73rlRnYOlPj1/mt43c5evrl7krH5JpYEEKeEb1faTCjj6nJwssrnHhxith6ypi1Dzs3SCGOeG51ndL7Je+7caAI6wzAMwzAMwzCMy4DQS5OSq9ztt9/Oy1/+cv7oj/4IAKUUg4ODfPCDH+RXf/VXX/DvVioV2tramJ+fp1QqXYjLXVVxrPjqM6P8xSNHmZgPcG1BOp4trXTb2ltgouJzYLJGPYiXbVi1SKvoPEeytSdHmEDes5muBSSJotyMiBNNzrUoeDaJ1igFUaJIlMa2BJVmTMaxyDgSKQS1IKY955B3bUbn082sdmshRF8pw6+9eRevv6Z/2cdg2v2MK5VSms985xDPjc6zrbdwyuzEA5M1rl/bxs/ftcU85g3DMAzDMAzDMC6Sc82KTOVcSxiGPP7443zkIx9ZfJ2UknvuuYeHH374lNsHQUAQBIt/rlQqF+Q6L4SlrXJ516aUSYgSnVbCFT1uWNvOmvYM//Hv9+BH8eK8OUumoZzS6QbXMFYcnwvY3JNnW2+RehAzFyn6ih6ObdEIElxbkPdsNnXnOTbb4MhUjVqQYFsCW0Jn3qEZKqJEYklB1rXoLXjYtiTnWvQUPX7pnh3sHDj1QW4GshtXqpG5Joem0pmJS4M5SBehrGnLcHCyxshc03wPGIZhGIZhGIZhXOJMONcyPT1NkiT09fUte31fXx979+495fYf//jH+djHPnahLu+COblVbqA9Sz2IODxdJ+/ZvOO29bxySzd//+wo880IrSBjS8JEtZY6pPPjIp22uRY8i46cS9WPGOzM0VtSeLYkjBXDsw1sKdnWW2BNe5auvItrSeabMTlXMl0LqPoJa9ozXF9qY3zeZ2zex7YEmztz3LK+w8yIM65K9TDGjxNybva0b8+6FhMVn3oYX+ArMwzDMAzDMAzDMM6XCedepI985CN86EMfWvxzpVJhcHDwIl7RS6eU5h+em2C2Hi5rlSt4Nt15j8PTNf7u2VFu29DJTD1AqXQenCUFrpCEUdqWurRP+p/cOMDbb9uw2Fq6ppRhrBUaTFUDnh6e4/BUnaHpOp5t8dodvdyzq4+sa7FnvMJjR2aZqgaEiWJ9Z46Xbezk1g0d7FpTMm2qxlUr79pkbItGGFPMOKe8vRkmeLZF3jVP8YZhGIZhGIZhGJc6c3Jr6e7uxrIsJiYmlr1+YmKC/v7+U27veR6e512oy7sgTtcqd2S6xpPHypQbEXGi2DNe5cBEjVs3tGNJgdKgtE7/x4llEAsSpU9pq1v4885+uHNL9xnnwg125rhnZ5+ZG2cYJ1nbnmVLT4HnRucpePYpM+fG5n2uX9vG2vbTV9YZhmEYhmEYhmEYlw55sS/gUuG6LrfeeisPPPDA4uuUUjzwwAPccccdF/HKLpwTrXJpZntkusZ3900xXgmIYoXSmjhWPD9a4a+fHMWzLYQAP1IEkUadtFpEAH/7zBgP7Jk49Z21LMyF29lfYrAzd0rwdra3G8bVSErBvdf10Zl3OTBZo+pHxEpR9SMOTNbozLu84do+8/1iGIZhGIZhGIZxGTDh3BIf+tCH+JM/+RO+8IUvsGfPHn7hF36Ber3Oe97znot9aRfE0lY5pRQ/HJqlHiZINLYlcSwL25LYEuYbIaDJ2Onhf2kuJwVYAgqeJEo0X3hoiDg+uabOMIyXYmtvkffcuZHrBtqYa0QMTdeZa0Rcv7aN99y50cxiNAzDMAzDMAzDuEyYttYlfvInf5KpqSn+3b/7d4yPj3PTTTfx9a9//ZQlEVeqpa1yOUcyWwuRaBzbAiBONI4lKWYsqn5MojQ516IaKBwB0hKgIdEaW0rWtOewpeDIdJ0nhsvctqnrIn+EhnFl2dpbZPNrC6b12zAMwzAMwzAM4zJmwrmTfOADH+ADH/jAxb6Mi2KhVW50vsmTx8okSuNaAq3T2XFSCrKuhRCCjCOp+gk7B0o8cngWtEYpEAJyrk1/W4aOnEusFLP1kJl6eLE/PMO4Ii20fhuGYRiGYRiGYRiXJxPOGcsstMrN1AL2jldJlAaRVsxlXQvHSitylBYIAdcPtHF0uoElwbEktiUpLhlQ3wwTHEvSlXcv5odlGIZhGIZhGIZhGIZxSTIz54xTbO0t8sv37aA96yKkpOhZFDP2iWBOaRphQjHj8OO3rmVjV55mpGjPOpQyzmIwp5Riph6yqTvPLYMdF/NDMgzDMAzDMAzDMAzDuCSZcM44rU1dBV67vRtbCuqhIkwUSmmCWFHxY6SAV2/tYkt3kXffuZFixuFYublsa+SxcpNSxuFdr9yIbZuHmmEYhmEYhmEYhmEYxslMW6txWlIK/uXrtjLTCHlupIIfJTR1OlMu41hct7bEL/zIVqQU3L0rXZjx+QeHGJqpM1sPcSzJjr4i73rlxsW3G4ZhGIZhGIZhGIZhGMsJrbW+2BdxJahUKrS1tTE/P0+pVLrYl7NiDk5W+dozYzw6VKYWRhRch9s2dXDf9WvY2ltcdts4VjwxXGamHtKVd7llsMNUzBmGYRiGYRiGYRiGcVU616zIhHMr5EoN5yCdMTcy16QexuRdm7XtWaQUF/uyDMMwDMMwDMMwDMMwLlnnmhWZtlbjrKQUDHbmLvZlGIZhGIZhGIZhGIZhXHFMz6FhGIZhGIZhGIZhGIZhXCQmnDMMwzAMwzAMwzAMwzCMi8SEc4ZhGIZhGIZhGIZhGIZxkZhwzjAMwzAMwzAMwzAMwzAuErMQYoUsLL2tVCoX+UoMwzAMwzAMwzAMwzCMi20hI1rIjM7EhHMrpFqtAjA4OHiRr8QwDMMwDMMwDMMwDMO4VFSrVdra2s74dqHPFt8Z50QpxejoKMViESHEBXmflUqFwcFBhoeHKZVKF+R9GsbVxnyfGcbqM99nhrH6zPeZYaw+831mGKvvcvs+01pTrVYZGBhAyjNPljOVcytESsm6desuyvsulUqXxYPSMC5n5vvMMFaf+T4zjNVnvs8MY/WZ7zPDWH2X0/fZC1XMLTALIQzDMAzDMAzDMAzDMAzjIjHhnGEYhmEYhmEYhmEYhmFcJCacu4x5nsdHP/pRPM+72JdiGFcs831mGKvPfJ8Zxuoz32eGsfrM95lhrL4r9fvMLIQwDMMwDMMwDMMwDMMwjIvEVM4ZhmEYhmEYhmEYhmEYxkViwjnDMAzDMAzDMAzDMAzDuEhMOGcYxv/P3n2HR1Ul/h9/T8lMyqSQHkIgJKETQEAgoIKKRIquLjbWAohrw+5a2HVtq+Lquurad1Xwuz9dFLsiICJYAEVpEnoHSYNAepnMzPn9ETMwJGBAIJTP63nmkbn33HPPvTM3kQ+niIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOHadeeOEFUlNTCQ4Opm/fvixcuLC5myRyTPj6668577zzaNmyJRaLhQ8//DBgvzGG+++/n6SkJEJCQhg8eDDr1q0LKLNr1y4uv/xyIiIiiIqKYty4cZSXlweU+emnnzj99NMJDg4mJSWFJ554okFbpk6dSseOHQkODiYzM5PPPvvssF+vSHOYOHEip556KuHh4cTHx3PBBRewZs2agDLV1dWMHz+emJgYXC4XI0eOpKCgIKDM1q1bGT58OKGhocTHx3PXXXfh8XgCysydO5eePXvidDrJyMhg8uTJDdqj34lyInrppZfo1q0bERERREREkJWVxfTp0/379YyJHH6PP/44FouF2267zb9Nz5rIb/Pggw9isVgCXh07dvTv1zP2CyPHnSlTphiHw2Fef/11s2LFCvPHP/7RREVFmYKCguZumkiz++yzz8xf/vIX8/777xvAfPDBBwH7H3/8cRMZGWk+/PBDs2zZMnP++eebtm3bmqqqKn+Zc88913Tv3t1899135ptvvjEZGRlm1KhR/v0lJSUmISHBXH755SYnJ8f873//MyEhIeaVV17xl5k3b56x2WzmiSeeMCtXrjT33XefCQoKMsuXLz/i90DkSMvOzjaTJk0yOTk5ZunSpWbYsGGmdevWpry83F/m+uuvNykpKWb27Nnmxx9/NP369TP9+/f37/d4PKZr165m8ODBZsmSJeazzz4zsbGxZsKECf4yGzduNKGhoeaOO+4wK1euNM8995yx2WxmxowZ/jL6nSgnqo8//thMmzbNrF271qxZs8b8+c9/NkFBQSYnJ8cYo2dM5HBbuHChSU1NNd26dTO33nqrf7ueNZHf5oEHHjBdunQxeXl5/teOHTv8+/WM1VE4dxzq06ePGT9+vP+91+s1LVu2NBMnTmzGVokce/YN53w+n0lMTDRPPvmkf1txcbFxOp3mf//7nzHGmJUrVxrA/PDDD/4y06dPNxaLxWzfvt0YY8yLL75oWrRoYWpqavxl7rnnHtOhQwf/+0suucQMHz48oD19+/Y111133WG9RpFjQWFhoQHMV199ZYype66CgoLM1KlT/WVWrVplALNgwQJjTF2QbrVaTX5+vr/MSy+9ZCIiIvzP1t133226dOkScK5LL73UZGdn+9/rd6KcTFq0aGFeffVVPWMih1lZWZlp166dmTVrlhk4cKA/nNOzJvLbPfDAA6Z79+6N7tMztoeGtR5n3G43ixYtYvDgwf5tVquVwYMHs2DBgmZsmcixb9OmTeTn5wc8P5GRkfTt29f//CxYsICoqCh69+7tLzN48GCsVivff/+9v8wZZ5yBw+Hwl8nOzmbNmjXs3r3bX2bv89SX0XMqJ6KSkhIAoqOjAVi0aBG1tbUBz0DHjh1p3bp1wLOWmZlJQkKCv0x2djalpaWsWLHCX+ZAz5F+J8rJwuv1MmXKFCoqKsjKytIzJnKYjR8/nuHDhzd4HvSsiRwe69ato2XLlqSlpXH55ZezdetWQM/Y3hTOHWd27tyJ1+sN+GICJCQkkJ+f30ytEjk+1D8jB3p+8vPziY+PD9hvt9uJjo4OKNNYHXufY39l9JzKicbn83HbYarxsQABAABJREFUbbcxYMAAunbtCtR9/x0OB1FRUQFl933WDvU5Ki0tpaqqSr8T5YS3fPlyXC4XTqeT66+/ng8++IDOnTvrGRM5jKZMmcLixYuZOHFig3161kR+u759+zJ58mRmzJjBSy+9xKZNmzj99NMpKyvTM7YXe3M3QERERI5f48ePJycnh2+//ba5myJywunQoQNLly6lpKSEd999l9GjR/PVV181d7NEThjbtm3j1ltvZdasWQQHBzd3c0ROSEOHDvX/uVu3bvTt25c2bdrwzjvvEBIS0owtO7ao59xxJjY2FpvN1mD1koKCAhITE5upVSLHh/pn5EDPT2JiIoWFhQH7PR4Pu3btCijTWB17n2N/ZfScyonkpptu4tNPP2XOnDm0atXKvz0xMRG3201xcXFA+X2ftUN9jiIiIggJCdHvRDnhORwOMjIy6NWrFxMnTqR79+48++yzesZEDpNFixZRWFhIz549sdvt2O12vvrqK/71r39ht9tJSEjQsyZymEVFRdG+fXvWr1+v32d7UTh3nHE4HPTq1YvZs2f7t/l8PmbPnk1WVlYztkzk2Ne2bVsSExMDnp/S0lK+//57//OTlZVFcXExixYt8pf58ssv8fl89O3b11/m66+/pra21l9m1qxZdOjQgRYtWvjL7H2e+jJ6TuVEYIzhpptu4oMPPuDLL7+kbdu2Aft79epFUFBQwDOwZs0atm7dGvCsLV++PCAMnzVrFhEREXTu3Nlf5kDPkX4nysnG5/NRU1OjZ0zkMDn77LNZvnw5S5cu9b969+7N5Zdf7v+znjWRw6u8vJwNGzaQlJSk32d7a+4VKeTgTZkyxTidTjN58mSzcuVKc+2115qoqKiA1UtETlZlZWVmyZIlZsmSJQYw//znP82SJUvMli1bjDHGPP744yYqKsp89NFH5qeffjK/+93vTNu2bU1VVZW/jnPPPdeccsop5vvvvzfffvutadeunRk1apR/f3FxsUlISDBXXnmlycnJMVOmTDGhoaHmlVde8ZeZN2+esdvt5h//+IdZtWqVeeCBB0xQUJBZvnz50bsZIkfIDTfcYCIjI83cuXNNXl6e/1VZWekvc/3115vWrVubL7/80vz4448mKyvLZGVl+fd7PB7TtWtXM2TIELN06VIzY8YMExcXZyZMmOAvs3HjRhMaGmruuusus2rVKvPCCy8Ym81mZsyY4S+j34lyorr33nvNV199ZTZt2mR++uknc++99xqLxWI+//xzY4yeMZEjZe/VWo3RsybyW915551m7ty5ZtOmTWbevHlm8ODBJjY21hQWFhpj9IzVUzh3nHruuedM69atjcPhMH369DHfffddczdJ5JgwZ84cAzR4jR492hhjjM/nM3/9619NQkKCcTqd5uyzzzZr1qwJqKOoqMiMGjXKuFwuExERYcaOHWvKysoCyixbtsycdtppxul0muTkZPP44483aMs777xj2rdvbxwOh+nSpYuZNm3aEbtukaOpsWcMMJMmTfKXqaqqMjfeeKNp0aKFCQ0NNRdeeKHJy8sLqGfz5s1m6NChJiQkxMTGxpo777zT1NbWBpSZM2eO6dGjh3E4HCYtLS3gHPX0O1FORFdffbVp06aNcTgcJi4uzpx99tn+YM4YPWMiR8q+4ZyeNZHf5tJLLzVJSUnG4XCY5ORkc+mll5r169f79+sZq2Mxxpjm6bMnIiIiIiIiIiJyctOccyIiIiIiIiIiIs1E4ZyIiIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOiYiIiIiIiIiINBOFcyIiIiIiIiIiIs1E4ZyIiIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOiYiIiIiIiIiINBOFcyIiIiJyyCwWCx9++OERPcegQYO47bbbjug5RERERJqLwjkRERGR48CCBQuw2WwMHz78oI9NTU3lmWeeOfyN+hXnnXce5557bqP7vvnmGywWCz/99NNRbpWIiIjIsUXhnIiIiMhx4LXXXuPmm2/m66+/Jjc3t7mb0yTjxo1j1qxZ/Pzzzw32TZo0id69e9OtW7dmaJmIiIjIsUPhnIiIiMgxrry8nLfffpsbbriB4cOHM3ny5AZlPvnkE0499VSCg4OJjY3lwgsvBOqGhG7ZsoXbb78di8WCxWIB4MEHH6RHjx4BdTzzzDOkpqb63//www+cc845xMbGEhkZycCBA1m8eHGT2z1ixAji4uIatLe8vJypU6cybtw4ioqKGDVqFMnJyYSGhpKZmcn//ve/A9bb2FDaqKiogPNs27aNSy65hKioKKKjo/nd737H5s2b/fvnzp1Lnz59CAsLIyoqigEDBrBly5YmX5uIiIjI4aJwTkREROQY984779CxY0c6dOjAFVdcweuvv44xxr9/2rRpXHjhhQwbNowlS5Ywe/Zs+vTpA8D7779Pq1atePjhh8nLyyMvL6/J5y0rK2P06NF8++23fPfdd7Rr145hw4ZRVlbWpOPtdjtXXXUVkydPDmjv1KlT8Xq9jBo1iurqanr16sW0adPIycnh2muv5corr2ThwoVNbue+amtryc7OJjw8nG+++YZ58+bhcrk499xzcbvdeDweLrjgAgYOHMhPP/3EggULuPbaa/3BpYiIiMjRZG/uBoiIiIjIgb322mtcccUVAJx77rmUlJTw1VdfMWjQIAAeffRRLrvsMh566CH/Md27dwcgOjoam81GeHg4iYmJB3Xes846K+D9v//9b6Kiovjqq68YMWJEk+q4+uqrefLJJwPaO2nSJEaOHElkZCSRkZH86U9/8pe/+eabmTlzJu+8844/YDxYb7/9Nj6fj1dffdUfuE2aNImoqCjmzp1L7969KSkpYcSIEaSnpwPQqVOnQzqXiIiIyG+lnnMiIiIix7A1a9awcOFCRo0aBdT1Rrv00kt57bXX/GWWLl3K2WeffdjPXVBQwB//+EfatWtHZGQkERERlJeXs3Xr1ibX0bFjR/r378/rr78OwPr16/nmm28YN24cAF6vl7/97W9kZmYSHR2Ny+Vi5syZB3WOfS1btoz169cTHh6Oy+XC5XIRHR1NdXU1GzZsIDo6mjFjxpCdnc15553Hs88+e1A9CkVEREQOJ/WcExERETmGvfbaa3g8Hlq2bOnfZozB6XTy/PPPExkZSUhIyEHXa7VaA4aaQt1w0L2NHj2aoqIinn32Wdq0aYPT6SQrKwu3231Q5xo3bhw333wzL7zwApMmTSI9PZ2BAwcC8OSTT/Lss8/yzDPPkJmZSVhYGLfddtsBz2GxWA7Y9vLycnr16sWbb77Z4Ni4uDigrifdLbfcwowZM3j77be57777mDVrFv369TuoaxMRERH5rdRzTkREROQY5fF4+L//+z+eeuopli5d6n8tW7aMli1b+hdO6NatG7Nnz95vPQ6HA6/XG7AtLi6O/Pz8gJBr6dKlAWXmzZvHLbfcwrBhw+jSpQtOp5OdO3ce9HVccsklWK1W3nrrLf7v//6Pq6++2j/cdN68efzud7/jiiuuoHv37qSlpbF27doD1hcXFxfQ023dunVUVlb63/fs2ZN169YRHx9PRkZGwCsyMtJf7pRTTmHChAnMnz+frl278tZbbx30tYmIiIj8VgrnRERERI5Rn376Kbt372bcuHF07do14DVy5Ej/0NYHHniA//3vfzzwwAOsWrWK5cuX8/e//91fT2pqKl9//TXbt2/3h2uDBg1ix44dPPHEE2zYsIEXXniB6dOnB5y/Xbt2/Pe//2XVqlV8//33XH755YfUS8/lcnHppZcyYcIE8vLyGDNmTMA5Zs2axfz581m1ahXXXXcdBQUFB6zvrLPO4vnnn2fJkiX8+OOPXH/99QQFBfn3X3755cTGxvK73/2Ob775hk2bNjF37lxuueUWfv75ZzZt2sSECRNYsGABW7Zs4fPPP2fdunWad05ERESahcI5ERERkWPUa6+9xuDBgwN6e9UbOXIkP/74Iz/99BODBg1i6tSpfPzxx/To0YOzzjorYLXThx9+mM2bN5Oenu4f1tmpUydefPFFXnjhBbp3787ChQsDFmaoP//u3bvp2bMnV155Jbfccgvx8fGHdC3jxo1j9+7dZGdnBwzRve++++jZsyfZ2dkMGjSIxMRELrjgggPW9dRTT5GSksLpp5/OH/7wB/70pz8RGhrq3x8aGsrXX39N69at+f3vf0+nTp0YN24c1dXVREREEBoayurVqxk5ciTt27fn2muvZfz48Vx33XWHdG0iIiIiv4XF7Dthh4iIiIiIiIiIiBwV6jknIiIiIiIiIiLSTBTOiYiIiIiIiIiINBOFcyIiIiIiIiIiIs1E4ZyIiIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOiYiIiIiIiIiINBOFcyIiIiIiIiIiIs1E4ZyIiIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOiYiIiIiIiIiINBOFcyIiIiIiIiIiIs1E4ZyIiIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOiYiIiIiIiIiINBOFcyIiIiIiIiIiIs1E4ZyIiIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOiYiIiIiIiIiINBOFcyIiIiIiIiIiIs1E4ZyIiIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOiYiIiIiIiIiINBOFcyIiIiIiIiIiIs1E4ZyIiIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOiYiIiIiIiIiINBOFcyIiIiIiIiIiIs1E4ZyIiIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOiYiIiIiIiIiINBOFcyIiIiIiIiIiIs1E4ZyIiIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOiYiIiIiIiIiINBOFcyIiIiIiIiIiIs1E4ZyIiIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOiYiIiIiIiIiINBOFcyIiIiIiIiIiIs1E4ZyIiIiIiIiIiEgzUTgnIiIiIiIiIiLSTBTOiYiInITGjBlDampqczdDRPZj8+bNWCwWJk+e3NxNaXapqamMGTPG/37u3LlYLBbmzp3bbG3a175tFBERORgK50RERI6gyZMnY7FY/C+73U5ycjJjxoxh+/btzd28Y8a+92nv17333tvczWvUY489xocfftiksvVBS/3LarUSHR3N0KFDWbBgwZFtqABw9913Y7FYuPTSSw+5jpUrV/Lggw+yefPmw9ewY9y+z2ZwcDDt27fnpptuoqCgoLmbd1A+++wzHnzwweZuhoiISAP25m6AiIjIyeDhhx+mbdu2VFdX89133zF58mS+/fZbcnJyCA4Obu7mHTPq79Peunbt2kytObDHHnuMiy66iAsuuKDJx4waNYphw4bh9XpZu3YtL774ImeeeSY//PADmZmZR66xJzljDP/73/9ITU3lk08+oaysjPDw8IOuZ+XKlTz00EMMGjTopOt5uvfPsG+//ZaXXnqJzz77jJycHEJDQ49qW8444wyqqqpwOBwHddxnn33GCy+8oIBORESOOQrnREREjoKhQ4fSu3dvAK655hpiY2P5+9//zscff8wll1zSzK07dux9nw6niooKwsLCDnu9B6tnz55cccUV/venn346Q4cO5aWXXuLFF188qm05Vu5JU1VXV+NwOLBaD37gx9y5c/n555/58ssvyc7O5v3332f06NFHoJUnrn1/hsXExPDPf/6Tjz76iFGjRjV6zJH6jlmtVv2jhoiInFA0rFVERKQZnH766QBs2LDBv83tdnP//ffTq1cvIiMjCQsL4/TTT2fOnDkBx9YPkfzHP/7Bv//9b9LT03E6nZx66qn88MMPDc714Ycf0rVrV4KDg+natSsffPBBo22qqKjgzjvvJCUlBafTSYcOHfjHP/6BMSagnMVi4aabbmLq1Kl07tyZkJAQsrKyWL58OQCvvPIKGRkZBAcHM2jQoMM6BPDLL7/k9NNPJywsjKioKH73u9+xatWqgDIPPvggFouFlStX8oc//IEWLVpw2mmn+ff/v//3/+jVqxchISFER0dz2WWXsW3btoA61q1bx8iRI0lMTCQ4OJhWrVpx2WWXUVJS4r8HFRUVvPHGG/7hfocy31Rj3wOA4uJibrvtNv9nkZGRwd///nd8Pl9AuaKiIq688koiIiKIiopi9OjRLFu2rMFcZWPGjMHlcrFhwwaGDRtGeHg4l19+OQA+n49nnnmGLl26EBwcTEJCAtdddx27d+8OONePP/5IdnY2sbGxhISE0LZtW66++uqAMlOmTKFXr16Eh4cTERFBZmYmzz77bECZjRs3cvHFFxMdHU1oaCj9+vVj2rRpAWXq5xSbMmUK9913H8nJyYSGhlJaWkptbS2rV68mLy+vyff5zTffpHPnzpx55pkMHjyYN998s9Fy27dvZ9y4cbRs2RKn00nbtm254YYbcLvdTJ48mYsvvhiAM8880/+51897ZrFYGu2Rte9cZLt27eJPf/oTmZmZuFwuIiIiGDp0KMuWLWvy9dT78ccfsVgsvPHGGw32zZw5E4vFwqeffgpAWVkZt912G6mpqTidTuLj4znnnHNYvHjxQZ8X4KyzzgJg06ZNwOH5jhljeOSRR2jVqhWhoaGceeaZrFixosG59zfn3Pfff8+wYcNo0aIFYWFhdOvWzf/9GzNmDC+88AJAwDDdeoe7jSIiIgdDPedERESaQX1g1aJFC/+20tJSXn31VUaNGsUf//hHysrKeO2118jOzmbhwoX06NEjoI633nqLsrIyrrvuOiwWC0888QS///3v2bhxI0FBQQB8/vnnjBw5ks6dOzNx4kSKiooYO3YsrVq1CqjLGMP555/PnDlzGDduHD169GDmzJncddddbN++naeffjqg/DfffMPHH3/M+PHjAZg4cSIjRozg7rvv5sUXX+TGG29k9+7dPPHEE1x99dV8+eWXTbovJSUl7Ny5M2BbbGwsAF988QVDhw4lLS2NBx98kKqqKp577jkGDBjA4sWLGwwzvPjii2nXrh2PPfaYP2B89NFH+etf/8oll1zCNddcw44dO3juuec444wzWLJkCVFRUbjdbrKzs6mpqeHmm28mMTGR7du38+mnn1JcXExkZCT//e9/ueaaa+jTpw/XXnstAOnp6U26xr019j2orKxk4MCBbN++neuuu47WrVszf/58JkyYQF5eHs888wxQFyacd955LFy4kBtuuIGOHTvy0Ucf7bdHmMfjITs7m9NOO41//OMf/qGI1113HZMnT2bs2LHccsstbNq0ieeff54lS5Ywb948goKCKCwsZMiQIcTFxXHvvfcSFRXF5s2bef/99/31z5o1i1GjRnH22Wfz97//HYBVq1Yxb948br31VgAKCgro378/lZWV3HLLLcTExPDGG29w/vnn8+6773LhhRcGtPlvf/sbDoeDP/3pT9TU1OBwONi+fTudOnVi9OjRTVosoaamhvfee48777wTqBtaPHbsWPLz80lMTPSXy83NpU+fPhQXF3PttdfSsWNHtm/fzrvvvktlZSVnnHEGt9xyC//617/485//TKdOnQD8/22qjRs38uGHH3LxxRfTtm1bCgoKeOWVVxg4cCArV66kZcuWTa6rd+/epKWl8c477zT43N9++21atGhBdnY2ANdffz3vvvsuN910E507d6aoqIhvv/2WVatW0bNnz4O6BtgTKMfExPi3/ZbvGMD999/PI488wrBhwxg2bBiLFy9myJAhuN3uX23PrFmzGDFiBElJSdx6660kJiayatUqPv30U2699Vauu+46cnNzmTVrFv/9738bHH802igiIrJfRkRERI6YSZMmGcB88cUXZseOHWbbtm3m3XffNXFxccbpdJpt27b5y3o8HlNTUxNw/O7du01CQoK5+uqr/ds2bdpkABMTE2N27drl3/7RRx8ZwHzyySf+bT169DBJSUmmuLjYv+3zzz83gGnTpo1/24cffmgA88gjjwSc/6KLLjIWi8WsX7/evw0wTqfTbNq0yb/tlVdeMYBJTEw0paWl/u0TJkwwQEDZA92nxl57X0t8fLwpKiryb1u2bJmxWq3mqquu8m974IEHDGBGjRoVcI7Nmzcbm81mHn300YDty5cvN3a73b99yZIlBjBTp049YJvDwsLM6NGjD1imXv1n9tBDD5kdO3aY/Px8880335hTTz21wbn+9re/mbCwMLN27dqAOu69915js9nM1q1bjTHGvPfeewYwzzzzjL+M1+s1Z511lgHMpEmT/NtHjx5tAHPvvfcG1PnNN98YwLz55psB22fMmBGw/YMPPjCA+eGHH/Z7jbfeequJiIgwHo9nv2Vuu+02A5hvvvnGv62srMy0bdvWpKamGq/Xa4wxZs6cOQYwaWlpprKystF72dR7/+677xrArFu3zhhjTGlpqQkODjZPP/10QLmrrrrKWK3WRq/R5/MZY4yZOnWqAcycOXMalAHMAw880GB7mzZtAtpaXV3tv869r8npdJqHH364wXXu/Tk2ZsKECSYoKCjgZ0FNTY2JiooK+LkRGRlpxo8ff8C6GtPYz7ApU6aYmJgYExISYn7++WdjzG//jhUWFhqHw2GGDx/uv9/GGPPnP/+5wedd//2o/xw8Ho9p27atadOmjdm9e3fAefaua/z48QE/U45kG0VERA6GhrWKiIgcBYMHDyYuLo6UlBQuuugiwsLC+PjjjwN6sNlsNv8E5z6fj127duHxeOjdu3ejQ88uvfTSgB5X9UMkN27cCEBeXh5Lly5l9OjRREZG+sudc845dO7cOaCuzz77DJvNxi233BKw/c4778QYw/Tp0wO2n3322QE91fr27QvAyJEjAybar99e36Zf88ILLzBr1qyA197XMmbMGKKjo/3lu3XrxjnnnMNnn33WoK7rr78+4P3777+Pz+fjkksuYefOnf5XYmIi7dq18w8frr9XM2fOpLKyskntbqoHHniAuLg4EhMTOf3001m1ahVPPfUUF110kb/M1KlTOf3002nRokVAOwcPHozX6+Xrr78GYMaMGQQFBfHHP/7Rf6zVavX3ZmzMDTfcEPB+6tSpREZGcs455wScq1evXrhcLv89iYqKAuDTTz+ltra20bqjoqKoqKjwf2aN+eyzz+jTp0/AMGOXy8W1117L5s2bWblyZUD50aNHExISErAtNTUVY0yTes1B3ZDW3r17k5GRAUB4eDjDhw8PGNrq8/n48MMPOe+88xqd83Dv4Y+/ldPp9M+b5/V6KSoqwuVy0aFDh0MaYnrppZdSW1sb0Ivx888/p7i4OGBl2qioKL7//ntyc3MPqd17/wy77LLLcLlcfPDBByQnJweUO9Tv2BdffIHb7ebmm28OuN+33Xbbr7ZtyZIlbNq0idtuu83/Xa3XlM/uaLRRRETkQDSsVURE5Ch44YUXaN++PSUlJbz++ut8/fXXOJ3OBuXeeOMNnnrqKVavXh0Qguy7gilA69atA97XB3X1cyRt2bIFgHbt2jU4dt8gYMuWLbRs2bLBCpb1Q/bq69rfuesDrZSUlEa37ztv0/706dOn0XCk/vwdOnRosK9Tp07MnDmzweTz+96zdevWYYxp9H4A/mFrbdu25Y477uCf//wnb775Jqeffjrnn38+V1xxRUDIeSiuvfZaLr74Yqqrq/nyyy/517/+hdfrbdDOn376ibi4uEbrKCwsBOruSVJSUoOVMutDqH3Z7fYGw5nXrVtHSUkJ8fHxBzzXwIEDGTlyJA899BBPP/00gwYN4oILLuAPf/iD/3t844038s477zB06FCSk5MZMmQIl1xyCeeee66/vi1btvgD273t/T3be3Xexr73B6O4uJjPPvuMm266ifXr1/u3DxgwgPfee4+1a9fSvn17duzYQWlp6VFZGdjn8/Hss8/y4osvsmnTpoDPf+8hok3VvXt3OnbsyNtvv824ceOAuiGtsbGx/nnhAJ544glGjx5NSkoKvXr1YtiwYVx11VWkpaU16Tz1P8PsdjsJCQl06NChweIcv+U7tr+fV3FxcQH/CNGY+iG2h/r5HY02ioiIHIjCORERkaNg79Dpggsu4LTTTuMPf/gDa9asweVyAXULFYwZM4YLLriAu+66i/j4eGw2GxMnTmywYADU9bRrjNlnAYcjYX/nbs427WvfHlc+nw+LxcL06dMbbWf95wDw1FNPMWbMGD766CM+//xzbrnlFiZOnMh3333XIHw4GO3atWPw4MEAjBgxApvNxr333suZZ57p/374fD7OOecc7r777kbraN++/SGde+8eW/V8Ph/x8fH7XSChPiC0WCy8++67fPfdd3zyySfMnDmTq6++mqeeeorvvvsOl8tFfHw8S5cuZebMmUyfPp3p06czadIkrrrqqkYXLGiKfT/DgzV16lRqamp46qmneOqppxrsf/PNN3nooYd+0zl+zb7h62OPPcZf//pXrr76av72t78RHR2N1Wrltttua7DgR1NdeumlPProo+zcuZPw8HA+/vhjRo0ahd2+53/1L7nkEk4//XQ++OADPv/8c5588kn+/ve/8/777zN06NBfPcf+gvO9/ZbvWHM6HtooIiInNoVzIiIiR1l94HbmmWfy/PPPc++99wLw7rvvkpaWxvvvvx8wZOqBBx44pPO0adMGqOsVsq81a9Y0KPvFF19QVlYW0Htu9erVAXU1l/rz79tuqGtjbGxsQK+5xqSnp2OMoW3btk0KuDIzM8nMzOS+++5j/vz5DBgwgJdffplHHnkEODxDHf/yl7/wn//8h/vuu48ZM2b421leXu4P8fanTZs2zJkzh8rKyoDec3v3EPs16enpfPHFFwwYMKBJQVi/fv3o168fjz76KG+99RaXX345U6ZM4ZprrgHA4XBw3nnncd555+Hz+bjxxht55ZVX+Otf/0pGRgZt2rTZ72dYf02H05tvvknXrl0bfYZeeeUV3nrrLR566CHi4uKIiIggJyfngPUd6DNv0aIFxcXFAdvcbneDVWXfffddzjzzTF577bWA7cXFxf7FTw7WpZdeykMPPcR7771HQkICpaWlXHbZZQ3KJSUlceONN3LjjTdSWFhIz549efTRR5sUzh2qpn7H9v55tXdvvh07dvxqz9v6xVhycnIO+Nzs7/M7Gm0UERE5EM05JyIi0gwGDRpEnz59eOaZZ6iurgb29Drbu5fZ999/z4IFCw7pHElJSfTo0YM33niDkpIS//ZZs2Y1mNtr2LBheL1enn/++YDtTz/9NBaL5Yj+5b0p9r6WvQOQnJwcPv/8c4YNG/ardfz+97/HZrPx0EMPNejJZ4yhqKgIqFs11+PxBOzPzMzEarVSU1Pj3xYWFtYgjDlYUVFRXHfddcycOZOlS5cCdT2cFixYwMyZMxuULy4u9rctOzub2tpa/vOf//j3+3w+XnjhhSaf/5JLLsHr9fK3v/2twT6Px+O/vt27dze4Z/WrB9ffk/r7V89qtdKtW7eAMsOGDWPhwoUB3+mKigr+/e9/k5qa2mAuxMbU1tayevXqBqHXvrZt28bXX3/NJZdcwkUXXdTgNXbsWNavX8/333+P1Wrlggsu4JNPPuHHH39sUFf9tdcHwI197unp6f75AOv9+9//btBzzmazNbiXU6dOZfv27b967fvTqVMnMjMzefvtt3n77bdJSkrijDPO8O/3er0BPwMA4uPjadmyZcB3+kho6nds8ODBBAUF8dxzzwXcn/rViQ+kZ8+etG3blmeeeabBZ7N3Xfv7/I5GG0VERA5EPedERESayV133cXFF1/M5MmTuf766xkxYgTvv/8+F154IcOHD2fTpk28/PLLdO7cmfLy8kM6x8SJExk+fDinnXYaV199Nbt27eK5556jS5cuAXWed955nHnmmfzlL39h8+bNdO/enc8//5yPPvqI2267zd8zpTk9+eSTDB06lKysLMaNG0dVVRXPPfcckZGRPPjgg796fHp6Oo888ggTJkxg8+bNXHDBBYSHh7Np0yY++OADrr32Wv70pz/x5ZdfctNNN3HxxRfTvn17PB4P//3vf7HZbIwcOdJfX69evfjiiy/45z//ScuWLWnbtm2j86n9mltvvZVnnnmGxx9/nClTpnDXXXfx8ccfM2LECMaMGUOvXr2oqKhg+fLlvPvuu2zevJnY2FguuOAC+vTpw5133sn69evp2LEjH3/8Mbt27QKa1rNv4MCBXHfddUycOJGlS5cyZMgQgoKCWLduHVOnTuXZZ5/loosu4o033uDFF1/kwgsvJD09nbKyMv7zn/8QERHhD0avueYadu3axVlnnUWrVq3YsmULzz33HD169PDPKXfvvffyv//9j6FDh3LLLbcQHR3NG2+8waZNm3jvvfcaDIlszPbt2+nUqROjR48+4KIQb731FsYYzj///Eb3Dxs2DLvdzptvvknfvn157LHH+Pzzzxk4cCDXXnstnTp1Ii8vj6lTp/Ltt98SFRVFjx49sNls/P3vf6ekpASn08lZZ51FfHw811xzDddffz0jR47knHPOYdmyZcycObNBb7gRI0bw8MMPM3bsWPr378/y5ct58803mzz32/5ceuml3H///QQHBzNu3LiAe1lWVkarVq246KKL6N69Oy6Xiy+++IIffvih0eG+h1NTv2NxcXH86U9/YuLEiYwYMYJhw4axZMkSpk+f/qs9Cq1WKy+99BLnnXcePXr0YOzYsSQlJbF69WpWrFjhD7p79eoFwC233EJ2djY2m43LLrvsqLRRRETkgI7+ArEiIiInj0mTJhnA/PDDDw32eb1ek56ebtLT043H4zE+n8889thjpk2bNsbpdJpTTjnFfPrpp2b06NGmTZs2/uM2bdpkAPPkk082qBMwDzzwQMC29957z3Tq1Mk4nU7TuXNn8/777zeo0xhjysrKzO23325atmxpgoKCTLt27cyTTz5pfD5fg3OMHz8+YNv+2jRnzhwDmKlTpx7yfdrbF198YQYMGGBCQkJMRESEOe+888zKlSsDyjzwwAMGMDt27Gi0jvfee8+cdtppJiwszISFhZmOHTua8ePHmzVr1hhjjNm4caO5+uqrTXp6ugkODjbR0dHmzDPPNF988UVAPatXrzZnnHGGCQkJMYAZPXr0ftt9oM/MGGPGjBljbDabWb9+vTGm7rOYMGGCycjIMA6Hw8TGxpr+/fubf/zjH8btdvuP27Fjh/nDH/5gwsPDTWRkpBkzZoyZN2+eAcyUKVP85UaPHm3CwsL2275///vfplevXiYkJMSEh4ebzMxMc/fdd5vc3FxjjDGLFy82o0aNMq1btzZOp9PEx8ebESNGmB9//NFfx7vvvmuGDBli4uPjjcPhMK1btzbXXXedycvLCzjXhg0bzEUXXWSioqJMcHCw6dOnj/n0008Dyhzoe1N/Lw90v40xJjMz07Ru3fqAZQYNGmTi4+NNbW2tMcaYLVu2mKuuusrExcUZp9Np0tLSzPjx401NTY3/mP/85z8mLS3N2Gw2A5g5c+YYY+qe53vuucfExsaa0NBQk52dbdavX2/atGkT0Nbq6mpz5513mqSkJBMSEmIGDBhgFixYYAYOHGgGDhzY4DonTZp0wGuot27dOgMYwHz77bcB+2pqasxdd91lunfvbsLDw01YWJjp3r27efHFF3+13qY+m7/1O2ZM3T186KGH/Pdm0KBBJicnp8E9rP9+1N/7et9++60555xz/NfYrVs389xzz/n3ezwec/PNN5u4uDhjsVjMvn8VOpxtFBERORgWY5phhmYREREROSI+/PBDLrzwQr799lsGDBjQ3M0RERERkV+hcE5ERETkOFVVVRUwgb3X62XIkCH8+OOP5Ofn/+bVTkVERETkyNOccyIiIiLHqZtvvpmqqiqysrKoqanh/fffZ/78+Tz22GMK5kRERESOE+o5JyIiInKceuutt3jqqadYv3491dXVZGRkcMMNN3DTTTc1d9NEREREpIkUzomIiIiIiIiIiDSTX1+vXkRERERERERERI4IhXMiIiIiIiIiIiLNRAtCHCY+n4/c3FzCw8OxWCzN3RwREREREREREWlGxhjKyspo2bIlVuv++8cpnDtMcnNzSUlJae5miIiIiIiIiIjIMWTbtm20atVqv/sVzh0m4eHhQN0Nj4iIaObWiIiIiIiIiIhIcyotLSUlJcWfGe2PwrnDpH4oa0REhMI5EREREREREREB+NXpz7QghIiIiIiIiIiISDNROCciIiIiIiIiItJMFM6JiIiIiIiIiIg0k2YN5x588EEsFkvAq2PHjv791dXVjB8/npiYGFwuFyNHjqSgoCCgjq1btzJ8+HBCQ0OJj4/nrrvuwuPxBJSZO3cuPXv2xOl0kpGRweTJkxu05YUXXiA1NZXg4GD69u3LwoULj8g1i4iIiIiIiIiI1Gv2nnNdunQhLy/P//r222/9+26//XY++eQTpk6dyldffUVubi6///3v/fu9Xi/Dhw/H7XYzf/583njjDSZPnsz999/vL7Np0yaGDx/OmWeeydKlS7ntttu45pprmDlzpr/M22+/zR133MEDDzzA4sWL6d69O9nZ2RQWFh6dmyAiIiIiIiIiIiclizHGNNfJH3zwQT788EOWLl3aYF9JSQlxcXG89dZbXHTRRQCsXr2aTp06sWDBAvr168f06dMZMWIEubm5JCQkAPDyyy9zzz33sGPHDhwOB/fccw/Tpk0jJyfHX/dll11GcXExM2bMAKBv376ceuqpPP/88wD4fD5SUlK4+eabuffee5t0LaWlpURGRlJSUqLVWkVEREREREREmsjnM2wvrqLC7SHMYSc5KgSr9cArnB4PmpoVNXvPuXXr1tGyZUvS0tK4/PLL2bp1KwCLFi2itraWwYMH+8t27NiR1q1bs2DBAgAWLFhAZmamP5gDyM7OprS0lBUrVvjL7F1HfZn6OtxuN4sWLQooY7VaGTx4sL9MY2pqaigtLQ14iYiIiIiIiIhI060vLOOluRt4etZa/jV7HU/PWstLczewvrCsuZt21DRrONe3b18mT57MjBkzeOmll9i0aROnn346ZWVl5Ofn43A4iIqKCjgmISGB/Px8APLz8wOCufr99fsOVKa0tJSqqip27tyJ1+tttEx9HY2ZOHEikZGR/ldKSsoh3QMRERERERERkZPR+sIyJs3bTE5uCVGhQaTFuogKDSInt4RJ8zafNAGdvTlPPnToUP+fu3XrRt++fWnTpg3vvPMOISEhzdiyXzdhwgTuuOMO//vS0lIFdCIiIiIiIiIiTeDzGWbmFLCrws24D18gqKaaL295kPDgIFxOO+sKy/l8RQFpsa4TYojrgTT7sNa9RUVF0b59e9avX09iYiJut5vi4uKAMgUFBSQmJgKQmJjYYPXW+ve/ViYiIoKQkBBiY2Ox2WyNlqmvozFOp5OIiIiAl4iIiIiIiIjIyczj8bFwUxHTc/JYuKkIj8dXt6OwED76CO65BwYPZvvOMjbsKCcpMhhnRRkZ87+AX5ZFsFgsJEUGs76wnO3FVc14NUdHs/ac21d5eTkbNmzgyiuvpFevXgQFBTF79mxGjhwJwJo1a9i6dStZWVkAZGVl8eijj1JYWEh8fDwAs2bNIiIigs6dO/vLfPbZZwHnmTVrlr8Oh8NBr169mD17NhdccAFQtyDE7Nmzuemmm47GZYuIiIiIiIiIHDf2t4DD7FUFTJ63mc1FFcQX/kzWxiW489fQM3c1oVs3BdThWbqUak8YoY4Qlv7uSlYNviBgf4jDRkFpNRVuz1G8subRrOHcn/70J8477zzatGlDbm4uDzzwADabjVGjRhEZGcm4ceO44447iI6OJiIigptvvpmsrCz69esHwJAhQ+jcuTNXXnklTzzxBPn5+dx3332MHz8ep9MJwPXXX8/zzz/P3XffzdVXX82XX37JO++8w7Rp0/ztuOOOOxg9ejS9e/emT58+PPPMM1RUVDB27NhmuS8iIiIiIiIiIsei9YVlzMwpYMOOcqo9XoLtNjqGGtI25vBCWRS51hBiwhyMXPctf/jkP/7jjMWCpXNn6N8f+vfH0TaV4N27qHR72JnescF5qtxenHYbYY5jql/ZEdGsV/jzzz8zatQoioqKiIuL47TTTuO7774jLi4OgKeffhqr1crIkSOpqakhOzubF1980X+8zWbj008/5YYbbiArK4uwsDBGjx7Nww8/7C/Ttm1bpk2bxu23386zzz5Lq1atePXVV8nOzvaXufTSS9mxYwf3338/+fn59OjRgxkzZjRYJEJERERERERE5Hi2v15vTTlu/oadvPX9FsK2beb0grW0XfcTSSsWE7d1PVZj+PzS+7APPBer1crqDj35ad2prEnryjfx7XD3PJXnbzgLu71uhrUknyF9m5uc3BJcTjsWy542GGPIK6kmMzmS5Khje02Cw8FizC8DeuU3KS0tJTIykpKSEs0/JyIiIiIiIiLHnMZ6vaXHucjumkBGfPgBj5uRk8/WD2dw7+v3E11R3KDM1qhE/jN4NGvOPj8gaAMoq66lrNrDU5d0p0/bmIB6J83bzK4KN0mRwYQ4bFS5veSVVBMd5mDsgNQDtutY19Ss6MTvGygiIiIiIiIicpLbNwgLdYRQ6faQk1tCbknVniBs+3ZYsADmz4f589kx7HdMyhzBz7srcYfHEV1RjNvuYG2rdqxNy6T61H78lNKRj/J9hARZae3x4QyyBZw7xGFjV4Wbogp3wPaM+HDGDkj1B4YFpdU47TYykyMZ0uXAgeGJROGciIiIiIiIiMgJzOczzMwpYFeFm3bxLn/PtvDgIKKMm4R3/w/z3CrMhuVYtm4NOLbMFs6utCEkR4WwMDqBCff8h62t2lFrD2JXhZv4iGCSIpzYCwuo9Rm8jQzQrHJ7CbJZiQlzNNiXER9O2iDXIQ21PVEonBMREREREREROc74fIZtuyvZtLMCgLTYMFq1CG001NpeXMWGHeWkWapJW7gIi9fDxv6D63baghg55V/Ya3/p1Wa1Qrdu0L8/Rd168aY7kaTIYIwBu83GqpSOOO02LIAr2F4X+MWFER5sZ1dFLfue3efzUVThpkNCOD1TWjR6LVarhZTo0MN0Z44/CudERERERERERI4xB1q4YX1hGW99t5XvNu2iuMqNxUBkaBD90mL4Q9/WdcNBfT5YvRrmzyf8y6+4+6tvSczdDMCOtu394ZzX4WDJ+ZeTj5Pulw6l9blnQnjdcNId+aXkzV5HmsOO1QLRoQ4Ky6pxhFmxWCwE2ayU13io9RmSokKo8RgKSmuIcRn//HFFFW4igoMY3T/VvxiEBFI4JyIiIiIiIiJyDDnQwg0Az3yxjmXbirFaLMS5nBgMlaWVzFpZQGFZDbcNbkfGsDNh0SIAovaqe1ertuR36FYX3lnrwrLpo++kuLKWHme3h/A9PdjCHHaC7TYq3R7Cg4NIjw+jrKaWXRVuXMF2fAaMqeuZ1zExggt6JPP5igI2F1Wwq8JNkM1Kh4RwRvdP5exOCUfr9h13FM6JiIiIiIiIiBwjDrRww/biKpw2C2vzS2lVWki//DV02JhD+43LiSvK4/f3v8fa/LpgL71TZywrV0KfPpisLKa52jI3Op2W6a0CVlM1xpBXUk1mciTJUSEBbUmOCiE9zkVObgkup53oMCc9UqLYUFhBUUUNJVW1RIc56ZMaTXbXRDLiwxl1amsWb9tNUYWbmDAHPVNaqMfcr1A4JyIiIiIiIiLSjOqHsJZV1/LhklyKymtonxAesHCDy2nH/tEHdP92BuM35xBbWtSgno6leaxskcJP24vJfeBRkl9/DYKCsAAdC8tYMG8z6wrLSYoM9g87zSupJjrMwZAuCQ3mq7NaLWR3TSC3pMp/XERIEB0SXWzcaSEj3sVlfVozID3Wf6zdbqVP25gjfs9OJArnRERERERERESayd5DWHdVutlQWE47U0Hiynm037CcHy++hqqoaCwWC+3zNzLwp68A8FhtbGrdgbVpmaxNz2RtWld2RsVBRQ2Vbi9lrkgICvKfJyM+nLEDUv3nKiitxmm3kZkcyZAuCXXz1DVif8f1bRtzwOOk6RTOiYiIiIiIiIg0g/WFZUz+egPBa1dz9s8rSVqxhIQVi0kuyvWX2d6lp3/xhk39B/N8uY9Vbbuyo0MmltDAFU5rPV7AQqjDRpijYeSTER9O2iDXfhea2J9DPU6aRuGciIiIiIiIiMjRUlICgC88gpk5BWR88RFjXnkwoIjPYmFLQiob23WjPCbev72wXWe+syVQVevD5rMQY4x/6KsxhrKqWmxWK92SoxrMH1fParWQEh3a6L4DOdTj5NcpnBMRERERERERORKMgfXrYf78Pa8VK+Cpp9g++jo27Cgn7ZRTcYeEktexB7mde/BVTDsWxGVAVBQ1Hh9ZrWOIoC58yy+tISs9loLSan76uYSC0hoiQ4MAQ0llLT4D3VuGk9214fxxcuxSOCciIiIiIiIix636xRSOqeGW27fDjTfWhXE7dzbcv24dFW4P1R4v1W3SePH9HzE2GwAVFTX4thVTWV2L10BVrQeLBf/CDX/o2xqAt77bynebdlFUXgNAVEgQfdNi+EPf1poH7jijcE5EREREREREjkt7L6ZQ7fESbLeRHuciu+tRWqhg+/Y9PeJat4bbb6/bHh0Nn30GHg84ndC7N/TvX/fKyoKEBMJ2VRJst1FZ6yU8eM/CDdFhTnqkRLEyt5TCshoKSqtpEepssHDDfSM6s213JZt2VgCQFhtGqxahzR9MykFTOCciIiIiIiIix531hWVMmreZXRVukiKDCXWEUOn2kJNbQm5JFWMHpB7egM4YWLw4cIjq1q179vfqtSecCwmB11+Hdu3glFPqArp9JEeFkB7nIie3BJfT7p87DqBFqIO48GB6pbbgglOSCXcGNegRaLVaaBMTRpuYsMN3jdIsFM6JiIiIiIiIyHHF5zPMzClgV4WbdvEuf7AVHhyEy2lnXWE5n68oIC3Wdeg9yYqKYMMG6NOn7r3FAhdeCNu27SljtUL37nU94k4/PfD4K688YPVWq4XsrgnkllSxrrCcpMhgQhw2qtxe8kqqiXE5uKR3ioaongQUzomIiIiIiIjIccPnM/y4ZReLt+4mOiyowX6LxUJSZDDrC8vZXlzVtBVGfT5YvTqwV9yaNXXDU3fsqAvhAIYNq+st178/DBgAp54KLtchX0tGfDhjB6T6h+YWlFbjtNsaDGGVE5vCORERERERERHZr2NpwYX6OeYWb93FitxSIkOC+Hl3NRnxLqLDHP5yIQ4bBaXVVLg9v17phAnw8stQXNxwX3x8XTiXkFD3/uWXD8+F7CUjPpy0Qa5j5h7L0adwTkREREREREQa1ewLLuzTlvo55mLCnESGBGGzWthRVk15jYceKVH+gK6yxoPHa8gvqSYsyEZySSHW7xbs6RX3xRd1veKgbrhqcTGEhtYNYa1fuKFfP4iJOSrXZrVamtbDT05ICudEREREREREpIGjvuDCAew7xxzAz7udFJZV0yI0iN2VtWzYUU6L0BbsqnDz8w8/MWDlfCKeX03E+p+w7t4ZWOH338PQoXV/vuYaGDkSunWDoIbDZEWONIVzIiIiIiIiIhLgaCy4cDDDZbcXV7FhR92iCfVtSY8Po6ymFvILGPjzSlYnt2eN08bKvDJGrFnMHz960X+812YjN60T4WeeQdTgQXsWeQBISzuk9oscLgrnRERERERERCRAY2FYvUNacGEf+xsue3bnOEqrPBRVuIkJc9AzpQV2u5UKt4dqj5cwm4PYDatpuXIxLVcu4facxUQX/AzAkyNuYnpEPCFBNpxnDmR93jLyOvcgr3NP8tt1YVWJh8zkSK4fmK753OSYonBORERERERERALUh2GhjpBG9x/Uggv72N9w2S9XF/Df7zb7ywXZrKRGhzLmtLa0Twgnfds6bvrjOJxVlQH1GYuF/FbpRLYIp1WLENLjXJiQJD556MWAcknU/qZAUeRIUTgnIiIiIiIiIgHCHHaC7TYq3R7CgxvOw1bl9uK02whzHFyssL/hsjvL3WzcUU5cwVYGFKwlq2At7Tcu55uMU5lYdiP3nNuB8MxOBFVXUxMaRn7HHuR2PoXczqeQ17EbKyosJEYEE1ZaTZiz8Tb9lkBR5EhSOCciIiIiIiIiAZKj6nqg5eSW4HLaA4a2GmPIK6kmMzmS5KjGe9btz77DZa2eWk5593V6L/iOB7fkEF1ZGlDeHRzK89W1/HfBFv48tBPP/usD1kUkktgijBCHjSq3l7ySaqLDHJzdKZ73F28/7IGiyJGmb6SIiIiIiIiIBLBaLWR3TSC3pIp1hXVhWn0YlltchTPIRka8i+3FVQdcyCHAzz9jnT6bngvXk3/RFQD4bHa6f/B/RP6ymmqNPYiVLduzsV03Nrbrxrq0TGIcDjbtrKC0ppbzLjnTP1ddQWk1TruNzORIhnRJIC3WxbJtJYc9UBQ50hTOiYiIiIiIiEgDGfHhjB2QGhCG1Xh81Hh8eHyGD5b8zHuLICkyhMGd4+mfHrsnpKuthWXLYP78Pa9t20gGfhcZzdPnXUp4iAMsFr4YegXrd1SyNr0ra5LSqbIEkdIiBGeQDYAQn49dFW6KKtz0aRtD2iDXfld53V+gWN+7bkiXBC0GIccchXMiIiIiIiIigs9nGoReGfHh/jBsVX4p05blYbf6CHVYyS2uZkd5DUt/LubHZRvpc0oaf+jbmoz4cMjOhjlzAk9gs2G6d2dTSmd27izB1SoWi8XCgt+N5vOVBThsVrzGEOaw4bBb/YdVub0E2azEhDmAul59+1vQobFAce/edRnx4Ufs/okcKoVzIiIiIiIiIicxn88wb8NOZq8qIK+kGqvFQkiQjfQ4F9ld6wKt5KgQPl6ai9vrIy7UTtGinzh1/U9037aSTptySCz8mZGPfEJ1rY+rT0slo1cvWLoUsrKgf/+616mnYnG5CC0sI3zeZn/vtrhwBy6njaIKN+FOO9GhQf4hqT6fj6IKNx0SwumZ0qJJ17N3oNhY7zqRY43COREREREREZGT1PrCMt76bitz1hRSVeslzGknzuUkJCqYnNwSckuqGDsgFafdRvD0T7jjy/dIWv0TrsqyBnWl5W1ge2IMn68oIO2BB7H+/e9gtTYot2/vthqPlzYxYdR4DAbw+Awen48qt5eiCjcRwUGM7p+K3d6wrv05UO86kWONwjkRERERERGRk4DH42Pxtt0UVbiJCXMQEWLn/+Zv4cctu/EZaNUiBI/Xh33LZlrOW8lpO9cx/cxL+DwqhEEd4wjdWUi7xfMAqHYEsyG1M2vSurI2PZM1qV342RpCl1AH6wvL2e62kOLaf5jWWO+2NfllvDF/M5uLKthV4SbIZqVDQjij+6dydqeEo3WbRI46hXMiIiIiIiIiJ7jZqwqYPK8u+Kr1+giyWbFaLLSwe+myZS3dtq2k8+YVtN+wnBalRf7jdrTtwJzWafRObcGGUwbwnrmbL1qksTujE8Ye5C9X4/Fiq/URERxEUUUNFW7Pr7Zp395tKdGhDGofFxAg9kxpcVA95kSORwrnRERERERERE5gs1cVMHH6asqqa8nwlhEcZGVrUCTbdlXRYdNinn7rvoDyHpudDSntWdGmCzvadKTG48XltNOia0c+dsVRUFJNMDacv5Q3xlBe7SE+IhibFZx2G2GOQ4sb7HYrfdrG/KbrbWxhC803J8cyhXMiIiIiIiIix7BDDpu8XjxLf2Lb0//jzhWLOeXnVSTuzOXD7Ct4bfi1BAdZWNqyPTvDWrAhrQvrM7qxJj2Tja07UhPkoLjSTZeWkTgtFsKDg8jumsD24krySqrZXeEmLtyBx1cXzIU4bKTFhpJfWkNmciTJUSFH/sY0Yn1hmX8uu2qPl2B74MIWIscihXMiIiIiIiIix6hDCpuKi+Hii+G777CXlzNmr10+i4Wokl3YLBZsVhtuVwQDbvkvsRHBJEeF+FdJrfV4sVos7K5007dtjD8QvPq0tgTbbcxZU8jPu6vqFpAId9IyMpiiilqiwxwM6ZLQLD3V1heWMWneZnZVuEmKDCbUEUKl2xOwsIUCOjkWKZwTERERERER2Y99F1E4mnOgHTBsKq7k2iQPbdb8BPPnQ1QUPPFE3YGRkbBkCZSX4wlzsSipPZvbd2d9RjfWte1CVYgLhzGEBNkor/ZitVmxWS3sqnDjCrZjt1rYXeHGabfRKio0IGzLiA/nvhGdObNTPLNXFZBXUo3NYgEsZCZHMqRL8/RQ8/kMM3MK2FXhpl28yx8yhgcH4XLaWVdYXreKbKxLQ1zlmKNwTkRERERERKQRjS2ikBoTxpgBR3710MbCppYrFpG8fBFJKxcTv2IJ4WXFew5o2RL+/newWOpe//d/0KoVi0MT+dN7OYQH2wkP3rOAg8ViITosiPKaWsCQGh1KjdfHznI3FTUeQoJsnNYulj/0bd0gbLNaLZzeLo4B6bHHzNxu24ur2LCjnKTIYH8wV89isZAUGVy3imxxVcAiFCLHAoVzIiIiIiIiIvvYexGFmDAHIQ4bVW4vawvLmDh9NcARDejyV6zH/sUskrIG+sOmgS9PJHHNcn+Z2iAHvl69cZ5xGvTvD8bUBXMAw4YB0NPjIzUmjLWFZYQ5bFite3r9Oe1WbFYr8eEOosMcuL0+okIctIwK4exO8fRPjz1g2LbvaqvNqcLtodrjJdTR+Fx3IQ4bBaXVTVpFVuRoUzgnIiIiIiIishePx8fkeZspq66ldYsQf6AVHmwlzGFj6+4q3pi/mYHt4g7PENfaWli2rG546i+vltu2cY3VxvPv/4CPuh5vG/ueSWl8S3I79+TnTt1ZGNWGG7M70zExYr9V2+1WxgxIZeL01WzdXRUQNBZVuIkOc3DPuR3pkBh+TPSAO1RhDjvBdhuVbk9AD8F6VW7vb1pFVuRI0rdSREREREREZC+Lt+1mc1EFMWGOgJ5mxhhqvYbQICsrtpfwwtx1ZKXH/rZ56B56qG44alVVwGZjs5Hbuj3W/Hx8aekAfH/FeP/+supa7JW1TQqb6nv41Q/R3VXhJshmpUNCOKP7H/khukdDclQI6XEucnJLcDntAUNbjTHklVQ36yqyIgdydGaxbILHH38ci8XCbbfd5t9WXV3N+PHjiYmJweVyMXLkSAoKCgKO27p1K8OHDyc0NJT4+HjuuusuPJ7Abqpz586lZ8+eOJ1OMjIymDx5coPzv/DCC6SmphIcHEzfvn1ZuHDhkbhMEREREREROcYVVbip9foIcdgwxlBT62VXRQ1bd1WyYUc5W3dVUVRZy4tzN3DL/5YwdvIPzF5V0HhlPh+sWAH/+Q+MHQsdOsCaNXv2R0XVBXMtWsDw4fDoozBnDmZ3MR+/+jErw+IxxgRUWR82ZcS7mhw2nd0pgUljTuWpS7rzwPldeOqS7rw++tQTIpiDuiG22V0TiA5zsK6wnLLqWjw+H2XVtawrLG/WVWRFfs0x0XPuhx9+4JVXXqFbt24B22+//XamTZvG1KlTiYyM5KabbuL3v/898+bNA8Dr9TJ8+HASExOZP38+eXl5XHXVVQQFBfHYY48BsGnTJoYPH87111/Pm2++yezZs7nmmmtISkoiOzsbgLfffps77riDl19+mb59+/LMM8+QnZ3NmjVriI+PP7o3Q0RERERERI4an880WNQgJsxBkM1KcaWbmlpDWY2HqlovXq8P7y85mQUIslmp8fhYmVcSOA/dunUwZUrdENUFC6CkJPCk8+fXhXQAo0ZBdja0bw979dKzAtldE8gtqWJdYd1CB/XDUfNKqg8pbLLbrfRpG/Mb7taxLSM+nLEDUpmZU8CGHeUUlFbjtNuadRVZkaawmH0j+KOsvLycnj178uKLL/LII4/Qo0cPnnnmGUpKSoiLi+Ott97ioosuAmD16tV06tSJBQsW0K9fP6ZPn86IESPIzc0lIaEu7X/55Ze555572LFjBw6Hg3vuuYdp06aRk5PjP+dll11GcXExM2bMAKBv376ceuqpPP/88wD4fD5SUlK4+eabuffeexttd01NDTU1Nf73paWlpKSkUFJSQkTE/sf7i4iIiIiIyNHRWPC2d5i1vrDMH+RUe7wE222kx7k4u3Mcf3k/h5V5pTis4MGCx+vD7THU/wU6yGYhNtROzI48Ts1dxarENBzd63qj2adPg/PP39OQ0FDo27du0Yb6V1RUk65h7zbWeOrmTcuIdylsOoBf+9xFjpbS0lIiIyN/NStq9p5z48ePZ/jw4QwePJhHHnnEv33RokXU1tYyePBg/7aOHTvSunVrfzi3YMECMjMz/cEcQHZ2NjfccAMrVqzglFNOYcGCBQF11JepHz7rdrtZtGgREyZM8O+3Wq0MHjyYBQsW7LfdEydO5KGHHvqtly8iIiIiIiIH4PH4WLxtN0UVbmLCHP753fa3HerCmfkbdvLFykLySqqwWiEkyE56nIvsrnWh1vrCMibN28yuCjdJkcGEOkKodHvIyS1he3EVLUKDsFosuH0Gr8+HBUOQp5auBevpuX0VfXNX03P7KmLKdwPw38FX8u/kDBZv202frKy6HnH1QVy3bmA/tL9+Z8SHkzbIpbDpIBxLq8iKNEWzhnNTpkxh8eLF/PDDDw325efn43A4iNrnXxMSEhLIz8/3l9k7mKvfX7/vQGVKS0upqqpi9+7deL3eRsusXr16v22fMGECd9xxh/99fc85EREREREROTxmryrwL2JQ6/URZLOSGhNGj9ZRLN1a3GD7mAGptIkJ5a3vtzJndSGVtV5cTjtxLichUTZyckvILalidFYqs1YWsKvCTbt4l3/xgPDgIFxOO8t+LmZHmZsBrcNZVlhFUXkNLXflM+vV63F6A+c4r7XZWZXUjuIW8dR6fRRVuKFtErz11mG7DwqbRE5szRbObdu2jVtvvZVZs2YRHBzcXM04ZE6nE6fT2dzNEBEREREROSHNXlXAxOmrKauuJSbM4Z9v7aftJXy3qYgwh52WUXvmYVtbWMZDn6wkNSaU/JJqfMYQH+6k1usjr6Sa8hoPPVKiKKpw8+7ibeworSEpMtgfzFm8HmI3ryNpxWLOWPIDSSuXsDOzF+/fPpE5a3ZQG5pCjd1JWbCLZa06sSi5E2vTM1mT3J5KaxAtQoMI8viICXM0850TkeNNs4VzixYtorCwkJ49e/q3eb1evv76a55//nlmzpyJ2+2muLg4oPdcQUEBiYmJACQmJjZYVbV+Nde9y+y7wmtBQQERERGEhIRgs9mw2WyNlqmvQ0RERERERI4ej8fH5HmbKauupXWLEKy/LJQQ5gDj8+H5Zaipy2nHYrEQHmwlzGFjVX4ZpdW1RDptuL2G3OK6kM4ClNXUYrdZOCUlig2F5XiNITkqhH7/fZ7knB9JXL0MR1VlQDsca5YRGeoguUUohaXVnD/+32x3RBJkt2KAcKedWp8h1G6htLqWjokR9ExpcfRvmIgc16y/XuTIOPvss1m+fDlLly71v3r37s3ll1/u/3NQUBCzZ8/2H7NmzRq2bt1KVlYWAFlZWSxfvpzCwkJ/mVmzZhEREUHnzp39Zfauo75MfR0Oh4NevXoFlPH5fMyePdtfRkRERERERI6exdt2s7mogpgwhz+YAyiv8VLt8eGwWqjx+Cir3jPEtNZrsFksVLu97Ch3U13rxW6zEBJkI8hmoVXBVrrP+oCeb72Mz4DNYqWy1kv6/C9ovWQBjqpKakJdbO51GnNH3chfbvgH9/31DQAy4l2EOu3UxNStjlpd68NgcP+ydGu1x0dkiIPR/VP9896JiDRVs/WcCw8Pp2vXrgHbwsLCiImJ8W8fN24cd9xxB9HR0URERHDzzTeTlZVFv379ABgyZAidO3fmyiuv5IknniA/P5/77ruP8ePH+4ecXn/99Tz//PPcfffdXH311Xz55Ze88847TJs2zX/eO+64g9GjR9O7d2/69OnDM888Q0VFBWPHjj1Kd0NERERERETqFVW4qfX6CHHYArZ7fD6MAbsNar1Q6/P593l/6SHn8flweWvom7eJHj+vpOuWlXTdupKoylIAam1BfDXsCqJjItm2u5JFF44myF1DbpdT2NU6A5/VyrrCcpIig4mp9fr/3DU5grX5ZdR4vFS4PWAsdedy2mmfEM7o/qmc3SlwLnMRkaZo9tVaD+Tpp5/GarUycuRIampqyM7O5sUXX/Tvt9lsfPrpp9xwww1kZWURFhbG6NGjefjhh/1l2rZty7Rp07j99tt59tlnadWqFa+++irZ2dn+Mpdeeik7duzg/vvvJz8/nx49ejBjxowGi0SIiIiIiIjIr/P5TJNWF91fuZgwB0E2K1VuL+HBe3qi2a1WLBbw+sBigaBfetXF7CqgxhWDxxgM8NQn/+TsVfMCzlVjD2JFy/bktOlCS6dhRO9k3pi/hY+7DyYpcs/cdXkllUSHOfhD39YAzMwpYMOOcmo8XlpHh9I7NZoerSPx+gwWi4U4lzNgpVgRkYNlMcaY5m7EiaC0tJTIyEhKSkqIiIho7uaIiIiIiIg0i/WFZf5Aq9rjJdhuIz3OxTld4gkJslPh9hAaZGNzUQVfrtpBXkkVViuEBNlJj3OR3TWB1Ogwxk7+gbWFZQFzzvl8PjZs303Kz+vIyl/DGTvX0X5jDrG7Cxn/8Dt86Xbh9RnuzvmE8+dMZWnrzqxo05Wc1p1ZGpuKCXIQ5rTx1/O6MKRzYkBbazxenHYbGfEuhnRJICM+/JdzNi1oFBHZV1OzIoVzh4nCOREREREROdmtLSjlhTkbKCqvWwk1PjyYqlov6wrKKa2uJS7cidvjY3txFUXlbmxWiAp1EOdy0jIqmKpaH9FhDsYOSGVLUWXAaq0D1i7k/Jn/j4wtqwnx1ASc12u1cdflD/Jd5yw8Xh8uqwWHM4iyGg8Vbi+1Ph9BVistWwTTMjKEB87rQkp0KKDwTUSOnKZmRcf0sFYRERERERE5Nu0balVUe3j0s1Vs2FFOqMPGznI3LUKriQt3srvSzY7yGjxeHwYoKqvB7fUR5rQTZLOys7yGCreXHi3DCVqzim3ffsxZReuJyL6If1XEsrmogrLiMjI3LAOgKjyS1ald+aFlB5a26sy6Nh1JahnLw1mpzF+/k2837AQgxGEjOMiGK9hO25gwqj1eurWKIjkqxH8dVqvFH9SJiDQHhXMiIiIiIiLSZB6Pj49/ymXumkKKK2sJc9io9Rm2766iqMJNrMtBmNNOrddQWFrFxp3lOO1WEsOdbC+pxmm3YrNZcAXZsVVV0XHzUrIK1pC27ic6b11FWFW5/1ynpqcxacJfWLxtN6UDEtjYLYbWwwcT0rkjmT6o3bablAo3MWEO/7xvqbGhVHu8bC+uokWog/BgO3arhfzSGmJcToZ0SVDPOBE5piicExERERERkSaZvaqAF+esZ3V+GR6fjyCblahgO06HneJKN26PD6vFidViwWm3YJx2CspqsFiC8BlDXOHPRIcEsTIsHqfVSlpxLs+8dnfAOWqCQ9ic1oWYcwYRm52N3W6lT9sYaBsDp3Xxl7Nbqdu+j4z4cK4+ra1/LrldFW6cdhuZyZEBc8mJiBwrFM6JiIiIiIjIr5q9qoDHPltFfmk1Vgu0CA3C44Oiylo85W4Sw53UeHwUVdQQ6rDh8LhpvXElZ6xYwik/r6LHtpVEl+/m8z7nMmHEHXiNYUtiW9bFp7I9JYP1Gd34sWVHQnv1AHsQt5/THg5xuGlGfDhpg1yaS05EjgsK50REREREROSACyN4PD4mz9tMSVUtwTYrQXYrNqsFmxUs2NhVUUtxlRuXM4iqimoe+s/tZGxbQ5CnNuActTY7wZ5aQoJsVLg9YLNx2U3/JqVFCFig2u0locZH35augHnhDoXmkhOR44XCORERERERkZOIz2f4eXclG3dWANA2NoyaWh+zVtYNA632eAm220iPc5HdtW4Y6OJtu9lcVEFEsJ3dlbUE+byk52+i65aVdNmyArfHx5/O/xOx4TYq3UE4K8sJ8tRSHN6CJa068UNSR3I792B7emd2e220cNio8Xgor/EQHmLHZoWd5bU4g6wkR4VoXjgROakonBMRERERETkJ+HyG+Rt28u6in8nZXkJljQesFkLsNuw2C/ERwbSLdxHqCKHS7SEnt4TckirGDkilqMJN5rrFnPHzctLW/kTX7asJdVf7666yO7F6PPh8hhiXg39fcS8FwRFsi0qgpNqL3WYlIz6MFJeTyoIySqtqCbLZCHNaCbJa2V5cTUiQndMzYhnVt7XmhRORk4rCORERERERkRPc+sIy3vp+KzNX5LOrwo3VAq7gIEJsVgrLqnF7DV6fITUmFJsFWu/YRu+1OXzS9Uw+X1FAzzZRXD7vPQas/s5fZ7kzlJzWnclp04UfW3bAYrVSVu2hbVwY0WcPxFteQ21JFV1cTs7r1pI1+WVs2FFOTJgTYwAsxIY5CHHaSIoM5uxOCQxIj1WPORE56fzmcK60tJQvv/ySDh060KlTp8PRJhERERERETlM1heW8fq3m/lh8y4qqj04bRZsNiulVbXsrqjFUVNJr/x19J6/mtN3rKPr1pWElBYDsPa1WawvtDGsayJf9DmT4pBwNrXrxrcJHVgX3Qq7IwgrhuIqD8F2GyktQmkR6mDLrgqcdhv902P9K6Se1THeP6ddaJANA1TVerVYg4ic9A46nLvkkks444wzuOmmm6iqqqJ3795s3rwZYwxTpkxh5MiRR6KdIiIiIiIicpB8PsPMnAK2F1fi9fmwWC1YqQvFfD7DuO/e4465bxDk8wYc53E4yW+fSVRNBeucLaj2+mh7761MnL6asupaXA4bzlov5TVeajxeHDYrZ3WM5/pBaYQE2RtdVEILNIiINO6gw7mvv/6av/zlLwB88MEHGGMoLi7mjTfe4JFHHlE4JyIiIiIicozYvqMU93ffc8GapUQu/ZHOm3O498K7+a5VV4LsVgoi4wjyeSkIj2Fxq04sbdWZXd16kXxmFsbhpKy6FmdlLWEOO2d3SgBg8rzNbC6qwOszhDlstIt3ccmpKVzcK0W930REDsFBh3MlJSVER0cDMGPGDEaOHEloaCjDhw/nrrvuOuwNFBERERERkYOwYQO8+irMn0/ywoXcXl0dsDtz60p+aJ2JBfim3amcfsPr5EfFYbVYcQbZiHM5cXmthBtDXkk1mcmRJEeFAHB2pwQGtotj8bbdFFW4iQlz0DOlBXa7tRkuVETkxHDQ4VxKSgoLFiwgOjqaGTNmMGXKFAB2795NcHDwYW+giIiIiIjI8cbnM/751X5tTrWDKbvPgbByJcyfD506wemn120vKoLHHwfAClS4Ivm5Uw+WJHfi88g0fohNw/JL9ZXOUErtdcGbDwgJsgGG3ZVu8kuriQ5zMKRLQkB77HYrfdrGHOKdERGRfR10OHfbbbdx+eWX43K5aN26NYMGDQLqhrtmZmYe7vaJiIiIiIgcFzweH4u37SYnt4S1+eVU13pxe30E222kx7nI7lq3MMLe1heWMTOngA07yqn2eA9YlrIy+P77ujBu/nz47jsoKanb98c/7gnnevSAa6+Ffv3w9cticq6NnLxSYsKC2Li+iKrdVVg9PmzWunwPCwRZLIQ47DjsVqo9PqpqvXRvFeVfzEFERI6cgw7nbrzxRvr06cO2bds455xzsFrrui+npaXxyCOPHPYGioiIiIiIHOtmrypg8rzNrCsso6SqFoAWoQ56to4iKjSInNwSckuqGDsg1R92rS8sY9K8zeyqcJMUGUyoI4RKt6eubHElV3ePIT09ue4Eu3dDbOwvadpewsKgb9+6QK6ewwGvvALU9ZzLjikjt7Saogo3p6REUe32UFThxu0Bi8WCy2knNSaULkkR/FxcRVqsi7EDUmnVIlRzyImIHAUWY4w5lAPdbjebNm0iPT0du/2gM74TTmlpKZGRkZSUlBAREdHczRERERERkaNk9qoCJk5fTWmVG2Og1muwWaG61ofDbuX0drGkxoSxrrCczORIrh+YDsBLczeQk1tCu3gX9lo3CetySFqxhJYrlxCfs5iSdh1JXvjtnoCsfXuorYX+/fe8MjOhCX8f27uH3s7yGjbuKMdnDG1iwkiPCyPIZiW/tIboMEdAgCgiIoeuqVnRQadqlZWV3HzzzbzxxhsArF27lrS0NG6++WaSk5O59957D73VIiIiIiIixxGPx8fkeZspq64lMcLJ9uIagoOs2KwWnHYrJVUelm4rpk10GEmRwawvLGd7cRUAG3aUc9m012i3bAEJ61Zg89QG1G1du5LtuypIiXXVbVi0CMIPLTTLiA8nbZDLP7fdzrIalm4tZuPOCnZX1uK028hMjtQwVhGRZnDQ4dyECRNYtmwZc+fO5dxzz/VvHzx4MA8++KDCOREREREROaHtvYDD+sIyNu0sJybMgcGCzxisv6y2YLFYCHHYKCuvxrJsCf23rMC2fj0VA+uGnFZ7vLRet5yWq5YCUNEiltzOp5DX+RS2derBwqg23ODZaxjrIQZz9axWCynRoXVvEqF/euyhLUQhIiKH1UGHcx9++CFvv/02/fr1w2LZ84O7S5cubNiw4bA2TkRERERE5Gj6tZVT913Aoai8huKqWiJCg7BZLFgtFsIqy+j282oyt6yg65YVdN62mtDaan8d23c/ii8hkWC7jQXD/8Dqs88nr0tPShJbUb+Mall1LbbKWsIcR24KoYCwTkREms1B/6TfsWMH8fHxDbZXVFQEhHUiIiIiIiLHk19bObWxBRwwhtaFW9lhkkmMjSAkyMofP3mdS374NKDuqlAXG9Mzqeh1Kr1bhEFUCOlxLr5p14d28a6Av0sZY8grqSYzOZLkqJCjfRtEROQoO+hwrnfv3kybNo2bb74ZwP9L5NVXXyUrK+vwtk5EREREROQoOODKqSVVjM5KZdbKAsqLSjhz90ZafrmUliuXkLRyCSFlJVw6+h/8HNKd6DAnOW260GfjUnJad2ZhUkc2tMskokc3oiNDGDsgFesvc7pld00gt6SKdYXlJEUGE+KwUeX2kldSTXSYgyFdEjTMVETkJHDQ4dxjjz3G0KFDWblyJR6Ph2effZaVK1cyf/58vvrqqyPRRhERERERkQZ+bQjqwdQzM6eAXRXugF5s4cFBuJx21hWW88OkqZz/n3+QvGUtVp834Hh3kJPUsh0sraglxGHnx9OGMr372ZRWe7BbLXRrFUlmm+gGiy1kxIczdkCqv7deQWm1FmYQETkJHXQ4d9ppp7F06VIef/xxMjMz+fzzz+nZsycLFiwgMzPzSLRRREREREQkwK8NQT0Y24ur2LCjnORQG4lrltNy5WJarlzCqrPPZ2PW2SRFBrN1lZeUTasAKItNILdLT/I6n0Ju51PYkdaR8t01hG/cRVmNB0sNOO1WureKZHi3JM7qmLDf4HDfVVS1MIOIyMnHYowxzd2IE0FpaSmRkZGUlJQQERHR3M0RERERETlhNRyCaqfS7fEPBx07ILVpAV1lJXzxBUWz5rBr1lekblpJkLvGv3vp+Zcz56b78fh8rN2yg15LvqH61D6YlNYNqiqrrmVXhZvBneOxWa3EhDnomdICu916OC9dRESOI03Nig6659zWrVsPuL9164a/qERERERERA6HpgxB/XxFAWmxrsDeZ14vrFwJtbXQs2fdtuJi+N3viAFifilWFR7l7xG3tVf/um1uL64IF7tGXMi23ZW0M2a/CzgM69pSvd5EROSgHHQ4l5qaesBVWb1e7373iYiIiIiI/Bb1Q1CTIoMb/L3EYrGQFBnM+sJycrcW0Grdcpg/v+713XdQWgpDh8Jnn9Ud0LIlDBmCad2aL1uk801cOyK6dcFi3dPbbe/gbXDneN6Yv0ULOIiIyGF10OHckiVLAt7X1tayZMkS/vnPf/Loo48etoaJiIiIiIjsq8LtodrjJdQR0uj+kCArl/91NMnrl8O+M/iEhUHIPsfNnIkFaFNYxpfzNrNuR8V+gzct4CAiIkfCQYdz3bt3b7Ctd+/etGzZkieffJLf//73h6VhIiIiIiIi+wpz2HH5PMQsXUj6+uW0XLmE4NJipv7zTQCqan14HcFYjIG2baF//z2vrl3B3vhfgZoavGkBBxEROdwOOpzbnw4dOvDDDz8crupERERERET2+OILmD6dVvPnM/HHRdg8tQG7g0t3180XV1LNojsfJGNId6zJLQ/qFE0N3qxWCynRob/5kuTg+XxGwaiInHAOOpwrLS0NeG+MIS8vjwcffJB27dodtoaJiIiIiMhJyOOB5b/MFXfttRAUVLf97bfh1VexADagLCqG9Rnd2JnZk8LMXhRZnWwvLCc6zMGpA07DeohDTBW8HbvWF5b5ezZWe7wE222kx7nI7qohxSJyfDvocC4qKqrBxKvGGFJSUpgyZcpha5iIiIiIiJwEdu2qW6yhfuGGhQuhoqJuX9++0Lt33Z/PPx8cDv8Q1YLQGOavKGTDjnJqPF6cbjT32wlsfWEZk+ZtZleFm6TIYEIdIVS6PeTklpBbUsXYAan63EXkuHXQ4dycOXMC3lutVuLi4sjIyMC+n/kbREREREREMAa83j3zvr30Etx4Y8NykZGQlQU+355t551X9/pFBpAWF64hjicBn88wM6eAXRVu2sW7/J1FwoODcDntrCss5/MVBaTFuvT5i8hx6aDTtIEDBx6JdoiIiIiIyImmoqKuJ9yCBXW94hYsgJdfhosvrtvfqVPdf9u3D1y4oVMnsFp/tXoNQT05bC+uYsOOcpIigxuM4rJYLCRFBrO+sJztxVX6PojIcalJ4dzHH3/c5ArPP//8Q26MiIiIiIgc57ZsgX/8oy6MW7asrqfc3hYs2BPO9e8PO3ZAbOzRb6ccNyrcHqo9XkIdIY3uD3HYKCitpsLtOcotExE5PJoUzl1wwQVNqsxiseDd95eviIiIiIiceNxuWLq0LoRr2xZ+97u67RYLPP/8nnLJyTBgwJ5ecd2779nncCiYk18V5rATbLdR6fYQHhzUYH+V24vTbiPMoWmWROT41KSfXr6953oQEREREZGTT2HhnuGp8+fDjz9CdXXdvvPP3xPOpaTAn/8M3brVhXEpKc3XZjkhJEeFkB7nIie3BJfTHjC01RhDXkk1mcmRJEc13rNORORYp39aEBERERGRQF5vXRiXlFT3vrYW2rTZE8bVi4mpC+CGDNmzzWKBRx89em2VE57VaiG7awK5JVWsK6ybey7EYaPK7SWvpJroMAdDuiRoMQgROW79+iyrjaioqOCzzz7j5Zdf5l//+lfA62C89NJLdOvWjYiICCIiIsjKymL69On+/dXV1YwfP56YmBhcLhcjR46koKAgoI6tW7cyfPhwQkNDiY+P56677sLjCZxrYO7cufTs2ROn00lGRgaTJ09u0JYXXniB1NRUgoOD6du3LwsXLjyoaxEREREROW6VlsKsWfDQQ5CdDdHRgYFbUBD06QNdusAf/wiTJsGaNXXzxX38MYwf33xtl5NCRnw4Ywek0rVlJMWVtWzeWUFxZS2ZyZGMHZBKRnx4czdRROSQWYwx5mAOWLJkCcOGDaOyspKKigqio6PZuXOnPxzbuHFjk+v65JNPsNlstGvXDmMMb7zxBk8++SRLliyhS5cu3HDDDUybNo3JkycTGRnJTTfdhNVqZd68eQB4vV569OhBYmIiTz75JHl5eVx11VX88Y9/5LHHHgNg06ZNdO3aleuvv55rrrmG2bNnc9tttzFt2jSys7MBePvtt7nqqqt4+eWX6du3L8888wxTp05lzZo1xMfHN+laSktLiYyMpKSkhIiIiIO5pSIiIiIiB8XnM2wvrqLC7SHMYSc5KuTQeg09/DC89x4sXw77/rUgIgLy8iD0l9Uva2vrQrrjwGG7P3LM0WcrIseTpmZFBx3ODRo0iPbt2/Pyyy8TGRnJsmXLCAoK4oorruDWW2/l97///W9qeHR0NE8++SQXXXQRcXFxvPXWW1x00UUArF69mk6dOrFgwQL69evH9OnTGTFiBLm5uSQkJADw8ssvc88997Bjxw4cDgf33HMP06ZNIycnx3+Oyy67jOLiYmbMmAFA3759OfXUU3n+l4lrfT4fKSkp3Hzzzdx7771NarfCORERERE5GtYXljEzp4ANO8qp9ngJtttIj3OR3TWh8d5DVVWwaFHdPHGLFsFbb4HNVrdv9Gj4v/+r+3PbtnsWbejfH7p2BfvxNwvOQd8fERGRI6SpWdFB/7ZdunQpr7zyClarFZvNRk1NDWlpaTzxxBOMHj36kMM5r9fL1KlTqaioICsri0WLFlFbW8vgwYP9ZTp27Ejr1q394dyCBQvIzMz0B3MA2dnZ3HDDDaxYsYJTTjmFBQsWBNRRX+a2224DwO12s2jRIiZMmODfb7VaGTx4MAsWLNhve2tqaqipqfG/Ly0tPaTrFhERERHZ1/56B60vLGPSvM3sqnCTFBlMqCOESreHnNwSckuq6ob3mUr45ps9CzcsXlzX663en/+8Z8XU66+vW8ghK2vP/HLHsSbdHwV0IiJyjDnocC4oKAirtW6quvj4eLZu3UqnTp2IjIxk27ZtB92A5cuXk5WVRXV1NS6Xiw8++IDOnTuzdOlSHA4HUVFRAeUTEhLIz88HID8/PyCYq99fv+9AZUpLS6mqqmL37t14vd5Gy6xevXq/7Z44cSIPPfTQQV+viIiIiMiB7K/n1zld4pm1opBdFW7axbuwWCxYvB7St60lOqk1KyrcfL6igLSv/h/Wff8/NSEBBgyo6xEXF7dne1bW0b24I8jnM8zMKQi4PwDhwUG4nHbWFZbX3Z9Yl4ZBiojIMeWgw7lTTjmFH374gXbt2jFw4EDuv/9+du7cyX//+1+6du160A3o0KEDS5cupaSkhHfffZfRo0fz1VdfHXQ9R9uECRO44447/O9LS0tJ0TLxIiIiIvIbHKjn19rCMigq4vTCdaR/9hNJK5eQtPongmqq+PiBF9jVayDrC8vZ2f1U4nv0CByimppat4rqCWx7cRUbdtSt5GnZ51otFgtJkcGsLyxne3EVKdGhzdRKERGRhpocznm9Xmw2G4899hhlZWUAPProo1x11VXccMMNtGvXjtdff/2gG+BwOMjIyACgV69e/PDDDzz77LNceumluN1uiouLA3rPFRQUkJiYCEBiYmKDVVXrV3Pdu8y+K7wWFBQQERFBSEgINpsNm83WaJn6OhrjdDpxOp0Hfb0iIiIiIo05UM+vdut/4own/0xy3uYGx1W7Iggp3U2Iw0ZBaTW7Bp5O/JIlR7n1za/C7aHa4yXUEdLo/vr7U+H2HOWWiYiIHFiTw7nk5GTGjBnD1VdfTe/evYG6Ya31iyocLj6fj5qaGnr16kVQUBCzZ89m5MiRAKxZs4atW7eS9Uv3+6ysLB599FEKCwv9q6rOmjWLiIgIOnfu7C/z2WefBZxj1qxZ/jocDge9evVi9uzZXHDBBf42zJ49m5tuuumwXpuIiIiIyP7kbt+JZe4cLt60nNS1P7Ex62yWD78UgKoWsf5grrBlKoWZPcnr3JPczqewKyUNrFaqqmtx2m2EOY6/RRwOhzCHnWC7jUq3h/DghqvKVrm9J/X9ERGRY1eTfzONHz+eN954gyeffJL+/fszbtw4LrnkEkJDD71L+IQJExg6dCitW7emrKyMt956i7lz5zJz5kwiIyMZN24cd9xxB9HR0URERHDzzTeTlZVFv379ABgyZAidO3fmyiuv5IknniA/P5/77ruP8ePH+3u1XX/99Tz//PPcfffdXH311Xz55Ze88847TJs2zd+OO+64g9GjR9O7d2/69OnDM888Q0VFBWPHjj3kaxMREREROaDqavjgA//CDcnLlnGj1+vf7XUE+8O5kpatefehl3jbkoQzKYGerVsEDN00xpBXUk1mciTJUY33HDvRJUeFkB7nIie3BJfTfsLcn/0tDiIiIicOizHGHMwBc+fOZdKkSbz33nvYbDYuueQSrrnmGvr27XvQJx83bhyzZ88mLy+PyMhIunXrxj333MM555wDQHV1NXfeeSf/+9//qKmpITs7mxdffDFguOmWLVu44YYbmDt3LmFhYYwePZrHH38c+17Lvs+dO5fbb7+dlStX0qpVK/76178yZsyYgLY8//zzPPnkk+Tn59OjRw/+9a9/HdQ1NXV5XBERERE5CdXUwJIlUFkJZ51Vt626GiIiAlZS3R2TyPbOPdjRtRc/d+vDzvSO/n1l1bVs3VVJmMOO2+sjKTKYEIeNKreXvJJqosMcJ/1qpPvO2Xe835/9LQ6S3TXhuLoOEZGTVVOzooMO5+qVl5czZcoUJk+ezPz58+nUqZO/p9vJSOGciIiIiPgVFMCCBf5ecfz4Y11A17MnLFq0p9y4cRAeDv374+vbj5c2uMnJLQmYcw7qen6tKywnMzmSwZ0SmLWyLrCp8dQN1cyIdzGkiwIbCAy0juf703BxEDuVbs9xGzSKiJyMjng4t7dp06Zx1VVXUVxcjHevrvgnE4VzIiIiIse+Aw0RPOThg8YEroR61lkwZ07DcrGxcMYZMHUqWK2NVtXUnl8a6nhgx/v98fkML83d8KtB7fUD04+r6xIROdk0NSs65NlQKysreeedd5g0aRLffvst6enp3HXXXYdanYiIiIjIEXWgIYJA04cPlpTA99/v6RW3di1s3LgncEtMrAvrunSB/v33vDIyAkO8RmTEhzN2QKq/LQWl1TjtNjKTIwN6flmtFlKiD33u5xPd8X5/thdXsWFHOUmRwQHBHIDFYiEpMpj1heVsL646rq9TRETqHHQ4N3/+fF5//XWmTp2Kx+Phoosu4m9/+xtnnHHGkWifiIiIiMhv1nCIYAiVbg85uSWsyi8FwOszDfblllTV9VZb9h28915dGJeTU9dbbm9r1kCnTnV//vvf4cUXISrqkNqaER9O2iDXcd3zS36bCreHao+XUEfji1eEOGwUlFZT4fYc5ZaJiMiR0ORw7oknnmDSpEmsXbuW3r178+STTzJq1CjCwzXPgYiIiIgcu3w+w8ycAnZVuAOGCIYHBxHmsDFzRQFYILtzAkG1bhJXLCNp5WJ+GnoJORVuPl9RQPrcuVheeWVPpWlpe3rEZWVBu3Z79qWk/OY2H+89v+S3CXPYCbbbqHR7CA8OarC/yl03l16Y45AHQomIyDGkyT/Nn3zySa644gqmTp1K165dj2SbREREREQOmwMOEczNZcDSr+myeQX9XlpD0sZV2Lx1vZF2tu1AUbf+rC8sp/CMwSS43fj6ZZHXuQdlLWLVo02OmOSoENLjXOTkluBy2hvMOZdXUk1mciTJUY33rBMRkeNLk8O53NxcgoIa/quNiIiIiMixrH6IYJgtCFtNNV5nMAAdvvyEYY//qWH56DhyO5+COzTMP3xwd/delJ3Su24uuJ9KqfbsPvC8dCK/gdVqIbtrArklVawtKCc82I7NasHrM5RVe4hxORjSJUHBsIjICaLJ4ZyCORERERH5LY76CppFRfDdd7Sc/RV3zJxD6w0rmDfuTpZecCUAhRmd8VmtbEhKZ0WbLnj7ZVHcvRelia38CzdUVdfitNvYUVbDjJz8Rues889Lp4BODqOM+HDO6hjP5HmbWZFbQq3XR5DNSmpMGBf3bqXvm4jICUSTFIiIiIjIEXeglVIPa8iQnw9/+Uvdwg2rVwMQ8csLIG7dCn/R3SlpPP/eQj7dWO6fc85av+Iqe4YPdm0ZwbJtxY3OWedy2llXWM7nKwpIi3WpJ5McNusLy/hydSFhThv90qKxWa14fT7Kqj18ubqQNjGhCuhERE4QCudERERE5Ig60Eqph9zrrLwcfvihLoRLSIBrrqnb7nLBG2+A11v3vkMH6N+fwq49ecveirVRySRW1xLisFHl9pJXDu0T6869fkcFSZHBe/aVVBMd5qB7ShTvL97e+Jx1FgtJkcGsLyxne3GVFnGQw2LvRUzaJ4Q3mHNOgbCIyIlF4ZyIiIiI/KpDHZJ6oJVSm9zrzBjYsqUuiKt//fTTngCub9/AcO7pp6FtW+jXD2JjAYgHRuzVe6+gtBqn3UZmciRDuiQA7Hefx2eo9ngJdTQ++X79vHQVbk/Tb6jIARxwERMFwiIiJ5wmhXOlpaVNrjAiIuLXC4mIiIjIceO3DEk9pJChpqYujGvffk/hAQMgNzew8tatISsLBg4M3H7zzY22JSM+nLRBrv2GjPvbt21XJcF2G5VuD+HBDedhrnJ7cdpthDn0795yeNQvYqJAWETk5NCk/4OIiopq8D9T++Ot/xdMERERETnu/dYhqU0JGSq3bcfy0UpYtbSuV9yPP0JEBBQU1C3MYLHUBXAbNkD//nWvrCxo1eqgr8dqtey3p9H+9iVHhZAe5yIntwSX095giGFeSTWZyZEkRzV+jSIHK8xhVyAsInISadJP8zlz5vj/vHnzZu69917GjBlDVlYWAAsWLOCNN95g4sSJR6aVIiIiInLUHY4hqQcKGU7938t0nj6V6PyfGxxnjMFSUACJiXUb3nzTv4Lq0Wa1WsjumkBuSRXrCssbnZduSJcEzf0lh40CYRGRk0uTwrmBew0VePjhh/nnP//JqFGj/NvOP/98MjMz+fe//83o0aMPfytFRERETmKHOt/bb3U45r1KtrgZtHkJ1u8X0HXLCqb99V+4w+p62jnLy4jO/xljsbArtR1r0zJZm57J9k49iMzsTLY1jIw9JzyCV/rrMuLDGTsgdb/z0mnVTDmcFAiLiJxcDrof9IIFC3j55ZcbbO/duzfX1E/EKyIiIiKHRVPne/N4fCzetpuiCjcxYQ56prTAbrf+pnMf0rxX27fDF1/4F26wrljB+cb4d0f+tIi8vmdQ5fbyWa9sFqZ1Z3N6JuUhrl+GzdrxuD3k5JWSW1p9aCu5HiG/NmedyOGkQFhE5ORx0OFcSkoK//nPf3jiiScCtr/66qukpKQctoaJiIiIHG8Odw+3ps73NntVAZPnbWZzUQW1Xh9BNiupMWGMGZDK2Z0SDvn8vzbvVW1ZBR3XLSO8ZwtI/GVRsE8+gRtuCCyYnk7pKb1ZnNyJDXGpFO6swGm3kX5qd4oqOlFeUn3oK7keZQeas07kcFMgLCJycjjocO7pp59m5MiRTJ8+nb59+wKwcOFC1q1bx3vvvXfYGygiIiJyPPgtK5o2pqnzvW3eWcnjM1ZTVl1LTJjDP/RtbWEZE6evxhhDh8SIX/2L/d7BYkiQDQtQXuMh1uVk664K2ifYcRUV0nLlYlquWELSyiXEr1+BzevFF/8idPolkDvttLoFGwYM2LNwQ0ICEcAZPkP6XiGDMYZnvlj3m4bNipzoFAiLiJz4DjqcGzZsGGvXruWll15i9erVAJx33nlcf/316jknIiIiJ6XfuqJpY5oy39va/FLmrC6grLqW1i1CsFrrhrGGB1sJc9jYuLOSv01bxSmtInH7zH4Dw72DxZ3lNewsdwOGWJcTh91K6OoVXHXbBGJ35Tdopyc+Abunds+Grl1h3rxGr2nfkGF1funBD5uV36S55i8UERGR/TuktbdTUlJ47LHHDndbRERERI47h2NF08Y0Zb63/LJqtu2uIibM4Q/mjDG4PT4q3F7cHi8FJbXUJkWQFudqNDCsDxZr8gvptHkFEUt+pP2G5SxL68bU88bRISGc8pYpRO8uwGex8nPrdmzt0IOqU/vQ7oIhpPbqcsiLNfzasNkqtxen3UaY45D+l1X2cbh7d4qIiMjhcUj/p/PNN9/wyiuvsHHjRqZOnUpycjL//e9/adu2LaeddtrhbqOIiIjIMetwrGi6L5/PUFpVS02tj4LSKpIiQxrUXeX2YnwWPD5DiMPm37arooaqWi8VNV68Ph8AZTUebFZLQGD4xbKfabvpW9wffM5NP/1IUu7mgPqDLT7+X62P/NIaerVP5sn7XsPavSvD+7enjTPosPS4So4KIT3ORU5uCS6nPeAajTHklVSTmRxJclTjAeWJ7nD2cjsSvTtFRETk8DjocO69997jyiuv5PLLL2fx4sXU1NQAUFJSwmOPPcZnn3122BspIiIi8lsc7EqmBxOKHNKKpgdQ37tpfWEZ23ZVsirPQ5uYUDLiw4kOcwB7gqv0+DByS6qocnuxWw35pdXUen3YLBbAYLVY8BrYmV9E5PYc4msrWHfGuXVDYouq8U2YQOddRf5zb41vzdr0TNZndGNNeiauYDu7KtyU13ixnNqH4spawp1Bh23+K6vVQnbXBHJLqlhXWBdw1s+Zl1dSTXSYgyFdEk7KYZeHs5fbkerdKSIiIofHQYdzjzzyCC+//DJXXXUVU6ZM8W8fMGAAjzzyyGFtnIiIiMhvNXtVAZPmbWLDjnLcHh8Ou5X0OBdjB7RtdCXTgw1FDufQzH17N/VObcHirbvZuLOCXRVuerZpQUiQzR9cXZnVmm27qlhTUEqQ1UKt10eI3ULcrnwy1i+nx7ZV9MpdRYeCTdiMj/KYeNadnv1LYOhjy0VXsj6/hMpefVmZ2pm5O7y0CHNg/SW8CTL/n737jo/rLPO//zllmqaoN8uy5d5LbCfGDiRATBwSWEp2aVk2BBYIJFlCWNpSsll210CATahhl4cE9rcQyC49BYJJAkmcZseOi2RbbpJl9TZ95pT7+WOksWXJRbZsyfL1fr0E0pyjmXsmOpb01XVflyKRsck6LkUFnnPS/212RZibLq/Lv+bt0TQ+02BJTSFXL7o4t1uOdZXbuajuFEIIIcTYGXU4t3v3bq644ophtxcWFtLX1zcWaxJCCCGEGBMb69u567e76ElkMDQNTVMkM4qtzX3c9dtdAEMCujMJRcZqa+ZI1U1hv4dL60pobI9zqCfJlkO9LKyODAmublo9lbse20Nbf5oCr8HdP/48l+9+Ydj9txdX0rFwBWYmTQwTn2nQ85nP84cXmikq8KAUmD3dWI7CZ+aeg+W4GLqO19DPaf+32RVhZr42JIMKODdVbmNd3SmEEEKIsTXqn66qqqpobGykrq5uyO1PP/00M2fOHKt1CSGEEEKcFdt2+e4TjXTG0vgMDZ/XwNA0HKXIZG06Y2m++2QjV84pxzT1Mw5Fxmpr5omqm0qCPi6d4WVqSQE9iQzvnelnefMr6Hdvgmef5fXbttH66+f5xrNHyNoO+4qmcJlu0lA9i511iziy4BJ2z1zMPl8Rq2eUUurz0toRZ0lNIStqi3nxQC87jvQzuzxIcYGXzlga78D22XjapiLiJ+QzaOxMnNP+b8dPcr1YnYsqNxm8IYQQQkxso/4O/MEPfpCPfexj/PCHP0TTNI4cOcKmTZv4x3/8R77whS+cizUKIYQQQoza5qYe9nbEMXWNAp8nP1DU1DQMnwcnbdHYHmdzUw+rZ5adVSgyFlszT1bdNP3lTaz/wy+o2LGF8o6WYcffkDzMi3MqyDouO6pv5Qu3fRqjIMi25j5iaQtD18BVZCyHvR3xfGBomno+WGzsTFBd6COatmiPZgBFyG9SFfHR2Jm4qPu/nU/nospNBm8IIYQQE9uow7nPfOYzuK7LVVddRTKZ5IorrsDn8/GP//iP3HbbbedijUIIIYQQo7anPddjLuw3OC5rQ9PA79GJpR32tMdZPbPsrEORs92aGfSaFGWSVD+3mVmNr7DzDW8jWl0LQEnTPhb96bcAKE1DW7wY1q7Nv5XNmMmcp/az40g/VTOnomkaPYkMpq4Rz9gksg5eXWPnkX7WzCrjPaun5QPD44PF0qAXpUBDURr0AdpF3f/tfDsXVW4yeEMIIYSY2EYdzmmaxuc+9zk++clP0tjYSDweZ+HChYRCoXOxPiGEEEKIM+L35EI5pUYOHFylDYR0BjA2ociotmYqBY2N8Oyz8OyzTH32Wf5t5040pQCIVkxh50A4d3DFWn73tg+iXrWG6z74NrTioqGPC0PCl4BHZ3d7jHjaJuQzKQ36qC0JYLuKtOUMW8rxwWLAY6ABScu5qPu/jYdzVeUmgzeEEEKIiWvU4dz73/9+7r33XsLhMAsXLszfnkgkuO222/jhD384pgsUQgghhDgTq+qKCfk8xDM2HkMbEi65riKZdQj7PayqKwZyocjM8iAvHuyhpiiAzzQI+3PhyJhs/UsmIZOB4tzj8dhjcO21+cODq+uqnkbjrCW0llZjuy6prMMeXwUl772Nmy6vQy8eOUQZDF8e29HGI9tb6UlkKQp4KAn5mFUeoiToRSl10t550vNt/J3LKjcZvCGEEEJMTJpSA3+ePU2GYdDa2kpFRcWQ27u6uqiqqsK2L84pT9FolMLCQvr7+4lEIuO9HCGEEGJUXFdNul/YXVfxjz/fyu93tQO5bakeXcNyFalsrnrsmkWV3P03y9F1jcaOGD95rokndneQshyCPpPykI8pRX5SlktJ0DvitNYTOnw4XxXHs8/Cyy/Dpz8N//qvuePd3TB1KqxadXSL6po1NBLIVzdl7Fy13uyK0GlXNx3qTvDvD9cT8BoUF3jzAeOgWNqiL2nx8TfMlTBuAmvsiJ3V14EQQgghxt/pZkWnXTkXjUZRSqGUIhaL4ff788ccx+GRRx4ZFtgJIYQQYuI7NgRI2w5+02BWeYj1iy/sEEDXNT76+tl0J7PsaImSthxSivxW1sU1ET7yutn5YO7+Zw7Sk8hyybQiWvpStPWn2dsRo7knyZpZpVw5txyfaeC66sTBZX8/fPjDuTCuuXn48YaGo++XlkI0Cp6hW2hnw1lVN6UsB8PQmFpckBsEcZwzGSggzj+pchNCCCEuHqcdzhUVFaFpGpqmMXfu3GHHNU3jrrvuGtPFCSGEEOLcOjaUqi70U+ANkMza7DjSz5H+1OgqxSag2RVhvvCmhTz6SisvHuwlnrUIeT1cNqOYa5ZUM7sijOsqfr+jnZ5EljkVIXqTWXQ0DF3HNDT6Ulme2tNJeyxNecjPrPIQb6w2mdm4PRfChULwuc/lHjAcht//Hvr6wDBg2bIhgxuYNm3oAj3De9vB2W0xPRcDBcT4kK3GQgghxMXhtH8qe+KJJ1BK8frXv57/+7//o6SkJH/M6/Uyffp0pkyZck4WKYQQQoixd3woNbj1Mez3EPKZJ+xNdqGZXRHmltefuAKppS/Fvs5cb6/eZJatzX2ksg5eUyOWBl3TqGzZz4pX9nJ5xx6m795GZVvT0Qeoqzsazuk6fPe7UFUFl16aC+7Os3M1UEAIIYQQQpwbpx3OXXnllQAcOHCAadOmDflBTwghhBAXnmNDqeO/r2uaRnWhn8aOOC19qQu+eudkFUiJrE3adgh4/DS0xiAa49JoC38pnontKkI+k7t//TUWtDYO+bzeaTMpuupKtMsvB9fNBXMA7373uX46J3UuBwoIIYQQQoixN+r9DH/6058IhUL8zd/8zZDbH3roIZLJJDfeeOOYLU4IIYQQ585gKFXgHbmC6qLoTaYUkdbDrH3u98zcs4237dzCjCP7cXWdK/7pV/j8Plzg+VkryIbC7Jq+CLVmDS3zltFqBifsUIXBya2DvQTbo2l8psGSmkIZKCCEEEIIMcGMOpzbsGED3//+94fdXlFRwYc+9CEJ54QQQogLxGToTXZWU2a/9jX4+teZ0tbG3x53qDtSTkVfOx1V08jYLj9404epivjoT1lcNqOUogIPma7EhA4uZaCAEEIIIcSFYdQ/bTc1NTFjxoxht0+fPp2mpqYRPkMIIYQQE9FE60022qDttKbMtrXBpk25wQ3PPgs//jHMmpU7puu54x4P6SXL2FQ5jz8WzaJp3lL6Sypo7k3hZh18HoOSAi+2qzB0Ha+hXxDBJchAgVM5q3BXCCGEEGKMjPonyoqKCl555RXq6uqG3L5t2zZKS0vHal1CCCGEOMfGuzfZscFIVyzD1qY+9nclSFk2rgvVhQHWLaxg7ayyYWs40ZTZlu272fXg/VT07iOy5UXYv3/ogz777NFw7h3vgMsug5Ur8QcC1LTFaPrdLvZ1xglkbAxdQ9OgMuzD79HpSWSpiPgJ+QwaOxOTaqjCxRhSnVa4K4QQQghxHow6nHv3u9/NP/zDPxAOh7niiisAeOqpp/jYxz7Gu971rjFfoBBCCCHOnfPVm8y2XbY099KdyFIa9BLxedjY0MG+zjhd8QzNPUk8ps60kgDxtENnPMPWw308taeD182v4D2rp+XXMjhlNtXRzbruRqJTptFXU0fY72FZ70H+6r/+/egDaxosXgxr1+berrrq6LGpU3NvA+ZWhfnCmxfwnSf20R3PMNtrcLg3RTRtE01bhPwmVREfjZ2JSTVU4UIJqcYyQDxRuLvjSD9H+lPcdHndhHruQgghhJjcNKWUGs0nZLNZ3vve9/LQQw9hmrlsz3Vd/u7v/o777rsPr9d72ve1YcMGfvGLX9DQ0EAgEGDt2rV85StfYd68eflz0uk0n/jEJ3jwwQfJZDKsX7+e7373u1RWVubPaWpq4iMf+QhPPPEEoVCIG2+8kQ0bNuTXB/Dkk09yxx13sHPnTmpra/n85z/P+973viHr+c53vsPdd99NW1sby5Yt41vf+haXXXbZaT2XaDRKYWEh/f39RCKR034NhBBCiIngXFZObaxv54FnDnKwO0HKckApNE1jWkkBS6cWUd8apa0/haMgkXEI+Q1Kgj5MHbpiGbymwarpxXx4is303a8Qf+LPxP70Z6pa9qMpxab33sZz770VgILeLtZ9+ZPsnbWUFe+6lop1V0Bh4ajWe2xY1RXP0BXPoqEoDfkoC/mYXRGaNEMVhodUJsmsna+cnCgh1VgGiK6r+N6T+9hxpJ85FaFh27n3dsRZUlPIzVfOmhThqxBCCCHGz+lmRaOunPN6vfzsZz/jS1/6Etu2bSMQCLBkyRKmT58+6kU+9dRT3HLLLVx66aXYts0//dM/cfXVV7Nr1y6CwSAAH//4x3n44Yd56KGHKCws5NZbb+Xtb387zzzzDACO43DddddRVVXFs88+S2trK3/3d3+Hx+Ph3/8995fzAwcOcN1113HzzTfzP//zP2zcuJG///u/p7q6mvXr1wPws5/9jDvuuIP77ruP1atXc88997B+/Xp2795NRUXFqJ+bEEIIcSE5tjfZWAZ1G+vb2fBoA72JLIaW+76dyLrYriKWtvCYOn0pi8ICD93xLBnbIeDqeHXQdJ2ioJdI22E+e+dbCMf7AQgNvAH0TplONnC0p1qyuIxfbPj/ONiVoO7yOVQUjv4PZscPUgh4DDQgaTmTasvnYAViTyI7JKQK+z2EfCZ7O+L8YWc7M8tC4/p8x7rKraUvxb7O3DbuY4M5AE3TqC7009gRp6UvJf36hBBCCHFejLpy7lzq7OykoqKCp556iiuuuIL+/n7Ky8v5yU9+wl//9V8D0NDQwIIFC9i0aROvetWrePTRR3nTm97EkSNH8tV09913H5/+9Kfp7OzE6/Xy6U9/mocffpgdO3bkH+td73oXfX19PPbYYwCsXr2aSy+9lG9/+9tArhqwtraW2267jc985jOnXLtUzgkhhJgMxqJCaTDc609lues3u9jfFUcDHAWGrpHI2CilsByF19QpC3mZk+mlYudWljbvYmnTLo5Mm8P/d+M/4SpFNJ7i11/4KwzHxl25isylq3nIV0vv0pUYVVXDHj+WtuhLWnz8DXMlXDmJ5p4k//H4HooKPCNO650Ir+O5qHJraIvyzY17mVkWwhjhc2zX5WBXgtuumsP8KvmZTgghhBBnbkwr5+644w6+9KUvEQwGueOOO0567je+8Y3RrfQY/f25v4iXlJQAsHnzZizLYt26dflz5s+fz7Rp0/Lh3KZNm1iyZMmQba7r16/nIx/5CDt37uSSSy5h06ZNQ+5j8Jzbb78dyG3V3bx5M5/97Gfzx3VdZ926dWzatGnEtWYyGTKZTP7jaDR6xs9bCCGEOB9OVRF3qgqlG9fUEfAaJ62oOzbca+lPsfNIP2hg6john4ntuigFpgZ/+/LvuOTQTlYeqacq2jXkfkqycQAsx0UzPfznV39KY6SCj65fyNyKMOkn97HvSD9zBrbIDhqPKbMXqkTWJm07FHhHfp0CXoP2aJpE1j7PKzvqXFS5Bb0mftMgmbVHDCUvlEm8QgghhJg8TuunjpdffhnLsvLvn8jxPzSNhuu63H777Vx++eUsXrwYgLa2NrxeL0VFRUPOrayspK2tLX/OscHc4PHBYyc7JxqNkkql6O3txXGcEc9paGgYcb0bNmzgrrvuOrMnK4QQQpxnp6qIO9UWx5eb+/jS73ZRFvKScdwRK+qOD/eSWRtXQTjWy6rWPUxP9/LLy96EpoHSNN6x5THmdh4EwNZ19lbO5JVpi9hWu5CuxZeglCKetqmI+OmtnImZyoWC4z1l9lgX8pTTCyGkiqUtepJZvKaOUhD2m0N+3jyTALGmKMCs8hA7jvQT8pkS7gohhBBi3J3WT1tPPPHEiO+PpVtuuYUdO3bw9NNPn5P7H2uf/exnh1QRRqNRamtrx3FFQgghxMgGQ7PueJaI3yTi9+C6iu0tR3t2+UzjhBVKvcksHdE0sbRNVWEpNcWhYT2/ZpaF+P2OdnpjaV6VbmfK5q0Uvfwin96+mRk9LQCkTS8Pr7wGj66RdRUPrngjoXScxllLODRrEUdsk7TlUlxgUhH2E09kCXgNZpYV0BbNDAlMzteU2VO9rhfClNMTmeghVWNHjF+9fIR9HXEOdsXxe0xKCrzMqghSEvQBZxYgTqRwVwghhBACzmAgxLlw66238rvf/Y4///nPTJ06NX97VVUV2WyWvr6+IdVz7e3tVA30mKmqquKFF14Ycn/t7e35Y4P/P3jbsedEIhECgQCGYWAYxojnVI3QywbA5/Ph8/nO7AkLIYQQ58lgRVxTTxLbdjnYncB2XUxdpzjgIZG1+cPOdl47v3zELY5KKfZ1JLAdlwKvgdc0MHQtX1HX1NTBH3a0cd2yKezrjHPLf32BRU//ftg6Gstq2Tp1Af5MikxBGDtt86NLrsPn0akpCjCzPES8NYbtZMnailjGpjzsY0qhn+6ENWJgcvzghvNZuXaiLcDbW/rZ0x7jumXVLKiKTOhKuokcUh0NlDNUhH30JS18pkZHLE0sY7G8tojiAu8ZB4gTIdwVQgghhBh0WuHc29/+9tO+w1/84henfa5Sittuu41f/vKXPPnkk8yYMWPI8ZUrV+LxeNi4cSPXX389ALt376apqYk1a9YAsGbNGv7t3/6Njo6O/FTVxx9/nEgkwsKFC/PnPPLII0Pu+/HHH8/fh9frZeXKlWzcuJG3vvWtQG6b7caNG7n11ltP+/kIIYQQE01LX4qXm3vpjKWxHUXIb+IxTCzHpTOewdA1tjT1sqqueMQtjrG0TU8yi89j4LqKiq4jzH1+O9W7XmbKrpcpO7Cbf/3m7zhQU0jadmiePp9ZLzxFw7QF7Jy+iJenLuCJ4ln0+kOYGkT8HlCgAI+p4zcNdE2jwGPwjlW1lIa9NLRGae1PY2gaoJ00MDl2yuz5cqItwJbj0p/McqgnSUNblIXVEWZXhCd0Jd1EDKmOfX3nVoYpD/vZ2txHImMT9JnE0xa7WqOUh/yUhs48QBzPcFcIIYQQ4linFc4VFhbm31dK8ctf/pLCwkJWrVoF5AY39PX1jSrEg9xW1p/85Cf8+te/JhwO53vEFRYWEggEKCws5AMf+AB33HEHJSUlRCIRbrvtNtasWcOrXvUqAK6++moWLlzIe9/7Xr761a/S1tbG5z//eW655ZZ8ZdvNN9/Mt7/9bT71qU/x/ve/nz/96U/8/Oc/5+GHH86v5Y477uDGG29k1apVXHbZZdxzzz0kEgluuummUT0nIYQQYiKJpS2aupM4rktpyJcPknymgTeo0x3P0NyTJOgxR9zimHVcFu1+ibc8/SuWNO2iONo97DGq9u6AdSvJ2i7fXXwN31j6ZgqCfjyGhuUotJ4EWtLCdiGecfAYGsUFHqoifmpLg1y3pJoF1UerzCZ6H7eRhhT0JDJsbe4jlXUoKvDguArT0IZs/T1Z0DWez3mihVTHv74lQS/La4to7IjTm8ziKOiIZlg5vZh3rKo9qwBxPMJdIYQQQojjnVY4d//99+ff//SnP8073vEO7rvvPgzDAMBxHD760Y+edCzsSL73ve8B8NrXvnbY473vfe8D4D/+4z/QdZ3rr7+eTCbD+vXr+e53v5s/1zAMfve73/GRj3yENWvWEAwGufHGG/mXf/mX/DkzZszg4Ycf5uMf/zj33nsvU6dO5Qc/+AHr16/Pn/POd76Tzs5OvvjFL9LW1sby5ct57LHHhg2JEEIIIS4k8YxNynKGNdKH3CAnn8cglrZJWDbXVkDR7/9MxfYtHLj6r+hfsISs7RLo6+WKHX8BwDE9dMxeyJGFl9C68BL2zlpMc6CEq0sLyFgu7a7JtEI/uq4D4DM1ZpQFcTvjeAydaSUFGIZGVdjP3KrIkOos11U09yTzAdHcivCECuUGHT/ldHDrbyrrUBL0osj16fOaBnMKA+ztiPOHne3MLAuN+HwmQu+6iRRSjTRFtiTo5dK6YmJpm5Rl0x5N89ZLaiZsRaIQQgghxGhoSik1mk8oLy/n6aefZt68eUNu3717N2vXrqW7e/hf1C8G0WiUwsJC+vv7Rx1SCiGEEGNhpOqrhvYotz+4FcdRlIa8+YBOd2ymtuxjav1WFh/ayWu69uJtOpS/r4ffdSuPvOl9eA0dq6WVV296BNaupWPuYhyfH8iFUns74iypKeRNS6v5l9/t4nBv8pjtszqW4xJP2xi6Rm1xAR+6ciaRgGdYddZECKhOV3NPkv94fA9FBR7Cfg/RlMWm/d34PTo+0yBjO6QtlzUzS4kEPMTSFn1Ji4+/Ye6wAGx47zqTZNbO93w7VcXdZHT863u8k72eY22iV3EKIYQQYmI73axo1AMhbNumoaFhWDjX0NCA67qjX6kQQgghhjk2FCjwGCggZTknDAhOFG4trS1kWkkBPS3taEdSZCqr8Rg6Uw/u5u67Pzj0QTUNlixBrVnDpde8kVmvmkPQa5KyZvGjmbW5AEkZBFx32NCApOXgNXVWTCvmYFeSnmSWRMbG0HUqIn7qSgvoT1lEAh7mV0WGrX2k4QoTdUvo8VNOs46L7bp4DBOlFPG0TUXET9if+zEr4DVoj6ZJZO1h6x6pd93gsI1TVdxNVhNliuyFFBiLsWXbLluae+lOZCkNellRW4xp6uO9LCGEEJPYqMO5m266iQ984APs27ePyy67DIDnn3+eL3/5y9KfTQghhBgDx4YCXfEMXfEMoFEW8lIW8g0LCIaFWx4/gQONhDe+iP/ADv599zYqmvfxp1e/ma9e/4/EMzbJypn0Rkppnjqb9KWrWfXu69DXvAoiETSgYuBt0KmGBjT3JPGbBn6PwaqB7YdZx8Vr6IT9JvGMTdpyCXqH/uhxtgHVeAQox085DflMdE0jkbFz24C9uf59g88llXXwmcaw5z5S77pBmqZRXeinsSNOS19qwmw5PR8mwhTZsw2MxYVrY307DzxzkIPdCSzHxWPo1JUGed/ldVy1QNrdCCGEODdGHc597Wtfo6qqiq9//eu0trYCUF1dzSc/+Uk+8YlPjPkChRBCiAvd6VR2DZ5T3xbl4W2tZGyXAq9OdyJDMmOj0NA0KAt5hwQEM8tC+XBrXomPN3/pNqbseplAtG/YOspjPSypiWDoGo6r+Oy3HqU07Oemy+vQTxE0nGpowLHVTnMqQkQCR7cjnqza6WwCqvEMUI6dctrYEQOgL2kxvbSA2RVhSoLeUz73kXqrHetEFXcXg/GcIisVjRevjfXtbHi0gVjaojTozYfCezpibHi0AUACOiGEEOfEqMM5Xdf51Kc+xac+9Smi0SiA9FgTQghx0TndrZTHV3b5DJ3ysI9VM0pYUJWbULq/K54PeXa2RomnbaaVBGjrd8lYLhWRXI+3nkSWtmiG1wZS6BufI/n/GkgU+dh39UepLvSjPB6KDx8gEO3D9vpom7uEQ/OW0TBjMYuvv5qXkl6czjjJrI3PNFhaWzyqoONkQwPOtNrpTAOqiRCgHBtY1rdGeXh7KxkrN43WHmHr7/HrCHpN/KZBMmuP2FvtRBV3F4vxmiIrFY0XJ9t2eeCZg8TSFtOKA/mhNmG/TtBr0NSb4kfPHuTKOeWyxVUIIcSYO6Of9mzb5sknn2Tfvn285z3vAeDIkSNEIhFCodCYLlAIIcTFayI2Y3ddxbP7uvjjrg5a+1PoOgQ85ohbKfe0xfjOE410JzJMKQxQ6Pewpz3G8wd6eGxnG3Mrw0wrKaAjlsFxFSGfgQYUFXho7U/Tn7KoKvQzo3kPC/ZuZfa+7czbv53yvs78YzgFBWSv/AAFA1VZT3z0C2RCETpnzcf1eLFdl4NdCS6vm8pHKsLn9PU8k2qnMwmoXFfx0qEetjT1UhIc/jnnM0AZDCxrSwqYWR4c1XM/WW8113XZ1xnPTbpVCtdV4/61Px7GY4qsVDRenLY093KwO0Fp0JsP5gbpuk5p0MuBrgRbmnu5bEbpOK1SCCHEZDXqcO7QoUNcc801NDU1kclkeMMb3kA4HOYrX/kKmUyG++6771ysUwghxBm4kJtaT8Rm7I0dMX7yfBNPNHSQtBxCXoNwwENp0MsLB7tp6Uvy/lfPYHZFmD3tUb70u3r2dcYJeHVa+lIkMw4+j0552Es87dCTyHKoK0HadrlybjkKCEV7uaT7AM/NXkVXPEssbfOuX32fS3Y9l1+Hoxt0zppPw4zFVKx/HQFDz4dbTatePWTNx4Zb5yPoGG2102ib/w9+XWxp6mHnkSiFAQ+He9PMrgjlt5LC+AQoo33uJ6o2bO1LsaMliuUolIJ7/7h33L/2LyZS0Xhx6k5ksRyXgNcY8XjAa9CTyNKdyJ7nlQkhhLgYjPqnio997GOsWrWKbdu2UVp69K9Gb3vb2/jgBz94ks8UQghxPl0ITa1PFB5OxGbsjR0xfvj0QV462INSirKQl+64RUcszn5NozTopbU/TcBj8M5Lp/GdJ/exrzNOUYGHoNfkcG+SeMbGVQZFAQ/hgEk0nmFax0EWHtjJpb9uYPGhnZQeOQTATf/6S1rMApJZhy3zL8U1dOrrFvHKtEUUXbEWO1BAX9Li9nVzqNvWOu6TLY81mhBwNNthj/26KA36KAx4MHSNzliaeMZmeW1RPqAbrwBltAHo8dWGjR1xmnuSeEydS6YVMqWoYNy/9i82E2VarDi/SoNePIZOKusQ9g//I1Yq6+AxchV0QgghxFgb9U+sf/nLX3j22Wfxeod+Y6qrq6OlpWXMFiaEEGJkp1MNdyE0tT5ReHjj2jp2t8UmVDP2wf5mLX1JNA38XoPO2NEqi6yjSFkOWdvl0R1tHOlPE01ZFHgNgj4Ty3bJOoqQzyTruPQkLd635Xe88zf/STidGPZ4ByunUx7voaAwTF/S4pdX/g2/f8O76ElkqYj4qSwM09yZYElNIVOLC87pZMvzsbX4dLbDHt9jDuBwr4+OWJriAg+9SYt9nXGKC4oBLqgAZbDi7nBvkh8+fRBNg6U1hcf0vJJBBOfTRJgWK86/FbXF1JUG2dMRI+g1hmxtdV2X7kSWeZVhVtQWj+MqhRBCTFajDudc18VxnGG3Hz58mHBY/pIrhBDn0ulUw10ITa1PFh7+68O7qC70s6A6MmGasQ82iC8p8NLSmyJlOblgzmOgaeC4Dv0pC4+hkbZc/rK3k+nFASq6Wrj0ld3M27+dWY2v8PW33s622gWksg493iDhdIKU18+euoVsn7YI51Wv4vC8ZTzXq0hlbfwoTB16ExliaYOQ36Qq4qOxMzEkIDhXky3P59biU20JHalJ/6yKILGMRW/SwmvqdMUztPaniGecCy5A0XUNTdOIpi1mlYeG9bySQQTn13hOixXjwzR13nd5HRsebaCpNzXke1N3IkvE7+HGtXUXTGsIIYQQF5ZRh3NXX30199xzD//5n/8J5H5YjMfj3HnnnVx77bVjvkAhhBA5p1sNN9GbWp8oPAz5NExd41BPkv6UxfKphSN+/nj0EktkbVKWQ8Cjk7YcYmk7H8xZjksya2M7UJvo5urtT7KsuZ4VLfWUxnuH3M/igzvYMW0hWdfhyZkr6f3c/TRNmcXhuEXAY7BmVhmRgIfloSyNHTEOdScpDvoo8BgwsHUWtBEDgrGebDkeW4tPtiV0pCb9JUEfy2uL2NeRoCuRIZqy6ElYrJw+uim0E4UMIphYxmtarBg/g3/kGvwjWE8ii8fQmVcZ5sa1E6clhBBCiMln1OHc1772Na655hoWLlxIOp3mPe95D3v37qWsrIyf/vSn52KNQghx0RtNNVxnPEPKcgj7TTKWg9fUh1SgjXdT65HCw1TWoSeRIZFxyNguWcvlj/WdvGpW6ZAm/4Pnnu9eYl2xDIe6E2QGgrlExqYk2s3q1gYOhirYWjET09Co6O/kH//4/+U/zzJMGqbMoWHGYrbULOC5moVkbQfbVThFJZgzZjNDuTTt6cIFQGG7Lh5DozDg4dIZJVy3pJr5VWEUkLKckwYEYzXw4fgtpBNha/GJmvSXBH0U1+X6/fUkMnz4ypmsml5yQQYoMohg4hmPabFifF21oJIr55RfsMOUhBBCXJhG/dNdbW0t27Zt42c/+xnbtm0jHo/zgQ98gBtuuIFAYOL3dRFCjK8LeXroeDrdarjfvnKE5w/0kMzYNFsOXtMg4NEpCfryE+jGu6n18RPxUlmHw71JkpaDUqBcFwU09SZgP7xq5tGAbjyasTd2xHhsazPTm/Ywd992ljXtZM7+HdT2twPwPyuu4+VrPooC9tfO5S9Lr2BL9Vz2zFxC+5yFdDsGxQVeepNZuuNZMhmH0qCHS6YV4TE0WvstltUWURHy0Zey6Ihl8JkGS6cWjVv110hbSAeN1/bKkzXpB4hnbFZOL7lggzmQQQRCTBSmqY9LZbkQQoiL16jCOcuymD9/Pr/73e+44YYbuOGGG87VuoQQk9CFMD10IhipAf/xgdbxAl6DjmiG/3v5MCGPSVGBl75kFlOHRNYh66Spivjxmdq4N7U+diJeyKfRPjBpUyNXpeLqGrpSaCgO9ybZfEjjtfPKSVvu+WvGbttgmriu4onn9vL5974afyY15BQXjd3l0zkcLkPToDDgoTTk466/u4uQ38R2FKmsg1IucypCuEqxryNBynKYUuQnlrbI2i5LagpZt6ASn0fnQFduOMTMsiBTiwvGLWSaiNsrL4Ym/RfDcxRCCCGEEMONKpzzeDyk0+lztRYhxCR2IUwPnQhO1IB/SpE/H2iF/cMrDVMZh6zjYtkuc2vDeD06f9nbRTzj4PfoZG2XtmguXIr4PVy3tJrGrvi49FA6diKeqUE0ZaEGjmVtF1eBruW2+KUsl6buJDsO9xHwephSFOCqBRXMLAuN3YKUgj174Nlnj75Nnw6PPEJLX4r6lE6yuBQt2kfTvGVsnbqA56rm8WzpTHqMAK7rUhnyURrykcjYBLwmS2qKANh1pJ+OWIaOWIbiAi/rFlaybmEFAY+ZD19Tls3jO8/P0IXTFfSa+Aydjmgaj6njNXTC/qOVXOO1vfJiaNJ/MTxHIYQQQggxlKaUUqc+7ah///d/Z8+ePfzgBz/ANKXnyaBoNEphYSH9/f1EIpHxXo4QE4ptu9z0wIvs6YgN6ZcGuQnQTb0p5lWG+eGNl17UW1yHN+A3SWZtWvvTFAVM9rTHOdyXGvE1PNCdRNc0rl1cSWGBD4ADXXG2NvXRl7KwHBcNmFUeYnZlCA1tXIOgwbC2K5YhlrYY/E6kyAVzpqHjKsXggWklQaqK/ET8HgKe4WseqdrwlIHjvffCH/8ImzZBd/fQY0VF0N1NQ0ecb27cy1ISpMoqQNdRShFL23TG0xzuSdLYEcfnMSgP+SgJ+ZhVHqIk6EUpxZ72GNNLg7xl+RTCfs+wdZ3sv3lJ0HtOhi6cjj3tUb7023r2dcYJeHU8hkFJgZdZFUGKC7zs7YizpKaQm6+cNS5VXGf03/sCczE8RyGEEEKIye50s6JRp2svvvgiGzdu5A9/+ANLliwhGAwOOf6LX/xi9KsVQkxqE3166ERwOg3460oL6E/ZNPWmhlQfdieyFHgNKsI+Qv6jfeRmlIWYXhKkNZoins4FPlMKA6Qt97xN3zyRwSrJb/xhNztbLQB0wNRzXxMaCkMHywKXXJ86j6kxvaQAv8cYsmZgxGrDfHjX3Jyrhtu9G774xaOL+O1vYePG3Pt+P1x6Kaxdm3tbswZ0Pd+gv6OglPDA166maUQCHiIBD+UhH0G/B4+hoVRuO2qBzySWtmjtT1Ma8vE3q6aO+LpOxKELkAsMf/TsoYG15Lbn6hq0R1N0JzJURPxMKykY1+2VF0OT/ovhOQohhBBCiJxRh3NFRUVcf/3152ItQohJ6nT6pY3n9NCzNRYVLqfTgL8vafH3V8zg4W2tHOxO0JPI4jF05lWGuXZpNS/s7xk25VHXNWqKCoimsjT1pEhaNsumFo1pEHSmz/+qBZX4PBof+vFmlAsBj07WVWRtF8dVOIpjtrva9CQ0DnQluLSuhDkVIfZ2xPnJ802kLYfepEV1oZ+QZhDZvZPC375I6sAO7AM7MFuPHH3Qj34Uyspy73/4w/DmN+eCuOXLwTt8QMapGvS3RTNcPquMdQsreHxnB/s64/mBDqfahjgRhy4cGxheMq2I3qRFY0ec3mQWTdOIpW0qI3DjmvGp6BNCCCGEEGIyGnU4d//995+LdQghJrFjBwCM2C9tnKeHno0T9Ygb7TbRRNYmZdmEHJOueGZYj6/BBvzLa4v460umDpt4q+sa3bEsO470E/QaxAd60HkNnQKPxpZDvXTGUnhNONybpKYoN2xgcIum19B4bn83C6rDzK4In3bAdqbPf3Bq764jMcI+k3jaIusokpaDO0KzhaSlSFpZ+pK9BH0mi6YUUhXxseuVfQQqSlkyvQxN07jq3i+y9OGfDflcZRhoy5fnKuKyxwTAf/M3p3x+p9ugf3ZFmNnl4VGFlBNx6MLxgWFJ0MuldcXE0jZZxyVrO9iOOmHQLoQQQgghhBi90w7nXNfl7rvv5je/+Q3ZbJarrrqKO++8k0Bg5F8qhBBi0LEDAIJeY1i/tPGeHnqmhvcLO/Ntop2xDIe6U+xpj6OR67lWXOBldkWuf9mxDfhNUx9x++/6xZXUt0X5/c52HKUARSJt052wsAYSr864xfbDUYoLPCyZWkTGcmmNpuhLWqQth0PdSeZUhriktviUAduJnv/2ln72tMe4blk1C6oi1BTlvk8MBldbm/r435eaONyXJmu7xDM2jlI4rnPS10hTLnVtTUzd9hhrYweYtXc7Za2H+Pq//jdaXTkArQuWM+fPv6d14XIOzllK/YwlvOWDb2Fqbflp/XcYyek26B/tNsTBLbPHVzsOGo+hCyMFhoPbeAFs1+VgV+K8BIbSc00IIYQQQlwsTvsn/n/7t3/jn//5n1m3bh2BQIB7772Xjo4OfvjDH57L9QkhJgHT1Hnf5XVseLRhxH5pEb+HG9fWXVDDIM62X9hg8BDLWDS0xnh8ZxuprI3rupRH/NgudMbSxDM2S2siHO5LMbMshFIK11UnDyk0QEF/0qI7cXQSav6xFXQnLP6yp5OioAelNByl8Bo6Srkc7k2Ssd0TBoyuq2juTfL/njvE4d4kS2sK84Gr5bj0J7Mc6knS0BZlYXWE4gIvaNCbyFX2HexK4Cjwmxqmrue3sJ7IqsM7+YdnHmT5kd1Esslhx2e0H+QQlwHQ8Po3s2vdW0HX80HSVR7fie/8NM2uCDPztaExDYtOtWW2tT/NkprCfLh5PkyUwHCsKlKFEEIIIYS4EJz2T9c//vGP+e53v8uHP/xhAP74xz9y3XXX8YMf/GBYg3chhDje4ACAB545OKxf2o1r6/LHLxRn0y9sMHh4ubmXpp4Ebf0ZXFdRWODBdhUd0QwlIS9FBR6O9KV5bGc7YZ+BUnDPH/eOGFIMhoWOq1i/sJKm7gS/r+8YFszB0T5utoJo0qLA50EHQgEPVYV+ehJZbDsX0v2/5w5x49o6DE0jaTl0xjJsa+5j++F+th/pJ+AxsGzFjLIgnfEM9W3R3HMJeHCVIpm1eelQL5bjUuA1ONiVxCWXH2YdcJQ7sChFbX87K1vqWdlSzx/mvIq/zFgBgOG6XHHwZQASHj/bpszlldqFdCxZyY7ahSxaNI3BuUeueTRQGusgaawb9J/ultnzWS02EQLDsaxIFeJkBrfXH9si4EL6I5EQQgghJo/T/o2lqamJa6+9Nv/xunXr0DSNI0eOMHXq1HOyOCHE5HLVgkqunFM+KX4ZOtN+YYPBQ1N3ko5YmrTlogG6BmnLwWvoZGyX/pSF7bhEU1lcBYuqwyypKSRlOSOGFMeHhY2dCbJ2LvjSyBfTwTH/D5B1weM4BH0eSgq8aJqGaWjs7YwT9BjUt0Z5em83XlMj4NFpj2YwdI2aogB+UyfoNdjbEWNLUw+Wo1AKTEMjmrII+gzaorneZImMTU8iiwsYGngdi4WHG1nZUs+qI/Vc0lJPeaIvvy5bN/Lh3LbqOXzhDTezpWYBu8vr0EwDTdO4bGYJi8vDtEbThP2eCVF5Nlqnu2X2fBnvwHCiTrAVk8/G+vb8H4ssx8Vj6NSVBnnf5RfeH4uEEEIIceE77XDOtm38fv+Q2zweD5ZljfmihBCT14n6pV1ozmT732Dw0B3PYDkOacvFY+QChqDfJG256LpGgWng9Wj0ZHPDETRNo7k3heXC7IpQflLpsSHFsWFhLG3Tmzz6b/OxEYaug+sODehMXaMw4EHXIJm16Y5nSWUdQgOhDCqL5bokMw4K0DWN7ngWXWMggHSHPHfHVSSzDmlrsIecTlmsBz0RZ39xDbqmUZ7q5//+55NDPi9jmOyonM2Wmvn8adal+dvTHj//veJNuXvSQAf8ps7bL5nK0qmF3P/MwQlTeXYmzsWW2eONpn/bSIGh19CZVlLAyunF+Ezj1Furz9BEnGArJp+N9e1seLSBWNoa0mZhT0eMDY82AEhAJ4QQQojz6rTDOaUU73vf+/D5jvbuSafT3HzzzQSDwfxtv/jFL8Z2hUIIMQGdyfa/weBBKUVjZwLbUSgUKcvBdhUeQyOesTE0jY64hesqfB4DDQh4jHwPuuW1RcNCimPDwqzjomkKXcv1l1McDeh0QNPBPiZPy9gu7dEUhqbjKIWrFH6PTn/KJm05ZGwHyzka6GkosuQ+HrFVnOMwv/Mgq1rqWXWkgRUt9dT0tfPH2Zfxoeu/iELRFilne9VsWiLlbJmygC1TF7C9chYZ04uhMWIPOgPwGqDpOsumFvFXS6dgmvqEqjw7U6PZMjvaQQln0r/t2MCwvi3KSwd66Iim+dXWFh7b0XbO+r9NxAm2YnKxbZcHnjlILG0xrTiQb80S9ucqgZt6U/zo2YNcOaf8gqzqFkIIIcSF6bTDuRtvvHHYbX/7t387posRQogLxZls/0tkbbriGVr6kqSyDkGfgaHrZG2XVNYhpYFSkMzYOAo8Onh0jQK/ORCEKXoSGRrbY1wyvYiM7ZDI2riuQilFxO9hX2ecuoGwzmtmsbMqH6JpAJqGe1zylbEVGdvB0B0cFwxdw9QglslV7sHQEO6EoZxS/OD//oU1TdsJWukhhxxNJ2hlMHRw3FxA+Lab7sEZqOIzAIfclle/RyeVdTm2Hi83wRbQdMpDfm569Yz8L87no/Jsohht0HY2/dt0XSNjOzy1u/OYzzfPaf+3iTKQQkxeW5p7OdidoDToHdYzWdd1SoNeDnQl2NLcOymqvIUQQghxYTjtn27vv//+c7kOIcQ5IM2uz63T7Rc2WOnU2peitS9NOuvg9+jompYLpwaSs8EgzBpIpTIOWI5Nys4NYlAKQNGbyKLrUBH2s+tIlAdfaKK1P00ya3O4J8WRgcewjisuUoA1QklafkCEO/j/ikTWRamjodnRkxWzeg6zoqWelS0NlKSifOjtn88d0zTC2RRBK03MW8DLNfPZXLOAV6YtoKF2Pgl/CK+rSA9UCmoa+eq+wWCuuMA7cJtF1lb51yQX2pnMrgzx0dfOHrblbKyHNUxEow3axmKi8Pnu/zYRBlKIya07kcVyXAJeY8TjAa9BTyJLdyJ7nlcmhBBCiIuZ/OlZiElqsjS7Hu0WvvPtVFVbx1Y6dScydMRyFWV+j0HGdrHsXPRl6rnppcdzyVW2eQ0Nn6ljuy4Z2+WlQ71MLQrwcnMfacsh6DMpD/mYXRFi55EoHbEMjlJDBkGMhu0qdEA3NBY1N3D5oW2sbKlnRUsDxenYkHMj6TgxfwhDgy+/7iaSpo995dNA0zF0MA0DVymqgh7iGRulFBk7F/7letjlquWmFufCtWTWIeg3qQj7qCsLUlMUoLjAy9zKECunlVyUAfOpgrI97XF+/lIzb72khrDPQ01R4Kz7t41H/7fxHkghJr/SoBePoZPKOoT9w/8tSWUdPEaugk4IIYQQ4nyRcE6ISWiyNLs+k15Z58tIVYm6rtHSl2JPR4yg1ySVdfjRpqOVTl5TZ68vRjzjEM/YuW2Djsr1cDsmmNMBr6mRsdUxVW0Kj6HQNA1NU2RtxeG+NFURP1OLA9iuoiueIZa2cj3ngKBHx1GQttzTCug0paiOdbLycD2PzH81mmGglOK9Lz/CX+/YmD8vbXrZVj2XzQOVcRnTiwZ4PTq7py/EsnPbY1FQ6PdwxexydrVFiaVtvKaBUho+T663nc80uLSumFteP4uwz0ssYxFP24R8JmG/Z8KFsePlZEFZbzJLZyzNziP97GmPUVLgY1Z5iDmVobPq3zZe/d8m2gRbMbmsqC2mrjQ48O+0MWRrq+u6dCeyzKsMs6K2eBxXKYQQQoiLjYRzQkwyk6XZ9dn0yjqXXFfx0OZmfvZCM639KVyl8JoGFWEf00sKQNNI2w4+Q6crngUNLqktQtM0lIJIwEvY79IRzeSqx1w1ZPiBDnhMLT/IIf+4AyGbpuWqljyGwnZcPKaGoecq1Byv4mBXkkQmF5Yksrmto4YOHiPX2+7Yx/I4Fgvb97OypWGgKq6e6ng3APtKa9k3ZSYKeHLmSvx2ls0183l56gJ2ls/AMob2A9PJbc/VUTAQIIZ8Bv949XzeeWktjZ0x/velFvZ1xnFcF6+pM6UowFULKrl8VpkEcKdwoqCsJ5Fha3MfyYyNoWtURQIUeA12HOlnT0eMrO2ecf+28ez/djH1ERTnl2nqvO/yOjY82kBTb2rIH7C6E1kifg83rq2b0N8fhRBCCDH5SDgnxCRzoTW7HmnbKnDee12djsaOGN95opHHd7VjOS4+0yDkMwDFrtYoDW0x1swqYX5VIe3RXKVTJGDSm8xSEvQR9puUFHg53JvE6zFIDVS0HTv4wB14TUaaVuoo0Ab6zg3+byJtU1LgJW05tEfTWI4z5P6Uyr0Zujra3A74m1f+wJcevw+/PbSvkq3p7KqcRTCbBE1DV/Dowiv43YIr0Dg69dXQQBvoF+c1NAxdI2u7uR5xGpQUePjYurm8e/U0AOZWRvjMG8MStpyhkYIypRT7OhKksg4hv4eM7RLwGMdsdY2RsV2O9KWZWzn6/m3j3f/tYugjKMbHYOX4YOuHnkQWj6EzrzLMjWsvrNYPQgghhJgcJJwTYpI5X82ux6IX3Im2rS6rLTytXlfNvUl0TTsvYU9jR4z/7y8H+POeLhxXUVLgQaGRslyytoup5YK1Pe1xFlRF8JoGBV4Dy3bZ15mguMCLpmmUhb00tEVJWQ72wPbT41nuCDcOOD6za41myDoupqGTtlzc3NQIdNdhTnczK1vq81VxX3ntTTw2dy0ARyIV+O0sPYEIWwa2p26uWcCOqtlkvX48ps78yjDt0TSuq0hmbTK2yt+/32NQGDDxmgaGrpHK2mQdF79psqy2kNuums38qsIha5Ww5cyNFJTF0jY9ySxBn0EiY1MR8RP2576ta5rGlKIATT1JfKZ+Rv3bpP+bmMyuWlDJlXPKZWiSEEIIISYECeeEmGTOR7PrsegFd7Jtqztb+4mnbaacoCIn4DVo7Ihz/zMHiKbsUa9htMGi6yoe3d7GtsN9JDIWPo+BpmnomoZH14g7uW2aflOnL2nR2p8m7PdgGjoairb+NIe6kxQXeOiMZQj6TDK2gyK35ZQRBkGMRnfCwqNDdbKXv978KMsP17P8yG4i2eSQ8y5paeD3A+HcSzULeP3f38f+kppcCdwAUwOvx6C60M8dV8/lqd2dPLe/m644gI2GTjjgYUZZkLWzSnnDokr8psH+rgQAM8qC1BYXSGAzxkYKylKWQ8qysWydAp/JrPLQkDA74DXwmTrXLatmb1v8jPq3Sf83MZmZpj4hKsiFEEIIISScE2KSOdfNrseiF9ypJk9uO9xHdzxDImMTCQzvddXal6K5J4mmwazy0KjWcCbB4kObm/nxplwfv7StyDp2biuhz8Q0NPSB56RrGo7rkrQcphQF8Jk6TT1JLMfl5aZcdVs0bREZqG4K+UwcpfAZimTWPf2MTimm9bWxsqWejlAJz9Qtx3JBS2f4h6d/kj8t7g2wtXoum2sWsKVmAS9PmYemQcCjk9Z87C+dmj9XA0xdI+Qz8HlMXju3nNfMzr0d7k2yvyuBQhHwGET8nmHDGqaVBk939eIMHR+U9SazuC4URTwsrC6k5LjAfbAn3IKqCOvmV55xpav0fxNCCCGEEOLcknBOiEnmXDa7PlWodrq94E42eVLTNGaWBemMZdnfFWfZ1KL8OUop+pNZNh/qRdc0lkyJYBjGaa/hTILFjfXtfPuJRqJpC5+hk7UdNHLTU/vTFiGvgUJhu4q05aBrUOAx6E1aJLMOWdvBdnPbTdOWTV8iS18iiwJ8JmQdF0PXcunYCUaq+uwsi9saj9mi2kB5sg+AR+eu5Zm65QAcKqzkp5e8keaps3lpyny2Fk3Fxsj3oNOBgMfAVbmqKuXmpsG6SmHoGpFA7jWcVxXh3aunDQneJHybGI4NymJpi1+9fISmngTFBUND7ON7wp3tlmLZkiyEEEIIIcS5I+GcEJPQuWp2fapQbbAXXEtf6qS/yJ9o8uSgAp9JWchLcCBsG9zCt6ctRnNvknjapjTkY3NTP7MrQvmKoZOt4XSDxbqSIK3RNLG0RX/S4tsb9xJP56qFPIZO2naxHYWhg+1CNJ2rd1OA7TgEvTqJjMX+rgTpbC7Ic11o7U8PG/KQHmgupzN0AERBNkVy4LUxHZuXvnUD4WxqyOdmDJPtVXPYXjU799xzLwDffscnqCkKkLZcIn1J0paL5bqAwtA0PKYOCspCXooKvCQzNpbrEgmYlAX9LJ1ayPrFVbJd8SyNRU/GEzk2KPOaOvc/c1B6wgkhhBBCCHEBk3BOiEnqXDS7PlWoFvAatEfTJLL2Se9npMmTx0plHcpCPt62ooZtTX1s2t/Nvq44rgulQR8+U6ck6KUzliaesVleW5QP6E60htMJFrc09fLV3+9mf1ecpu4kfaksPYksXkPH1DVsVxH0GURT9ohDGxSQtFye2tOFqxSOm7vNa+hYjjssnHMB03WY03ZgoCqugZUt9fQFwrzpffcCYBsme8umUdvfzks1C9lcM58tNQvYUTkb2/QwOH+1KGBgu5CxXTK2g89jUBb20RHNYKhcb7zioJe1s8t4/fwKZpQGSVoOBR4DBaQsR7YrjpGx6Ml4usarJ5xtu9JIXwghhBBCiDEi4ZwQk9hYN7s+nVDNZxoEvSf/p2WkyZODjt2OVxn2o1B0xNJYtkthwEPAa5C2HTQNSoJeehJZ9nXGKS4oRtO0E67h+GBRKUUsnZsw6jV00pbDnvYYPfEsfaksWdtF1zRcF2xdoRxwcPHoGrrGsKDt6PohNZjcaWAMvOMCugbuwOfd9NKvecPe51neupsCKzPkPiriPfitNGmPH4Ab3/EvxLwFQwY3DNw9aODVNUpDPpbWFLGvK0FnLIPX1PCaBnVlBRi6TnnYx3sum8baWWUSvp1DY9GTcbTOd0+4jfXt+apcy3HxGDp1pUHed/mZV+UKIYQQQghxMZNwTohJbKy31p1uqFZzgimrg0aaPHn8drx5VWF+tOkgh3uTuAqmFhegadCfskhmHBxHUVXoJ+Q36UlkiaVtwn7zhGs4Nli0HJd9HQl6klls18XUNKJpK7cF1HKIZR08hkbWVrhA1lbomgIFFmpYaziNXG7mN3Vsx8VVufDOg8usnhaWNdezuK2Rf15/MwodBSxr3cPaplcAiPqCbJkyn80189lcs4Bt1XPJDARzADHfifu9GZpG2G8yv7qQj75+Nq4L/7u5mX2dcVwFRQEPcyrDMlnzPBirnoxn4nz1hNtY386GRxuIpa0h/Sz3dMTY8GgDgAR0QgghhBBCjJKEc0JMUudia93phGqn2+PqZNvx1i2s4PGdHXTHMxT5PRywEyivwmcalAa9ZG2XZNahtT9F0GdiOS69ySxt0aNrcF3FS4d68tvultcUMas8xHMHuulNZEhbLiG/iccwiactuuJZlFJEFfg8Oo4LlnN076p7gko5naMFbZ50itXte1hyaBfLD9ez4kgDRel4/tz/t+pN7C6ZBsBDS97Ai9OXsGv6YrYXTkHTdXQNFBpKKXSVq8JTHJ0ToR33vkeHyoifqxdV8u7V0/L/XT/zxgUyWXMcjFVPxonKtl0eeCY3tXhacSA/CTrs1wl6DZp6U/zo2YNcOadctrgKIYQQQggxCuMazv35z3/m7rvvZvPmzbS2tvLLX/6St771rfnjSinuvPNO/uu//ou+vj4uv/xyvve97zFnzpz8OT09Pdx222389re/Rdd1rr/+eu69915CoVD+nFdeeYVbbrmFF198kfLycm677TY+9alPDVnLQw89xBe+8AUOHjzInDlz+MpXvsK11157zl8DIc6Fc7m1bix7XJ1oO15LX4qXm3vpTWTpTVr0JLNE0zYhn0mBz8B2XFJWbgpqTyKLhkbYl2D1zFKuX1nDoe4kd/1mF/s7YyQtF02DqUUB3rJiCl2xDO2xNCUFHhIZG9tx6UlaWM7Rijg7O0JDueMpxZRYJ4lQIXHDh65pfPDZn3Prsz8bclra9LKtei5bauaTPKYablPdcl4yNQo8JlrWxqtraLqG19ApDJgksg7JjEPKclDkBjjMLg8xrTRAechPyO9hVkWQORVhaosLhoRvMllzfIxVT8aJaktzLwe7E5QGvflgbpCu65QGvRzoSrCluXdMt9MLIYQQQggx2Y1rOJdIJFi2bBnvf//7efvb3z7s+Fe/+lW++c1v8qMf/YgZM2bwhS98gfXr17Nr1y78/twvuTfccAOtra08/vjjWJbFTTfdxIc+9CF+8pOfABCNRrn66qtZt24d9913H9u3b+f9738/RUVFfOhDHwLg2Wef5d3vfjcbNmzgTW96Ez/5yU9461vfypYtW1i8ePH5e0GEGAPnY2vdsaFaLG0Rz9iE/CY+08B11Wndr227bG7qYU97HL/HYFVdcb7Cq74typ72GB5dJ+w3ydge4hmH/lSWrrjCa+qYhkZp0EtnPLc1tT2aZl9HnO89uY/Nh/roT2WxbDc/iKE3YbHjSBSvoeEOfHyCYrgReRyLRe37WdlSz4qWela21FMV7+Ej77yTx2deikKxpWYBRyLlbKmZz7apC9g+bSHby6aT5Gh/vnzfOS23JdV1XXQtd6C60E/Qa5K2XQxdJ+QzsR2XxVOLuOXK2UQKPFIFN4GNVU/Giao7kcVyXAJeY8TjAa9BTyJLdyJ7nlcmhBBCCCHEhW1cf0N44xvfyBvf+MYRjymluOeee/j85z/PW97yFgB+/OMfU1lZya9+9Sve9a53UV9fz2OPPcaLL77IqlWrAPjWt77Ftddey9e+9jWmTJnC//zP/5DNZvnhD3+I1+tl0aJFbN26lW984xv5cO7ee+/lmmuu4ZOf/CQAX/rSl3j88cf59re/zX333XceXgkhxs752lqn6xoZ2+GJhs5Rb53dWN/Od59oZG9HnKydq2wL+Ty8ZnYpN79uFi8d6MF2FMUFBn6PQWnQR9ZOEbcVtuMCuQCwLZrB0DWmFRdgOS7diQwvHOwmkXGAoVtRFbltomk7d+PpxltLWvfyhT/9F0vbGvHbQ0MHSzeY0tOGNlPDcRVPzVzJaz56P6ah5aehZvrS6EqhVG46q6tA18HUc0Misq6iMOChuMBHRdjH7IogjgvRtEVvMsvUogJuevXYDxEQY2+sejJOVKVBLx5DJ5V1CPuHb1tNZR08Rq6CTgghhBBCCHH6Juyf7w8cOEBbWxvr1q3L31ZYWMjq1avZtGkT73rXu9i0aRNFRUX5YA5g3bp16LrO888/z9ve9jY2bdrEFVdcgdd79JeF9evX85WvfIXe3l6Ki4vZtGkTd9xxx5DHX79+Pb/61a9OuL5MJkMmc3TCYjQaHYNnLcTZO19b6/a0R/nOE/vojmeoLvQzozRIynJOuXV2Y307d/12F52xNKauEfYbKKURz9j8flc7Lf0pwn6T6kI//SkLn2kQ8OZ6zUXTFi65gE1DYeoQ8XvwmDoZ22H74X7s0yyHO/Y03XWY093MyoGKuL/UXcKvFr0OgIQ3wGWHdwHQG4iwrXYBr0xbxLMVc2mYOpeUx4fm5gZHgIZH16iM+JlaEmBHSxS/R0fXNGzHJeu4OC5oCgq8BqVBP0tqIly/cioVER+P7+xgX2ecjJ2rsFo9o1QGOVxAxrIn40S0oraYutIgezpiBL3GkK2truvSncgyrzLMitricVylEEIIIYQQF54JG861tbUBUFk5dOpbZWVl/lhbWxsVFRVDjpumSUlJyZBzZsyYMew+Bo8VFxfT1tZ20scZyYYNG7jrrrvO4JkJcW6dj611e9pifOl39ezrjFPgNeiKZykuSDO7IsScihB72mM89NJh3rJ8CmH/0a2Ytu1y/zMH6Elk8BkaBT7P0WEKhkY0ZbP9cB9+06CmpADHVXTFMvi9Bomsg+3kKtAgV/nmKuhPW/S3Wtin0SZukMexeFXT9oEtqg0sP7KbSDaZP+61rXw4t7+khjuu+zjbauZjz5xF0nKIZxy8hk5VxEdHPEsiY+M1csFnWdBLTVGAI30ZIn4PV80vx2MY9CZzc15N4GBvkhllIW59/WymlwTzYc3s8rAMcrjAjWVPxonGNHXed3kdGx5toKk3NWRaa3ciS8Tv4ca1dTIMQgghhBBCiFGasOHcRPfZz352SLVdNBqltrZ2HFckRM7Zbq1zXXXSgKixI8Z3nmhkX2ecogLPwLRURWcsTTxjM6MsSGcsw84jUXa3xygp8Oa3uvYksuzrjGNoGj6vwbG7bjN2bsiDCyQtm56WKDpg6GDoGpatcI5Zpxr4H1dx8t5xSjG9r5VIOsH26twwGcN1uP+hf8ZURxO9uDfA1uq5bK5ZwDN1y49+vqbxi8VXEfYZTPV7cNHI2oqykI+Z5SGmlynCfg8rpxezdmYpmq5xoCvBT19oYkphgEggF5AWFhyt3i0K+ehLWpi6LoMcJqETDTqZDEHrVQtyf8h64JmDHOxO0JPI4jF05lWGuXFtXf74eLFtly3NvfkpzStqiyUsFEIIIYQQE96EDeeqqqoAaG9vp7q6On97e3s7y5cvz5/T0dEx5PNs26anpyf/+VVVVbS3tw85Z/DjU50zeHwkPp8Pn893Bs9MiHPrbLbWNXbE8hU/I/WQGxw20Z3IEPDqBH0muqbhMzW8QS+tfSme7U/hNw1AURnxEfSa7DjST0tfkrKwj2TWwVUuOkauEg5F1nbpT9nDQjYXcF2w3OHx28AMhWHbWH1WhiXtjQNbVBtY0VJPWbKfrdVzeOvf/QcAaY+fx+e8ipTHx5aaBWyumc/usum4+siN7k0dPIZOxnIIeA2WTS3inZfVUh72jRi8pCwHQ9cI+kb+J/ZCn9opTm0yB61XLajkyjnlEy4E21jfng8NLcfFY+jUlQZ53+XjHxoKIYQQQghxMhM2nJsxYwZVVVVs3LgxH8ZFo1Gef/55PvKRjwCwZs0a+vr62Lx5MytXrgTgT3/6E67rsnr16vw5n/vc57AsC48nV8Hy+OOPM2/ePIqLi/PnbNy4kdtvvz3/+I8//jhr1qw5T89WXCiyWYc/NLTR1p+hqtDH1fOr8J5gcuF4OpOtdY0dMe5/5iA9iSzVhX4KvAGSWZvtLX3sbo+yZmYppqGz7XAv1YV+uuK5yY0+M/f8U1mH3pRF2nLxmzag8UpzP/Orw5QUeHjxUC9Z2yFtOdiuImNl0QZ+l8+cbqO4Y7iQ3+I66Pu/+Fdet+8lvO7Q0CtjmKRNH5pyUQMP+pG3/dNJ718HvKaGaeSmptYU+ykL+lk6tZD1i6tOuj1xsk/tFMI0dS6bUTrey8jbWN/OhkcbiKWtIdtt93TE2PBoA4AEdEIIIYQQYsIa198M4/E4jY2N+Y8PHDjA1q1bKSkpYdq0adx+++3867/+K3PmzGHGjBl84QtfYMqUKbz1rW8FYMGCBVxzzTV88IMf5L777sOyLG699Vbe9a53MWXKFADe8573cNddd/GBD3yAT3/60+zYsYN7772X//iP/8g/7sc+9jGuvPJKvv71r3Pdddfx4IMP8tJLL/Gf//mf5/X1uNidajvlePvvTQf5wV8O0BlL4yiFoWncHd7D379mBu9dUzfeyxtmNFvrBiviehJZ5lSE8lthLSe3DXZ/Z5wnGjrwmTqJrE152I9H18laNmVhP2nL5Uh/moydm6SasRWapnGwK8Gh7gQBj4HPY+D36IS8Bt1JGweFoUAbxX9iw3VY2HGAFQO94mb2HObNN96TvxNLN/G6Np3BIl6qWcjmmvlsqVnAjsrZZM3hIdnJ+Dw6NUUBXjO3jNfPrzxhldxIJvvUTiEmEtt2eeCZg8TSFtOKA/lBFWG/TtBr0NSb4kfPHuTKOeXjXt0nhBBCCCHESDSljq89OX+efPJJXve61w27/cYbb+SBBx5AKcWdd97Jf/7nf9LX18erX/1qvvvd7zJ37tz8uT09Pdx666389re/Rdd1rr/+er75zW8SCoXy57zyyivccsstvPjii5SVlXHbbbfx6U9/eshjPvTQQ3z+85/n4MGDzJkzh69+9atce+21p/1cotEohYWF9Pf3E4lEzuDVuLidajvlePvvTQe5+/e7ydgOBV4Tn6mRsRXJrI3PNPj718zg6kVVEzJUHMnxQairFPf+cS9FBZ58pVdPIstz+7tpj6ZRSuG4CldBemDygqGB19Qp9JugayQyDsmMjTPwL4qh5badOi6gQcRnEPCaJLIO0fTpb+dc0VLP6/e9yMqWepa17qHAygw5/roPfp8DJTUAzOpuJmN4aCmsRJ0g9Tt2XcfOkDA1KCrwUBnxc9nMEl4zp5zZ5SGmFhec0X/P4ysRj99afKJptqM10UNtIc61Fw5084mfbyPsN0esVI2lLWJpm6+/Y1m+2k+uGyGEEEIIcT6cblY0ruHcZCLh3Jkbvp3SJJm1xzzEOFPZrMMb7vkzbdEUJQWefFUGQMZy6E1a+D06r55dRtDnmVCh4vFcV/HMvi421rfT2p9G1zQCHoNIwGR/Z4KlU4swdA2lFC8e7GF3ewzXzVXB9acsdC13bLAFnK7lemvpWq4iLOuM/LiD/eHUwPtAPsTLn6NcZna3sLKlnkfmv5q4L9ev69NPPsBHnv/f/HlRX5CXa+azpWY+L09dyPPV88l4Tt3/0dShwGsQ9Br4PQYZy0XXdcJ+g5ICL69fWMmSmsIx7Z11bOicsXNbWWdXhMZsaudED7WFOB8e3dHKXb/ZSU1xAFMffu3arktLb4o7/2oRb1xcLdeNEEIIIYQ4b043K5KGR2JcnWg7ZdjvIeQz2dsR5w8725lZFhq3qoY/NLTRGUtT4DWHBHOWo0haLro2UE2mNIoKPOw40s+R/tR5DxVPNaWwsSPGT55r4ondHaQsh6DPpDzkI1Dk50BXguaeJGUhL7UlQWJpm45oBtcFr6HTm7JQCrwmuOhkLBdFLmBzjk/ZRjB4LuQq1PxeA18mxfymBpYfrmdlSz0rjjRQlI4D0BYu5c8zc30k/zxjBWWJPrbUzGdb7QLqS2pRmo4OmIaG36NjpZ0hVXDHCvtNLqsrpqTAS08yS3NvilTWIRzwUFtSwIppxWMWlh3vXE7tPFGPwPH6+hNivJQGvXgMPXdd+4eHc6msg8fQKQ165boRQgghhBATkoRzYly19KXY15mbKKodtw1R0zSqC/00dsRp6UuN2+TDtv4MjlL4zKF9w+JpC8tR6FpuomjCtsctVDzZlMLXzavgmX1d/OT5Q9S3xlAKphYHsByX1v4U3YkMC6sjHNE1dhyJUlMUIOu4WE6uf5yjwHYUhg6gYdnusKmqp6QUunJxdQNd13jDzr9w9y++jKmGRmop08e26jk4x0xN3TR9KZumL8Wj54I43XLQFBgDwVxpgZewT5GwHCzbwXIUSikCHoNVdSXc9OoZXD6rDMh9vcXSFvGMTchvEvZ5zvl2tnMxtfNCCLWFOF9W1BZTVxpkT0eMoNcY8kcU13XpTmSZVxlmeU0R//X0AbluhBBCCCHEhCPhnDhrZ9O7J5G1SdsOBd6RG+MHvAbt0TSJ7On3KBtrVYU+DC3XY67ACynLIZaysdyhEVUyk9vTeb5DxZNNKbzrt7v43dYjNLTHaIumyVi5nnkaipTtkrEcLMelN2lRHvLSk7TYtL+birAPQwfbVaSsgecFpKzTC+Y8jsWi9v25iriWXGXct9e+i/93ybUYusa+khpM5XIkUs7mKfPZXLOAzTULqK+YgW0M/2dJJxeIOipXJeM3DVygMuKjLORjaU0RV82voC+dpbEjjt80WDW9mGmlwSFfi+MV8I61CyHUHg3p/yXOhmnqvO/yOjY82kBTb2rIv4PdiSwRv4cb19bRHs9MqutGCCGEEEJMHhLOibNytr17gl4Tv2mQzNojNvJOZXN9uoLe8ftSvXp+FXeH99AWTYFSRNM27ggJ1b6OGFOLA8woC523UPFkUwp1DfZ1JvhjQwe6psg6irTlkrSydCVygxE8hoauaSQyFqlsLqhzbIfG9hjJrIutFErltqVaJ9o3OqAk2c+HXvgFK1rqWda6F59jDTm+oqWe/7nkWgIeg33l03jNLQ/QVVyBUoq0nXtBTR2ChkbGyfW104CI38Rxc8FcYcDDguowK6aVsLS2cMQJqq+aWTbWL/OEcyGE2qdL+n+JsXDVgkqAfAVxTyKLx9CZVxnmxrV1XLWgkoa26KS5boQQQgghxOQi4Zw4Y2PRu6emKMCs8hA7jvQT8plDqhmUUrT2p1lSU0hNUeC8Vtcc/1jvf3UdX//DHvpSNoqBSq6BczVyfc1sV7G1uY9pxQV0xDKkLIfGjtxAhbD/3Gyf3NLcy8HuBKVB75CtXEop+pI2GrkgZzBgO5ajQHMUjlIDx3IVct1J+6TVcbrrMLeriZUt9fT7Q/xuwRUAZA0PH3r+F+gDn90diLBloCJuc818tlfNxtA1XKXweD30l1Xh08ByXHRNYeoapq6BpuE3wVYuhqZj6DpFBSarZpTwhoWVLKiKXPSVVRdCqH06pP+XGEtXLajkyjnlJ+y9OVmuGyGEEEIIMfnIT6DijIxVzytd11i/uJIj/Sn2duS2Gw1uRxqc1nr1okr2d8XPW3XNiSp53rCwgl+9fARXHR/MGYT9JhnbpTue5YndHXTGsziuYk9bLDcNtcDD1KIAV86r4K+WThmzaaDdiSyW4xLw5nq0KaXI2m5u6206i+24I1b5DbJHODZ4kw5oGgTTCZYd2T2wRbWBS440EM6mAHixZmE+nIv7Cvjm5e+iubCKzTXzOVg8JXcHAzx6rted4yrCPpMCn0Ei49ARS1NZGOA1s8to7IhzuC9J1nIJ+U0qwn7mVoa5akEFa2eVXdSB3LFGE2pPVNI3T5wLpqlz2YzSEY9NhutGCCGEEEJMThLOiTMylj2vZleEuenyunwg1h5N4zMNltQUcvWi3Fal81Vdc7JKnnjGJhIwKQp4sV2XtOWSyFg4LmQsBwWkLYemniS6rhHxeUBTNPclsbsV2w/388f6Dv7nuUN89HWz89uwzpTrKhw3t9c0mrLwewx6ExYpyyFtOSSyzujvVCnKkn10BYtRgAH88b9upiLRO+S0uDfAy9Xz2DR96ZDb73n1DSPera7BwimFRPweklmbWMamK54la7tMLS7gH66aw+vmVeQGNmQs4mmbkM88ZxWHF7rTDbUn8us22frmiYlvMlw3QgghhBBicpJwTpyRse55NbsizMzXhoZtWwX43pP7zkt1zakqeV440IPrguU49CZtUpYzUJWWC8IGHz3gNfCbBj5Tp7kvhePmqtBy/d1gd3uMDY/UA5xxQLenLcb/bm5mb3uUtO3S251E18BjGuhaLiQ8HT4rw9K2vaxsacgPb3B0g8tu+TFK03CBrTXzmNdxkC01C9hSs4CXauazu2w67jETVU9EB0xDY0lNhH9721I21nfQ2BGjL5VF13RmV4S4fmUNcysjwOQZ2HA+nCrUnujbQSdT3zxx4bjQrxshhBBCCDE5STgnzsi56N2j69qwcKa5JzmkukYpRSxtk3VcvIZOVcQ3ZtU1p6rkmV8VZldrlJa+zIg92RS5ba4ohabl7s+2XbymhkLHdhUFHgNw6UtZ/OjZg1w5p/yEW1yP7XtX4DFQ5CbFbm3u46fPN9EZy+A1NHy6RszNDVBwXBvbhVPMbuDvNv+Wt+98goXt+/G6Q8OPjOGhPNFLZ6gEBXz8rZ8ho5vYCrwGuAp8hk7GHnnLbMCjURjwoAMZ26U45OOjr5vD/OoIcyvDMpVzDJ0o1L4QXlPp/yXGy4V83QghhBBCiMlJfusRZ+R89e45trqmJ5FhX0eCnmQW23UxdZ2igAevqY9Jdc2pKnkKvCYqPzxhZArojFvomoUzcKKyFZALz1xlowPFQYP9nXG2NPcO64/kuopn9nWxsb6d1v40yaxNdzwLaAQ8Gvs6k9iuS3nIm5vAOhCSKSB7TCpnOjbzOw+ysqWelS31fOaa20gOPLdpfW0sb90DQEewmJcGBjdsqVnAzspZZM1cWKIU4PNRoEEs4+C4uUo4r6Fh6gaprAuaIuAx8Jo6XlPPfQ5gGDqLKiP5SYkwcgArzs6F+ppK/y8xni7U60YIIYQQQkxOEs6JM3K+evcMVtcc6UuytyNOKusQ8pt4DBPLcWntT6FrGl2xDFSd3XM6USXPYLVeY0eMrO1ikptreqKQTjH0oHPM+9bAB91xC9OAHUf6uWxGab5Krr4tyh92tvHc/h5SWRuvaeA4Lqah4zE02qMOadvB1KC1P4PXzN3uNTUKEjGWH67Ph3HLWvdQYGXyj/3TZevZNH0ZAL9c9DpeqZ7DlpoFHI5UDBnccCxDz1XCJbKKkM8g4NFx0UhbDq6rKCwwmVZSwPLaYq5aUMFl00vY2tI34qREIY4l/b+EEEIIIYQQIkfCOXHGzkfvnpqiADPLg/xm6xEc16U05MtX2HgNHdPQMXSNbc19Zz3Nc6RKnsFqve5EhrZoGstRuIBXB03PbbN13KEBHOTCu5OxXIXtwm9ebqHAY9DQGmdPe5Td7VGiqdxwCb+pkcg4OCo33TTs89IZy6JcBZrLjI7DxApLsIpK0DWNt+16ki/+4b4hj9PvC7KlZj6baxZwuPBof7udVbPZWTX7pGvM9cnTiWUcvIbB1Qsr+OCVM4mmbDpjGRSKurIghX7vkC1hJ5qUKMTxpP+XEEIIIYQQQkg4J87S+ejdM6UoQCKT27aasR28poHluMTTNgVekzkVQfZ1Js6679zxlTwBj87u9hjxtA1ohHwmsVRuHVkXtJEaro2CAl45HGVX604CHoO05ZAZSPk0IGUrdDQ0DdxYjBkH9nHdwR0sbdrFJUcaKEwn+Px1H+PxNW/C1HW2TJ3PvpKpvDSwPfXlqQvYX1qDiz5iDzod8Hl0XNdlcLCrNvA/XlMn5DXxmLmpme+4dBrvWFkrVUxizEn/LyGEEEIIIcTFTsI5cdbOVe+exo4Yv9/RzpamHtK2g+vCoe4UBV6dsN9DRcTPrPIQkYDJwa7EmPSdm10R5sY1dTy0uZmN9R1E0xalQS9+j0FnLI2ukR+CcHbRXC4Ic4Gso3CVjXNMgqZp4Lows+sQ9z78dea1H8BQQyO2lOmjONmPQhHw6tRXzWbdB+/DNDTcgUW6Kvc4Xh1sN7dmXYOg1yDkN0lmHTI2hDw6NUV+Fk8p5NqlVQS9Jj1JS7amivNC+n8JIYQQQgghLmYSzokJqbEjxv3PHKQ7nsVyFLajcJTCcXNvhQVeZpYFKQl6iaWtMZvq2NgR4/Fd7RzojNObyKLpEE1lae7OknHJDzsYS17bYnH7Pi5pqWdVSz1bpsznB6vfjq7lhjUsbNsHQEuknO3TFvFSzXy2TJlPQ8UMHNOkUOWmyeq6TkDPvW/j4jF1LNvFcRW2AkPXKA3ltqAWF3hxBqbKVkb8XDm3nEVTCqViSQghhBBCCCGEOM8knBNjxrZdtjT3ntYwgMEBCCNtY3Ndxe93tNPUkySazHKwJ0nSclBK4Td1QNHen2Zrcx/La4voTmSHTHU80X0fv77lNUW0xzP58xJpm+8+1cjOw320xdIks0MnsxoMbPs8S4brcFXjC6w6Us8lhxtY2rYXn2PljxelY/xg9dsBiAbCvP+v72T/lFm0BEsoCnrR0UhZNtmsg0fTyNgujlJEAh4unV5MWzSNoxTlIR8Z28VyXAoDHl49u4xXzymnpjBAazQtWwiFEEIIIYQQQogJQMI5MSY21rfzwDMHOdidwHJcPIZOXWmQ911ex1ULKoec29gR47EdbWxv6SeZzfWNW1JTyDWLq5hdEaalL8XLzb10RNN0xjOgIOwzSWRt0raLoWvomkZvIssLB3tYNb04P9VxcCvsvs44advBbxrMKCugL2nx5O4OepIWGgqPoWPqOqVhLyVBLzrQ0BajI5bBHqlBGyce8mAMbHUdqahOdx3mdjVRlujj6RmXAOBqGl959JsUp2P583oKImyesoAtUxfw0tRFwNH7e2LWpWiAoWkUBbxMLw2wtz2B46bxGgZBv0lZ0MuMsgLStmJeVYQb104n4DFPGMDJFkIhhBBCCCGEEGJikHBOnLWN9e1seLSB2EB/toDXIJV12NMRY8OjDQD5gK6xI8Y9f9zLnrYYjlLkIiiNA50JGtpi3L5uDlnbpak7SdqycV2F7SqyjpvfUpq1FY5rE/abeHSNa5dUM7sinN8K25PIUl3op8AbYNeRPr71xBGy9tHoTOdo8NUeS1MS9JLM2MSzJ0jlTkEDvIZGxlGEMwkuaWlgZUsDlxzJvYWzKQ5Hynn1R+4HQGk6v1r0WgKOlRveMGU+rRVTyToDlXrqaIXewGBadC0XUFZH/ET8Xt6xqpiysI/6IzFa+1MYOmiazpKakEy5FEIIIYQQQgghLiASzomzYtsuDzxzkFjaYlpxAF3PbWMN+3WCXoOm3hQ/evYgV84pR9c1fvJ8E9ua+/AaGuGAB4+hYzku0aTFCwd6+PdH6nnNnDJSA8MdklkHTQNT1zFMDaUgazu4QF1JkEiBh7KwL78VtiuWJuQ1OdCZ4GB3nEPdqWGTSo/92HahI5Y9syevFGgatgLlKr71669wXcPT6MfV0MW9AQ4U1+C30qQ9fgD+Zd2HMXSNgEfHchSW4+I1h05O1RWYpobfY3BJbRHvf/UMKiL+IZVwJ9seLIQQY2U0bQuEEEIIIYQQoyPhnDgrW5p7OdidoDTozQdzg3RdpzTo5UBXgi3NvVRF/Dy3vxtDg9KQD22gLCyZdeiKZ0hkHZ7a08m2pl6SlpubWKoUPkPHVYrcsFKVC59c6E5kKI/4CHpNWvpSPN3YSWNHnP6URdYZ+8kNPivD0ra9rGxpYGVLPUva9nLlh/6LjMcHQFewCB3FwaJqNtfMZ0vNAjbXLGBP2TRc3cjfjwZ4zFwlnM80sF2XaMrK1RBqGl5Tw6NrmIZOyG9y9YIK3vOq6SNWw8mUSyHEuTaatgVCCCGEEEKI0ZNwTpyV7kQWy3EJeI0Rjwe8Bj2JLN2JLMmsQ3/SojTszQdzvcksTd1JHFdhaOCoXCCXtV1cldvOmThuu6mu5baRdietXNWcUvzsxSZebu4ja7kj9n47UysO13Pd7qdZ2VLPovZ9eNyhneeWtDfSMHMxtoL/Wn09313zDjqDxSPel6GB36Nj6BoVYT/VhX66E7keeNNKgvQns7hKURL0URL0Ul3k56oFlVw+q0yq4YQQ42I0bQuEEEIIIYQQZ0bCOXFWSoNePIZOKusQ9g/f4pTK5LalxtM28bQ90GEuFzQppWjrT+eCOV0jY+d6rkVTuW2rilxYdzxXQcZWJDI29a1RvvH73Ty1t5O0dWY94wBMx2Z+50FWttTz+zlraIuUAXBJ624+8NKv8+e1h0rYPGU+m2sWsKVmAQ1Vs/AaBl4NAjOnk01lMZIWrjt0QIQGeAydsN/DyunFvPuyaZSFfQQ8BhqQtBwKPAYKSFmObFEVQoy70bQtkC2uQgghhBBCnDkJ58RZWVFbTF1pkD0dMYJeA8tROEphaBq249LUm6TAa7Kxvg3XBctx6YxlmFocIJaxSVu58C59zIhUjwm2A/ZJSuAUkMg6vLC/m3DAQzxtj2rdRakoKwa2p65sqWdZ614CdgaAmK+AXyy+CoCn65bzwIo35beotkTK81Ma/B6dwoCHkgIPWdtldkWI18+v4GcvNNHQHiOddXHJBXN+j05NoZ8r5lXwntXTZGCDEGLCG03bgstmlI7TKoUQQgghhLjwSTgnzopp6rzv8jru+u0u6ttiGJqGpuUmrKYthcfUWTo1wuyKCImMxe6OOF2xDIauYehgO2rYwIasQ34y66kooC9pjVhhN0hTLl7byveGe82BLfz3z7847Lx+X5DNNQvoCUTyt+0ur+Of33Bz7n4AUwNdB4VG0GtSEfKRzNoYus7SmiL+ZmUt118ylZeaetjTFiNpORQVeKgI+5ldHmJqcYFUwwkhLgijaVsghBBCCCGEOHMSzokzNjgp1HEV1YU+EhmLjO2iXLAchaZBedBDdWEAQ9eIBLy8ZnYZf6xvH5jCOjyYg9y21dNlH7d9FKAgm2JZ6558VdyKlgbuX/VX3PPqGwDYVTETgMaSqWweqIjbXLOA/aU1KG341qyIT6c46KMnkSVlOdguBLw6pUEP0bSFq2DZlDDrF1ei6xq6rvGqmWW8ambZ6T8RIYSYYE7ZtiDr4DFyFXRCCCGEEEKIMyfhnDgjjR0xfr+jncaOGDuPRIlnbGaXBykM+LAcl8bOGAUeg2ja5qWDvVxaV4Su6Shg2dRC9rTFaI9nznodg8FcKJPkU0/9iJUt9czvPIihhsZ+S1v35t/vDhax9GMPEvWHRrxPHfB5dJSC2hI/l88qo8Bnsq8jzistUeJpG79HI5F1KAp4WD2zVLaqCiEmnePbFhy7tdV1XboTWeZVhllRO/IQHCGEEEIIIcTpkXBOjFpjR4z7nzlITyJL2GeilIvH0DjYkyLotagp8hFN2XTFs9iOoiOW4UB3Aq+hE/DoxFIWqYHhD6PltS0Wte9jRUs9tmHyo5VvBiDp8fG2nX8inE0BcDhSnu8Tt7lmAQ3ldUPuZzCY02FY9V4k4GHp1ELesLCSaMpmX2eczniWoM/D366expKphfnqvpllQdmqKoSYlAbbFmx4tIGm3tSQaa3diSwRv4cb19bJMAghhBBCCCHOkoRzYkSDW1YTWXvI5FDXVfx+Rzs9iSxzKkJsO9xHc18ax3FxFbSrDPu7EkCuR9tg+JWxXNKWSzQ9unWUJXpZ0dLAipZ6VrY0sLRtLz7HAuBgUTU/XvlmFODqBl957U30BCJsmTI/P211kKGBB7AU6BoEB37BHBw6oQPFBR7esKiSt6+YyoraYkxTP+HrIIQQF4OrFlQC8MAzBznYnaAnkcVj6MyrDHPj2rr8cSGEEEIIIcSZk3BODDO4ZXVfZ5y07eAzdMrDflbVFVNU4KGxI0Z1oZ+D3Um2NveRtdwRe8cpwBnF4+quQ21/O4eKp+Rv+++ffYEFnQeHnNdVUDhQFTcfHReHXNXGTy+5lgKfQdpyhzSu04CQzyBtu5iuwmcaBLwGYb8HXYMpRQGuXlTJ362uw3tc43Nd16gtKRjFsxBCiMnlqgWVXDmnnC3NvXQnspQGvfk/YAghhBBCCCHOnoRzYojBLavd8SwRv4lSsLcjzjP7uvjNthaqCv30Jy3mVoZ4paWfeNoeMZg7HZF0nOVHdrNyoDLuktbdeBybxR//OZbhAeClqQsB2FIzP79F9VBRNWi56rVjfzXUtNz0wKklAfriWTriWVwFpg5ZR1EY8HD57DLeeklNfhqsbEsVQohTM02dy2aUjvcyhBBCCCGEmJQknBN5g1tWm3qSWLbD9uZeOhMZLCcXgimgO5bBVnC4L4k1mrK4Y/zty4/wt1seZm5XE/pxnedi3gDTetvYV1YLwBffcPOIE1Tzawa8hkZdWZCIz6QtmqY3YeExDdbMLGHt7DIiAQ9+02DV9GKmlQYliBNCCCGEEEIIIcSEIeGcyGvpS/Fycy/NPUk6oimS1tHgbDCHG9wteqpgzm+lWdrWyMqWela01HPnG27mSKQCyE1Wnd91CMj1jdtcMz8/vGFP2TRc/ejWUqXpDEZpg6sxtNz7PlOjNOhn2dRCPn71XOpKgrLtSgghhBBCCCGEEBcUCedEXixt0dgep6UviTXKvarFyX7WHnolF8YdqWdR+3487tEE77cLruQ3C3Ph3CPzLmd/SQ1baubTFSw+4X3q5PrFoR0NBQ0d/KZOwGMwrzrC2pllrF9cyeyKMIBsuxJCCCGEEEIIIcQFRcI5kRdNW7T1nzqYMx2bBR0H6A4W5qvh1jRt5zu/+cqQ89pDJbxUs4AtNQvYWj03f3tTcTVNxdWnXI9pgN+Tm6qqVK5Sbn5VmMtmlLKqroQF1RGZniqEEEIIIYQQQogLmoRzIi+WsUiPsF21KBVlRUsDK1vqWdlSz7LWvQTsDHe/5r18Z+07AdhcM5/tlbPYPBDGba5ZQEukPD+44XR4dCgPeXHRiKUtbFeRtRUBr8n00gL+euVUXj+/UgI5IYQQQgghhBBCTBoSzom8Ax3JIR9PiXbw3z/7IrN6Dg87t88fwuPa+Y/bw2W8+X33ntHjGjq8dk451y2bwvzqMCGvie26bD7UR9pymFMZYtW0EukfJ4QQQgghhBBCiElHwjmR5/fmhi8MDl7oCJZQHesEYG9pLZtrFuSHN+wvqTnpFNVjGUBloY/CgIdYKkt3IotCI+QzuHxWGW9fVctrZpcPq4abWR4euycnhBBCCCGEEEIIMQFJOCfy5laGCXi0/JRW2zD523f+K/tKptIfGH1QpgMrpxfy7tV1vGlxNe3xDLGMRTxtE/KZhP0e2aIqhBBCCCGEEEKIi5qEc8f5zne+w913301bWxvLli3jW9/6Fpdddtl4L+u8WDWthAXVhWw73Ic9MBRiS82CE55vAAU+g1hmaKM6DVg6tZB737WcaSXBfPhWW1JwjlYuhBBCCCGEEEIIcWGScO4YP/vZz7jjjju47777WL16Nffccw/r169n9+7dVFRUjPfyzjnT1Pno62Zz12930R5NkbVVfovr8fymxkdeO4u3XTKVzmian77URF/CorY0wCdeP49Q0Hte1y6EEEIIIYQQQghxIdKUUifKXy46q1ev5tJLL+Xb3/42AK7rUltby2233cZnPvOZk35uNBqlsLCQ/v5+IpHI+VjuObOxvp37nz7A3vYofWmbjJ37EtEAjwFVET8fvGIW711TN67rFEIIIYQQQgghhJioTjcrksq5Adlsls2bN/PZz342f5uu66xbt45NmzYNOz+TyZDJZPIfR6PR87LO8+GqBZVcOaecLc29dCeyFPpMOhIZumJZqgp9XD2/Cq/XGO9lCiGEEEIIIYQQQlzwJJwb0NXVheM4VFZWDrm9srKShoaGYedv2LCBu+6663wt77wzTZ3LZpSO9zKEEEIIIYQQQgghJjV9vBdwofrsZz9Lf39//q25uXm8lySEEEIIIYQQQgghLjBSOTegrKwMwzBob28fcnt7eztVVVXDzvf5fPh8vvO1PCGEEEIIIYQQQggxCUnl3ACv18vKlSvZuHFj/jbXddm4cSNr1qwZx5UJIYQQQgghhBBCiMlKKueOcccdd3DjjTeyatUqLrvsMu655x4SiQQ33XTTeC9NCCGEEEIIIYQQQkxCEs4d453vfCednZ188YtfpK2tjeXLl/PYY48NGxIxEqUUMLmmtgohhBBCCCGEEEKIMzOYEQ1mRieiqVOdIU7L4cOHqa2tHe9lCCGEEEIIIYQQQogJpLm5malTp57wuIRzY8R1XY4cOUI4HEbTtPPymNFolNraWpqbm4lEIuflMYW42Mh1JsS5J9eZEOeeXGdCnHtynQlx7l1o15lSilgsxpQpU9D1E499kG2tY0TX9ZOmoOdSJBK5IL4ohbiQyXUmxLkn15kQ555cZ0Kce3KdCXHuXUjXWWFh4SnPkWmtQgghhBBCCCGEEEKMEwnnhBBCCCGEEEIIIYQYJxLOXcB8Ph933nknPp9vvJcixKQl15kQ555cZ0Kce3KdCXHuyXUmxLk3Wa8zGQghhBBCCCGEEEIIIcQ4kco5IYQQQgghhBBCCCHGiYRzQgghhBBCCCGEEEKMEwnnhBBCCCGEEEIIIYQYJxLOCSGEEEIIIYQQQggxTiScE0IIIYQQQgghhBBinEg4d4H6zne+Q11dHX6/n9WrV/PCCy+M95KEmBD+/Oc/8+Y3v5kpU6agaRq/+tWvhhxXSvHFL36R6upqAoEA69atY+/evUPO6enp4YYbbiASiVBUVMQHPvAB4vH4kHNeeeUVXvOa1+D3+6mtreWrX/3qsLU89NBDzJ8/H7/fz5IlS3jkkUfG/PkKMR42bNjApZdeSjgcpqKigre+9a3s3r17yDnpdJpbbrmF0tJSQqEQ119/Pe3t7UPOaWpq4rrrrqOgoICKigo++clPYtv2kHOefPJJVqxYgc/nY/bs2TzwwAPD1iPfE8Vk9L3vfY+lS5cSiUSIRCKsWbOGRx99NH9crjEhxt6Xv/xlNE3j9ttvz98m15oQZ+ef//mf0TRtyNv8+fPzx+UaG6DEBefBBx9UXq9X/fCHP1Q7d+5UH/zgB1VRUZFqb28f76UJMe4eeeQR9bnPfU794he/UID65S9/OeT4l7/8ZVVYWKh+9atfqW3btqm/+qu/UjNmzFCpVCp/zjXXXKOWLVumnnvuOfWXv/xFzZ49W7373e/OH+/v71eVlZXqhhtuUDt27FA//elPVSAQUN///vfz5zzzzDPKMAz11a9+Ve3atUt9/vOfVx6PR23fvv2cvwZCnGvr169X999/v9qxY4faunWruvbaa9W0adNUPB7Pn3PzzTer2tpatXHjRvXSSy+pV73qVWrt2rX547Ztq8WLF6t169apl19+WT3yyCOqrKxMffazn82fs3//flVQUKDuuOMOtWvXLvWtb31LGYahHnvssfw58j1RTFa/+c1v1MMPP6z27Nmjdu/erf7pn/5JeTwetWPHDqWUXGNCjLUXXnhB1dXVqaVLl6qPfexj+dvlWhPi7Nx5551q0aJFqrW1Nf/W2dmZPy7XWI6Ecxegyy67TN1yyy35jx3HUVOmTFEbNmwYx1UJMfEcH865rquqqqrU3Xffnb+tr69P+Xw+9dOf/lQppdSuXbsUoF588cX8OY8++qjSNE21tLQopZT67ne/q4qLi1Umk8mf8+lPf1rNmzcv//E73vEOdd111w1Zz+rVq9WHP/zhMX2OQkwEHR0dClBPPfWUUip3XXk8HvXQQw/lz6mvr1eA2rRpk1IqF6Truq7a2try53zve99TkUgkf2196lOfUosWLRryWO985zvV+vXr8x/L90RxMSkuLlY/+MEP5BoTYozFYjE1Z84c9fjjj6srr7wyH87JtSbE2bvzzjvVsmXLRjwm19hRsq31ApPNZtm8eTPr1q3L36brOuvWrWPTpk3juDIhJr4DBw7Q1tY25PopLCxk9erV+etn06ZNFBUVsWrVqvw569atQ9d1nn/++fw5V1xxBV6vN3/O+vXr2b17N729vflzjn2cwXPkOhWTUX9/PwAlJSUAbN68GcuyhlwD8+fPZ9q0aUOutSVLllBZWZk/Z/369USjUXbu3Jk/52TXkXxPFBcLx3F48MEHSSQSrFmzRq4xIcbYLbfcwnXXXTfsepBrTYixsXfvXqZMmcLMmTO54YYbaGpqAuQaO5aEcxeYrq4uHMcZ8oUJUFlZSVtb2zitSogLw+A1crLrp62tjYqKiiHHTdOkpKRkyDkj3cexj3Gic+Q6FZON67rcfvvtXH755SxevBjIff17vV6KioqGnHv8tXam11E0GiWVSsn3RDHpbd++nVAohM/n4+abb+aXv/wlCxculGtMiDH04IMPsmXLFjZs2DDsmFxrQpy91atX88ADD/DYY4/xve99jwMHDvCa17yGWCwm19gxzPFegBBCCCEuXLfccgs7duzg6aefHu+lCDHpzJs3j61bt9Lf38///u//cuONN/LUU0+N97KEmDSam5v52Mc+xuOPP47f7x/v5QgxKb3xjW/Mv7906VJWr17N9OnT+fnPf04gEBjHlU0sUjl3gSkrK8MwjGHTS9rb26mqqhqnVQlxYRi8Rk52/VRVVdHR0THkuG3b9PT0DDlnpPs49jFOdI5cp2IyufXWW/nd737HE088wdSpU/O3V1VVkc1m6evrG3L+8dfamV5HkUiEQCAg3xPFpOf1epk9ezYrV65kw4YNLFu2jHvvvVeuMSHGyObNm+no6GDFihWYpolpmjz11FN885vfxDRNKisr5VoTYowVFRUxd+5cGhsb5fvZMSScu8B4vV5WrlzJxo0b87e5rsvGjRtZs2bNOK5MiIlvxowZVFVVDbl+otEozz//fP76WbNmDX19fWzevDl/zp/+9Cdc12X16tX5c/785z9jWVb+nMcff5x58+ZRXFycP+fYxxk8R65TMRkopbj11lv55S9/yZ/+9CdmzJgx5PjKlSvxeDxDroHdu3fT1NQ05Frbvn37kDD88ccfJxKJsHDhwvw5J7uO5HuiuNi4rksmk5FrTIgxctVVV7F9+3a2bt2af1u1ahU33HBD/n251oQYW/F4nH379lFdXS3fz4413hMpxOg9+OCDyufzqQceeEDt2rVLfehDH1JFRUVDppcIcbGKxWLq5ZdfVi+//LIC1De+8Q318ssvq0OHDimllPryl7+sioqK1K9//Wv1yiuvqLe85S1qxowZKpVK5e/jmmuuUZdccol6/vnn1dNPP63mzJmj3v3ud+eP9/X1qcrKSvXe975X7dixQz344IOqoKBAff/738+f88wzzyjTNNXXvvY1VV9fr+68807l8XjU9u3bz9+LIcQ58pGPfEQVFhaqJ598UrW2tubfkslk/pybb75ZTZs2Tf3pT39SL730klqzZo1as2ZN/rht22rx4sXq6quvVlu3blWPPfaYKi8vV5/97Gfz5+zfv18VFBSoT37yk6q+vl595zvfUYZhqMceeyx/jnxPFJPVZz7zGfXUU0+pAwcOqFdeeUV95jOfUZqmqT/84Q9KKbnGhDhXjp3WqpRca0KcrU984hPqySefVAcOHFDPPPOMWrdunSorK1MdHR1KKbnGBkk4d4H61re+paZNm6a8Xq+67LLL1HPPPTfeSxJiQnjiiScUMOztxhtvVEop5bqu+sIXvqAqKyuVz+dTV111ldq9e/eQ++ju7lbvfve7VSgUUpFIRN10000qFosNOWfbtm3q1a9+tfL5fKqmpkZ9+ctfHraWn//852ru3LnK6/WqRYsWqYcffvicPW8hzqeRrjFA3X///flzUqmU+uhHP6qKi4tVQUGBetvb3qZaW1uH3M/BgwfVG9/4RhUIBFRZWZn6xCc+oSzLGnLOE088oZYvX668Xq+aOXPmkMcYJN8TxWT0/ve/X02fPl15vV5VXl6urrrqqnwwp5RcY0KcK8eHc3KtCXF23vnOd6rq6mrl9XpVTU2Neuc736kaGxvzx+Uay9GUUmp8avaEEEIIIYQQQgghhLi4Sc85IYQQQgghhBBCCCHGiYRzQgghhBBCCCGEEEKMEwnnhBBCCCGEEEIIIYQYJxLOCSGEEEIIIYQQQggxTiScE0IIIYQQQgghhBBinEg4J4QQQgghhBBCCCHEOJFwTgghhBBCCCGEEEKIcSLhnBBCCCGEOGOapvGrX/3qnD7Ga1/7Wm6//fZz+hhCCCGEEONFwjkhhBBCiAvApk2bMAyD6667btSfW1dXxz333DP2izqFN7/5zVxzzTUjHvvLX/6Cpmm88sor53lVQgghhBATi4RzQvz/7N13fFRV/v/x1/RJMimkEkIgkFACoSNVBRXIKurq4qrYAHEti7jq6qpbbGtbXVdce1nB7/5kVSxbREREsUAUFRBCDxBaKult+v39ETMQEjBBIKjv5+ORB8y9Z84992aI+Oac8xEREfkB+Mc//sHs2bP55JNPKCgo6OjhtMnMmTNZsmQJe/bsaXFu7ty5DB8+nIEDB3bAyEREREROHArnRERERE5wtbW1vPbaa1x33XVMnjyZefPmtWjzv//9j5NOOgmn00l8fDznn38+0LgkdOfOndx0002YTCZMJhMAd999N4MHD27Wx5w5c0hLSwu9/vLLL5k4cSLx8fFER0czbtw4Vq1a1eZxn3322SQkJLQYb21tLQsWLGDmzJmUlZUxdepUUlJSCA8PZ8CAAfzrX/86bL+tLaWNiYlpdp3du3dz4YUXEhMTQ2xsLD//+c/Jz88PnV+2bBkjRowgIiKCmJgYxo4dy86dO9t8byIiIiJHi8I5ERERkRPc66+/Tt++fenTpw+XXXYZL730EoZhhM4vXLiQ888/n7POOovVq1ezdOlSRowYAcBbb71F165duffeeyksLKSwsLDN162pqWHatGl89tlnfP755/Tq1YuzzjqLmpqaNr3farVyxRVXMG/evGbjXbBgAYFAgKlTp+J2uxk2bBgLFy4kNzeXq6++mssvv5yVK1e2eZwH8/l8ZGdnExkZyaeffsry5ctxuVz87Gc/w+v14vf7Oe+88xg3bhxr164lJyeHq6++OhRcioiIiBxP1o4egIiIiIgc3j/+8Q8uu+wyAH72s59RVVXFxx9/zPjx4wG4//77ufjii7nnnntC7xk0aBAAsbGxWCwWIiMj6dy5c7uue/rppzd7/fzzzxMTE8PHH3/M2Wef3aY+rrzySh555JFm4507dy5TpkwhOjqa6OhobrnlllD72bNns3jxYl5//fVQwNher732GsFgkBdffDEUuM2dO5eYmBiWLVvG8OHDqaqq4uyzzyY9PR2AzMzMI7qWiIiIyPelmXMiIiIiJ7DNmzezcuVKpk6dCjTORrvooov4xz/+EWqzZs0azjjjjKN+7eLiYn71q1/Rq1cvoqOjiYqKora2ll27drW5j759+zJmzBheeuklAPLy8vj000+ZOXMmAIFAgD//+c8MGDCA2NhYXC4Xixcvbtc1DvbNN9+Ql5dHZGQkLpcLl8tFbGwsbrebbdu2ERsby/Tp08nOzuacc87h8ccfb9eMQhEREZGjSTPnRERERE5g//jHP/D7/XTp0iV0zDAMHA4HTz75JNHR0YSFhbW7X7PZ3GypKTQuBz3QtGnTKCsr4/HHH6d79+44HA5Gjx6N1+tt17VmzpzJ7Nmzeeqpp5g7dy7p6emMGzcOgEceeYTHH3+cOXPmMGDAACIiIrjxxhsPew2TyXTYsdfW1jJs2DBeeeWVFu9NSEgAGmfS3XDDDbz33nu89tpr/PGPf2TJkiWMGjWqXfcmIiIi8n1p5pyIiIjICcrv9/N///d/PProo6xZsyb09c0339ClS5dQ4YSBAweydOnSQ/Zjt9sJBALNjiUkJFBUVNQs5FqzZk2zNsuXL+eGG27grLPOon///jgcDvbt29fu+7jwwgsxm83Mnz+f//u//+PKK68MLTddvnw5P//5z7nssssYNGgQPXv2ZMuWLYftLyEhodlMt61bt1JfXx96PXToULZu3UpiYiIZGRnNvqKjo0PthgwZwh133MGKFSvIyspi/vz57b43ERERke9L4ZyIiIjICeqdd96hoqKCmTNnkpWV1exrypQpoaWtd911F//617+466672LhxI+vWreMvf/lLqJ+0tDQ++eQT9u7dGwrXxo8fT2lpKQ8//DDbtm3jqaeeYtGiRc2u36tXL/75z3+yceNGvvjiCy699NIjmqXncrm46KKLuOOOOygsLGT69OnNrrFkyRJWrFjBxo0bueaaayguLj5sf6effjpPPvkkq1ev5quvvuLaa6/FZrOFzl966aXEx8fz85//nE8//ZQdO3awbNkybrjhBvbs2cOOHTu44447yMnJYefOnbz//vts3bpV+86JiIhIh1A4JyIiInKC+sc//sGECROazfZqMmXKFL766ivWrl3L+PHjWbBgAf/9738ZPHgwp59+erNqp/feey/5+fmkp6eHlnVmZmby9NNP89RTTzFo0CBWrlzZrDBD0/UrKioYOnQol19+OTfccAOJiYlHdC8zZ86koqKC7OzsZkt0//jHPzJ06FCys7MZP348nTt35rzzzjtsX48++iipqamccsopXHLJJdxyyy2Eh4eHzoeHh/PJJ5/QrVs3fvGLX5CZmcnMmTNxu91ERUURHh7Opk2bmDJlCr179+bqq69m1qxZXHPNNUd0byIiIiLfh8k4eMMOEREREREREREROS40c05ERERERERERKSDKJwTERERERERERHpIArnREREREREREREOojCORERERERERERkQ6icE5ERERERERERKSDKJwTERERERERERHpIArnREREREREREREOojCORERERERERERkQ6icE5ERERERERERKSDKJwTERERERERERHpIArnREREREREREREOojCORERERERERERkQ6icE5ERERERERERKSDKJwTERERERERERHpIArnREREREREREREOojCORERERERERERkQ6icE5ERERERERERKSDKJwTERERERERERHpIArnREREREREREREOojCORERERERERERkQ6icE5ERERERERERKSDKJwTERERERERERHpIArnREREREREREREOojCORERERERERERkQ6icE5ERERERERERKSDKJwTERERERERERHpIArnREREREREREREOojCORERERERERERkQ6icE5ERERERERERKSDKJwTERERERERERHpIArnREREREREREREOojCORERERERERERkQ6icE5ERERERERERKSDKJwTERERERERERHpIArnREREREREREREOojCORERERERERERkQ6icE5ERERERERERKSDKJwTERERERERERHpIArnREREREREREREOojCORERERERERERkQ6icE5ERERERERERKSDKJwTERERERERERHpIArnREREfqCmT59OWlpas2Mmk4m77767Q8bzY6TnKT8U+fn5mEwm5s2b19FD6XBpaWlMnz499HrZsmWYTCaWLVvWYWM62MFjFBGRnzaFcyIiIu20Y8cOrr/+enr37k14eDjh4eH069ePWbNmsXbt2o4e3jE3f/585syZ0+b2aWlpmEym0JfT6aRXr17ceuutlJeXH7uBttG77757wgVwTUFL05fZbCY2NpYzzzyTnJycjh7eT8Lvfvc7TCYTF1100RH3sWHDBu6++27y8/OP3sBOcPPmzWvx5713795cf/31FBcXd/Tw2uVE/NkgIiI/TtaOHoCIiMgPyTvvvMNFF12E1Wrl0ksvZdCgQZjNZjZt2sRbb73FM888w44dO+jevXuHjK+hoQGr9dj+533+/Pnk5uZy4403tvk9gwcP5re//S0Abrebr7/+mjlz5vDxxx+zcuXKYzTStnn33Xd56qmnWv2f8OPxPA9n6tSpnHXWWQQCAbZs2cLTTz/NaaedxpdffsmAAQM6bFw/doZh8K9//Yu0tDT+97//UVNTQ2RkZLv72bBhA/fccw/jx49vMcv1x+7ee++lR48euN1uPvvsM5555hneffddcnNzCQ8PP65jOfXUU2loaMBut7frfYf72SAiInI0KZwTERFpo23btnHxxRfTvXt3li5dSnJycrPzf/nLX3j66acxmw8/Mb2uro6IiIhjMkan03lM+v2+UlJSuOyyy0Kvr7rqKlwuF3/961/ZunUrvXr16sDRHVpHP8+hQ4c2e26nnHIKZ555Js888wxPP/30cR3LsfzcHgtutxu73f6dfx5bs2zZMvbs2cOHH35IdnY2b731FtOmTTsGo/zxOvPMMxk+fDjQ+Oc9Li6Ov/3tb/znP/9h6tSprb7nWH3GzGZzh/9ZFhERORwtaxUREWmjhx9+mLq6OubOndsimAOwWq3ccMMNpKamho5Nnz4dl8vFtm3bOOuss4iMjOTSSy8F4NNPP+WXv/wl3bp1w+FwkJqayk033URDQ0OLvv/973+TlZWF0+kkKyuLt99+u9UxtrZH2t69e7nyyitJSkrC4XDQv39/XnrppWZtmvZkev3117n//vvp2rUrTqeTM844g7y8vFC78ePHs3DhQnbu3BlatnakM4I6d+4M0GJm2ocffsgpp5xCREQEMTEx/PznP2fjxo0t3r969WrOPPNMoqKicLlcnHHGGXz++efN2vh8Pu655x569eqF0+kkLi6Ok08+mSVLlgCN35+nnnoq9Oyavpoc/DzvvvtuTCYTeXl5TJ8+nZiYGKKjo5kxYwb19fXNrt3Q0MANN9xAfHw8kZGRnHvuuezdu/d77WN3yimnAI1B8YEqKyu58cYbSU1NxeFwkJGRwV/+8heCwWCzdmVlZVx++eVERUURExPDtGnT+Oabb1rsVXa4z20wGGTOnDn0798fp9NJUlIS11xzDRUVFc2u9dVXX5GdnU18fDxhYWH06NGDK6+8slmbV199lWHDhhEZGUlUVBQDBgzg8ccfb9Zm+/bt/PKXvyQ2Npbw8HBGjRrFwoULm7Vp+vy++uqr/PGPfyQlJYXw8HCqq6vx+Xxs2rSJwsLCNj/nV155hX79+nHaaacxYcIEXnnllVbb7d27l5kzZ9KlSxccDgc9evTguuuuw+v1Mm/ePH75y18CcNppp4U+W037nh3qc3DwXmTl5eXccsstDBgwAJfLRVRUFGeeeSbffPNNm++nyVdffYXJZOLll19ucW7x4kzdcowAAOGUSURBVMWYTCbeeecdAGpqarjxxhtJS0vD4XCQmJjIxIkTWbVqVbuvC3D66acDjdsCwNH5jBmGwX333UfXrl0JDw/ntNNOY/369S2ufag957744gvOOussOnXqREREBAMHDgx9/r7rZ8PRHqOIiPy0aeaciIhIG73zzjtkZGQwcuTIdr3P7/eTnZ3NySefzF//+tfQkq4FCxZQX1/PddddR1xcHCtXruSJJ55gz549LFiwIPT+999/nylTptCvXz8efPBBysrKmDFjBl27dv3OaxcXFzNq1ChMJhPXX389CQkJLFq0iJkzZ1JdXd1iaepDDz2E2WzmlltuoaqqiocffphLL72UL774AoA//OEPVFVVsWfPHh577DEAXC7Xd47D5/Oxb98+oHFG0+rVq/nb3/7GqaeeSo8ePULtPvjgA84880x69uzJ3XffTUNDA0888QRjx45l1apVoSBw/fr1nHLKKURFRfG73/0Om83Gc889x/jx4/n4449D36O7776bBx98kKuuuooRI0ZQXV3NV199xapVq5g4cSLXXHMNBQUFLFmyhH/+85/feR9NLrzwQnr06MGDDz7IqlWrePHFF0lMTOQvf/lLqM306dN5/fXXufzyyxk1ahQff/wxkydPbvM1WtO0d1mnTp1Cx+rr6xk3bhx79+7lmmuuoVu3bqxYsYI77riDwsLC0P6AwWCQc845h5UrV3LdddfRt29f/vOf/xxyRtihPrfXXHMN8+bNY8aMGdxwww3s2LGDJ598ktWrV7N8+XJsNhslJSVMmjSJhIQEbr/9dmJiYsjPz+ett94K9b9kyRKmTp3KGWecEXpuGzduZPny5fzmN78BGj+/Y8aMob6+nhtuuIG4uDhefvllzj33XN544w3OP//8ZmP+85//jN1u55ZbbsHj8WC329m7dy+ZmZlMmzatTcUSPB4Pb775ZmgZ9tSpU5kxYwZFRUWhQBmgoKCAESNGUFlZydVXX03fvn3Zu3cvb7zxBvX19Zx66qnccMMN/P3vf+f3v/89mZmZAKFf22r79u38+9//5pe//CU9evSguLiY5557jnHjxrFhwwa6dOnS5r6GDx9Oz549ef3111t831977TU6depEdnY2ANdeey1vvPEG119/Pf369aOsrIzPPvuMjRs3MnTo0HbdA+wPlOPi4kLHvs9nDODOO+/kvvvu46yzzuKss85i1apVTJo0Ca/X+53jWbJkCWeffTbJycn85je/oXPnzmzcuJF33nmH3/zmN9/5s+F4jFFERH5CDBEREflOVVVVBmCcd955Lc5VVFQYpaWloa/6+vrQuWnTphmAcfvtt7d434Htmjz44IOGyWQydu7cGTo2ePBgIzk52aisrAwde//99w3A6N69e7P3A8Zdd90Vej1z5kwjOTnZ2LdvX7N2F198sREdHR0aw0cffWQARmZmpuHxeELtHn/8cQMw1q1bFzo2efLkFtc9nO7duxtAi6+xY8e2GNfgwYONxMREo6ysLHTsm2++Mcxms3HFFVeEjp133nmG3W43tm3bFjpWUFBgREZGGqeeemro2KBBg4zJkycfdnyzZs0yDvVXooOf51133WUAxpVXXtms3fnnn2/ExcWFXn/99dcGYNx4443N2k2fPr1Fn63ZsWOHARj33HOPUVpaahQVFRmffvqpcdJJJxmAsWDBglDbP//5z0ZERISxZcuWZn3cfvvthsViMXbt2mUYhmG8+eabBmDMmTMn1CYQCBinn366ARhz584NHT/U5/bTTz81AOOVV15pdvy9995rdvztt982AOPLL7885D3+5je/MaKiogy/33/INjfeeKMBGJ9++mnoWE1NjdGjRw8jLS3NCAQChmHs//z27NmzxZ+rpmc5bdq0Q17nQG+88YYBGFu3bjUMwzCqq6sNp9NpPPbYY83aXXHFFYbZbG71HoPBoGEYhrFgwQIDMD766KMWbQ71OejevXuzsbrd7tB9HnhPDofDuPfee1vc54Hfx9bccccdhs1mM8rLy0PHPB6PERMT0+xzHR0dbcyaNeuwfbVm7ty5BmB88MEHRmlpqbF7927j1VdfNeLi4oywsDBjz549hmF8/89YSUmJYbfbjcmTJ4eet2EYxu9///sW3++mz0fT98Hv9xs9evQwunfvblRUVDS7zoF9Hepnw7EYo4iI/LRpWauIiEgbVFdXA63PEhs/fjwJCQmhr6alUAe67rrrWhwLCwsL/b6uro59+/YxZswYDMNg9erVABQWFrJmzRqmTZtGdHR0qP3EiRPp16/fYcdsGAZvvvkm55xzDoZhsG/fvtBXdnY2VVVVLZaozZgxo9mm6U3LKLdv337Ya32XkSNHsmTJEpYsWcI777zD/fffz/r16zn33HNDy3ib7nX69OnExsaG3jtw4EAmTpzIu+++C0AgEOD999/nvPPOo2fPnqF2ycnJXHLJJXz22Weh71dMTAzr169n69at32v8B7v22mubvT7llFMoKysLXfe9994D4Ne//nWzdrNnz27Xde666y4SEhLo3Lkzp5xyChs3buTRRx/lggsuCLVZsGABp5xyCp06dWr2PZ4wYQKBQIBPPvkkNCabzcavfvWr0HvNZjOzZs065PUP/twuWLCA6OhoJk6c2Oxaw4YNw+Vy8dFHHwGNzx0aZ5v6fL5W+46JiaGuri60xLg17777LiNGjODkk08OHXO5XFx99dXk5+ezYcOGZu2nTZvW7M8VNC4TNQyjTbPmoHFJ6/Dhw8nIyAAgMjKSyZMnN1vaGgwG+fe//80555wT2lftQAcuf/y+HA5HaN+8QCBAWVkZLpeLPn36HNES04suugifz9dsFuP7779PZWVls8q0MTExfPHFFxQUFBzRuCdMmEBCQgKpqalcfPHFuFwu3n77bVJSUpq1O9LP2AcffIDX62X27NnNnndbCtWsXr2aHTt2cOONN4Y+q03a8r07HmMUEZGfFi1rFRERaYOmSo21tbUtzj333HPU1NRQXFzcbPP+JlartdUlqLt27eLOO+/kv//9b4t9iqqqqgDYuXMnQKsFE77rf85LS0uprKzk+eef5/nnn2+1TUlJSbPX3bp1a/a6afnkweNrr/j4eCZMmBB6PXnyZPr06cMFF1zAiy++yOzZs0P32qdPnxbvz8zMZPHixdTV1VFTU0N9ff0h2wWDQXbv3k3//v259957+fnPf07v3r3JysriZz/7GZdffjkDBw78XvdzuOcUFRXFzp07MZvNzZbsAqHAp62uvvpqfvnLX+J2u/nwww/5+9//TiAQaNZm69atrF27loSEhFb7aPoe79y5k+Tk5BaVMg81ptY+t1u3bqWqqorExMTDXmvcuHFMmTKFe+65h8cee4zx48dz3nnncckll+BwOIDG4PL111/nzDPPJCUlhUmTJnHhhRfys5/9LNTfzp07W11G3rQ0dOfOnWRlZYWOH/y826uyspJ3332X66+/vtlei2PHjuXNN99ky5Yt9O7dm9LSUqqrq5td+1gJBoM8/vjjPP300+zYsaPZ9//AJaJtNWjQIPr27ctrr73GzJkzgcYlrfHx8aF94aBxj81p06aRmprKsGHDOOuss7jiiiuaBeKH89RTT9G7d2+sVitJSUn06dOnRXGO7/MZO9TPxoSEhGbLvlvTtMT2SL9/x2OMIiLy06JwTkREpA2io6NJTk4mNze3xbmm8KBpP7CDHTjzpUkgEGDixImUl5dz22230bdvXyIiIti7dy/Tp09vsZH/kWjq47LLLjvkvmIHh1QWi6XVdoZhfO/xHOyMM84A4JNPPmn3jLK2OvXUU9m2bRv/+c9/eP/993nxxRd57LHHePbZZ7nqqquOuN/j9Zx69eoVCjXPPvtsLBYLt99+O6eddlpoxlYwGGTixIn87ne/a7WP3r17H9G1W/vcBoNBEhMTD1kgoSkgNJlMvPHGG3z++ef873//Y/HixVx55ZU8+uijfP7557hcLhITE1mzZg2LFy9m0aJFLFq0iLlz53LFFVe0WrCgLQ6eNddeCxYswOPx8Oijj/Loo4+2OP/KK69wzz33fK9rfJeDw9cHHniAP/3pT1x55ZX8+c9/JjY2FrPZzI033njEPycuuugi7r//fvbt20dkZCT//e9/mTp1arPiLBdeeCGnnHIKb7/9Nu+//z6PPPIIf/nLX3jrrbc488wzv/MaI0aMaHVW4YG+z2esI/0QxigiIj8sCudERETaaPLkybz44ousXLmSESNGfK++1q1bx5YtW3j55Ze54oorQscPXuLXvXt3gFaXZW7evPmw10hISCAyMpJAINBs1tr3dbSW7Pn9fmD/bMSme23tvjZt2kR8fDwRERE4nU7Cw8MP2c5sNjermBsbG8uMGTOYMWMGtbW1nHrqqdx9992hcO5oLkFs0r17d4LBIDt27Gg2a+bA2VhH4g9/+AMvvPACf/zjH0NLZ9PT06mtrf3O73H37t356KOPqK+vbzZ7rj1jSk9P54MPPmDs2LFtCsJGjRrFqFGjuP/++5k/fz6XXnopr776aujZ2+12zjnnHM455xyCwSC//vWvee655/jTn/5ERkYG3bt3P+T3uemejqZXXnmFrKws7rrrrhbnnnvuOebPn88999xDQkICUVFRrYb1BzrcZ6tTp05UVlY2O+b1eltUlX3jjTc47bTT+Mc//tHseGVlJfHx8d9xR6276KKLuOeee3jzzTdJSkqiurqaiy++uEW75ORkfv3rX/PrX/+akpIShg4dyv3339+mcO5ItfUzduDPxgNn85WWln7nTN/09HQAcnNzD/vn5lDfv+MxRhER+WnRnnMiIiJt9Lvf/Y7w8HCuvPJKiouLW5xvz6yppplXB77HMAwef/zxZu2Sk5MZPHgwL7/8cmipKzSGeAfvt9XaNaZMmcKbb77ZaohQWlra5vEeKCIiotlYjtT//vc/oHGZHTS/1wNDi9zcXN5//33OOussoPG+Jk2axH/+859msxWLi4uZP38+J598MlFRUQCUlZU1u6bL5SIjIwOPx9PsfoAWQcn30VTx8umnn252/Iknnvhe/cbExHDNNdewePFi1qxZAzTOcMrJyWHx4sUt2ldWVoZC0OzsbHw+Hy+88ELofDAYbHWPxEO58MILCQQC/PnPf25xzu/3h55hRUVFiz8PgwcPBgg9+4O/N2azOTSTs6nNWWedxcqVK8nJyQm1q6ur4/nnnyctLe07912ExkrBmzZtahF6HWz37t188sknXHjhhVxwwQUtvmbMmEFeXh5ffPEFZrOZ8847j//973989dVXLfpquvfDfbbS09ND+wE2ef7551vMnLNYLC2e5YIFC9i7d+933vuhZGZmMmDAAF577TVee+01kpOTOfXUU0PnA4FAiz/jiYmJdOnSpdmfnWOhrZ+xCRMmYLPZeOKJJ5o9n6bqxIczdOhQevTowZw5c1p8bw7s61Dfv+MxRhER+WnRzDkREZE26tWrF/Pnz2fq1Kn06dOHSy+9lEGDBmEYBjt27GD+/PmYzeZW95c7WN++fUlPT+eWW25h7969REVF8eabb7Y6m+LBBx9k8uTJnHzyyVx55ZWUl5fzxBNP0L9//1b3wDvQQw89xEcffcTIkSP51a9+Rb9+/SgvL2fVqlV88MEHlJeXt/s5DBs2jNdee42bb76Zk046CZfLxTnnnHPY9+zdu5f/9//+H9A4O+ibb77hueeeIz4+vtmS1kceeYQzzzyT0aNHM3PmTBoaGnjiiSeIjo7m7rvvDrW77777WLJkCSeffDK//vWvsVqtPPfcc3g8Hh5++OFQu379+jF+/HiGDRtGbGwsX331FW+88QbXX399s/sBuOGGG8jOzsZisbQ6i6i9z2jKlCnMmTOHsrIyRo0axccff8yWLVuA7zdb7ze/+Q1z5szhoYce4tVXX+XWW2/lv//9L2effTbTp09n2LBh1NXVsW7dOt544w3y8/OJj4/nvPPOY8SIEfz2t78lLy+Pvn378t///jf0GWjLmMaNG8c111zDgw8+yJo1a5g0aRI2m42tW7eyYMECHn/8cS644AJefvllnn76ac4//3zS09OpqanhhRdeICoqKhSyXnXVVZSXl3P66afTtWtXdu7cyRNPPMHgwYNDe8rdfvvt/Otf/+LMM8/khhtuIDY2lpdffpkdO3bw5ptvtlgS2Zq9e/eSmZnJtGnTDlsUYv78+RiGwbnnntvq+bPOOgur1corr7zCyJEjeeCBB3j//fcZN24cV199NZmZmRQWFrJgwQI+++wzYmJiGDx4MBaLhb/85S9UVVXhcDg4/fTTSUxM5KqrruLaa69lypQpTJw4kW+++YbFixe3mA139tlnc++99zJjxgzGjBnDunXreOWVV9q899uhXHTRRdx55504nU5mzpzZ7FnW1NTQtWtXLrjgAgYNGoTL5eKDDz7gyy+/bHW579HU1s9YQkICt9xyCw8++CBnn302Z511FqtXr2bRokXfOaPQbDbzzDPPcM455zB48GBmzJhBcnIymzZtYv369aGg+1A/G47HGEVE5CfmuNeHFRER+YHLy8szrrvuOiMjI8NwOp1GWFiY0bdvX+Paa6811qxZ06zttGnTjIiIiFb72bBhgzFhwgTD5XIZ8fHxxq9+9Svjm2++MQBj7ty5zdq++eabRmZmpuFwOIx+/foZb731ljFt2jSje/fuzdoBxl133dXsWHFxsTFr1iwjNTXVsNlsRufOnY0zzjjDeP7550NtPvroIwMwFixY0Oy9O3bsaDGe2tpa45JLLjFiYmIMoMUYDta9e3cDCH2ZzWYjMTHRmDp1qpGXl9ei/QcffGCMHTvWCAsLM6KiooxzzjnH2LBhQ4t2q1atMrKzsw2Xy2WEh4cbp512mrFixYpmbe677z5jxIgRRkxMTOj7dP/99xterzfUxu/3G7NnzzYSEhIMk8lkHPjXo4Of51133WUARmlpabPrzJ071wCMHTt2hI7V1dUZs2bNMmJjYw2Xy2Wcd955xubNmw3AeOihhw77zJqe+yOPPNLq+enTpxsWiyX0/Gpqaow77rjDyMjIMOx2uxEfH2+MGTPG+Otf/9rsXktLS41LLrnEiIyMNKKjo43p06cby5cvNwDj1VdfDbU73OfWMAzj+eefN4YNG2aEhYUZkZGRxoABA4zf/e53RkFBgWEYjd+bqVOnGt26dTMcDoeRmJhonH322cZXX30V6uONN94wJk2aZCQmJhp2u93o1q2bcc011xiFhYXNrrVt2zbjggsuMGJiYgyn02mMGDHCeOedd5q1OdTn98BnOW3atEPej2EYxoABA4xu3bodts348eONxMREw+fzGYZhGDt37jSuuOIKIyEhwXA4HEbPnj2NWbNmGR6PJ/SeF154wejZs6dhsVgMwPjoo48MwzCMQCBg3HbbbUZ8fLwRHh5uZGdnG3l5eUb37t2bjdXtdhu//e1vjeTkZCMsLMwYO3askZOTY4wbN84YN25ci/s8+GfHoWzdujX0Z/Kzzz5rds7j8Ri33nqrMWjQICMyMtKIiIgwBg0aZDz99NPf2W/Tn4Uvv/zysO2+72fMMBqf4T333BN6NuPHjzdyc3NbPMOmz0fTs2/y2WefGRMnTgzd48CBA40nnngidP5wPxuO9hhFROSnzWQYx2CHZxERERFpYc2aNQwZMoT/9//+H5deemlHDweAf//735x//vl89tlnjB07tqOHIyIiIvKToz3nRERERI6BhoaGFsfmzJmD2Wxutr/X8XTwmAKBAE888QRRUVEMHTq0Q8YkIiIi8lOnPedEREREjoGHH36Yr7/+mtNOOw2r1cqiRYtYtGgRV199dbNqssfT7NmzaWhoYPTo0Xg8Ht566y1WrFjBAw880KbqqyIiIiJy9GlZq4iIiMgxsGTJEu655x42bNhAbW0t3bp14/LLL+cPf/gDVmvH/Pvo/PnzefTRR8nLy8PtdpORkcF1113XrECGiIiIiBxfCudEREREREREREQ6iPacExERERERERER6SAK50RERERERERERDqICkIcJcFgkIKCAiIjIzGZTB09HBERERERERER6UCGYVBTU0OXLl0wmw89P07h3FFSUFDQYZXXRERERERERETkxLR79266du16yPMK546SyMhIoPGBR0VFdfBoRERERERERESkI1VXV5OamhrKjA5F4dxR0rSUNSoqSuGciIiIiIiIiIgAfOf2ZyoIISIiIiIiIiIi0kEUzomIiIiIiIiIiHQQhXMiIiIiIiIiIiIdROGciIiIiIiIiIhIB+nQcO7uu+/GZDI1++rbt2/ovNvtZtasWcTFxeFyuZgyZQrFxcXN+ti1axeTJ08mPDycxMREbr31Vvx+f7M2y5YtY+jQoTgcDjIyMpg3b16LsTz11FOkpaXhdDoZOXIkK1euPCb3LCIiIiIiIiLyY+X3B1m5o4xFuYWs3FGG3x/s6CGd8Dq8Wmv//v354IMPQq+t1v1Duummm1i4cCELFiwgOjqa66+/nl/84hcsX74cgEAgwOTJk+ncuTMrVqygsLCQK664ApvNxgMPPADAjh07mDx5Mtdeey2vvPIKS5cu5aqrriI5OZns7GwAXnvtNW6++WaeffZZRo4cyZw5c8jOzmbz5s0kJiYex6chIiIiIiIiIvLDtHRjMfOW55NfVocvEMRmMZMWF8H0sWmckZl0yPcFgwZ7Kxuo8/qJsFtJiQnDbD58hdMfE5NhGEZHXfzuu+/m3//+N2vWrGlxrqqqioSEBObPn88FF1wAwKZNm8jMzCQnJ4dRo0axaNEizj77bAoKCkhKavwmP/vss9x2222UlpZit9u57bbbWLhwIbm5uaG+L774YiorK3nvvfcAGDlyJCeddBJPPvkkAMFgkNTUVGbPns3tt9/epnuprq4mOjqaqqoqoqKivs9jERERERERERH5QVm6sZgHF22ixu0jLsJOmN1CgzdAWZ2XSKeNO87s22pAl1dSw+LcYraV1uL2B3BaLaQnuMjOSiIjMbID7uToaWtW1OF7zm3dupUuXbrQs2dPLr30Unbt2gXA119/jc/nY8KECaG2ffv2pVu3buTk5ACQk5PDgAEDQsEcQHZ2NtXV1axfvz7U5sA+mto09eH1evn666+btTGbzUyYMCHUpjUej4fq6upmXyIiIiIiIiIiPzV+f5B5y/Opcfvo1imMSKcNq9lMpNNGt05h1Lh9vLwiv8US17ySGuYuzye3oIqYcBs9413EhNvILahi7vJ88kpqOuiOjq8ODedGjhzJvHnzeO+993jmmWfYsWMHp5xyCjU1NRQVFWG324mJiWn2nqSkJIqKigAoKipqFsw1nW86d7g21dXVNDQ0sG/fPgKBQKttmvpozYMPPkh0dHToKzU19YiegYiIiIiIiIjID9mq3RXkl9URF2HHbG4eNZnNZuIi7OzYV8eq3RWh48GgweLcYsrrvPRKdBFjNrCYTUQ6bfRKdFFe5+X99cUEgx224PO46dA9584888zQ7wcOHMjIkSPp3r07r7/+OmFhYR04su92xx13cPPNN4deV1dXK6ATERERERERkR+9g/eIK6314AsECbNbWm0fZrdQXuelrM7beMDvZ29pDdtKa0mOdjJw4WtkrFjC2w/8AwCTyURytJO8klr2VjaQGht+vG6tQ3R4QYgDxcTE0Lt3b/Ly8pg4cSJer5fKyspms+eKi4vp3LkzAJ07d25RVbWpmuuBbQ6u8FpcXExUVBRhYWFYLBYsFkurbZr6aI3D4cDhcBzxvYqIiIiIiIiI/FA0BXIbC6v5Kr+C0ho3nkAQp9WCw9pYvKHBGyDS2XKRprWinFO3rmPgs4tgw2pYuRLLQ4/h7jSUcHsY+3r0Zuzcx8AwwNTYV5jdQnG1mzqv/7jeZ0c4ocK52tpatm3bxuWXX86wYcOw2WwsXbqUKVOmALB582Z27drF6NGjARg9ejT3338/JSUloaqqS5YsISoqin79+oXavPvuu82us2TJklAfdrudYcOGsXTpUs477zygsSDE0qVLuf7664/HbYuIiIiIiIiInLCaijas3l3BlqIa/EGD5GgnfTpH4bSZ2VvRAEBxtYcIuwWz2Ux8WSEXLHyJXtty6Vq8s0WfketW4zz9JOq9for6DuSl//sgFMxBY9DnsFqIsJ9Q0dUx0aF3eMstt3DOOefQvXt3CgoKuOuuu7BYLEydOpXo6GhmzpzJzTffTGxsLFFRUcyePZvRo0czatQoACZNmkS/fv24/PLLefjhhykqKuKPf/wjs2bNCs1qu/baa3nyySf53e9+x5VXXsmHH37I66+/zsKFC0PjuPnmm5k2bRrDhw9nxIgRzJkzh7q6OmbMmNEhz0VERERERERE5ETQVLShrNZLRZ0Xm8VEbISdqgYf6/ZWMSLexsSCDYzPWcE6ZwJLB59OnMuOy2zhtBX7s5e6tHQixp8Co0fDmDFE9OlL+qeNxSBciS68EfsrsxqGQWGVmwEp0aTEnNjbnh0NHRrO7dmzh6lTp1JWVkZCQgInn3wyn3/+OQkJCQA89thjmM1mpkyZgsfjITs7m6effjr0fovFwjvvvMN1113H6NGjiYiIYNq0adx7772hNj169GDhwoXcdNNNPP7443Tt2pUXX3yR7OzsUJuLLrqI0tJS7rzzToqKihg8eDDvvfdeiyIRIiIiIiIiIiI/ZAfvF5cSE4bZbDpk26aiDZ2jHOTvq6VXbTFZ6zfQe9s60vPW0qMoH7PRWIW1X7+RbD39bIqq3ZQHI3j2Z1dR36svwy8+k1PH9GvWtxnIzkqioKqBrSWNe8+F2S00eAMUVrmJjbAzqX/SIcf2Y2IyDOPHX/biOKiuriY6OpqqqiqioqI6ejgiIiIiIiIiIs00LU/dVlqL2x/AabWQnuAiOyuJjMTIFu337NnHPxcsx5eRgccf5Mu8Ev7zp3MI8zQ0a1eRmEJhv8Gs6jWUwXfdTL03QFmdl7gIO0NTO2G1ttyHrrUxefyNS1kzEl1M6t/6mH5I2poV/fgX7oqIiIiIiIiI/MQ1LU8tr/OSHO0k3B5GvddPbkEVBVUNzBjTnQxPJeTkwIoVkJNDyurVXBnfhX/Oex/D8GO22VifMYjIhjq29MxiU88svkzuQ69BvXFYzVTW+xgXZicrpe3VVTMSI+k53tXm2Xw/RgrnRERERERERER+gNq6RPXA5am9El2Yvi28EOm04XJYyXr8fjpf/T7sK272PhPg9DTgq64mMjqK2HA7t09/gFiXA5PJhMcfwO0LYjObvtcecWazidTYtgd6PzYK50REREREREREfmC2FNXwxte72VZaS8CATmE2MhIjW12iureygZKt+YzfuZ70/6wlaWsubz3wD4I2OyaTiTh/A659xRgWC6YhQ0JFG4IjR/H/tvvYVVhNLyA9MYIaj4/yOi8RDgu17gAxETaKqt3EuRw/mT3ijjaFcyIiIiIiIiIiJ5jDzYpburGYvy/dSmmNB7vVhMNqoabBx746b+MS1bFpZFQVwfvvw4oVJH22nHt27WzWf8L2TRT3GQjAuvMu45OTJnLWlefQp2dyqI0ZyI6ooaDaHSraMCAlms1FNRRWubFaTHQKtzOwa8yPYo+4jqJwTkRERERERESkAx0cxDX4/CxZX9Jq4YagYfD3pVspqnbTOcqB3WrBWVVBt9y17Ejvzy6SeH99MT1zFmD+wx8AsANBk4nSbhkUZw2loN9QqpJTQ9ff1TWDytjuhMdEtxhbRmIkM8amNSva0C02nGFpnRieFktm56if3B5xR5vCORERERERERGRDnJwBVWvP0hpjYcop41eSa5mhRv2Vjbg9/qI3LqJSSVb6L9zPb2255JSvAuAP192J2s6TWJrcQ2lQ0eRNGlS4/LUUaP5hyeBVdXBZnvOARiG8Z37xalow7GlcE5EREREREREpAMcXEE1zObk8+1lFFW7CQQNfAEDi2l/4QbPB0uZ/cTvcLnrWvS1N6kbERaocfupbPBRMX44SYsXA43LU08rqSF/eX5oeWqY3UKDN0BhlZvYCPt37hf3Uy/acCwpnBMREREREREROc5aq6BaXe8leu9OTtm1nvS8dQzcs5Fdk37OVxdf3VgdtXsPXO46GmxOtvboR17PLLakD2BrjyxqXdEEDQNvjRuzCSLszSOfg5enFle7cVgtDEiJ1n5xHUzhnIiIiIiIiIjIcba3soFtpbV0swcZ8doLJG9YRecNa4iormjWzr3uK7j4agCCKalMu/4Z9qX1xoOZ2Ah7syWqXn8Ar98gPdHV6hJVLU89MSmcExERERERERE51gwDdu2CnBwA6safhdsfwBHtZNT/exKr1wOA12onr1sf8npm8XXXTJynnIzz2y4sZijN6Ee43YLJF6S8zovLacVmMeP1Bymq9pAc5eSCoamHDNy0PPXEo3BORERERERERORo83hg9WpYsaIxkFuxAgoKGs/170/EpHNxWi3UGma++uVM3K5oCjMHsciaTIE7SITDiscfZHR8HE4aCzcUVXsY1TMOty/A7vIG6r1+ajx+vH4fXn+QzlFOZp/Ri96dtUT1h0ThnIiIiIiIiIjI91VRAZ067X990kmwbl3zNlYrDBkCY8eSEuUgPcFFbkEVK664IbQ8tXudh/JdFRRVu+naKYwwu5katy9UuOGSkd0AWJxbTF5JDZUNXswmMxmJLqYMS6F3UtTxumM5ShTOiYiIiIiIiIi0h98Pa9c2zoZrmhm3bx9UVoLF0thm2DAoKoLRo2HMmMZfhw+H8MYlpWYgOyuJgqqGZhVUbRYznSIcWMxmOoXb2VlW32rhBu0d9+NhMgzD6OhB/BhUV1cTHR1NVVUVUVFKqUVERERERER+dP7v/2DuXFi5Eurrm58zmWDDBujbt/F1XV1jEGc6fGCWV1ITqqDq8QdwWC1kJLqYkJlEmN2i8O0HrK1ZkWbOiYiIiIiIiMiPSjBoHPmssmCwMWRr2ifuoYcgKanxXH4+LFvW+PvoaBg1av+suJEj4cAAJiKiTZdTBVVROCciIiIiIiIiP1gHB3EN3gBLNjTORHP7AzitFtITXGRn7V8S2kxNDXz++f7lqZ9/DlVV+8+fey6cf37j73/xC0hObgzkMjPBbD4q96AKqj9tCudERERERERE5AfpwCWhbn8Arz9ISbUbh81CSkwY8REOLGbILaiioKqBGWO6k1FV1DjrrWk23H/+A5df3rzjiAgYMaIxhOvTZ//xrKzGL5GjSOGciIiIiIiIiPxgNM2U21hYzcJ1hXh8AbrEhBFmc/LR5hJ2ltdjNZsornbTCT/DSvI4v2gznTesJmV7LlRVwCOPwC23NHY4Zgz06NH4a9MS1QEDGiurihwH+qSJiIiIiIiIyA9C00y5vJIa1hdUU+vx0z0unIRIJxV1DRRUurGaTXSpKOKxFx6gV+E2LMFAsz4MhwNTRcX+Az17wvbtx/lORPZTOCciIiIiIiIiJ7y8khrmLs+nvM5LpMOKPeBlVPFWeq/IZcDuDeQnduf9UVOJclqp7ZRAetF2LMEAZTEJ5HbrR36fwRT3G8y5V55N327xHX07IiEK50RERERERETkuGutomowaLBqdwVldV7iIuwMTe2E1WomGDRYvK6I7ssWcf7eTSTkriI5bwP2gC/UX1zndGxjLyEIBOwOfnPJvTRk9KI+KQWPP0CN209GgosIlwovyIlF4ZyIiIiIiIiIHFcHF3JwWi1gGOwsr6ekxkPQ66Nv6Q6ygjUMnHUFvZMi2bavjj+99gSdiveE+ql0xbC1ZxZrU/uxLKEXDqsZrz+I3WLii17DSe0UhgOwmk3Uefx0iQkjJSas425cpBUK50RERERERETkuDlweWpytJNwexh7tu7E+1kOk3ZvYGTxFvru3oTT66bGGcEv0oZz2Zg03P4Am047m/DaSgr6Dub96J6sc8YT63Lg9gXYvq+OeLuVoMdPrSdAVJgVq8WMxx+gos5LmM3CGZmJmM2mjn4EIs0onBMRERERERGRdmttWep3BV/BoMHitYWU13nplejCZDIx8eHbyPrg3y3a1oZHkpfWDyorWLjWQZeYMJZccj2RThsArjoPYbsrKa/zYrOYcFgt+ANBnFYzZpMJp81CVYMXs6nx3Mm94hmTrr3m5MSjcE5EREREREREDungEC45yknOjjKWbiymsMqN2WQizGYhPcFFdlYSGYmRzTuoqoIvvoAVK/B88hlXfvEFTz6/CJOpsV1hVDxZwI74VNZ17883XTMp7j+EfV17YpjN2Nw+Ciob6JngorDKjcthxWQyERvhYHBqDHnFtewsryfS2Rhx2C1mhqdEEemwUe32UVHvpWtMOJeM7KZZc3JCUjgnIiIiIiIiIq06eG84rz9IRZ2Xomo3gaBBhMNKgstBWIyT3IIqCqoamDE2jYy8dfDyy7BiBaxfD4YBQNNub+nbctmZeDoASyZcxF09J2F06oTJZMLtC5DSKYxws7nxPXYL5XVeend2sa2kjq0ltSRHOwmzW7BZzESH2zkp2snkgcmE2Sx8s7uS7aV1lNV5cFgtjOwRx6T+rYSGIicIhXMiIiIiIiIiP2FNM+NqPD5q3X5cDiuRThsNPj8vr9gZ2hvO7bPwVX4Ze6vcmIFuseG4Ah5S1qxh0J4NlGefzWZSeH99MT23b8L8/PP7L9KzJ4wZQ/mg4bwU6ExDn764mq4fF09tcQB70MBiBpPJhMW0f4ZbgzeAzWImq0s0p/ZKCIWFxdVuHFYLA7tGNwvfxqbHt3u5rUhHUjgnIiIiIiIi8hPVNDNu9e4KdpXX0+ANEGaz0C0uDI+vcbbbkG4xAGwsKKdTSQEn5a1lwK4NDCnYREbhdizBAAAvR7jofMmV5JXUUjR0FF1+9zsYPbrxKykJgJigQdiybWwrqKJXuIHJZCI52kl0mK1x7zgzuMLs2K2Ns+aCwSBldV76JEUyNLUTVquZnuNdhw3fzGYTqbHhx/Epinw/CudEREREREREfgIO3juuaWbcrrJ6SmrcBAIGkU4rHl+A7aV1eGsb6GwNUBEfgdVsokvuVzz65A0t+t3XKYlNPfqzNboz5iB4/AGqk7vS5S9/adHWbDaRnZVEQVVDs+WpfTq7yNlWjidgEGc1ETAMGjx+yuq8RDltTBuThvXbwE7hm/zYKJwTERERERER+ZHLK6nhvdwi1u2tot7rJ9xmpc7jByBgGASCBhn+KvpsyaX39nWkbV1L7715/G/0ubyZdAtpceFsTs7AY3OwNTGNdd37syalLyVZQ6hPSiFoGFTWe+nv9uGwWoiwHzpuyEiMZMbYtGbLU6Ocdn7WP4n8snpKajzsrWjAZjHTJymSaWPSOCMz6Xg9KpHjTuGciIiIiIiIyAns4Blv7d1DLa+khjkfbGVLUQ0BwwAM/AGD8jofCdYAf3jrrwzYuYHEiuIW7+1e0rjnXJdoJ/7wCC55eBHF7iA1Hj8Wk4luseE4AF8giNlkoqLey8gecaTEhLXo60AZiZGtLk8NBg1W7a6grM5LXIQ9tJRV5MdM4ZyIiIiIiIjICergaqlOq4X0BBfZWW2rPhoMGsz/Yhf5m3YyYs8GBu/ZiMli5YVJMwgEPRR5TQzYtpbEmjKCJjO7UtLZ0jOLTT36s7RTOmWJXXEGgtitZjqF2ymtcRMTbqPa7QczGEAg2FjB1WG10DUmnEn9k9oUHra2PNVsNjGiR9yRPi6RHySFcyIiIiIiIiInoLySGuYuzw9VSw23h1Hv9ZNbUEVBVQMzxqYdOqBbvx4++4z6ZZ8yc+nH3Fm6J3Sq2hXDP8+aSZjdgtsX4L4JvyKicyIFfQbgdkYA3+4b1+DDDtR7A/gCQdLiwymv81Ba6yU2wk50mI1aj586j58wm4WTe8VzychubQoNRWQ/hXMiIiIiIiIih+D3BztkmWUwaLA4t5jyOi+9El2YTI0z0SKdNlwOK1tLanl/fTE9412Yq6tg3To45ZT9HVx3HXz6KS7A9e2hPZ3T2JI+gC09swgzG4TZrHh9Ad7LPIX4CAddHWGYAMMwqHX76RzlxGpuvFd/wKDe6yM1NpxEfxCH1YzdYiIQhC4xYZyRmciY9Ph2LbcVkUYK50RERERERERasXRjMfOW55NfVocvEMRmMZMWF8H0sce+QMHeyga2lTZWM20K5gAwDGL37OBn33xF4tzVBH69EfPmTY3nysshJqbx9xMngt1Ofp9B/L0+nqLMwQSiY5pdIzbCRL3Xjyfgx2yGslovDpsZjy+A1WLGajHTLTacaaPTCLNbQnvDJUc5Kax2H/EeeCLSnMI5ERERERERkYMs3VjMg4s2UeP2ERdhJ8xuocEbYEtJDQ8uagzDjmVAV+f14/YHCLfvL6ww5M15jJz/DGE1lS3fkJ4Ou3fvD+f+9Cf4058wldWx6f+tos7jJ8kwmgV9TpsFp82C1dJY2KGszkuN20+43UJqbDhDu3ViUv/W97Y7eK84ETlyCudEREREREREDuD3B5m3PJ8at49uncIwf7u0M9JpJsJuYVdFAy+vyGdcr4Sju8TVMCA/H1asIOWjT/n90o9556b7acjMahyXw0lYTSV+u4O9GVnkZQxg4C/PJGHSeEhMbLXL1E7hjOoRy5KNxZTVeYl0WrFZzPgCQWrcfixmEz/r34VpY9Oo8/qpdftxOaxEOm2aESdynCicExERERERETnAqt0V5JfVERdhDwVzTcxmM7HhNjYVVvP0x3mM6hn3/fah27kTFiyAFSsav4qLAYj89itq9ZfU9+2PyWQib+xESnr1o6RHHzZXeBmQEs1p49LhMAGa2WziklHdKKn1sKW4hhq3P3TOYjYxKDWGS0Z1o3tcxJGNX0S+t2O/i2UbPfTQQ5hMJm688cbQMbfbzaxZs4iLi8PlcjFlyhSKv/1B1WTXrl1MnjyZ8PBwEhMTufXWW/H7/c3aLFu2jKFDh+JwOMjIyGDevHktrv/UU0+RlpaG0+lk5MiRrFy58ljcpoiIiIiIiJzgyuq8+AJBwuyWZscNw6Ckxk3+vjpKa728+Ol2fvv6N8yY9yVLNxYforcDFBTAG2/A2rX7j23ZArfeCm+/3RjM2WwwYgTceCNFz88j/9RstpbUUuP2URPdibzumWyuaKyWOql/UptmtmUkRnLjhF6cO7ALGQkuusQ4yUhw8fNBXbhxQi9VVxXpYCfEzLkvv/yS5557joEDBzY7ftNNN7Fw4UIWLFhAdHQ0119/Pb/4xS9Yvnw5AIFAgMmTJ9O5c2dWrFhBYWEhV1xxBTabjQceeACAHTt2MHnyZK699lpeeeUVli5dylVXXUVycjLZ2dkAvPbaa9x88808++yzjBw5kjlz5pCdnc3mzZtJPMTUYBEREREREflxiouwY7OYafAGcDlMeP1B6rx+Smu8VDf4CAImwGaxYLeYWt+HzueDb75pnA2Xk9P4665djeduuQUeeaTx9yNHwnnnwejRMGYMDBsGYY37zHUGLiypYXFuMdtKaymuduOwWhiQEn3IveAOJSMxkl+f5mJvZYMKOYicYEyGYRgdOYDa2lqGDh3K008/zX333cfgwYOZM2cOVVVVJCQkMH/+fC644AIANm3aRGZmJjk5OYwaNYpFixZx9tlnU1BQQFJS4w/AZ599lttuu43S0lLsdju33XYbCxcuJDc3N3TNiy++mMrKSt577z0ARo4cyUknncSTTz4JQDAYJDU1ldmzZ3P77be36T6qq6uJjo6mqqqKqKioo/mIRERERERE5BgJBo0WgVUwaDBj3pdsKKzGaTVR6w3S4PXjCxg0/Q+0zQwRDht2q5nESDvlVfVkdOnES9NOwlpSBBkZ0NDQ/GJmMwwcCFdcATfd9L3GqFBN5MTX1qyow2fOzZo1i8mTJzNhwgTuu+++0PGvv/4an8/HhAkTQsf69u1Lt27dQuFcTk4OAwYMCAVzANnZ2Vx33XWsX7+eIUOGkJOT06yPpjZNy2e9Xi9ff/01d9xxR+i82WxmwoQJ5OTkHHLcHo8Hj8cTel1dXX3Ez0BERERERERa5/cHWbW7grI6L3ER9u+3v9tB8g6Yleb2B3BaLaQnuMjOSmJS/yS+2VNJjduP2WzGgFAwZwkGGFS1lxGFm8jM38DgPRvZmZLOHZfcxardFYxISwaXC5zOxhlxTbPiTjoJItu/hNRsNqk6qsiPWIeGc6+++iqrVq3iyy+/bHGuqKgIu91OTFMZ6G8lJSVRVFQUanNgMNd0vunc4dpUV1fT0NBARUUFgUCg1TabNm065NgffPBB7rnnnrbdqIiIiIiIiLTb0o3FzFueT35ZHb5AEJvFTFpcBNPHpjGuV8L3Cu3ySmqYuzyf8jovydFOwu1h1Hv95BZUsbeyAafVTK9EFwWV9ZTWegkGYdaK1xi9ax2DCzfj8jafFRfu9+ALBCmr84LJBKtXQ3Jy42w5EZHD6LBwbvfu3fzmN79hyZIlOJ3OjhrGEbvjjju4+eabQ6+rq6tJTU3twBGJiIiIiIj8eCzdWMyDizZR4/YRF2EnzG6hwRtgS0kNf/x3Lp3CbdS4/S1CuzMykwgGDfZU1JNXWktZrZc4l52MBBddO4VjNpsIBg0W5xZTXuelV6ILk6lxiWik04bLZqbk67VE5q5mtqmGxVOu5pOt+zAMgwnbVjKkYDMAdfYwclMzWd8tk1UpmezqNQCbxUxchL3xBlJSOurRicgPTIeFc19//TUlJSUMHTo0dCwQCPDJJ5/w5JNPsnjxYrxeL5WVlc1mzxUXF9O5c2cAOnfu3KKqalM11wPbHFzhtbi4mKioKMLCwrBYLFgsllbbNPXRGofDgcPhaP+Ni4iIiIiIyGH5/UHmLc+nxu2jW6cwzN/OPot0mvH6A+woq2dfrYeMBBfhjv2h3YOLNlFQ2cCOfXV8vLmUkhoP/mAQm9lEQqSDcX0SuWRkNxxWC9tKa0mOdmJ319N501qSN64hecNqkjd+Q1hNJQBBs5kVP59OpNOG02rm1VHn8XZdLeu692NzXDdcEQ5MJhN+fxCT2US/+AiGpnbqwCcnIj9EHRbOnXHGGaxbt67ZsRkzZtC3b19uu+02UlNTsdlsLF26lClTpgCwefNmdu3axejRowEYPXo0999/PyUlJaGqqkuWLCEqKop+/fqF2rz77rvNrrNkyZJQH3a7nWHDhrF06VLOO+88oLEgxNKlS7n++uuP2f2LiIiIiIhI61btriC/rI64CHsomIPG/1crqfZ+u/lb4w5wVrOZSKeZCLuF7fvqefyDrVjMUOcNYAYi7Fa8wSDFNR7eXVtAYNt2xk4YhtsfINwexhl/uZ3Mj95pdn2f3cH6Lr0pGzCUGEuATuF2SmvcrBr7M3aXN+APGlhMjYUaPP4AQSA5wsm0MWlHbT88Efnp6LBwLjIykqysrGbHIiIiiIuLCx2fOXMmN998M7GxsURFRTF79mxGjx7NqFGjAJg0aRL9+vXj8ssv5+GHH6aoqIg//vGPzJo1KzSr7dprr+XJJ5/kd7/7HVdeeSUffvghr7/+OgsXLgxd9+abb2batGkMHz6cESNGMGfOHOrq6pgxY8ZxehoiIiIiIiLSpKzOiy8QJMxuaXa81hPA7Q9gs5gIBMEXDIbOmUwmzCaoqPcSZjVjs1qIJkDfvRvI2rmezJ0bGLR7A/G1FTz3zH9xxHSl3uunsN8QUnK/prDfEAr7Daag3xC2JaeTs6eGhEgHg6JiyLD6qPX4afD6SY52UljVQDBoUOPxYzWbyUyO5LrxGZyRmXTwrYiIfKcOr9Z6OI899hhms5kpU6bg8XjIzs7m6aefDp23WCy88847XHfddYwePZqIiAimTZvGvffeG2rTo0cPFi5cyE033cTjjz9O165defHFF8nOzg61ueiiiygtLeXOO++kqKiIwYMH895777UoEiEiIiIiIiLHXlyEHZvFTIM3QKRz/0w0XyBI0DC+nTRnwnbArDqvP4jXHyBowJi8r5j92Xz6FORhC/ib9e2zWAls3EzCpAx2V9TzzeSL+ebnl4XOG4ZBQUkto3rG4fYF2FrSuPw1KyWKLUU1FFa5SYh0kBTlJKVTOON6J3DuwC6aMSciR8xkGIbx3c3ku1RXVxMdHU1VVRVRUVEdPRwREREREZEfLL8/yIx5X7KlpCa051yDN0BBVQNltV4MwGn4GVu7h5HFW8jauZ6Fo87m7U59cPuCZOd/zTOv3gVAmasTud37sy41k69SMtmV1peU5FguH9Wdj7eUhqq1NhWcKKxyExthZ8bYNAAW5xazrbQWjz+A3WImMcrJsO6dyEyOIiUmDLPZ1HEPSkROaG3Nik7omXMiIiIiIiLy4xAMGuytbKDO6yfcZsEA6jx+aj1+XE4rkQ5bKOyyWs1MH5vGg4s2sauiAZfDgreimlFbvyZr50aG7t3IgKI8wvyeUP97OyXzxkm9sZlNrO3enzt/eTsb0vpT2KkzmEz4gwZef5BIu5Vwu4XM5Ch6JkSEwrfiajcOq4UBKdFM6p9ERmIkAD3Hu0LjjrBbFciJyFGncE5ERERERESOqgODuAi7lQZvgCUbGkOwfbUe9tV68PiD+AMGQcMgzG6hW2w4Q1I7kZ2VREZcOGd4i4hIN3iyxMXavVWk7Cvkydf/3Ow6lWGRrO2ayfru/VjRawQupw2H1US9z8L/sk4jzGbBZGpcqur1BzEBDouZgSkxoZDtu8I3s9lEamz4cX6CIvJTonBOREREREREjopg0GDFtn18sKGEwqoGzGbwBQxKazxEhdlIcNkpq/NQ2eCjpsGHyWQiwWUnrKaapI1f0KVwM+xaT3Dbesx1tYy6+GI6P/ECd/5nPbbUweR/NJDqnr1Z160/CyN7kBuRhD/YuFNT/5QobhyUwhc7yvkqv5xaj59AIIjNasEXDBIMGrgcVvokR5GdlRQK4BS+iUhHUzgnIiIiIiIibeb3B1m1u4LSWg+GYdAj1kVUuI0Gb4BXv9zFR5tKqPcFcDmsxEfYqfH4Kavz4g8EqXH7cPuCmAGL2YTFCPLco1eRUbS9xXWMyEhMdjtufxCX00rPeBdvP7kgdH5YMEiXKje1Hj+VDV7+eHY/srrEMDo9jvlf7OLjzaWU1Hio9/qxmU10jnRwap9ELhnZLbRkVUTkRKBwTkRERERERNpk6cZi5i3PZ2tJDbUeP8GgQZjdStdOYQBU1vswYZDaKQx/EIqq3fgqqzmtcjsZ23LJ3JGLw2Limkvuw2GzABa8ZgsAexO6sqF7f6qHDGd7r0FcPP1npCZEElFej9Nqod7rJ9JpC43FbDaT0imcGrePcLuVaKcdgIzESP44uR/Tx9STV1pLWa2XOJedjAQXXTuFa784ETnhKJwTERERERGR77R0YzEPLtpERZ2HoAFWsxmTBeo9PjYV+nDYzJiA5JgwRq79jEEbviB9Wy5pBduwGMFQPz6LFZvXjTk8HDC467xbsKck442No6Ley/Dunahx+6kLNC5XTYkJIz3BRW5BFS6HFZNpf7hmGAaFVW4GpESTEhMWOm42m+gWF0G3uIjj9XhERI6YwjkRERERERFpUcThwMIIfn+QecvzqW7w4rSaqfcFCbebcfi9ZBRvptuOjcwf9XPMZgs1bj8nr1zM6FUfhfouiE5kS4/+5CT1YWefwQSsNgyjMXzb3rkHqVFhEAhiNZsJBA0cVgsR9sb/XTWbTWRnJVFQ1cDWklqSo52E2S00eAMUVrmJjbAzqX+SZsSJyA+WwjkREREREZGfgKbwrcbto8bto9bjp7zOR5zLjsVsYt2eKraX1uH2B3BaLaQnuBorpyZGsmp3BflldfR0V5K25RsG7dnIwF0b6F2Yhy3gB2BZxkkUJ6VS7w3w2cBxlHVKZHPPAXwSl0GePZqUaCfl9T4i7BYcQYNajx+TyUSE3YrNYqKi3kdCpIMat5+BXWOazYTLSIxkxtg0Fuc2VnwtrnbjsFoYkBLNpP5J2kNORH7Qvnc4V11dzYcffkifPn3IzMw8GmMSERERERGRoyivpIbFucWs3l1BXkkt+2o9eP1BTCawmExYLWY6hdsZ1j2GnvEu6r1+Nu7aR1FZNdPG9aKszstlS/6Pa5a+3KLvfa5YVnXtizXgx24x4/EH+XjI6Xw1ahIAngYvtio35fU+kiIdGEBlvRd/0MBsAofVRHmdD6vVjNVsJs7laHUmXEZiJD3Huw45u09E5Ieq3eHchRdeyKmnnsr1119PQ0MDw4cPJz8/H8MwePXVV5kyZcqxGKeIiIiIiMgJramKaVmdl7gIO0NTO2G1mjt6WOSV1DB3eT67yuvZXV5PSbUbbyAIBlgsJnzBIB6/QXRVIZEblzOyajs9t64laUsuT9/4KO/HRzG0ewyfdulJwGxmS1JPcrv1Y31af3K79aMgJolKtx+v3yDZYSFoGNS4fVgtJqxmEw3eINHhdmLCbCREOvD6G/efC7Nb8QcNvAGDcLuZ1E5hDO3W6bAz4cxmE6mx4cfz8YmIHHPtDuc++eQT/vCHPwDw9ttvYxgGlZWVvPzyy9x3330K50RERERE5CenqYppflkdvkAQm8VMWlwE08emcUZmUoeNKxg0WJxbTFmtF58/QHWDj6BhYDWbsJhNpBXl86sVCxiydxPdKwtbvD+rYDPvlIzlrKzOFI0ez+lpg/GHhVPvCxJmMzcWZzAMDAMcVjNev0FKTBgup5V9tV7qPH7CbFZO75vARSNSCbNZqfP6CbdZMIA6j59ajx+X00qkw6aZcCLyk9TucK6qqorY2FgA3nvvPaZMmUJ4eDiTJ0/m1ltvPeoDFBEREREROZE1VTGtcfuIi7CHihVsKanhwUWbADosoNtb2cC20lqS/HV0+nIFp29Zy6rk3nzaZxRmE1gIct76xsINQUxsS+zO5h798Y8cTeWgYZR26Y6nrB53IMil4/vw4KJN1NZ5AKj3Ni6L9fgC2C1mUmLDsJnNJEQ6sFvMxITbSY52ckZmEmPT4xW6iYgcQrvDudTUVHJycoiNjeW9997j1VdfBaCiogKn03nUBygiIiIiInKiaqpiWuP20a1TGGZz4zLWSKeZCLuFXRUNvLwin3G9Eo5oievhKqge5k2waRPk5BC5dBm3fryc5IIdodP/HnA6n/UdBcD2hG48dvKl5Kb25ZsuffG4IukUbuOUXgnEuxw0uH2hyqlNAeO85flsLamh1uMnGDQIt1vpleTilF4JTOiXGJodpz3hRETapt3h3I033sill16Ky+WiW7dujB8/Hmhc7jpgwICjPT4REREREZETVlMV07gIeyiYa2I2m4mLsLNjXx2rdlcwokdcq30cKoBrKuKwrbS21QqqITU1UFIC6en7X2dlgWEQA8R822xPfFdWpfRlWc/hGAaYTBC0WHnqlKmYTWDChAOwmc3YLWYMw6Cwys2AlOhQ5dQzMpMY1yuBVbsrKK31YBgGPWJdRIVrSaqIyJFqdzj361//mhEjRrB7924mTpwY+g9Qz549ue+++476AEVERERERE5UZXVefIEgYXZLq+fD7BbK67yU1XlbPX+oAK5vciQfbiqhvM5LcrSTcHsY9V4/uXsrcW/ewqXGXjrnroacHFi7FsaMgU8/bew0OhpGjACnE2PUKN519eCjTunssYazpbiWeq+/cXad2UTQALvVjC9gYAAmICHSDhhsLaklNsLeonKq1Wo+ZNAoIiLt1+5wDmD48OEMHDiQHTt2kJ6ejtVqZfLkyUd7bCIiIiIiIie0uAg7NouZBm+ASGfLZasN3gA2S+MMuoM1VVE9OIBbt7eS9zcUERVmY0hqTGPRBeD8Z+6hZ86HRFSWtRxIaem3gdu3Y8jJAZMJE9CnpIYVy/OxldcTFWbD7QvgDQTxBwwsFjMmswmb2YTZDC6nFbvVQlWDnwEp0YetnCoiIkdHu8O5+vp6Zs+ezcsvvwzAli1b6NmzJ7NnzyYlJYXbb7/9qA9SRERERETkRDQ0tRNpcRFsKakhwm4JrSwyDAO3z09RtZuMBBeDU2Kava+pimp5nZdeia5QAJdcvY/MtV8SXJFDRlUhHz/6UuP6UyCsspyIyjL8Vhu7e2QSP3EckaePg9GjoUuX5gMz7Z/plpEYyYyxaSzOLcbx7b53+2o9eP1BwMCCiYRoJ+N6x3N6ZhLxkQ7tFycichy1O5y74447+Oabb1i2bBk/+9nPQscnTJjA3XffrXBORERERER+MqxWM9PHpvHgok3sqmhonCFngtJqD9VuP1azCYvZxAuf7Wi2V1xTFdWBlbvJXL6SLhtWk7xhDZH7ipr1/8nuXVQnpuANBPnoF1fx5S9nUpjRj23Vfmaf0Yu+naPaNM6MxEh6jnext7KBGrePGrePWo+f8jofcS476QkuUjuFK4wTEekA7Q7n/v3vf/Paa68xatSo0L/uAPTv359t27Yd1cGJiIiIiIicaA4u4HBan0RgfxXTqgYfAHEuO0NTY0iMcpJbUEV1/m6mmwtJvvA86rx+3P4AJ334b4a//fL+vs0Winr0YWVyH1anZLK5wqCytgx/MMjX1i7EhtvpXB8MVVBtD7PZRGps+NF7ECIiclS0O5wrLS0lMTGxxfG6urpmYZ2IiIiIiMiPzeEqqP7jiuHc+b/1bC6qISPWzsDyPXT5/JPGWXEb1xBTuBuAYLcPiRg8EqfVwtasEcQW7KKg3xAK+g+huFcWPmcYH2wsJn9fPfFBK7E2MzaLFV8gSHF1A7sr6pnYLylUQVVERH7Y2h3ODR8+nIULFzJ79myAUCD34osvMnr06KM7OhERERERkePo4FlxB+67dqgCDrkFVRRU1vOzAcl4/UGm7vmS8275A3Z3fbO+DZOJoq7pWEsrSIkJIz3BxSe9R1J48hnNJjoYwSB13gA2iwmb5aAqsCYTYKBpESIiPx7tDuceeOABzjzzTDZs2IDf7+fxxx9nw4YNrFixgo8//vhYjFFEREREROSYO9ysuJ7xrv0FHOLDiduzg+QNq0Oz4hZOuoSl1gtp8PnxpKRid9fjCXdR1HdQ46y4fkPY02cAWxrMzB7XiwSzieysJAqqGthaUktytJMwu4UGb4BtpbWYgZN6dKLOE6Si3kutx4/VbCYpyknnKAcV9T72VjZomaqIyI9Au8O5k08+mTVr1vDQQw8xYMAA3n//fYYOHUpOTg4DBgw4FmMUERERERE5pg47K66qgbO72Oj57N+ZtD2X1M3f4Kytbvb+Afm5LK86FwzI75rB/z33X8q7ZWAcMPOtxu3D4fOF9oo7sIrqttJaiqvdOKwWesa7MAzo2zkaswlq3H68gSB2i5lIp5WAYZC/r446r/+4PiMRETk22h3OAaSnp/PCCy8c7bGIiIiIiIh8b4dbmnqo9qFZcQkRxBTupsvG1XgiInGNOp2tJbV8srWK2xY8E3qPzxFGUZ8BFPYbQmHmYHb3HYTFayIxyklBjZuItN7Nl6oaBoVVbgakRDfbK+7AKqpN4zUMgzkfbKXe6yfSaSMqzNZsvA0e/xEVhBARkRNTu3+a79q167Dnu3XrdsSDERERERER+T4OtzQ1IzGy5RsaGij98DO6v/IOZ2zPpdumNYRXlQOwa9BIto8+g+RoJ9srDT7IvgRf9zTKBw5jX88+BK37Q7Matw+n4WNCv0QW5Ra1WKpaWOUmNsLOpP5JLYLCg6uoBoMG6QkucguqcDmsbQr5RETkh6vd4VxaWtphq7IGAoHvNSAREREREZG2OHiGXIM3wMs5h16aOmNMdzLsAejUqbEDw4AePUgqLubsA/r122yU9MqiIGsYAGF2CxaTic+u+z3FNW56JboOGZiNSY+nc7SzxVLVASnRTOp/iIDwIObD7Ed3uJBPRER+mNodzq1evbrZa5/Px+rVq/nb3/7G/ffff9QGJiIiIiIicigHz5BzWMzsq/WCCYakxmAymTD7vPTasZFTN6wictWXdN6RixHhxJSf39iJyQTDhhH4ehW53ftTnDWU8oHDKMnoT8BuD12rwRvAabO0eVZca0tVv2tp7cEOtR9de0I+ERH5YTAZhmEcjY4WLlzII488wrJly45Gdz841dXVREdHU1VVRVRUVEcPR0RERETkR6tl8QYrxdUNLM8rIyrMyvUbFjNkxWKStuRi9XmbvdewWDAVFkJCQuOBujqCzjCe+Xg7uQVVrc6K21pSy4CUaK4dl872fbWhwMzjD+CwWshIdB2zwKy9++eJiMiJo61Z0VHbQbRPnz58+eWXR6s7ERERERGRFpqKN1RW1zO2di9dvviG5I1rePVXfyLcbsHnD2LfuoWU9asAqI/uRGHmYPZkDmFVSl/OmnEOfZqCOYCICMzQ5mWkR2NWXHscvB+diIj8+LQ7nKuubl4y3DAMCgsLufvuu+nVq9dRG5iIiIiIiEhIRQWsWEHt0o+Z9P4yfrUtF7u7IXS6+8QL+MLRHbMJ3hk8kbpBQ6kcPJzKLt3BZKLG7aOy3kd4TOszF9qzjFSBmYiIHE3tDudiYmJaFIQwDIPU1FReffXVozYwERERERH5iQoGYeNG6NJlf/GGuXPht78lCmiK1zzhLgozB1PYbwjB5C50ctspqXazoWtvInvGE+9yAG2vcHq8Z8WJiIjAEYRzH330UbPXZrOZhIQEMjIysFqP2ipZERERERH5qaiuhpUrYcUKyMmBzz+Hykp4+WW44orGNmPGQO/e1A0bwUJXD8oGDsXdqy+YzaFuMuq8lNd5qHEH8PqD+IPBdlc41aw4ERE53tqdpo0bN+5YjENERERERH5qvvmmMXxbtw4OrlMXHg779u1/PWoUbN5MWNCgdNm2xuINJhMHRm2dwm0kRjpJjAJ/IEj+vjpVOBURkRNem8K5//73v23u8Nxzzz3iwYiIiIiIyI9MfT189dX+WXHjx8NNNzWe69wZ1q5t/H2PHjB6dOMMudGjYeBAaGVljtlsOmzxhm5x4Uwb050wm1VLU0VE5AfBZBgH/xNVS+YDpooftjOTiUAg8L0H9UPU1vK4IiIiIiI/aj4fvPlmYxC3YgWsWQN+//7zkybB4sX7Xy9cCEOHQnJyuy6TV1ITKt7g8QdwWC1kJLo0Q05ERE4Ybc2K2hTOyXdTOCciIiIiPzkeD6xe3bg/3M9+1ngsEGgs4lBTs79dly6NM+LGjIFTToHhw4/K5YNBQ8UbRETkhNXWrEgVHEREREREpG0KC/fPiMvJga+/bgzoMjJg69bGNhYLTJ8OJtP+ZaqpqY2vjzIVbxARkR+DIwrn6urq+Pjjj9m1axder7fZuRtuuOGoDExERERERI6uds00CwabVULlzDPhvfdatouPh379wOsFu73x2N//fvQHLyIi8iPVts3kDrB69WoyMjKYOnUq119/Pffddx833ngjv//975kzZ067+nrmmWcYOHAgUVFRREVFMXr0aBYtWhQ673a7mTVrFnFxcbhcLqZMmUJxcXGzPnbt2sXkyZMJDw8nMTGRW2+9Ff+Be1oAy5YtY+jQoTgcDjIyMpg3b16LsTz11FOkpaXhdDoZOXIkK1eubNe9iIiIiIicyPJKanhm2TYeW7KFvy/dymNLtvDMsm3klXy7/LSsrHH/tz/8AU4/HZKSGgO3Jt26Nc5+GzAArrkG5s2DLVugpAT+85/9wZyIiIi0S7vDuZtuuolzzjmHiooKwsLC+Pzzz9m5cyfDhg3jr3/9a7v66tq1Kw899BBff/01X331Faeffjo///nPWb9+feha//vf/1iwYAEff/wxBQUF/OIXvwi9PxAIMHnyZLxeLytWrODll19m3rx53HnnnaE2O3bsYPLkyZx22mmsWbOGG2+8kauuuorFB2xC+9prr3HzzTdz1113sWrVKgYNGkR2djYlJSXtfTwiIiIiIsdcMGiwu7yeTUXV7C6vJxg8/DbSeSU1zF2eT25BFTHhNnrGu4gJt+FfvJiqqVfg7dW7cQbc2WfDAw/ARx/Bvn2NxRya3H13495ya9fCs8/CtGnQq9cxWa4qIiLyU9LughAxMTF88cUX9OnTh5iYGHJycsjMzOSLL75g2rRpbNq06XsNKDY2lkceeYQLLriAhIQE5s+fzwUXXADApk2byMzMJCcnh1GjRrFo0SLOPvtsCgoKSEpKAuDZZ5/ltttuo7S0FLvdzm233cbChQvJzc0NXePiiy+msrKS976dlj9y5EhOOukknnzySQCCwSCpqanMnj2b22+/vU3jVkEIERERETkeDqxS6vYHcFotpCe4yM5qvUppMGjw4sI1NHy2gpMKN5F75oXUxTf+3Xn4q89zykuP7m/cp8/+wg2jR0NmZvOlrSIiItJmx6wghM1mw/ztf6ATExPZtWsXmZmZREdHs3v37iMecCAQYMGCBdTV1TF69Gi+/vprfD4fEyZMCLXp27cv3bp1C4VzOTk5DBgwIBTMAWRnZ3Pdddexfv16hgwZQk5OTrM+mtrceOONAHi9Xr7++mvuuOOO0Hmz2cyECRPIyck55Hg9Hg8ejyf0urq6+ojvXURERETkQIfaG65pBlx5nZfkaCfh9jDqvX5yC6ooqGpgxtg0MhJckJcXKtrg//Qzrtq4AfO3/yZf2bUHm087G4D8k06F2ho2pWVx1q/OIyUjtSNvW0RE5Cep3eHckCFD+PLLL+nVqxfjxo3jzjvvZN++ffzzn/8kKyur3QNYt24do0ePxu1243K5ePvtt+nXrx9r1qzBbrcTExPTrH1SUhJFRUUAFBUVNQvmms43nTtcm+rqahoaGqioqCAQCLTa5nCzAB988EHuueeedt+viIiIiMjhHGpm3MT+iSxZX0J5nZdeiS5M3y4n7YSf2AiD9XVe3l9fTM99izFf+MtQf007wVV27kphvyHUxncOnduX3peiHr3J31fHKa7o43mbIiIi8q02h3OBQACLxcIDDzxATU3jprH3338/V1xxBddddx29evXipZdeavcA+vTpw5o1a6iqquKNN95g2rRpfPzxx+3u53i74447uPnmm0Ovq6urSU3VvzSKiIiIyJE73My4LSU11Ll9DAhU0WvZxyRvWEOXDatI2LaJFdNuoPz8meSV1FLUbxBdHA4YPhzGjGFf1lCeaIjH0iWZSKetxTUbvAEcVgsR9nb/u72IiIgcBW3+L3BKSgrTp0/nyiuvZPjw4UDjstb3Wiun3g52u52MjAwAhg0bxpdffsnjjz/ORRddhNfrpbKystnsueLiYjp3bvzXvs6dO7eoqtpUzfXANgdXeC0uLiYqKoqwsDAsFgsWi6XVNk19tMbhcOBwOI7spkVEREREDhIMGizOLW4xMy7SaSPeXcPwh35Pet5a4qrLWrw3btc2wuwWiqvdVCck0aW6OlQ9NTZokLhsG7kFVbgc1lC/AIZhUFjlZkBKNCkxYcfnRkVERKSZNu/uOmvWLN544w0yMzM55ZRTmDdvHvX19Ud9QMFgEI/Hw7Bhw7DZbCxdujR0bvPmzezatYvRo0cDMHr0aNatW9esquqSJUuIioqiX79+oTYH9tHUpqkPu93OsGHDmrUJBoMsXbo01EZERERE5FjbW9lAyZYdnLb+U0594WGGv/Z86JzPFcng3BziqssIWKwU9c5i9XmXs/COv/Hi//uI9373cPMZcHZ76L1ms4nsrCRiI+xsLamlxu3DHwxS4/axtaSW2Ag7k/onYTar6qqIiEhHaHe11mXLljF37lzefPNNLBYLF154IVdddRUjR45s98XvuOMOzjzzTLp160ZNTQ3z58/nL3/5C4sXL2bixIlcd911vPvuu8ybN4+oqChmz54NwIoVK4DGpbaDBw+mS5cuPPzwwxQVFXH55Zdz1VVX8cADDwCwY8cOsrKymDVrFldeeSUffvghN9xwAwsXLiQ7OxuA1157jWnTpvHcc88xYsQI5syZw+uvv86mTZta7EV3KKrWKiIiIiLttno1LF8OOTl4P/0M++5doVNl3TP4vxcWhl73WvI2H9WHUZE5kKxeyS1mwG0tqWVASjTXjktvNWg7cC87j78xyMtIdDGpf+tVXkVEROT7aWtW1O5wrkltbS2vvvoq8+bNY8WKFWRmZjJz5sxm+7B9l5kzZ7J06VIKCwuJjo5m4MCB3HbbbUycOBEAt9vNb3/7W/71r3/h8XjIzs7m6aefbrbcdOfOnVx33XUsW7aMiIgIpk2bxkMPPYTVun/F7rJly7jpppvYsGEDXbt25U9/+hPTp09vNpYnn3ySRx55hKKiIgYPHszf//73dgWOCudERERE5LD27YOtW+HA1Rl9+8LmzaGXQZOZku4ZFGcNpaDfUDadcS58G8LVuH3sKq8nwm7FGwiSHO0kzG6hwRugsMpNbIS9sVrrYYK2Q1WBFRERkaPvmIdzB1q4cCFXXHEFlZWVBAKB79vdD5LCOREREREJCQZhwwZYsQJychp/3bIFIiKgshKa/iH5xhsbw7nRowmOGs2LnnhWVwWb7TkHzWfGTchMYskGzYATERE50bU1Kzrikkz19fW8/vrrzJ07l88++4z09HRuvfXWI+1ORERERKRDtWVWWZtmnv3pT/DEE1BV1fIiqalQWNj4K8CcOaFTZuD0khp2Ls9na0ltqzPjmgK4jESXZsCJiIj8SLQ7nFuxYgUvvfQSCxYswO/3c8EFF/DnP/+ZU0899ViMT0RERETkmDtwPza3P4DTaiE9wUV21v7ZaKE2JTVE7dlBn225DNy9gYxt63AsXQJdujR2Zrc3BnMRETByJIwZ07iUddQoiI097DgyEiOZMTYtNJbiajcOq4UBKdHNZsaZzSZSY8OP6TMRERGR46PNy1offvhh5s6dy5YtWxg+fDgzZ85k6tSpREZq6jxoWauIiIjID0FrM9+276tl7vJ8yuu8JEc7Cbdbqff6m+3jZsvbyqanXyZ5/Woytq0jvKayWb+F//gnyVde1vhi924oK4OsrP3LV4/CODUzTkRE5IflqC9rfeSRR7jssstYsGABWVlZR2WQIiIiIiLHS2uz43omRFBe66W8ztu4zxsQVbyXfhtWU9Q7iy/r4lmcW0SvDz4i+5W/h/ry2+wU9xlAQeZgvu6SiS2uLzOCRmOAlpq6f9nqEdLMOBERkZ+ONodzBQUF2Gy2YzkWEREREZFjIq+k5qDZcWHUe/2s2VqIc+03nFm1ncydG+iyYTUR5aUAfHLVrew5dxpr91SxJ6E3KSdnU/ptFdXS9L4EbXagsYpqZb2PvZUNCtRERESk3doczimYExEREZEfomDQYHFuMeV1XvrEOjC+/XttWuF2fn/9FKx+X7P2AYuV0oxM3FExhNkt1Pv81EclsOiPj2NpZWlpmN1CcbWbOq//uNyPiIiI/LgccbVWEREREZETms8Ha9dS9cHHjP7vEi7NW8vOEeP48Ia7AahM6QFARUQMG9L60zBsBOWDhlPcqz9+ZxgADW4f4TYrmKDe6yfS2fIfrBu8ARxWCxH2o/tXa+07JyIi8tOgcE5EREREfjwCAfjTn2DFCvjyS6ivpxPQ6dvT3o1r9je123np5Q/4sNpKfnk9p/dNJCHSGTofDAbZVlpLj7gIbFYzu8sb6J1kxWTaH5AZhkFhlZsBKdGkxIQdtdtoS/VYERER+XFQOCciIiIiPzyBAGzY0BjC1dTALbc0HrdY4LXXYPv2xtcxMTQMH8GyTunsGziMqgFDmnVTl9CZLpY6ims87K1swGmzEGa3UFjZQG5BNT5/EMMAu9VMaY2HOq+fXokuwuwWGryBUEXXSf2TjtqstkPtj5dbUEVBVQMzxqYpoBMREfkRaVM4V11d3eYOD1caVkRERETkiFRWwhdfQE5OYyD3xRfQ9HfU6Gi4+WYwmxtf33EHmEwwZgz06YMDE9uXbSO3oIpeYREcGKEZhkGDL8hpfROJDbezfV8deSW17C6vx2YxM6RbDF1iwqn3+vH4glQ3+NhVXo/DasZhtTAgJZpJ/Y/ebLYD98frlegKzdKLdNpwOaxsLanl/fXF9Ix3aYmriIjIj0SbwrmYmJhm0/cPJxAIfK8BiYiIiMiP0+H2UGt2zmYhpbwQc6+M/W/+5S/hgw+ad+hywciRMHo0uN0Q/m2l1KuuatbMDGRnJVFQ1cDWklqSo50tZr5dMrIbPeNd7K6oZ+7yHZhMMDAlGvO3gV+k08aQbjFsKa6he1wEPx/chUin7ajvA7e3soFtpY1jPPjv3yaTieRoJ3kltaoMKyIi8iPSpnDuo48+Cv0+Pz+f22+/nenTpzN69GgAcnJyePnll3nwwQePzShFRERE5AftcHuomepqWffWUmxffkG3zWuIzVuHubaK7Rt20DMzrbGD0aNhx47G2XCjRzf+mpXVuIy1DTISI5kxNi00huJqd6sz38wmE9UNftITXKFgronJZKJLTBilNR4inbZjEo7Vef24/QHC7a3vX6fKsCIiIj8+bQrnxo0bF/r9vffey9/+9jemTp0aOnbuuecyYMAAnn/+eaZNm3b0RykiIiIix83RrhJ6qD3UnG++hmPmP+myK4/0YPPVFz6bnQ/eWsbpv5rSGJzddRfce+/3uq+MxEh6jncd9t46OhyLsFtxWi3HvTKsiIiIdJx2/1c9JyeHZ599tsXx4cOHc9VBSwhERERE5IflUDPcJvZLIsxuaXdgF6xv4JvXFjEkJ4dBu9bzxaW/pjSjX+OSUKeZ1PzNANTEd6ag/xAKMwdT0G8oJT37sLnCi79pf7U2zpD7Lmaz6bAz3jo6HEuJCSM9wUVuQRUux/GpDCsiIiIdq91/q0hNTeWFF17g4Ycfbnb8xRdfJDU19agNTERERESOn2DQYPm2ffxr5S7qPH56xrvo4mic4fb5jjLe31BEQqQDu9XcbElqi0IIFRWwdGmocINp1SqmeL2h03sHDKc0ox8A6weMZuVld7IhrT+ZJ/UnKqx5GJYcbT7u+6t1dDhmNpu+c3+8o1kZVkRERDpeu8O5xx57jClTprBo0SJGjhwJwMqVK9m6dStvvvnmUR+giIiIiBxbeSU1vLeuiHdziyiv8xAdZsPnN0hPjACgos5Daa0Xq8XEqB5xNPgC5BZUUVRWzdXRNaSmJUPv3o2drV3bWLzhWyagOiqW4qyhFPUbzM5hJ4fOlUfH8fng0zBh4A0EW4yrI/ZXOxHCsbbujyciIiI/Du0O58466yy2bNnCM888w6ZNmwA455xzuPbaazVzTkREROQHpmk/uD0V9Xj8AZKinJhMUFLjptrtw2o24fYF6RzlxFpWRtc9q0nfto4uG1aRuHkddq8HY/ZsTH//e2OHJ50Ew4bBiBEwZgwF/Ybw1y1eYiLsLZaJ2i2NBRcMTKHfH+jAJaRHex+8wzkRwrG27I8nIiIiPw5HtFlGamoqDzzwwNEei4iIiIgcIb8/yKrdFZTVeYmLsDM0tRNWq/mwoVYwaLA4t5jyOi8pMWHsrWjAbjVjNpmwR5i/nbUWoLcjwF//fDVdSna3uG59RBQBv0EorgoPh6++Cp3vHDRIr9zW6jJRl8OCxWwCo/H3BzpwCWmDz88zy7a1Wun1+wRlh3s2J0I49l3744mIiMiPwxGFc59++inPPfcc27dvZ8GCBaSkpPDPf/6THj16cPLJJ393ByIiIiJy1CzdWMy85fnkl9Xh9Qcwm0wkR4cxvm8CZkxs31fXaqi1t7KBbaWNSzftNdWM3PIlA3ZvpN+OXKojO/Hnqb+nrM5LbbQLm88DQElqOsX9h1DYbwi7Mwez2pHA9RP70PcQY/uuZaK9kxrDtbzSulaXkPbpHMnLK3a2qPSaW1BFQVUDM8amHVFAd6jCFwcGfgrHRERE5Hhodzj35ptvcvnll3PppZeyatUqPJ7Gv6hVVVXxwAMP8O677x71QYqIiIhI65ZuLObBRZuocftw2S0EgiZqPQHWFVSxdm8liZEORvWMo2e8q0WoFf7G6/xiwTv02ZFL/K5tmAwj1G91RDQOixkT4Pb5+eP0+wl260Zmv+6h2W81bh/2et93Vi79rmWiQKvnTu+TyFur97CzrI6MBFdo5l2k04bLYWVrSS3vN1VzbceMtqalvEc78BMRERE5Eu0O5+677z6effZZrrjiCl599dXQ8bFjx3Lfffcd1cGJiIiIyKGXX/r9QeYtz6fG7SPBZaekxosvECTMZiEYDFLvNaio97FrVwlZm/cwZN9uvjl7aijUuvL/zaVLzvLQdfbEdWFNSiZru2Wyu88QwMBqMVNe78Oe1och3TqFgrn2Vi79rmWiB59r8Pl546u9LMotwmKGfbVeYsPtpCdGEBvhwGQykRztbHc11wOX8vZKdIXu5/sGfiIiIiJHqt3h3ObNmzn11FNbHI+OjqaysvJojElERETkJ+3AMG5fjYc1uypbXZpaXuclv6yO2HAblfW+xmDOaiKxrJBe29YxeM9GBu/ZSN+SHViMxmqom087m+ToMPJKatl51vnkRnTn86Q+lPQbTH1sPDVuPyXVbgKGga3KQ2yEHZfDSpTThs1iwh8MHnHl0sMtEz3wXF5JDS+v2MnOsjosZhNxLjuBoEFJjZsaj4/BqTHERjiOqJrrgUt5D9z/DjjiwE9ERETk+2h3ONe5c2fy8vJIS0trdvyzzz6jZ8+eR2tcIiIiIj9JB+6Ftq/Ww+7yemxWM1ldolosTU1PcGFyu7E5w2jwBXFYzdz8zpNckPOfFv2WxCRSkjUUe30tYfEuiqoa+NfAbLYln0xFnQe3L4grECTSacVucVLwbTD3x8mZdI52smR9yXGpXHrgzLaMBBf7ar0EguCwWrBHmCmv87KttI5O4fZm1Vzbqs7rx+0PEG5vfbbfkQR+IiIiIt9Hu8O5X/3qV/zmN7/hpZdewmQyUVBQQE5ODrfccgt/+tOfjsUYRURERH4SDtwLrXOUk4LKBgzDIBA02FpSR4TDRmpDBUM2rSLs65X03raOy7dvZNbsp9jdKQ2zycS2zj3wWaxs6JzO6pRMvk7pS1HmYEpjEhmTHkdCpJMGt49AEAqr3PRKdOELhLOtpI7yei91Hj8Ws5nuceF0CrfTI95Famw4GQmRx6Vy6YEz21wOK53C7ZTWuLFH2DGZTLicVsrrvFQ3+Ciu8bR5WW2TCLsVp9VCvddPpNPW4vyRBH4iIiIi30e7/9Zx++23EwwGOeOMM6ivr+fUU0/F4XBwyy23MHv27GMxRhEREZEfvYP3Qqtx+6ls8BETYSdz9yYmLZ5P1q6NJJQXtXhvtx0b+bpTGkED3h98BosGT6TEZ6LBF8RihgirBaPOy6bCGswmKKvz0SUmjKJqN+F2KxaziU5pdmrcfryBIHaLmTC7hZ1ldaEZZMercumBM9tMJhMZiS5qPX7K67y4nI1jdfv85JXW0j0uol3LagFSYsJIT3CRW1AVKjDRpL376ImIiIgcDe0O50wmE3/4wx+49dZbycvLo7a2ln79+uFyuY7F+ERERER+MA5VuKEt9lY2ULRtF+N2biD9nbWsyRqNP7wHNouVCHc9p635qPEaZjOlPftS0HcQ36T2I/K0U/hoZxB3jQdvIAgOBx5/EI+/MVSzmU0YZhNhNgv7at18vMXDoNQYzshM5K1Ve0MzyEwmE1Fh+2eS1bh9HTKD7OCZbbERdganxpBXUktFvRe3L0AgCP26RHHh8NR2L6s1m01kZyVRUNXA1pLGGXphdssR76MnIiIi8n21+29bV155JY8//jiRkZH069cvdLyuro7Zs2fz0ksvHdUBioiIiPwQHLhX3MGFG1oNkAIBWL8eVqyAFStI+mw5f96xPXTa5/FiHZeOLxBka49+/Ovcq/kqpS9RJ48hKqETNW4flfU+bjqjNzHFNTz9UR6bimqoqPcRDBrYLCbiIuw0+IMEg+Cwmgm3WQgCSZEORvWI45vdVSfcDLLWZrbFRtg5Ka0T1Q0+8kpr6d8lmlsn9cFqNR/RNTISI5kxNi30/TrW++iJiIiIHI7JMAyjPW+wWCwUFhaSmJjY7Pi+ffvo3Lkzfv9Pc/Pc6upqoqOjqaqqIioqqqOHIyIiIsfRgXvFJUc7Cbdbqff6QzOxZoxNI8Pmh6oqaCqqtWMHtFJMq6RbBsX9h5A3ZgILEgdSUtPYhzcQxO0LMrpnHJFOK1tLahmQEs2149Ixm034/UH+u7aAd9cWsnZPJWF2C2F2K53CbXSOchLusGK3mAGDqgY/N03sjccfaDbug2eQzRib1iFB1cHP81iN6/vMdBQRERH5Lm3Nito8c666uhrDMDAMg5qaGpxOZ+hcIBDg3XffbRHYiYiIiPwQ+f1BVu2uoKzO2xhuRTpxB4KtBjjNq4tGUOsJUFnrJrloJyO3rcO16ktib8qFndvg/PPhrbca35iWBr17Q7duMGYMwVGj+YcvkVXVBr0SXZhMJtLrPNR4fJTVevAHoXO0EzDYWlLbYvml1WrmF0O70jc5koff20TnqDDCbBYinc1nxfmDQUpqPNR5/fTtHHVCziA7XjPbjtc+eiIiIiKH0+ZwLiYmBpPJhMlkonfv3i3Om0wm7rnnnqM6OBEREZHjKRg0WPD1bl5duZuiqga8gSD+gIHd2li9tFtsRLOlqsGgwVc7y1m1qxybxcxX+eVc/9TtDMhbQ1RDTcsLlJTs/73JBJs2Nf4KmIHTSmrIX54f2gstKsxGr0QXuXurCRoGDquZqgb/YUOqSIeN2HAH4XZLm6qRZiRG0nO864SbQXaijktERETkaGtzOPfRRx9hGAann346b775JrGxsaFzdrud7t2706VLl2MySBER+f/t3Xl8nHW5///XvcyWWbLvTZsuaZvutNBSCoJSKAIeUM5XRNSCHBEEFMGN44Iev+dXFD0HFxQ9Kuj5yiLnuKAIimUvZetGl6R7m5J9nyUzc89935/fH9MMDV1ouiUt1/PxqCZz35n7MyF3mrx7fa5LCHE09q2EKw56mVtTuF+/sm0d2b5tT23qwHIcPLqOi0JDw0rbbOuIU5jnZUNzH8nNW7kothO14iXc9k7WXfIFMo6DYegUxnqIJGOkPV4aa6ayZfwM3qyfw6Wf/hB1MyYOXZg2NGgarBh7ckMb65v7GbAc8rwGH5hdxZyxBZSGfe8YUh3JNNLRWkE2WtclhBBCCHEsHXY4d+655wKwc+dOxo4dO+QHPSGEEEKI0Wp5Qzv3r9jJ9s44lu3iNXUmloa4dtF4zq8vB7LB3C9f2MlzW7pwXJeCgEnccsnYClOH07t2MHvrGuY/2si8ls0Ee7tyz+9qOnmLP0Ov4UNXcM/i6wjlh2gbPwXbMGmPpgj5TK6orDjoGvftfdYVS6NcBQpU9n/QgMp8/2Ft55RppEIIIYQQJ5dhT2t9+umnCYVC/J//83+GPP7oo48yMDDA0qVLj9nihBBCCCGOxvKGdr715030JNIYmoamKQbSirV7+vjWnzcB8N4pZfxtQzs7uuJYtkNtqpfZ2xr408Qz8Rg6rgtXrvhfLl3/TO55M4bJ5qo6Yqedzp6pc3AMA13X8Js6r9VMJ+gzqTIGf8zSUGgcbALXvlNeu+Jp9vQM4DF1ZlRFqCsPM2DZbGyN0hpNHfYgBJlGKoQQQghx8hh2OLds2TJ+9rOf7fd4WVkZ119/vYRzQggxyhzOdj4hTlaHmrZp2y4/eWYbnbEUPkPD5zUwNA1HKdKWTWcsxc//0cDUPQ1U/fav3N6whprN66iMdgKw/vqfsqt8HJqu8cL4uQRti9erp2LNP5OX8seS0DwsmlQCgLG1E6/lkLJdDF1jIG0TT9lYjkvIb1Ic9JLMOPutf9+ppBURPy19SZRSOK5ia0eCoM9DUdBLyJedzvr3je1MKAkdVtWb9GwTQgghhDg5DDuca2pqYvz48fs9Pm7cOJqamo7JooQQQhwbyxvaeWDFLnZ1J8g4Lh5Dp7Y4yDWLanPb+YQ4We1bcZayHfymMWRYw6qmHrZ2xDF1jTyfJ9veTSlMXcPwebj8pcf4ypP34bctPrjP89q6zrbyCUTScRTZtnB/mnk+f5t7Aa6CBeOLiHfE8Js6XiMbdOd5TfK8BvGUTTLjkLZdkhmHyoIAFREfoOUGMAzad8prXVmIWMqmL5mhIOjFa+j0JCy2d8YpzCtE0zQq8/1s64jT3Jc87D5s0rNNCCGEEGL0G3Y4V1ZWxhtvvEFtbe2Qx9etW0dxcfGxWpcQQoijtLyhnWVPNBJLZSgOenM9p7Z0xFj2RCOABHTipLVvxVllvp88b4ABy2ZDSz8t/UmuXVTL1pZ+xjdvY2F7I3P2NDKjaRM/vPRGVtQvRNOgt7AMv22RDBewY9JM2qadxp/yxvFS0QTMcJABy8FxFbpSgCJtu5SGfVTm+9nYEqUkZBL2Z3+UKsrz0hFLUZnvJ245JC2HeeMKs4FaZ2K/AQwAzX1Jtndme8JpmpadDOu6eIzsEIeQ36QnYRFL2UQCHgJeg/ZoioRlj8BnXAghhBBCHC/DDueuuuoqPvvZzxIOh3nPe94DwHPPPcfnPvc5PvKRjxzzBQohhBg+23Z5YMUuYqkMYwsD6Hq2uifs1wl6DZp6k/z6pV2cW1cqW1zFCXGg7dW6rg3ZclkZ8dMaTRFLZ4inbEI+k7Dfs99WzLdXnA0OqQr7PVREuxjz6//G938buLJxHR8bSAxZx8zdG1lRvxCA18fN4v03/pxPXnshHbEMG1r6MXVwt3UTSzt4TB3NzVbBaRqEfAZTysN0xCxKwz7yPNkfozRNY2JZkFg6Q0/CwnahIt9P2G+yrTNx0AEMCcsmZTvkebOhndfQMXWdjOPiMw08hk48nd0aC5C0HHymsV8FnhBCCCGEOLkN+6e7b3/72+zatYvzzz8f08x+uOu6fOITn+D/+//+v2O+QCGEEMO3ek8vu7oTFAe9uWBukK7rFAe97OxKsHpPL/PHS9WzOL4OtL26LOxjbHEeGhop28GyXdKZbOVYd8IiaTkEPAZji/M4raYwt1UVshVnO9qjzIw2M2nNBmJlVTTNPQsAbzrJxX/6Ze7acV8eb1RNoaF2OhvHTWPj2GlANuDrw0Omejynjy/GcRUt/Ul6EhZzxxWwuTVGbzKD7bromkbYbzKhNETY72FSWYj/c/oYnm7syE1DjQQ81JWF2NAcxVUKn6nTn7QPOYAh6DXxmwYDlk3Y7yHsN3MVeN5gNqQz9ezWWaUUrf2pA1bgCSGEEEKIk9uwwzmv18sjjzzCt7/9bdatW0cgEGDmzJmMGzdu2BdftmwZv//972lsbCQQCHDWWWfxne98hylTpuTOSaVS3H777Tz88MOk02mWLFnCT37yE8rL39qK1dTUxI033sgzzzxDKBRi6dKlLFu2LBceAjz77LPcdtttbNy4kZqaGr72ta9xzTXXDFnPvffey913301bWxuzZ8/mRz/6EfPnzx/26xJCiJHWnbDIOC4Br3HA4wGvQU/CojthneCViXebIdur87zoukb/gMXGliiNbTHOmlhMadjH6qZeOqNpLFeR5zWI+E1s1+XN3gHStktXWzf/4uukumEthc++wL+9/DLBRBSAzedenAvneseMZ+3FV9JQPoH5H72En3T4eLKxC8h+3Xt0jYztkrQcdA3OmVTMuKIguq4NmW46ozqfhOVQmOfhnMmlnD62kJTjDhmqMK44b79pqJfNqWZWTT6lYd87DmCoLggwsTTEhpZ+Qj5zSAVedzydq8ADxdaO+EEr8IQQQgghxMntiPdFTJ48mcmTJx/VxZ977jluuukmzjjjDGzb5l//9V+58MIL2bRpE8FgEIDPf/7zPP744zz66KPk5+dz880386EPfYgVK1YA4DgOl1xyCRUVFbz00ku0trbyiU98Ao/Hk6vk27lzJ5dccgk33HADv/3tb1m+fDn/8i//QmVlJUuWLAHgkUce4bbbbuO+++5jwYIF3HPPPSxZsoTNmzdTVlZ2VK9TCCFOtOKgF4+hk7Qcwv79t60mLQePka2gE+JYG5yg2p+0uO/Z7cSSGUrDXvoGbAYsm4GMg6MUtu2yvqWf8UVBEimbjOMyYDlYlk0g3o8dKcB2FHhS/OuNF+LJZMPk0N7rWF4/LXUzaKub/tbFNY3Hbvg6fQMZzp47mRtth66Uw4bmKKmMQ1JlBzz4PQYzqiPc+N5JubBruNNNj3Yaqq5rLJlRTkt/8qgq8IQQQgghxMlNU0qpdzrptttu49vf/jbBYJDbbrvtkOf+x3/8xxEvprOzk7KyMp577jne85730N/fT2lpKQ8++CD//M//DEBjYyP19fWsXLmSM888kyeeeIJLL72UlpaWXDXdfffdx5e//GU6Ozvxer18+ctf5vHHH2fDhg25a33kIx+hr6+PJ598EoAFCxZwxhln8OMf/xjIbtWtqanhlltu4Stf+co7rj0ajZKfn09/fz+RSOSIPwdCCHEs2LbLtQ+8xpaO2JCec5D9/tbUm2RKeZhfLT1Des6JY2pbR4wn17exvjk7mGFre5yAR0fTNBRg6BqJdHaggeMqXKUo9yjq9mxm2q6NnNbcyGnNDbQXlPOx63+IrkEk4OE3991MsL8XZ8GZNIyfzv96a3itYCyRUIDCoI9JZSGKgl6UylaZzazO54ZzJ6LrGts6YjzxRiuv7eolbmUIeT3MH1/IRTMrR0XYte/U2bSd7Ss3sTR02BV4QgghhBBidDrcrOiwKufWrFlDJpPJvX0wgw2Zj1R/fz8ARUVFAKxatYpMJsPixYtz50ydOpWxY8fmwrmVK1cyc+bMIdtclyxZwo033sjGjRs57bTTWLly5ZDnGDzn1ltvBcCyLFatWsUdd9yRO67rOosXL2blypUHXGs6nSadTufej0ajR/XahRDiWDJNnWsW1bLsiUaaepNDprV2Jywifg9Lz6qVYE4My2BF3MGqxLZ1xLjnH1vZ0h7DcRXxdLYaznJcDE2jMM8DGigFpg43vPQI525+mWntO/C6QyeQ5mVShDWXmKsTTWb4+Td/we60TshvohQEPDqF7TESKZuWvgG642lqigLYrmJMQd6Q7Z+TysLc9L4jr3A73o62Ak8IIYQQQpzcDiuce+aZZw749rHkui633norixYtYsaMGQC0tbXh9XopKCgYcm55eTltbW25c/YN5gaPDx471DnRaJRkMklvby+O4xzwnMbGxgOud9myZXzrW986shcrhBAnwPn12e9pg434exIWHkNnSnmYpWfV5o4LcTj2re5K2Q7+vdVdg4MaXFfx4MtNrNvTh9fUCfs9eHSNWH+cya07mNfSyIyuXSz75y+gaaCAye07mNO6BYDOUCFrxtSzZsw01lZP5c3aelyPB8N2sWyXLjx0xQfQNJg9pgBN0wj6TNY397OnZ4D2WJrW/iRjCvOYWBLab/26rlFTlHeCP2uHb7SvTwghhBBCHD9H3HPuWLvpppvYsGEDL7744kgv5bDccccdQ7b4RqNRampqRnBFQgixv/Pryzm3rpTVe3rpTlgUB73MrSmUijmxn32r4vI8BgpIZhyCXpNkxubXL+2mJ2FRme8nzxtgwLLZ0JLdunrtolo8hs7LO3soTPRzTsdmpuzYQN2O9Yzf3YjffmvwyP9771VsjVSSdlx+O+dinpmykFcrp9JVXAG6Ttp28Rk6EZ8HFDiOi6lDZywNaEwoCQ6p1LcdRchnkh/wADC9KkJrNMX9K3Zx7aLaUbFtVQghhBBCiEM5rHDuQx/60GE/4e9///thL+Lmm2/mL3/5C88//zxjxozJPV5RUYFlWfT19Q2pnmtvb6eioiJ3zquvvjrk+drb23PHBv9/8LF9z4lEIgQCAQzDwDCMA54z+Bxv5/P58Pl8w36tQghxopmmzvzxxSO9DDGK7VsV1xVP0xXPBmElIS/FQS9d8Wy4dtrYglwwFvZ7CJswsHodT/sUdRPL6Uta3L7yf7niH78d8vy9/jCrq6eyurqeqOFDN3ScjMsr42dTEvLSP5DB1DUyrkLXNHRdw3JcbMcFwGMYhP0e8ryKoC8bwiml2N6RIJVxKI/4UUDvgIXPY1BVEGBrR5y/b2xnQklItocKIYQQQohR7bDCufz8/NzbSin+8Ic/kJ+fz+mnnw5ke8P19fUNK8QbfK5bbrmFP/zhDzz77LOMHz9+yPF58+bh8XhYvnw5V1xxBQCbN2+mqamJhQsXArBw4UL+/d//nY6OjtxU1aeeeopIJMK0adNy5/z1r38d8txPPfVU7jm8Xi/z5s1j+fLlXH755UB2m+3y5cu5+eabh/WahBBCiNHKtt39qih39SS4f8UuehIWAY9OdyLNQNpGoaFpkOcx2N4ZJ+w3SXZ0MW33Jio3raFq0xoqGt/Amxrg51/5Md1l/4SmYNOEGcyvGs/mCTPZMmEmm8dP50WtiN6UjavAZ2r4XEVp2EvE7yGWypDnNdE0yDcNXBSpjEM64+wN6qC2OI+lZ43jsbWtDFg2Yb+HWMqmZ8Ai5DfRNA3LdjB1Ha+RHT5Rme9nW0ec5r6kbBcVQgghhBCj2mGFc/fff3/u7S9/+ct8+MMf5r777sMwDAAcx+Ezn/nMsKeU3nTTTTz44IP86U9/IhwO53rE5efnEwgEyM/P57rrruO2226jqKiISCTCLbfcwsKFCznzzDMBuPDCC5k2bRof//jH+e53v0tbWxtf+9rXuOmmm3KVbTfccAM//vGP+dKXvsQnP/lJnn76aX73u9/x+OOP59Zy2223sXTpUk4//XTmz5/PPffcQyKR4Nprrx3WaxJCCCFGo+UN7bn+gxnHxWPojCvKoyziI5lxmVQaZNXuPtIZl7KIH4CehEVrNMX8pjf4/O9/wLiO3fs9bzovRKCnk+KQl/w8D8snzmf9198zZOtplWWT6ozjKpg9Jp/K/AD5AZO2aBqfx2Du2AJWN/WRshwiAQ/xVIbtXQl69/ZJjARMNjRHKQh4aO1PEfKZ2co618VjmCiliKdsyiJ+wv7sjzYBr0F7NEXCsvdbsxBCCCGEEKOJppRSw/mA0tJSXnzxRaZMmTLk8c2bN3PWWWfR3d19+Bc/yHTX+++/n2uuuQaAVCrF7bffzkMPPUQ6nWbJkiX85Cc/GbLddPfu3dx44408++yzBINBli5dyl133YVpvpU9Pvvss3z+859n06ZNjBkzhq9//eu5awz68Y9/zN13301bWxtz5szhhz/8IQsWLDis13K443GFEEKI4+Vg01SXN7Sz7IlGYqnMkMm9HbE06YzLggmFTPRB//MrmNW0kfpdm3jp9PN56owlxJI2ta07+OV/XAdAd9U42qbPpXXaabRMm8PusnH0pl0+t7iOX7+0i6c2teM1NMIBDx5DJ+O4xJIZEpZDdUGAsUV5WI6LzzSYVBbiwunZgRKDW2vX7OllS3sM21FUFviZUh7G7zFo7U9h7N2e6rjZPnPr3uzD1DUs2yXgNZlTU0BR0AtALJWhbyDD5y+YLJVzQgghhBBiRBxuVjTscK6wsJAHHniAyy67bMjjf/rTn7jmmmvo7e09shWf5CScE0IIMZIONk31/Poy/v3xBrZ0xBhbGEDXs8NAfOkks15dTlXDWs5o3czE9p3orpt7vufnL+F7H/sqvckMEVNjzoaXaBw3namzJlISylamK6XY2hFnZnU+N5w7kR1dce75x1a2tMVwlCI7k1XD0DQmV4T57PvqCHiN/cLDQbbt8t2/NbKpNcqk0hCRgCf3D3mD16rM91OU52V7Z5yNrVHiKZtxxXlMKgvngrm3r0t6zgkhhBBCiJFwuFnRsKe1XnvttVx33XVs376d+fPnA/DKK69w1113yRZQIYQQYgRs64jl+sa9fZrq2j29NDV38Z7uHYS7NDZOmQeA7rp8/sG7MNRbgVx7YQWbJ8ygYfx0XqyeSVNPEtt1UXke/jZ+PpoOE2wH23VJWg6t/SmKgl4unF6OrmtMKgtz6+I6ntzQxvrmfgYshzyvwazqApbMKH/Hyamt0RRdcYvJ5WHCfs+QY4N95PoGMlxzVi2aptHQGuXx9a2kMw4eQzvouoQQQgghhBjNhh3Ofe9736OiooLvf//7tLa2AlBZWckXv/hFbr/99mO+QCGEEOLdaN8tqnkeAwUkM85+FWeuq/jbhnZ6EhZ1ZSE0TSPU0Ur9pjVUblpNeM3r1O7Zgsd12DxhJt/40s8ASAaCvDj/Qpo9IVaWTyZ47tk0+Qp5s2+ApOWQcVwUivyAh6I8D81WGlPT6ElYDFgOPtNgZnV+blvqoEllYT5zXuiA22vfScKySdkOed7AAY8P9pEbyDhMrYhQU5THhNJgrmKwPZo66LqEEEIIIYQYrYYdzum6zpe+9CW+9KUvEY1GAWQbpxBCCHGU9g3jOmNp1u3pY0dngq54mq54GtAoCXkpCfmYWBrKVaI19yTY1hEj7DPpTljc9MWPULV9037P3x0ppqOkEpSCvVtFf3LtN+iKp2jrTzPDG6Eq4mNbR4x42sZj6vhMnbDfZMByqcz3U5DnYVJZmMvmVBH2ew4auum6dkR93oJeE79p5Cayvl1ybygY9L7148uksjATjjAMFEIIIYQQYjQYdjgHYNs2zz77LNu3b+ejH/0oAC0tLUQiEUKh0DFdoBBCCHEqOdDQhh1d8Vz1V1c8zZ6egew01eI8uhNpBtI2Cg1Ng/F2FGPlP2j94QaqWzdT3NLCxlt/jaZrOEpxcV4R5bpB2/gpdMyYx54ps/iZXUFbfikTSkPo+wxjcl2XeNqhvjLM2ZNK2NASBQ0CHgNd1wh4DFAQCXioKggQ8Oh0RFOE/Z7jMmShuiDAxNIQG1r6CfnMIYOjlFK09qeYWZ1PdcHQyrojDQOFEEIIIYQYDYYdzu3evZuLLrqIpqYm0uk0F1xwAeFwmO985zuk02nuu+++47FOIYQQ4qQ1GMg1tEZ5fVcvnbEUacfFbxoU5Hloj6aJpzMUBjxEUxlcBbbr8sab/fhMnQ/sfIUz1zzLpG3rqexp3e/5Q+3NpKpriPg8/PLK21im+dHCIebUFOAxdCKtURL9KZp6k0OmtXYnLCJ+DzeeN4n3Tinj+a2dJCyb8UVBDF2jK2HR3JskkbZpbI2i6xoa0NAWPS5hmK5rLJlRTkt/Mjf8YXCt0kdOCCGEEEKcqoYdzn3uc5/j9NNPZ926dRQXF+ce/+AHP8inPvWpY7o4IYQQ4mTmuooV27tY3tDO1o44Td0DOK6iMt/PlIoIPlNneUMHfQMWhUEv3QP9jN2ynstaGvnThR+jw9LQdZOp297gnFf/nn1OTaNz7CTenDqb54om0TZ9Lr6SaqJxi5APEiUV5ClFT8JiW0ec/ICXc+pKmVwe4tcv7WZXd4KehIXH0JlSHmbpWbWcX18OwMTSEGUhPx5TJ+ModncPkLRsQn4PHkMjkbbpG8jw+LpWJpQEj0tPt0llYa5dVCt95IQQQgghxLvGsMO5F154gZdeegmv1zvk8draWpqbm4/ZwoQQQojR7O3bUysjflqjqdz7Scvh4VebeGZzBwMZB8t2QSnK8/30JzNs2NPLrEQL7335ZWY2NTCvpYHazj2553953Cy2jZuNZbusnHE2qUCQxvHTeb2sjtqJ1ThK8drOHs6cUMSkgJe41UdPwiLkN/EYOl5TZ3f3AGeM9+dCrfMml7F6Ty/dCYvioJe5NYWYpp675uC20vXNffQnMyQtm6KgF03TUEph2S7jivNI2y5/39jOhJLQcalikz5yQgghhBDi3WTY4ZzrujiOs9/jb775JuGw/Gu2EEKIU9NgGBdLZ9jcGmNtUx+t/UnSjkM6o3BcRSRg4vMYWLZLRzRFf8oGBWUhH71tXdho9CR0ysM+3vfcH7j19/fsd51dxWPYMHYafb4gjquwXcX6ibPYXj+X/gGLroRFrLmfVMYmmsqwu3uAmWO8zKkpYFtHnN4Bi3jaRtc0wn6TS2ZV5qrNTFNn/vji/a45aHBb6ZaOGLvf7Kcgz4MCrIxD74CFx9SpyPdTEPCwrSNOc1/yuPV6kz5yQgghhBDi3WLY4dyFF17IPffcw89//nMANE0jHo9z5513cvHFFx/zBQohhBAjbVtHjL9taGfNnl62dcTpjKVxlcJj6OiahmU7OArCPpP544vojafRd2zn7F0bWdixhem7NjKudQd3XX4rj865iN6kzbba6Qx4fGyonsLGcdNZWz2VzulzaNKDJCwHj66hUjYZx0XXNAbSGVr6U5i6RsinY7s6AY9BT8Ji7Z4+5tQUcEZtIbGUjeW4WLaD7SjqK4Y3UX1SWZhLZlbS0BLFcRXt0RQDloMGBICG1hgFAQ9eUydh2cfl8y2EEEIIIcS7ybDDue9973tcdNFFTJs2jVQqxUc/+lG2bt1KSUkJDz300PFYoxBCCDFitnXEuH/FLpq6B+iIpYgmMygUtuNiO25uomjYZ1LU0cyVD97JrD0NFCb69nuucR1NeE2dpOWwpXICZ37pf/EHvKQzLqahURPJo0iB5aSwbBeFwm8a9CWsbBUeUBr2MWC5RPweivK8xFIZBiyb7Z1xTh9XSCTgQSnF1o74ASebHo76ygjTqyIkMw7bOuNoQGGed28vOpfW/iS6ptEVS0PF0Xx2hRBCCCGEEMMO52pqali3bh2PPPII69atIx6Pc91113H11VcTCAz/FwAhhBDvXrbtHrIH2khzXcXfNrTTHU9juy6pjAvKpaq/k5lNG5nzZiNbi8fw6LxLyDgudiTMuY0rAcgYHjZW1bGuZhot9XN4uWwyTf58/BoopbDRwDQJ+QxSGRelQKHweQyKgh5a+9KYuk51YR4py0EpRchnomkaZREfE0tDgGLtnj6iyQzt0VR266mhH/Vk0+qCABPLQjy2tgXlKsoj/lwI6TV0TEPH0DXW7enjrIkl0gtOCCGEEEKIozCscC6TyTB16lT+8pe/cPXVV3P11Vcfr3UJIYQ4BkZz+LW8oZ0HVuxiV3eCjOPiMXRqi4Ncs+it6aEjrbkvyY72KNObNuF77RXqd21kyo4NlMW6c+esHDuT/znjEjKuIp4X4RsfuJWtJWOJT5tBj63Tl8wwvjgPXdPxRFMMpB00DWxXEfIZxNMO5RE/eV6DtO2SsCxMTaMs4uW0mgKuWTSe9liKB1bspDI/j4DHIOw3c2HZnJoCtrbH2dM7wK7uBKUh/1FPNtV1jdk1BfzvqjdxFVh7//tkHJd4yibPa1JXFmR7Z+K49p0TQgghhBDi3WBY4ZzH4yGVSh2vtQghhDiGRnP4tbyhnWVPNBJLZSgOegl4jexWz44Yy55oBBi5Nba1wZ49cMYZJCybpOPyybs+SzDenzvF1nQ2V0xkzZh6VoyZgVJ7H3cVfzn9IlwFYccg5NNJpB1iKYfCoE5p2MubvUkcV4GCccVBBiyHiN/DpLIgtquIpWx6ByyqCwJ88uzxTCoLE+7xUBzMBnhhv2fIcouCPuorNfLzPFw1fywTS0PHZLJpadhHTVEelu3Sl8wQT9uYuk5ZxM/E0hCRgMmuroT0nRNCCCGEEOIoDXtb60033cR3vvMdfvGLX2Caw/5wIYQQJ8BoDr9s2+WBFbuIpTKMLQyg69lKvrBfJ+g1aOpN8uuXdnFuXelhV/kNTlJNWDZBr3n44ZRtw/r18NJLsHJl9v937oSxY2H3boJeE7/HpHHu2WS6e9k6YQYvlU9mRcF4nEC2WixtO2iuwjQ0bEeR5zMImAZo0BW3KA15KQp66UpYJNI2hXle5o8vYvG0cuorIiQzNk9t7GB7Z5y07eAzDRaMLx5S+VZdEGBiaYgNLf25ra2DlFK0RdPMHlPAe+pKD/i6j+TzE/SalIR85AdMQMNyXLyGnqvai6Uy+EyDoFd+FhBCCCGEEOJoDPsn6tdee43ly5fz97//nZkzZxIMBocc//3vf3/MFieEEO82x2Ib6vEIv46l1Xt62dWdoDjoza0NsiFTxlEEvQZbO2KsauphwYQS4NDh0uAk1e2dcVK2g980mFgaYsmMd9jWedNN8OtfQyIx9HFNg/x8iMWoLggxsTTEf/3LN+lPZuiMpfF7dJyuAdK2g65reA2djKuwHYXfBFQ2sLNsF9tRxNI2aFAR8TO5PMz59WX79WmbVBo+ZHim6xpLZpTT0p9ka0ecynx/LnB9p/5yR/r52TcQrCsL7RcItvanjnjghBBCCCGEEOItww7nCgoKuOKKK47HWoQQ4l3tWG1DPVD4pVR2u2TGdfGbOjs746ze08v88cXH6+UcVHfCIuO4BLxG7rGkZdOTsIinHWzXIWMrfvtyE4VBL+3RNMsb2mntT6FrGgHPW+ESwP0rdtGTsKjM95PnDTBg2Wxo6ae1N8H1pWnGbl6XrYp79dXsn7y9/dF0PRvM5efDmWfCWWfBwoUwf372MUCHXCiWSDsYukbScikOemiNOjiOQjfAb+rZ0E5BPG0T8BiMKwkyuSyE7WaDrOKQj6sW1DC5PLLf50TXtXfs2zapLMy1i2pzQVt7NIXPNA7ZX25w0uyBPj8t/UmuXVR70IDuaAJBIYQQQgghxOHTlBrslCOORjQaJT8/n/7+fiKR/X/xEmIkjOZhAGKog21D7U5YhP0e7nj/1MMO6J7Y0Mq3HttIdWEAU9fpHbBo60+Ryjh7e6MpNE3jX84Zz5cuqj+ur+tAXt3Zze2/W0fYbxL2e0haNm/2JhmwHBzXxXHBBYIeDUPXcJWGpkE44KGmMEB1QYBkxqUwz4vf1GmNpnKVXSXbG5m48h9UbVxDWcNa8gbiQy/+/PNwzjnZt7dtg3Qa6uuzQd0hDFafrdnTy56eAQYsZ+/aFB5dozjkozI/QEvfAI5SzKouIBLw5KrNlFJs7YgzszqfG86deFSB1uFuUXVdxU+f3X7QyrfDXc++lXeD224nlYWOauCEEEIIIYQQ7waHmxUdduWc67rcfffdPPbYY1iWxfnnn8+dd95JICDbWYQYjUbrMAAJDPd3rLehFge9eAydpOVguzZN3QM4e3uiGZpGxnHJOIo/rW1h3riiE/71MLemkHFFeTS2x9CA9miaaDKDq7Kh3KBERgFv/ftRPO3QHbdo609zzqQirM2NBDesYdLixWhaNiSqWfsyZ/3mR7mPSfv8qDPm43/P2dnKuNmz37rApEmHveZJZWEmnBeiuS9JLJ0hnrIJ+UxCPhMFJDMO0WSGh17JVvu9fWiDpmlU5vvZ1hE/6ummh1NlB9lJs9s7sxVv+wZzw13Pvq992D39hBDiJCQ/qwghhDjRDjuc+/d//3e++c1vsnjxYgKBAD/4wQ/o6OjgV7/61fFcnxDiCIzWYQCjNTAcaQfrwQag6zrFQS87uxKHvQ11bk0htcVBNrfHSFoZHFfhM3U0DVylcIGQzyBjuyes99y+1V4d/WkCXoN42qZvwMJ23/nj/ZkUs1u3MrelkdObG5jXupmCRHZ66u+Lg+we838AeHPOAhre9wFap53GnqmzeT1czU0X1jO14ugrmt8pFGtsi5J2XPIOMiAh4DVoj6ZO2HTThGWTsh3yvAf+R7ThrOdwA0EhhDjZyc8qQgghRsJhh3O/+c1v+MlPfsKnP/1pAP7xj39wySWX8Itf/GK/XyaFECNntA4DGK2B4WhwoB5s+wp4DXoSFt0J67CezzR1rllUy51/2kCX5eLRNRQKxwXbVRi6RkW+H9PQhxX6Ddo3aAt4DDSyfdbiaZuQ3yTs8xxwYMO2jhjbOuPs6Ixj2QqUwj5QYwWlMF0H28j+FXVm0xv89yNfx+M6Q07LeLxsqqqjz/DlHuucWM+TX/keALFUBs9A5oRNEw16TfymwYBl71c5B5C0nBM63XS0rUcIIUY7+VlFCCHESDnsn8ibmpq4+OKLc+8vXrwYTdNoaWlhzJgxx2VxQojhO9ZVWMfCaA0MR4t9t6GG/fu//qTl4DGy/+0O1/n15by+q5dfvrADhcKys0NIAx6DioiPwqAP23Vzod+h+pjte6wzlmbdnj52dCboiqfpilukMw4p2yFtu/hMnXHFeUyvyueM8UUEPAZPrG9jT+8A3bE0WztiZFzQAEMHU4FuZ5jRvo25zQ3MbW5kXksjD89awn+eczUAW4vH4nEd2kJFrKquZ3V1PWurpxJeeAYdFpSGfcxWasSnie473TTkM2U9QghxEpGfVYQQQoykww7nbNvG7/cPeczj8ZDJZI75ooQQR+5YV2EdC6MxMBxNBrehbumIEfQaQz5HruvSnbCYUh5mbk0hcPi9cN47tZQ/r2vGNDQ8ho6p64R8bz3/YOiXtBx++ux2tnfGSdkOfnPoNNTBYQBd8TR7egbwGDpjiwN0Jyy64ml6EmkcNxv+AbT1p1jT1Mef17UQ9JnYjsJjaHTFs+fpQDCT5LMvPMjc5gZmtG/D5wzdWnlaS2Pu7e5gAWfe+ABt4WLQNAYjpvoMnDmhmFTGGRXTREfbdNPRth4hhBjN5GcVIYQQI+mwwzmlFNdccw0+31vbh1KpFDfccAPBYDD32O9///tju0IhxLAcjyqsozUaA8PRZHAb6rInGmnqTe43rTXi97D0rFpMUx9WL5y5NYWMLwmxpSNGach3wNBvTEGAZzZ30JuwqMoPML44SDLjsKGln4a2KEopYikbv6nT1p8klsqga9AZS+M1NaLJTK5nnA65oQ6pjItSFulUmintO5nZtAlb0/n1rPej65Dx+vjIG38jnB4AoDsQYXV1Paurp7Kqup43KoYOa2iLlOTeVoChQVV+gI8uGAu8FSC2R1P4TIOZ1fkjMk10UlmYaxfVynqEEOIkIz+rCCGEGEmHHc4tXbp0v8c+9rGPHdPFCCGO3nCrsE6E0RgYHkuH2hJ6uAaDtcHgrSdh4TF0ppSHWXpWNngbbi+cdwr9fIbOQNpm5bZuDB2augeoLggwqTzExJIgf1zbTH8yg6FrDFgOlpNtEKeRDcje/v+OgoJklHnNjcxtaWRecwOzWreQl0kDsLuwkl/Pej8aGq5ucM/ZV9PrD7Gqup7dBZVvld4dhvKIjy9cMCUXLo2maaKjbbrpaFuPEEKMRqf6zypCCCFGt8MO5+6///7juQ4hxDEynCqsE2U0BobHyuCwgwNtCR1uVdL59eWcW1d6wC2rB+qFo5TCa+iUBL20x9I8sGIn59aVoutaLoiZXB7myxdN4Tcv7c6FfqauURr2Ek1m2NYZx92bsGlAZzzNrp4EeR6D1v4UjnorfBuUe1u51PR3sKegInfsoYf+lfrOXUNeV9QXZH1NPa9VTkHHxVU6uqbx6/mX4bhDn/udaEBp2Mu3LpvB1Kq3JrCOtmmish4hhDi5nMo/qwghhBj9ZESbEKegw6nCOpFGY2B4LGzriHH/il30JCwq8/3keQMMWDYbWvpp6U9y7aLaYQd0pqkP6WXjuoo9PQO8vKObbZ0xivOyvXCSlkNPIk0y4+IqheMq3nizn1+8uAPbUaxv7ieWtshkFPl5HuaPL+CK06vojmXY0h7juS0dtEXf2pqj7w3oUhmXtv40hp7dorpvbVU4nWBOy+bs0IbmBua0bMbnZJh56++wzOw00FXV9Xgcm1XV9aypnsqaMfXsKR9L0O8llrLRlMJ1FY6j0DTQtex1cq9fz1bguQdI7PymxvSqCJ95b51MyxNCHLXD7d8p3h1O1Z9VhBBCnBw0pdRwihbEQUSjUfLz8+nv7ycSibzzBwhxAoy2XzwO1C9tfElwRALDo+W6ip8+u50NLf3UlYX2m4S5tSPOzOp8bjh34hFvH9y3Km9nd5yGlhhFQQ8hn0lf0ibjZKej6hrYrqJvIEMk4CHoM0lnHHoTFpajUGRDsLDPJOQzybiKjlh6v+u9PSiDbDj30TV/5eOrH2dyVxP62+rcEh4/l33iP9hWku39ZrgOrp7t16OAoEfH7zUZsBxMPbtzdSDtZCvy9lbraVq2X11B0Mu4ojxMQyfiN6kpzCPoN0lnXMrzfdRXRjh9bJH8YiSEOGrD6d8p3l1OpZ9VhBBCjLzDzYqkck6IU9jbq7BG2qG2bZ5smvuSbO/MTsDU3tYrTdM0KvP9bOuI09yXPOzthPv2ruuKpXn8jRZa+lMUBDyEPR40FH0DFn3JTG7yqqZpKKXI2NlqtP4Bi2TaJuMqMvv0iHMVRFM2/Sn7gNcOWClmt21hbnMjc5sbuPOCG2nOLwMgZA0wtWs3ALsLKlhVXc/qqqmsrq5nc+k4nL1hnAY4ujGkF92YojzqykK8sLULVylCfg+6ppHKuDiui2HolId8vHdqKYunVVAS9klPNCHEcTXc/p3i3eVU+llFCCHEyUPCOSHECTXaAsMjlbBsUrZDnjdwwOMBr0F7NEXCOnAY9nb7VsklMw5b2qL0JW38nuwW1mTGIe2ovVtNFT5T4XgMXOWSyjgkLAcFKBcG3Oz4VEV2m6hS2a2i+9a8FSf6WLR7bW6Lan3HTkzl5o4/Nu1cWgvKMDR4YvIidhZWs7Z6Kh3Bd+61MxjMBTw6tcV5OArOrishz2vQk8jguNlKhPyAh7njCjl7UgljCvMkjBNCHHcH6t8JEPbrBL0GTb1Jfv3SLs6tK5Uw5l3sVPlZRQghxMlDwjkhhDgCQa+J3zQYsGzCfs9+x5OWg880CHoP/G123y3HScvhtZ099CUzVOb7seOKzriFZbv0D7i4e4O1wXBNASlbYcXSaBq5batvPw/AdsFrZ5jdvo32UHGuGm7+ng388M/fG7KmtlBRtiquup61lVPwmhom8GZRJU2FlbnzjL294jyGRsbJ/r9H17BchVLZRRiGTmnYR57XpK48zIXTy5lQIhNDhRAja/WeXnZ1JygOeoc0/AfQ9ewkzp1dCVbv6ZVwRgghhBAnjIRzQghxBKoLAkwsDbGhpZ+Qz9yv51xrf4qZ1flUF+xfWbe8oZ37X9zJ9s44adshbbsYus6MqjD5foONLX2kbQfHUdh7k7YDRVguwN6hDUG/STRpo4DSeA/zmhtyVXEz2rfhc2zuPufj3HvWlUB2cMPayjrWVE3dG8hNpSVcmm0AN/ga87zE0g5+HFK2yg2I0DXwewwMXcc0FHXlQSaUhEhmXCzbJZ1xKMjzcsnsSuorIkNCOJkYKoQYSd0Ji4zjEvAaBzwe8Br0JCy6E9YBjwshhBBCHA8SzgkhxBHQdY0lM8pp6U+ytSPbe26wb1Frf4qioJcLp5ej69qQXnLr9vRx7zPb6ElYoMByHCwHwOWlHb28vKMX9wDXO9TkHg1IpGyq+jt4+KE7qOlv3++crrx89H22rXaEi7n8E/950OfzmRpTKsJ0JzLs6Rkg42SyQaAOHkMn6DOZXB7mgmnlRJM22zvjKKUI+Uzm1BRw4fTyYU+qFUKI46046MVjZNsFhP37b1tNWg4eI1tBJ4QQQghxokg4J4QQR8C2XXoSFhPLgjhtip6ERSbq4jMNZlbn58KpLe1R/uf1ZrZ3xsnYDmv29DFgOXhNDVdp2G9L4g4UzO2rcKCfuS2Nuaq4xtJavnnBDbgK2sLFFA/04Wg6m0vHsXpvVdyq6nqaCiqGVMUdjKFBUdBDxO/BYxhUFxiUh31E8jzMqsmnIODF0DRKw75cg+x9w0fZriqEGM3m1hRSWxxkS0eMoNcYsrXVdV26ExZTysPMrXnn/ppCCCGEEMeKhHNCCDEMrqt4dNUeHnl1D639SVyl8Bg6lfkBLplVybSqCCG/ic80+Memdn709FY6YykcV5FIO8SzZXIkM2/vDncQSvGRdX/j9OYGTmtpZGJP85DDJYm+3NuObvCRq7/D9oIqEr7hbR/VAL9Hp640RH6elzMnFHPp7EqSGecdAzdd12S7qhDipGCaOtcsqmXZE4009SaHTGvtTlhE/B6WnlUrwyCEEEIIcUJJOCeEEIfBtl0ee6OFR15r4o03+3Fchd9jEPTq6Bps6Yix9R9xplaEKAr5SGccNrbESGVsNDRi6cx+VXJvF0nFmdOymfJ4D4/OuiD7oKbxL6/9kUk9b+bO21pcM6Qqbl+bKifhHiL3C/sMdE0jkbZx9vaQC/kMKvL9jC8JomkaxSEfS2aUM644eOSfMHFK23egSXHQm6uiFOJkcH59OQAPrNjFru4EPQkLj6EzpTzM0rNqc8eFEEIIIU4UCeeEEOIQBivlfr1iFzu7EyQz2YTNo4NyXXoSDo6rUGSnpW5o6eeSGZU0dQ/QnUjj7E3A1NvDMqWY0NO8d4tqdnjD5K4mdBQDHh+/n/E+HD3bsPzh2RcSSSVYXV3Pmqop9Af27+Wm7fP/uga6puHRwdQ1ElZ2zYV5JrUlQTpjFoVBD6VhHwUBLxpgGhp+j8mkspD0ixOHtLyhPRdqZBwXj6FTWxzkmkUSaoiTx/n15ZxbVyohsxBCCCFGBQnnhBCnpGNR2bOtI8a9z2zjqU3tJPduRwXQgYwLGWv/UrhE2mV5YydKKRxH5SaqBjIpkh5/7rwfP/ZdLm18Yb+P311QweqqqYTTCfoCEQB+Mf9D77hWjwEKDaUUuqZh6jpeUyNtu/g8OgGPQZ7PoLkvRcBj8r6ppVy1YCwTSkLSL04ctuUN7Sx7opFYKjNkO+CWjhjLnmgEkIBOnDRMU2f++OKRXoYQQgghhIRzQhwJ2dI1uh2ssmfpWeOYUhEhYdkEPAYaMLBPTzUgF1R1RFM8+vqbvLC1i4ztYurZ4MtRhx7aoICueJox0Q4WNTcwrzlbGVffsZOzb/wVbeESABpLx3HB1pdZV1nH6qqprK6uZ3X1VLqCw2tCrgGmDmMK8xhblEd7NE17NMmA5aJrOmGfSTjgobogQMBrUJnv5/z6chZNLMmFcNIvThwO23Z5YMUuYqkMYwsDuUb6Yb9O0GvQ1Jvk1y/t4ty6Uvl+KIQQQgghxDCMaDj3/PPPc/fdd7Nq1SpaW1v5wx/+wOWXX547rpTizjvv5L/+67/o6+tj0aJF/PSnP6Wuri53Tk9PD7fccgt//vOf0XWdK664gh/84AeEQqHcOW+88QY33XQTr732GqWlpdxyyy186UtfGrKWRx99lK9//evs2rWLuro6vvOd73DxxRcf98+BOLnYtst/vbiDx9a00JVIo6HweUzZ0nUcDWcS6OB/n1+/tIu07VIR9pHn95G0HDa1Rvny/65ncnkIQ4M9vSkc16Uo6KE87Cfo9+DRNSzbYWd3gl3dSdK2Q9pWmFp2y+o75Q1n7VrLx9f8lbktjZTHe/Y7PqttWy6cu3/eP/GzBVeQMTxH/LnRAa+pUxbxcdbEYopDfpRStPYnae5L8cHTqjmjthBd04aEkFIZJ47E6j297OpOUBz0DplwCaDrOsVBLzu7Eqze0yvVSEIIIYQQQgzDiIZziUSC2bNn88lPfpIPfWj/bVvf/e53+eEPf8ivf/1rxo8fz9e//nWWLFnCpk2b8Puz28OuvvpqWltbeeqpp8hkMlx77bVcf/31PPjggwBEo1EuvPBCFi9ezH333cf69ev55Cc/SUFBAddffz0AL730EldddRXLli3j0ksv5cEHH+Tyyy9n9erVzJgx48R9QsSotryhne//fTOb22O4Lhg6BDwGPlPJlq5j5O0ViRG/h39samd9cz+JjE3QYzKzOp+LZlbs1xNteUM797+4k9d29WA5Co8BzY5LcciHaei4rkvCstnUEiXjuKRtF6WgpS9FoxFHqWxvOB0Ny1FD5inYe98Z3MVaFutmbksj85ob+MP097GpfAIAJQN9vH/LSwBkdION5RNzgxtWV0+lLVKae87hTlPVNUBlv+6Kgh5MXWcg41AW9nNGbRHFIV/u3Hja4exJJVwxd4wEceKY6U5YZByXgNc44PGA16AnYdGdsE7wyoQQQgghhDi5aUrt16Z8RGiaNqRyTilFVVUVt99+O1/4whcA6O/vp7y8nAceeICPfOQjNDQ0MG3aNF577TVOP/10AJ588kkuvvhi3nzzTaqqqvjpT3/KV7/6Vdra2vB6vQB85Stf4Y9//CONjdkw5corrySRSPCXv/wlt54zzzyTOXPmcN999x3W+qPRKPn5+fT39xOJRI7Vp0WMEssb2ln21wZ29wzgugq/qeGiYbsKQ9cYU+AnlnaYUh7mV0vPkC1dR+DtW1EBbEfhNfUhYYCha9SVhbhq/lhKwj4CHoOV27u499nt9A9kSKRtPEY2kErtTdUGP1oDbEDTwKtrZAZ7wh2C6dhM7dzFvOYG5u0d3DAm2pE7vuy8a/jZgn8GsqHdFZue4fXqet4on0TG68tOTj0Ij66hawqFhuNmt8zmXifgM7VsYKjpaBpoaJSGvVQX5uE1dTpjaSJ+D3XloVzvr9b+FEVBL9cuqpWhDuKYenVnN7f/bh1hv0nYv3/FZyyVIZay+f6HZ0vlnBBCCCGEEBx+VjRqe87t3LmTtrY2Fi9enHssPz+fBQsWsHLlSj7ykY+wcuVKCgoKcsEcwOLFi9F1nVdeeYUPfvCDrFy5kve85z25YA5gyZIlfOc736G3t5fCwkJWrlzJbbfdNuT6S5Ys4Y9//ONB15dOp0mn07n3o9HoMXjVYjQa7LPUk7BAZcMiXdfQyVYzWY6iI2pRVeA75bd0Ha9ee/s1mfcY7OhK0J/MZMPPwgAlIR8ZR9EdS/Pclk7eeLOf8oiP3oRFc38qG+QZGq4CVynst+Y34LztekpB2jlwalY00I/XztAWyW4/ndG+nT/+9+1DznE0ncbSWlZXT2Vd5eTc4x3hYn5+5j/jquzXhpHN1lCAx9DI2G+FgboGIb9J0GvgNXUK8rz4TJ2Qz6QzlqYvaWE7iqDPpCTso64sxHunljG+OJjboprM2Dy1sYPtnXHaoyl8psHM6nyZtiqOi7k1hdQWB9nSESPoNYZsbXVdl+6ExZTyMHNrhtc3UQghhBBCiHe7URvOtbW1AVBePnSLYHl5ee5YW1sbZWVlQ46bpklRUdGQc8aPH7/fcwweKywspK2t7ZDXOZBly5bxrW996whemTjZDPZZyvMaxFI2xj7bBLNTMSFlO7hAxnFP2S1dBxuycLS99g7UZD6VcUhlHEw9G6R1xy1Kgl4SKYvORBor45JIJ2nrT+IqchVn9t4yNevtadxB6K7D5K6m3BbV05obmdDbwm/nXMRXl9wMwMbyCbSHithUNj67PbUqG8gNbkvV9vnjku1Np2mQ5zUJeHVcV2E5iojfxHJc4ikbTYOQz8RrGuR5DWqK8pg7tpALp5fnpqfGUhniaZuQ3yTs8xy0V9yk0rBMWxUnhGnqXLOolmVPNNLUmxwyrbU7YRHxe1h6Vq1UDgshhBBCCDFMozacG+3uuOOOIdV20WiUmpqaEVyROF4G+yzlB0w0DRxXYQ4J6LI9yQbSDh4j2xT9VLNfZdveX8iPRa+915t62La3EifjKDy4xFKZXAColCKVcWjpS9IRS2PvLT1TQOad9qQehNfO8Iv//TdOa2kkbCX3O1480J97O2N4WPCZX2cTt7fxGNkedbarcttXTV2jNOxjwfgi8rwGr+7qQbmKgqAXr6EzvSrCOZNLKQn7iKdsQr7sFsF9Q7XhTE/VdU2mrYoTZvA+HwzqexIWHkNnSnmYpWfJUBwhhBBCCCGOxKgN5yoqKgBob2+nsrIy93h7eztz5szJndPR0THk42zbpqenJ/fxFRUVtLe3Dzln8P13Omfw+IH4fD58Pt9Bj4tTR3HQi8fQMTQdvycbShm6xmBUM1gplbAcZlbnn3Jbug5U2QYQ9usEvQZNvUl+/dIuzq0rHXbFzLaOGA+90kTvQIYBy6YzZuEqF8cF2wXHdXMVaW3RNI56a5voO1KKiT1vMre5kbnNDTi6wdeW3ASAZXoY29dG2EoS9wZYWzmZVdX1rKmayurqqUT9oaHPtU8w5zd1ysJeDD379dARS5GwbDKZ7OLGFQc4Y3wxAY/B1vY4eV6TkN9E31tNl5/npaogINtOxUnr/Ppyzq0rPS5b3IUQQgghhHg3GrXh3Pjx46moqGD58uW5MC4ajfLKK69w4403ArBw4UL6+vpYtWoV8+bNA+Dpp5/GdV0WLFiQO+erX/0qmUwGjyfbwPqpp55iypQpFBYW5s5Zvnw5t956a+76Tz31FAsXLjxBr1aMZvv2WSoPe9nTmyKdcTENDQ2FZSt0XaMo79Tc0jW4rbc46B3SYwpA17OVgm/vtee66h23Wm7riHH/il20RVPoGqRsd0hPNsiGcINB3ODW1UMFc6e/uZEFTRuyW1RbNlOYiuWORb15fP3CG1Fa9jV8dclN9ORF2FwyDlc/8PTJfWlAvj8btHlMg/KIn3ljC4ilbHoGLHZ0Jgh4dKoLAkSTGTpjaaKpDJGAh7qyEHlekwHLZmNLlNb+lAxsECc109RHZW/N49UXUwghhBBCiONpRMO5eDzOtm3bcu/v3LmTtWvXUlRUxNixY7n11lv5v//3/1JXV8f48eP5+te/TlVVVW6ia319PRdddBGf+tSnuO+++8hkMtx888185CMfoaqqCoCPfvSjfOtb3+K6667jy1/+Mhs2bOAHP/gB//mf/5m77uc+9znOPfdcvv/973PJJZfw8MMP8/rrr/Pzn//8hH4+xOi0b5+laCpDWdhLb8Iiabs4CgxNY3J5iNsumHJKbunqTlhYjouuaQxYNoam4d37y65luygglXHojGUHpGzriPG3De1s74yTsh38psHE0hBLZrw1pMB1FU9uaOPN3gECpk7GVWQOMqDhgJRiTH870zt28LfJZ+Ue/uyKh3nPrjW591Oml3UVdaypnsqq6np0pXD2ZoQraucc9uU0oDjoYU5NIZvbY1i2S0XEh0t2W2nGUcyuKWDpwloCXoNYOsMfVzdj6jqTy0Noeyvvwn4PIZ/J1o44f9/YzoSSkPSHE+IYGU5fzMP5BwQhhBBCCCFOlBEN515//XXe+9735t4f7OG2dOlSHnjgAb70pS+RSCS4/vrr6evr4+yzz+bJJ5/E7/fnPua3v/0tN998M+effz66rnPFFVfwwx/+MHc8Pz+fv//979x0003MmzePkpISvvGNb3D99dfnzjnrrLN48MEH+drXvsa//uu/UldXxx//+EdmzJhxAj4L4mTw9j5LQb+HgFIUB33805wqPnX2hFO2OiNlOSQthz09A9kptZqGqWs4rkvadrEcF1fBI6820Ze0eGVHD90Ji/yAh7DPRClY39xPS38yVy320vYu/rC6me5EmkTafsfecT7bYnrbduY1NzCvpYG5zY2UJXoBmHfz/6M7WADA0xPPIOoPsWpvGNdQNp6M4Tni125oYOgaYb/JtKp8IgEPF0wrBwV9yQy7uhIHnJC6p2eArrhFVYE/F8wN0jSNynw/2zriNPclpV+cEMfAcPpiHs4/IAghhBBCCHEiaUqpYZSriIOJRqPk5+fT399PJBIZ6eWI42Q0b5k6Hmvb1hHjF89v58lNHSQth4g/O7QhmrJzAxD2pQOmkZ1gq9DwGjpFQS8VET+GoTGtMp+aIj//vXI32zsS6PpBhjoolevzduPLj/L5F36L17WHnGLpJpvKJ/Cl93+WLaW1h/2aTF3DZ2hk3GyoaGqDW2U1dF1DuQqlQcRvMrY4yHl1pZw2rpCSsC9XYQMcsuqmsS3KD5dvZUJJaMh030G267KrK8Et59cxtUK+XwhxNGzb5doHXmNLR2xIX0wA13Vp6k0ypTzMr5aewa6eBPev2EVPwqIy35/bbt7an6Io6JXt5kIIIYQQ4pg63Kxo1PacE2I0Gq19lg62nWvpWbVMqQgf0dYt11U8+HITq/f0E/QYJNI2PYkMh9p96gKWo7AcAEUq45LMOMRSGWwXVu/uJeMoMnuTPccF07Gp79iZrYprbuC0lkZuvuwrrK2aAkBHsAiva9MZLGB1VbYibnX1VNaXTyLtOfBQFp+p4boqF/wZGnsn7YLfo1OY50Uphe0q4ikbBZSEvIwpzKOuLMTsmgKmVIYJ+zwH/ZwdquIt6DXxmwYDlk3Yv3/lXtJy8JkGQa98CxbiaB1uX8zXm3pYtauPnoRFXZlsNxdCCCGEEKOH/GYoxEnuYNu5NrVG+fL/vsHk8hCFQW9u69YF08sIeMx3DOxWbO/imc0duApKI35MXaOpNzmstSmyYV1XIsO+V6jtaebKN55ibksjs1q3ErDTQz5uXnNDLpx7qm4B53z6F+zJLx8yNXXQ26e3Gnsf0DWNPI9GUdDLhNIQQa9BX9KiKj+PeNpG1xSu0qjMDzCrJp+p7xDGDUd1QYCJpSE2tPQT8plDtrYqpWjtTzGzOj9XhSeEOHLdCYuM4xLwHniwS8Br0JOw2NoeZ3tnnMp82W4uhBBCCCFGFwnnxFGTxtojx7ZdHlixi1gqM2Q7l6m7aChiaZvd3QkmlgRJWA7PbG7n75vaKA378Jo6PkOnNOzn9NpCplaEUUAibRNNZXj09T3E0ja1RXlYjkvcsg+9mAPQXYcpXbuZ29xIQ9l4VlfXA1Ay0MeNr/xP7rw+f2hIVdy6ysm5Y1F/iKg/BAwN4jQgz6tTFPAStWwcR4GWHVJhGBp5XpMxhQFmVhdQmOdha0ecc+rKuP6cCbRGU8f161XXNZbMKKelP8nWjmwYMBiaDm6fu3B6udwne8n3EHE0ioNePIZO0nII+/ffyp+0HDyGjt9jkLId8rwHDsUDXoP2vd8bhBBCCCGEOJEknBNH5WRorD2a+8QdrQNt51JK5bafBjwGXXGL57Z2oWnQP5Ah4yhiqQwzqvPZ3TPAKzt7eGxdc3aLpQa2o7Bsh2gqg+MqdnUPgAapd5raAERScU5r2czc5uzQhjmtmwlb2Wq7++d9IBfOrS+fxEOzLmR19VRWV9ezo6gapR36v4mmgQEMluAZuobf1EHXmD2mgE8sHIfH1Ll/xU5iKZvxxUHKIj5SGZetHfFcIGaa+gmpiplUFubaRbW5+6M9mjrg8Ih3u5Phe4gY3ebWFFJbHGRLR4yg19iv51x3wmJKeZgzagtZub1btpsLIYQQQohRR34CFUdsW0fsbY21AwxYNhtahk7mHEn79mKzbBeFoijo5bI51afEhNUDbeey7GyfN12DAcvBcRX63nAtZTvYjmJ39wBt0RSmoRPxmcRSNgnLRu3dDhrw6KRtF8cFy7ZQZMOxIe3mlCKSTuSq2koSvbz+44/vt8a4N8DayslsKRmXeyzt8XHH+z87rNeqA17ToKrAz9l1JcwaU0DAa+wXuFYXBHJhz+7ugRENxCaVhZlwXkiqwg7iZPgeIkY/09S5ZlEty55opKk3OWR7f3fCIuL3sPSsWsYWBWW7uRBCCCGEGJUknBNHxHUVf9vQPqoba+/bi81naAykMyRtl864xff/voU/r2vh9guncH59+Yis71g40HYuRylcpbAdF8dVGLqG4yp6ByyUUhgaWC4MWC4aLrGkja6BroHP1EGDaMpGI9u/TQGugkA6yezWrdmquJZG5jY3srp6Ktf9850AdAULeTNSSsYwWV2VrYhbXT2VzSXjcPVseDj4lfBOI6LDPoPCPA+lYT+1xXnUlgQpi/gpDfuYVBpiTGHeQb+uRlsgpuua9K86gJPhe4g4eQx+Hx/8x5iehIXH0JlSHmbpWbW547LdXAghhBBCjEYSzokj0tyXHNWNtfftxRbxGezpTeG4Co+h40WRthVbO+L8++ObAI5pQHc8+me9/TkrI35aoynyfAYVER9NPUmCXgNN07Dd7BTSVMZBoeHTNbpiaSxH7Tc8YfBtR+39Y7noewM5v0fHdhW3/+OXnLVrHfUdOzHU0K2t09p3gFK5QQ0XXvcTBg7Szwn2DmvYOzV13+sPHvMYGrXFQe78p+nkBzyE/Uc2oEECsdFvtH8PESef8+vLObeu9JBtDGS7uRBCCCGEGI0knBNHJGHZo7qxdq4XW56XN/uSOK7C59H3Vm5peE21t5osw69f2sW5daXHZIvrseyfNRjINbRGeX1XL52xFGnHxbJd0hkXn0fHY+jYSpGyHTa3x/GZOrbjkrRsbBc0FCmlcPamYAerWPPZFjPatjGvuYHqaAd3XnAjoGHoGrNatjCjfTsAb0ZKWbO3Km5V9VQaysYPmaB6qGDO1LKhmalrpFyXwZjP0MDr0fGZBqUhH1+8aCoLJ5YM63MlTj6j/XuIODmZps788cWHPGe0VdcKIYQQQggh4Zw4IkGvid80hjTWdl2X1v4UAxkHlMJr6CPWWHuwF5ujXFIZB9PQ2PfXLl0DW0HQa7CzK8HqPb1DfqE7WPXboariDtY/a/2bfazd08vCScXMqMo/rIEUgyHfmj29bGmLYbuKynw/FfkB9vQM0JfMEPAYRAImibSD62bDjkQ6OyhB7RPGOQdI5Mpi3Zze3MC8vYMbprdvx+u+FYL8x9kfI6GFCfpMfrXwn/l/8y5lVeVU2iMlKLLbTrM96RQG2eK5Q42LKMwzKQv7GbAc+gcsTCNb4aeR3Uob8XuY/LbtZ+LUdqDvIfuS5vzieJLqWiGEEEIIMZrIbz3iiFQXBIY01t7VPcCapl76k9kJn65SlEX8bG6LjcgvQIO92BJpB6WygdW+3L07MfN8BtGkTXfCyh07WPXb1Mowja0xtnfGGbAyDKRdCvO8nDe1lEtmVB6wf1ZXPM3Gln66EhYrd3RTEPAwviTENYsOHkINhnzdcYvehIXH0CgKeulLZnizN4nP1CkNedndPUBvwqIi30/Aq2NlwDT07GszwLGzqZzp2Ezr2MHG8ok4e3u/feGF/+bD6/8x5LqdwQJWVdezqio7UdVWMJC2WTdjAUlHw1WKiKYRT9tkXIXPY+BxXRyV7SXnKAVKoQDbyQaDhg5FQS8fmFXFlfNr8JsG2zrjdMctCvI8pDIOuq5RGvKdUlN0xTt7+/cQac4vhBBCCCGEeLeScE4cEV3Xco21V2zrYltnHNtReE0dHQWaTjxlc9eTjWjase3pdjjm1hRSWxxkY0s/kN3Cau4N6FyV7ckWMA10wGPoFAe9wMGr317e2c0f1jZTGfHj82hsbo3Rm8yQcVz+0djOL1/cQdjvob4ykgsZdnbFeWFrF5bt4vdkQzFD19jY2s+//WUTrlJcMK1iyLpdV/Hkhjbe7B0gP+ChbyBD2O/B5zFQStERTaFpJh3R9N7ps9DSlyRtuxh7q9Hy433Ma25gTnMDc95sZHbbVvy2xSVL72FjxSQAXhsznWkdO1lVPZXVVVNZVV3Pm/nlQ7aoAmQU9KZcSkJegj6TaNKmNOLDbxpEkxlStovH1DljXCFnTiymrS/FqqZeYmkbj64xtTLCBdPKWTSxJFdhOLY4eJz+q4uTyb7fQ6Q5vxBCCCGEEOLdTMI5ccQmlYX5+MKxfPo3q0lnXPweDV3TCAS8FOV58Jk6Tb3JY9rT7XCZps41i2pZ9tcGYmkby3bRTQ2XbIBl6BplES+9SZsp5WHm1hQedHpkyGdi2y6xVAZT02iPpkjbDj6Pgc/USGVctnfE0XWdojwvSkHKdnh9Vy9p2yXkM8jYLgMZB1cpdKC1L8k3/rQBj6HxnroyINsg/4VtnfxxTTMZ2yXtuMRSNinbQ3HQhwJ0TSORtknbLntnK2DqGhZwXuNKvvyPX1Lb17rf56PPH6Ii3s1GsuHco7Mu4NFZFxzW59JVEEs5FOR5qcjPTkz1GjqOym61Pb/+rfDteAzDEKcuac4vhBBCCCGEEBLOiaMUTdq4SlFTFMDvMTA0Da+p54Kt4qD3gD3dToTBar3v/30zm9tjDGQUhq4IeAwKAh5iaYeI38PSs2oxTZ09PQMHnB4ZS9n0JjMU5XnY3Z3AUdmpr6mMg7t3Cy8KXMfh2S0dlIa89CVt+pM2GmBlHPbuMMV1bTQNlAvt0TRf+Z/1zK7JJ+Ax6Yil2NQaJZqys0MSTB3LUXTFLZKWQ1nYR346Tt3Ojcx5s4F5LY389/zLeG3GInTdJeEN5IK5rSVjeb1qKqurs8MbdhRVo7TDC0cNLRv6oYGGht+jkXFcBiyHn3xsFmGf96Dhm/RxEsMlzfmFEEIIIYQQ73YSzomjMjh4oSziw9T3D38CXoOehDWkp9uJdH59OefWlfJfL+7gsTUtdCXSaGQbzk0pDw0ZQHCw6ZGW42K7LjpadvuorpGxXVylcNyhgxASlkuiJ5V7X5GtPBuU2XuytvdY74DF040daJqGAjJ7pzcoBcp2KbAGWNzwInNbNnN6SyMTOnYPWdvW8gmsm30OaV1jTcUUrvnwt1hdOYV4IJQNDIf5+dLJbr01dQ3T0MnzGpSEfaQzDqmMSzzlMK1SwjdxbEmoK4QQQgghhHg3k3BOHJXBwQtJyyHs3z+cS1rOkJ5uR8K2XVbv6aU7YVEc9A57cIBp6tx43iQ+dfaEQz7PwaZHeg0dQ9Pojqezk08dhctbAduRGPw4y8lOLNU0hS+d5PTWLaRNL2vH1OO4EByIcddffzjkY3cVVrG6eiprx9Szcco8HKXQNI10IMBLE+dhudkL+AxIO8Nbl6FnK/Z0TcPv0SkL+wh4TXymTiyVHLGQVQghhBBCCCGEOFVJOCeOyuDghS0dMYJeA32f6jnXdelOWLmebkdieUM7D6zYxa7uBBnHxWPo1BYHDznt9GBMUz/k1tqDTY/sjKVp7h0gYWXr0AbzriMN5rIfrKjpb2decwPzmhuY29zI1M5dGMrlb3VncuOYr6Fp0BQu46nJC9lZMobXKqeyfdIMosECdE0jmXFwFXhtl7DfpNj00hlNY2eyE2odFzz6W9V6+30+NJhUHsbQoDdh0RlP4zV1fKZOwGtSlOch4M1+izgWIasQ4uR1tP9IIoQQQgghhDg4CefEUckNXniikabeJMVBb27iYnfCGtLTbbiWN7Sz7IlGYqnMkOfd0hFj2RONwNFNgd13eEHAY6BcRWHQw0DG5pUd3VTk+2mNpljX1IflqKMK4zTl5nq+acrlhfv+hTHRjv3Oa46U0hEuRgN0DRxN48Yrvkqex8BRik+ePZ50xqWpewC/V2dn1wDxVLaPnaFrVBUEqMj3s6MzTixt47gKw1FkXBctu5s3N1hiSnmYuvIwk8pCnDellDv/tIEdXQmqC7L9AwfDyWMRsgohTl7H8h9JhBBCCCGEEPuTcE4ctcFfzgZ/eetJWHgMnSnl4SE93d7JvpUZ+QGT+1/cSSyVYWxhAE3TsPb2eysPe2mLpo9qCuy2jlhuQmRXPE1zX5JoMoPjKpIZB9txQYPM3jI5neFVylVEu96qimtpBBSXf+I/AVCaTlu4mNJEDxvLJ7Kqup43xkzltcqpdERK0PfulzU0Dc1QeA0Dn8egJOTjn+fVkHFc7l+xi56ExdyxBTguRFMZegcsxhTksfSsWv6+sY1Xd/VQGPCArpHvN0hYLknLpiueZvaYQj44t5qw35Nrvn/DeZNY9kQj7bH0MQ1ZhRAnr+P9jyRCCCGEEEIICefEMTI4eOFItz29vTLDdhX9AxaRgIfuhIVluyQz2SEMuqaha7ClPXZEU2C3dcT41Ys7ae5LYuoau3sG6I6nsWyXzEEq5A5nsMIHNzzN+dtfY25zA1WxriHHHE0nmB4g4cs2vf/sP32R7rwCMqYXBZjG3pI2pXDdbIWbi8Iwsp8/U9c4a2IxNYV56LrGtYtqc+Fi2nbwmQYLxhdz4fRyJpWF0XVojaboSVhUhn0EvAam4TBgOdSVR7hyfg2TysJD1nisQlYhxKnBtl0eWLEr948kg20Lwn6doNegqTd5VP9IIoQQQgghhMiScE4cM+/U0+1g3l6ZYdkOTT0DZFzoTmToSWQwdI2QzyDgMcg4ilTGIeMo3tjTR2V+gIRlE/SaVBdkJ60OblfN8xgoIJlxCHpNKiN+Hny5idd394JStEfTDFgOSmWHPBxOdVxJope5zY3Mbt3C98/5GK5uAHDOrjVc2vgCALam01A2nlXV9ayunsrq6noS+0yBbYmUYWjZnnC2C0opgj6TlOVkt9Aq0NzsgAaf12DuuEKuWjAWXc9uNZ1UFmbCeaHc6xx87fse3zfAa4+m8JkGM6vzcwHegRxtyCqEOHWs3tPLru4ExUHvkH6iALqe7UG5sytxRP9IIoQQQgghhHiLhHNiRL29MqM/ZfNmbwpnn1I1BdiuIpqySdvZA7bj4ij4rxd3snJHNz6Pgd80iARM2vtTtPQnGbAcUmkbpWnk53mozg8Q9pu8uK0LV2WfM2HZ2IcoizNchymdu5m7d3vqvOYGxvW15Y4/Nu1cNpfWZt+ufw/bimtYUzWVdZV1DOwTxr2dDui6hqHrlEU8JNI2KdtF07LTUj26hmnohPwmF9aX8dEzx+0XqOm6Rk1R3kGv8U4B3sEcacgqhDi1dCcsMo5LwGsc8HjAa9CTsGSKsxBCCCGEEEdJwjkxovatzABo6U1iOy4eQ8O139piqgOugmTGxW9quAo0oC9hsbMrwZkTitnRGeexdb0HDNta+lJs74hjuwrbBWNvPuW+rVQukoqTNjykPT4Abn7pET6/4sEh57hobC2pYVV1PRn9rVvo2Yln8OzEMw7rdVfk+zijthivqWM72YELrX1JXKUoCvooCnqpLPBzfn05iyaWvGOgdjDvFOAJIcTBFAe9eAydpOUQ9u9fPStTnIUQQgghhDg2JJwTI2qwMgNgV/cACctB07JVbXvnIgBDe76l7OyjOtkJpZateG5LJy19qYNuS3X3+TgAR4GuXCZ0N+eGNsxrbqCuew//8qGv84+6BQCsrZpCzBtgTdXU7PbUqqmsrZpC1B8a8vwa4Dc10rY6aH+6bLUcVOf7+fblszi7rgQ4+Bbcw6lyE0KI42VuTSG1xUG2dMQIeo0hW1tlirMQQgghhBDHjoRz4pjYd9LqcPqU5Srm+pKkbBfF3smo6p2HMLjAQMbF6k9iD2OU6tSOnXz5uQeY29xIfjqx3/FJ3Xty4dyLtXOY/bmHc33lDsZn6pTn+8kPeGjpG6AnkcHZZ02Glj2npiiPL100lfdMKc0dk8o2IcRoZJo61yyqZdkTjTT1JmWKsxBCCCGEEMeJhHPiHbmuOmTfsn0nrVqOi65BRb6fK88Yy4fn1Qw59+0h3ozyCI6r6E/auao3ZxhBG3DgYE4pxva15ariXhszncemnQtAyvTy3h2rAEiaPtZV1uUGN6ypmkpPXn7uaZxDhHK6BmG/ybxxhVw6q4qpFWHCfg/lIR9/Xt/CE2+00tqfQtMVYZ+XmWPy+efTxzC5PDK8FyiEECNEpjgLIYQQQghx/GlKqWFGIeJAotEo+fn59Pf3E4mcOuHLto5YbuJnynbwmwYTS0MsmZGd+LnvpNWQL1tRkUg7pGwHr2FwQX0Zn3nfpNy5g7/gpTN2diiD49KXco56nYbr7DO0oZG5zQ2UDPTnjv9lytncfPlXsu8oxcfWPsHaysk0ltZiG4efUfsMjaDXoCjk5bLTqvnAzCrGFgcPuP30nUJNIYQ4WRxpdbQQQgghhBDvZoebFUnlnDiobR0x7l+xi56ERWW+nzxvgAHLZkNLPy39ST5+5jgeWLGLaDJD0KvTGbNQSpHnNQh4dfqTDs9t7STjuowtDvKXN1pJWjZeXSOaypCyj3xtldFOipJRNpZPBMB0bB58+Kt43LeCvrRhsqF8Equq63mxds5bH6xp/L/TLj7sa2l7/wS8BmOL8phcEeam9058xwo4GcYghDhVyBRnIYQQQgghjh8J58QBua7iifWtbOuIURz07g3gDMJ+DyGfydaOOL9+aScbWvpJWjZdsewgBA0YyDjkeQw8OkSTGV7Y0kUy04YCTB0GMsNbi8fJML19B/OaGzitOTu4oTLezbqKOi5b+p8ApD0+np0wj4xuZgc3VNezoXwSluk57OsM1rSZRvZta2/Ol92+6qG+Msw5daVcOD1bNSiEEEIIIYQQQghxtCScEwf06Ko9/GblbpIZB6VA0yDkM5leHWF6ZT4Bj87fNrbROzC0/E0Bjgux9FsVbLG0nesjZw1zB+uP//QdLtj6Mj5naKJnazqupqO7Tm5Yw6eu+MawX+cgDTANjTyPhu3CpNIgAZ+H08cVMrkizITSIPl+r2xNFUIIIYQQQgghxDEl4ZzYz/KGdu59ZhvRVIaAx8B2XDK2otNK88KWLra0xrFsm56Bw9uXeqgBD4brMKVzd65f3KTuPfzTJ/4zmwbu5XMy9PrDrNpbEbe6eirrKiaT9PqB7Bfx4Eo04HCbKOqAx9TQ917La+pogOO61JaGuWVvrzwhhBBCCCGEEEKI40XCOTGEbbs8sGIXA2kHr6GRtBwUoGsauqbIOIo9fcmjusZpzY28d/trzGtpYE7LFoKZ1JDjE3qa2VE8BoB7Fl3F98/5GDsLq4YEdoM0wNHAq2tUF/hp60+RcRRob/WKc1U2sPOZOn6PTl/SxtTBaxr4TJ2Ax6Qwz4Oxtxde0nK4an6NBHNCCCGEEEIIIYQ47iScE0Os3tPL1o4YoEhYLm6uDG34Q3015TKx+03mNTfwxJRFRP0hAC7Y9jKfefl/cudFvXmsrZrC6uqprKqupyVSkju2rWTsIa+hgDyPwXVnj+dz76vjsTdaeHZzB30D2R55jlKE/R7mji1gYlmIPJ/Bv/1pI7u6k5RHfHgMPVsxp2m4rkvCcphSHub0sUXDfr1CCCGEEEIIIYQQwyXhnBhiQ3OUrnga2x3+xwbTA8xp3cLc5gbmNTdyWksj+ekEAO2hYp6deDoAz4+fS2m8b28YN5VtxTW5vnHDNaEkwFcumsaFMyoA+NDcMVw+p5rmviQJyyboNffrE3fje+tY9kQjXQmL4qAXw9BIpm26ExYRv4elZ9VimvoRrUcIIYQQQgghhBBiOCScEzmuq3h8XfPhBXNKYboOtpH9Enp/44v8+LHvYqihHzzg8bGucjL2PuHby2Nn8fLYWUe8Tg0wdJhYEuRPnzkbv3/ol7Gua9QU5R3048+vLwfggRW72NWdoCdh4TF0ppSHWXpWbe64EEIIIYQQQgghxPEm4ZzI2dkdZ31L/wGP+TMpZrVtY25zI/OaGzitpZEfLLqK/557KQDbimswlMue/PLs4Iaq7BbVxrLxOMOsitOAgEcn4NHpHbBx9z5maNmJqoauUxLy8aX31+8XzB2u8+vLObeulNV7euneW0E3t6ZQKuaEEEIIIYQQQghxQkk4J3L+vrEdy3nr/eJEHzevfIS5zY1M69iBx3WGnH9ay+a3wrmSGs646Td0ho68V1tRnknAazK5PMw1i2opDfl4bksnf9vQSnN/CtdVeA2dSWUhrlk0/qgr3ExTZ/744qN6DiGEEEIIIYQQQoijIeGcyGnZO4VVB1wgZXr5xOrHc1tV20NFrKqayurqqayurmdD+aTcxypNP+JgztRgcnmImuIgs6oLWDKjPDcpdVpVPp86e4JUuAkhhBBCCCGEEOKUJOGcyBlTGACyE1B1IOHL4/vnfIw388tZVV1Pc6QUNO2Qz3Eog5tbB+vvPDpMrwpz1YJaZtcUHHB4A0iFmxBCCCGEEEIIIU5dEs69zb333svdd99NW1sbs2fP5kc/+hHz588f6WWdEBfUl/Of/9hKKvPWUIefLPzwQc/3GjBvbAHr3+wjnnnrcR0IB8y921A1yiJ+gj4Tr2mgocg4ispIgPOmlvKBWVVSBSeEEEIIIYQQQoh3LQnn9vHII49w2223cd9997FgwQLuuecelixZwubNmykrKxvp5R13tSUhFk0q5tnNXbiuOuS5fo/OZ86byM3vrcO2XX7zyi5e3NbNQNqmOOjF7zEoi/iZN66Q+soIlRE/rdEUCcs+aIWcEEIIIYQQQgghxLuNppQ6dArzLrJgwQLOOOMMfvzjHwPgui41NTXccsstfOUrXznkx0ajUfLz8+nv7ycSiZyI5R4X2zpifOV/17OxpR/LdnHe9tXh0aEy38+n3jORjy+sHXLMdRXNfUkJ4IQQQgghhBBCCPGud7hZkVTO7WVZFqtWreKOO+7IPabrOosXL2blypX7nZ9Op0mn07n3o9HoCVnn8TapLMxdV8zkr2+08uK2LmIpm6DPoDzio6YwyIwxES6cWoHXa+z3sbquUVOUNwKrFkIIIYQQQgghhDg5STi3V1dXF47jUF5ePuTx8vJyGhsb9zt/2bJlfOtb3zpRyzuhJpWFufl9IT44d4xUwQkhhBBCCCGEEEIcR9KJ/wjdcccd9Pf35/7s2bNnpJd0TA1WwU2tiFBTlCfBnBBCCCGEEEIIIcRxIJVze5WUlGAYBu3t7UMeb29vp6KiYr/zfT4fPp/vRC1PCCGEEEIIIYQQQpyCpHJuL6/Xy7x581i+fHnuMdd1Wb58OQsXLhzBlQkhhBBCCCGEEEKIU5VUzu3jtttuY+nSpZx++unMnz+fe+65h0QiwbXXXjvSSxNCCCGEEEIIIYQQpyAJ5/Zx5ZVX0tnZyTe+8Q3a2tqYM2cOTz755H5DIoQQQgghhBBCCCGEOBY0pZQa6UWcCvr7+ykoKGDPnj1EIpGRXo4QQgghhBBCCCGEGEHRaJSamhr6+vrIz88/6HlSOXeMxGIxAGpqakZ4JUIIIYQQQgghhBBitIjFYocM56Ry7hhxXZeWlhbC4TCapp2Qaw4msFKtJ8TxI/eZEMef3GdCHH9ynwlx/Ml9JsTxd7LdZ0opYrEYVVVV6PrBZ7JK5dwxous6Y8aMGZFrRyKRk+KLUoiTmdxnQhx/cp8JcfzJfSbE8Sf3mRDH38l0nx2qYm7QwWM7IYQQQgghhBBCCCHEcSXhnBBCCCGEEEIIIYQQI0TCuZOYz+fjzjvvxOfzjfRShDhlyX0mxPEn95kQx5/cZ0Icf3KfCXH8nar3mQyEEEIIIYQQQgghhBBihEjlnBBCCCGEEEIIIYQQI0TCOSGEEEIIIYQQQgghRoiEc0IIIYQQQgghhBBCjBAJ54QQQgghhBBCCCGEGCESzp2k7r33Xmpra/H7/SxYsIBXX311pJckxKjw/PPP84EPfICqqio0TeOPf/zjkONKKb7xjW9QWVlJIBBg8eLFbN26dcg5PT09XH311UQiEQoKCrjuuuuIx+NDznnjjTc455xz8Pv91NTU8N3vfne/tTz66KNMnToVv9/PzJkz+etf/3rMX68QI2HZsmWcccYZhMNhysrKuPzyy9m8efOQc1KpFDfddBPFxcWEQiGuuOIK2tvbh5zT1NTEJZdcQl5eHmVlZXzxi1/Etu0h5zz77LPMnTsXn8/HpEmTeOCBB/Zbj/ydKE5FP/3pT5k1axaRSIRIJMLChQt54okncsflHhPi2LvrrrvQNI1bb70195jca0IcnW9+85tomjbkz9SpU3PH5R7bS4mTzsMPP6y8Xq/61a9+pTZu3Kg+9alPqYKCAtXe3j7SSxNixP31r39VX/3qV9Xvf/97Bag//OEPQ47fddddKj8/X/3xj39U69atU//0T/+kxo8fr5LJZO6ciy66SM2ePVu9/PLL6oUXXlCTJk1SV111Ve54f3+/Ki8vV1dffbXasGGDeuihh1QgEFA/+9nPcuesWLFCGYahvvvd76pNmzapr33ta8rj8aj169cf98+BEMfbkiVL1P333682bNig1q5dqy6++GI1duxYFY/Hc+fccMMNqqamRi1fvly9/vrr6swzz1RnnXVW7rht22rGjBlq8eLFas2aNeqvf/2rKikpUXfccUfunB07dqi8vDx12223qU2bNqkf/ehHyjAM9eSTT+bOkb8TxanqscceU48//rjasmWL2rx5s/rXf/1X5fF41IYNG5RSco8Jcay9+uqrqra2Vs2aNUt97nOfyz0u95oQR+fOO+9U06dPV62trbk/nZ2dueNyj2VJOHcSmj9/vrrpppty7zuOo6qqqtSyZctGcFVCjD5vD+dc11UVFRXq7rvvzj3W19enfD6feuihh5RSSm3atEkB6rXXXsud88QTTyhN01Rzc7NSSqmf/OQnqrCwUKXT6dw5X/7yl9WUKVNy73/4wx9Wl1xyyZD1LFiwQH36058+pq9RiNGgo6NDAeq5555TSmXvK4/Hox599NHcOQ0NDQpQK1euVEplg3Rd11VbW1vunJ/+9KcqEonk7q0vfelLavr06UOudeWVV6olS5bk3pe/E8W7SWFhofrFL34h95gQx1gsFlN1dXXqqaeeUueee24unJN7TYijd+edd6rZs2cf8JjcY2+Rba0nGcuyWLVqFYsXL849pus6ixcvZuXKlSO4MiFGv507d9LW1jbk/snPz2fBggW5+2flypUUFBRw+umn585ZvHgxuq7zyiuv5M55z3veg9frzZ2zZMkSNm/eTG9vb+6cfa8zeI7cp+JU1N/fD0BRUREAq1atIpPJDLkHpk6dytixY4fcazNnzqS8vDx3zpIlS4hGo2zcuDF3zqHuI/k7UbxbOI7Dww8/TCKRYOHChXKPCXGM3XTTTVxyySX73Q9yrwlxbGzdupWqqiomTJjA1VdfTVNTEyD32L4knDvJdHV14TjOkC9MgPLyctra2kZoVUKcHAbvkUPdP21tbZSVlQ05bpomRUVFQ8450HPse42DnSP3qTjVuK7LrbfeyqJFi5gxYwaQ/fr3er0UFBQMOfft99qR3kfRaJRkMil/J4pT3vr16wmFQvh8Pm644Qb+8Ic/MG3aNLnHhDiGHn74YVavXs2yZcv2Oyb3mhBHb8GCBTzwwAM8+eST/PSnP2Xnzp2cc845xGIxucf2YY70AoQQQghx8rrpppvYsGEDL7744kgvRYhTzpQpU1i7di39/f38z//8D0uXLuW5554b6WUJccrYs2cPn/vc53jqqafw+/0jvRwhTknvf//7c2/PmjWLBQsWMG7cOH73u98RCARGcGWji1TOnWRKSkowDGO/6SXt7e1UVFSM0KqEODkM3iOHun8qKiro6OgYcty2bXp6eoacc6Dn2PcaBztH7lNxKrn55pv5y1/+wjPPPMOYMWNyj1dUVGBZFn19fUPOf/u9dqT3USQSIRAIyN+J4pTn9XqZNGkS8+bNY9myZcyePZsf/OAHco8JcYysWrWKjo4O5s6di2mamKbJc889xw9/+ENM06S8vFzuNSGOsYKCAiZPnsy2bdvk77N9SDh3kvF6vcybN4/ly5fnHnNdl+XLl7Nw4cIRXJkQo9/48eOpqKgYcv9Eo1FeeeWV3P2zcOFC+vr6WLVqVe6cp59+Gtd1WbBgQe6c559/nkwmkzvnqaeeYsqUKRQWFubO2fc6g+fIfSpOBUopbr75Zv7whz/w9NNPM378+CHH582bh8fjGXIPbN68maampiH32vr164eE4U899RSRSIRp06blzjnUfSR/J4p3G9d1SafTco8JcYycf/75rF+/nrVr1+b+nH766Vx99dW5t+VeE+LYisfjbN++ncrKSvn7bF8jPZFCDN/DDz+sfD6feuCBB9SmTZvU9ddfrwoKCoZMLxHi3SoWi6k1a9aoNWvWKED9x3/8h1qzZo3avXu3Ukqpu+66SxUUFKg//elP6o033lCXXXaZGj9+vEomk7nnuOiii9Rpp52mXnnlFfXiiy+quro6ddVVV+WO9/X1qfLycvXxj39cbdiwQT388MMqLy9P/exnP8uds2LFCmWapvre976nGhoa1J133qk8Ho9av379iftkCHGc3HjjjSo/P189++yzqrW1NfdnYGAgd84NN9ygxo4dq55++mn1+uuvq4ULF6qFCxfmjtu2rWbMmKEuvPBCtXbtWvXkk0+q0tJSdccdd+TO2bFjh8rLy1Nf/OIXVUNDg7r33nuVYRjqySefzJ0jfyeKU9VXvvIV9dxzz6mdO3eqN954Q33lK19Rmqapv//970opuceEOF72ndaqlNxrQhyt22+/XT377LNq586dasWKFWrx4sWqpKREdXR0KKXkHhsk4dxJ6kc/+pEaO3as8nq9av78+erll18e6SUJMSo888wzCtjvz9KlS5VSSrmuq77+9a+r8vJy5fP51Pnnn682b9485Dm6u7vVVVddpUKhkIpEIuraa69VsVhsyDnr1q1TZ599tvL5fKq6ulrddddd+63ld7/7nZo8ebLyer1q+vTp6vHHHz9ur1uIE+lA9xig7r///tw5yWRSfeYzn1GFhYUqLy9PffCDH1Stra1DnmfXrl3q/e9/vwoEAqqkpETdfvvtKpPJDDnnmWeeUXPmzFFer1dNmDBhyDUGyd+J4lT0yU9+Uo0bN055vV5VWlqqzj///Fwwp5TcY0IcL28P5+ReE+LoXHnllaqyslJ5vV5VXV2trrzySrVt27bccbnHsjSllBqZmj0hhBBCCCGEEEIIId7dpOecEEIIIYQQQgghhBAjRMI5IYQQQgghhBBCCCFGiIRzQgghhBBCCCGEEEKMEAnnhBBCCCGEEEIIIYQYIRLOCSGEEEIIIYQQQggxQiScE0IIIYQQQgghhBBihEg4J4QQQgghhBBCCCHECJFwTgghhBBCCCGEEEKIESLhnBBCCCGEOGKapvHHP/7xuF7jvPPO49Zbbz2u1xBCCCGEGCkSzgkhhBBCnARWrlyJYRhccsklw/7Y2tpa7rnnnmO/qHfwgQ98gIsuuuiAx1544QU0TeONN944wasSQgghhBhdJJwTQgghhDgJ/PKXv+SWW27h+eefp6WlZaSXc1iuu+46nnrqKd588839jt1///2cfvrpzJo1awRWJoQQQggxekg4J4QQQggxysXjcR555BFuvPFGLrnkEh544IH9zvnzn//MGWecgd/vp6SkhA9+8INAdkvo7t27+fznP4+maWiaBsA3v/lN5syZM+Q57rnnHmpra3Pvv/baa1xwwQWUlJSQn5/Pueeey+rVqw973ZdeeimlpaX7rTcej/Poo49y3XXX0d3dzVVXXUV1dTV5eXnMnDmThx566JDPe6CttAUFBUOus2fPHj784Q9TUFBAUVERl112Gbt27codf/bZZ5k/fz7BYJCCggIWLVrE7t27D/u1CSGEEEIcKxLOCSGEEEKMcr/73e+YOnUqU6ZM4WMf+xi/+tWvUErljj/++ON88IMf5OKLL2bNmjUsX76c+fPnA/D73/+eMWPG8G//9m+0trbS2tp62NeNxWIsXbqUF198kZdffpm6ujouvvhiYrHYYX28aZp84hOf4IEHHhiy3kcffRTHcbjqqqtIpVLMmzePxx9/nA0bNnD99dfz8Y9/nFdfffWw1/l2mUyGJUuWEA6HeeGFF1ixYgWhUIiLLroIy7KwbZvLL7+cc889lzfeeIOVK1dy/fXX54JLIYQQQogTyRzpBQghhBBCiEP75S9/ycc+9jEALrroIvr7+3nuuec477zzAPj3f/93PvKRj/Ctb30r9zGzZ88GoKioCMMwCIfDVFRUDOu673vf+4a8//Of/5yCggKee+45Lr300sN6jk9+8pPcfffdQ9Z7//33c8UVV5Cfn09+fj5f+MIXcuffcsst/O1vf+N3v/tdLmAcrkceeQTXdfnFL36RC9zuv/9+CgoKePbZZzn99NPp7+/n0ksvZeLEiQDU19cf0bWEEEIIIY6WVM4JIYQQQoximzdv5tVXX+Wqq64CstVoV155Jb/85S9z56xdu5bzzz//mF+7vb2dT33qU9TV1ZGfn08kEiEej9PU1HTYzzF16lTOOussfvWrXwGwbds2XnjhBa677joAHMfh29/+NjNnzqSoqIhQKMTf/va3YV3j7datW8e2bdsIh8OEQiFCoRBFRUWkUim2b99OUVER11xzDUuWLOEDH/gAP/jBD4ZVUSiEEEIIcSxJ5ZwQQgghxCj2y1/+Etu2qaqqyj2mlMLn8/HjH/+Y/Px8AoHAsJ9X1/UhW00hux10X0uXLqW7u5sf/OAHjBs3Dp/Px8KFC7Esa1jXuu6667jlllu49957uf/++5k4cSLnnnsuAHfffTc/+MEPuOeee5g5cybBYJBbb731kNfQNO2Qa4/H48ybN4/f/va3+31saWkpkK2k++xnP8uTTz7JI488wte+9jWeeuopzjzzzGG9NiGEEEKIoyWVc0IIIYQQo5Rt2/zmN7/h+9//PmvXrs39WbduHVVVVbnBCbNmzWL58uUHfR6v14vjOEMeKy0tpa2tbUjItXbt2iHnrFixgs9+9rNcfPHFTJ8+HZ/PR1dX17Bfx4c//GF0XefBBx/kN7/5DZ/85Cdz201XrFjBZZddxsc+9jFmz57NhAkT2LJlyyGfr7S0dEil29atWxkYGMi9P3fuXLZu3UpZWRmTJk0a8ic/Pz933mmnncYdd9zBSy+9xIwZM3jwwQeH/dqEEEIIIY6WhHNCCCGEEKPUX/7yF3p7e7nuuuuYMWPGkD9XXHFFbmvrnXfeyUMPPcSdd95JQ0MD69ev5zvf+U7ueWpra3n++edpbm7OhWvnnXcenZ2dfPe732X79u3ce++9PPHEE0OuX1dXx3//93/T0NDAK6+8wtVXX31EVXqhUIgrr7ySO+64g9bWVq655poh13jqqad46aWXaGho4NOf/jTt7e2HfL73ve99/PjHP2bNmjW8/vrr3HDDDXg8ntzxq6++mpKSEi677DJeeOEFdu7cybPPPstnP/tZ3nzzTXbu3Mkdd9zBypUr2b17N3//+9/ZunWr9J0TQgghxIiQcE4IIYQQYpT65S9/yeLFi4dUew264ooreP3113njjTc477zzePTRR3nssceYM2cO73vf+4ZMO/23f/s3du3axcSJE3PbOuvr6/nJT37Cvffey+zZs3n11VeHDGYYvH5vby9z587l4x//OJ/97GcpKys7otdy3XXX0dvby5IlS4Zs0f3a177G3LlzWbJkCeeddx4VFRVcfvnlh3yu73//+9TU1HDOOefw0Y9+lC984Qvk5eXljufl5fH8888zduxYPvShD1FfX891111HKpUiEomQl5dHY2MjV1xxBZMnT+b666/npptu4tOf/vQRvTYhhBBCiKOhqbc37BBCCCGEEEIIIYQQQpwQUjknhBBCCCGEEEIIIcQIkXBOCCGEEEIIIYQQQogRIuGcEEIIIYQQQgghhBAjRMI5IYQQQgghhBBCCCFGiIRzQgghhBBCCCGEEEKMEAnnhBBCCCGEEEIIIYQYIRLOCSGEEEIIIYQQQggxQiScE0IIIYQQQgghhBBihEg4J4QQQgghhBBCCCHECJFwTgghhBBCCCGEEEKIESLhnBBCCCGEEEIIIYQQI+T/B4RFEhM4G+zlAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", "\n", "# Создание фигуры и осей для отображения графиков\n", "fig, ax = plt.subplots(len(best_models_reg), 1, figsize=(15, 10), sharex=False, sharey=False)\n", "ax = ax.flatten()\n", "\n", "# Перебор моделей и отображение графиков\n", "for index, (name, model_results) in enumerate(results_reg.items()):\n", " y_test_reg = y_test_reg\n", " y_pred_reg = model_results[\"preds_test\"]\n", "\n", " # График фактических значений против предсказанных значений\n", " ax[index].scatter(y_test_reg, y_pred_reg, alpha=0.5)\n", " ax[index].plot([min(y_test_reg), max(y_test_reg)], [min(y_test_reg), max(y_test_reg)], color='red', linestyle='--')\n", " ax[index].set_xlabel('Actual Values')\n", " ax[index].set_ylabel('Predicted Values')\n", " ax[index].set_title(f'{name}: Actual vs Predicted')\n", "\n", "# Настройка расположения подзаголовков\n", "plt.subplots_adjust(top=1, bottom=0, hspace=0.4, wspace=0.1)\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "aimenv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 2 }