671 lines
701 KiB
Plaintext
671 lines
701 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "946e852d",
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"metadata": {},
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"source": [
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"### Toymodel as an initial test\n",
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"This section is mostly the initial feature engineering. We also create a simple toymodel just to see how the decision tree performs and a correlation matrix to find possible redundant features. "
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "0952f099",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x1200 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Classification Report:\n",
|
|
" precision recall f1-score support\n",
|
|
"\n",
|
|
" Lower-earning 0.87 0.87 0.87 4524\n",
|
|
"Higher-earning 0.62 0.62 0.62 1509\n",
|
|
"\n",
|
|
" accuracy 0.81 6033\n",
|
|
" macro avg 0.74 0.75 0.74 6033\n",
|
|
" weighted avg 0.81 0.81 0.81 6033\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
"from sklearn.pipeline import Pipeline\n",
|
|
"from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
|
|
"from sklearn.preprocessing import LabelEncoder\n",
|
|
"from sklearn.metrics import classification_report, confusion_matrix, ConfusionMatrixDisplay\n",
|
|
"import seaborn as sns\n",
|
|
"\n",
|
|
"# Load dataset\n",
|
|
"df = pd.read_csv('./Datasets/adult.csv', comment = '#')\n",
|
|
"\n",
|
|
"# First, create a copy of the dataframe to avoid modifying the original\n",
|
|
"df_encoded = df.copy()\n",
|
|
"df_encoded.drop(['fnlwgt', 'education'], axis=1, inplace=True)\n",
|
|
"\n",
|
|
"# drop all rows that contain '?'\n",
|
|
"df_encoded = df_encoded[(df_encoded != '?').all(axis=1)]\n",
|
|
"\n",
|
|
"# Apply label encoding to categorical columns\n",
|
|
"categorical_columns = ['workclass', 'marital.status', 'occupation', \n",
|
|
" 'relationship', 'race', 'sex', 'native.country', 'income']\n",
|
|
"\n",
|
|
"for column in categorical_columns:\n",
|
|
" le = LabelEncoder()\n",
|
|
" df_encoded[column] = le.fit_transform(df_encoded[column])\n",
|
|
"\n",
|
|
"# Separate features and target\n",
|
|
"X = df_encoded.drop(columns=['income'])\n",
|
|
"y = df_encoded['income']\n",
|
|
"\n",
|
|
"# Split the data\n",
|
|
"X_train_val, X_test, y_train_val, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
|
|
"X_train, X_val, y_train, y_val = train_test_split(X_train_val, y_train_val, test_size=0.25, random_state=42)\n",
|
|
"\n",
|
|
"\n",
|
|
"# Build pipeline\n",
|
|
"model = Pipeline([\n",
|
|
" ('full_dt_classifier', DecisionTreeClassifier(random_state=42))\n",
|
|
"])\n",
|
|
"\n",
|
|
"# Train the model\n",
|
|
"model.fit(X_train, y_train)\n",
|
|
"y_pred = model.predict(X_val)\n",
|
|
"\n",
|
|
"# Visualize the decision tree\n",
|
|
"plt.figure(figsize=(12, 12))\n",
|
|
"plot_tree(\n",
|
|
" model.named_steps['full_dt_classifier'],\n",
|
|
" feature_names=X.columns,\n",
|
|
" class_names=[\"Lower-earning\", \"Higher-earning\"],\n",
|
|
" filled=True,\n",
|
|
" rounded=True,\n",
|
|
" max_depth=4, \n",
|
|
" fontsize=3,\n",
|
|
" precision=2 \n",
|
|
")\n",
|
|
"\n",
|
|
"plt.savefig('decision_tree.pdf', format='pdf', dpi=300)\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"CM = confusion_matrix(y_val, y_pred)\n",
|
|
"disp = ConfusionMatrixDisplay(confusion_matrix=CM, display_labels=[\"Lower-earning\", \"Higher-earning\"])\n",
|
|
"disp.plot(cmap=\"Blues\")\n",
|
|
"plt.title(\"Confusion Matrix\")\n",
|
|
"plt.show() \n",
|
|
"\n",
|
|
"# Create a correlation matrix\n",
|
|
"matrix = X_train.corr()\n",
|
|
"plt.figure(figsize=(8,6))\n",
|
|
"sns.heatmap(matrix, annot=True, cmap=\"coolwarm\", fmt=\".2f\", linewidths=0.5)\n",
|
|
"plt.title(\"Correlation Heatmap\")\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"print(\"Classification Report:\")\n",
|
|
"print(classification_report(y_val, y_pred, target_names=[\"Lower-earning\", \"Higher-earning\"]))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a37f45b4",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Classifier comparison\n",
|
|
"This is taken from the ensemble lab with some small adjustments. A lot of models are excluded, but they are easy to implement into the class. We can also tune more parameters for each model, but of course that would also increase the execution time.\n",
|
|
"\n",
|
|
"As you can see we have included xgboost as we thought it was an interesting model to try on this dataset. However, we couldn't include it in the report as it would become too long."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"id": "e68b1ea9",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.model_selection import GridSearchCV, StratifiedKFold\n",
|
|
"import time\n",
|
|
"\n",
|
|
"from sklearn.metrics import (accuracy_score, precision_score, \n",
|
|
" recall_score, f1_score, \n",
|
|
" confusion_matrix, ConfusionMatrixDisplay)\n",
|
|
"from sklearn.ensemble import RandomForestClassifier\n",
|
|
"from xgboost import XGBClassifier # Requires installation of the package ; Not a native function in sklearn\n",
|
|
"\n",
|
|
"class ClassifierComparisonOpt:\n",
|
|
" def __init__(self, X, y, test_size=0.25, use_bootstrap=True, random_state=42, cv_folds=10):\n",
|
|
" # Split data stratified by labels\n",
|
|
" X_train, X_test, y_train, y_test = train_test_split(\n",
|
|
" X, y, test_size=test_size, stratify=y, random_state=random_state)\n",
|
|
"\n",
|
|
" # Scaling not necessary for decision trees\n",
|
|
" self.X_train = X_train\n",
|
|
" self.X_test = X_test\n",
|
|
"\n",
|
|
" self.y_train = y_train\n",
|
|
" self.y_test = y_test\n",
|
|
" self.use_bootstrap = use_bootstrap\n",
|
|
" self.cv_folds = cv_folds\n",
|
|
" self.models = {}\n",
|
|
" self.results = {}\n",
|
|
" self.results_df = None\n",
|
|
" self.feature_names = list(X.columns)\n",
|
|
"\n",
|
|
" def get_models_with_params(self):\n",
|
|
" return {\n",
|
|
" 'Decision Tree': (DecisionTreeClassifier(random_state=42), {\n",
|
|
" 'max_depth': [None, 5, 10, 20],\n",
|
|
" 'min_samples_split': [2, 5, 10],\n",
|
|
" #'min_samples_leaf': [2, 4, 6]\n",
|
|
" }),\n",
|
|
" 'Random Forest': (RandomForestClassifier(bootstrap=self.use_bootstrap, random_state=42), {\n",
|
|
" 'n_estimators': [50, 100, 200],\n",
|
|
" 'max_depth': [None, 5, 10, 20],\n",
|
|
" 'min_samples_split': [2, 5, 10],\n",
|
|
" #'min_samples_leaf': [2, 4, 6]\n",
|
|
" }),\n",
|
|
" 'XGBoost': (XGBClassifier(eval_metric='mlogloss', random_state=42), {\n",
|
|
" 'n_estimators': [50, 100, 200],\n",
|
|
" 'learning_rate': [0.01, 0.1, 0.2, 0.5, 1.0],\n",
|
|
" 'max_depth': [3, 5, 10]\n",
|
|
" })\n",
|
|
" }\n",
|
|
"\n",
|
|
" def fit_models(self, models_with_params=None):\n",
|
|
" # Set self.get_models_with_params() as a default parameter distribution\n",
|
|
" if models_with_params == None:\n",
|
|
" models_with_params = self.get_models_with_params()\n",
|
|
"\n",
|
|
" results_list = []\n",
|
|
" cv = StratifiedKFold(n_splits=self.cv_folds, shuffle=True, random_state=42)\n",
|
|
"\n",
|
|
" for name, (model, param_grid) in models_with_params.items():\n",
|
|
" print(f\"Tuning {name} ...\")\n",
|
|
" \n",
|
|
" grid_search = GridSearchCV(model, param_grid, scoring='accuracy', cv=cv, n_jobs=-1)\n",
|
|
" \n",
|
|
" start_train = time.time()\n",
|
|
" grid_search.fit(self.X_train, self.y_train)\n",
|
|
" end_train = time.time()\n",
|
|
"\n",
|
|
" best_model = grid_search.best_estimator_\n",
|
|
" y_pred = best_model.predict(self.X_test)\n",
|
|
" end_pred = time.time()\n",
|
|
"\n",
|
|
" self.models[name] = {\n",
|
|
" 'model': best_model,\n",
|
|
" 'confusion_matrix': confusion_matrix(self.y_test, y_pred)\n",
|
|
" }\n",
|
|
"\n",
|
|
" metrics = {\n",
|
|
" 'Model': name,\n",
|
|
" 'Accuracy': accuracy_score(self.y_test, y_pred),\n",
|
|
" 'Precision': precision_score(self.y_test, y_pred, average='weighted', zero_division=0),\n",
|
|
" 'Recall': recall_score(self.y_test, y_pred, average='weighted'),\n",
|
|
" 'F1 Score': f1_score(self.y_test, y_pred, average='weighted'),\n",
|
|
" 'Best Params': grid_search.best_params_,\n",
|
|
" 'Training Time (s)': (end_train - start_train),\n",
|
|
" 'Prediction Time (s)': (end_pred - end_train),\n",
|
|
" 'Total Time (s)': (end_pred - start_train)\n",
|
|
" }\n",
|
|
"\n",
|
|
" results_list.append(metrics)\n",
|
|
"\n",
|
|
" self.results_df = pd.DataFrame(results_list)\n",
|
|
"\n",
|
|
" def print_summary(self):\n",
|
|
" print(\"\\n------ Results Sorted by Accuracy ------\")\n",
|
|
" print(self.results_df.sort_values(by='Accuracy', ascending=False).to_string(index=False))\n",
|
|
"\n",
|
|
" print(\"\\n------ Results Sorted by Total Time ------\")\n",
|
|
" print(self.results_df.sort_values(by='Total Time (s)', ascending=True).to_string(index=False))\n",
|
|
"\n",
|
|
" # Show feature importance for models that support it \n",
|
|
" def show_feature_importance(self):\n",
|
|
" importance = {}\n",
|
|
" features = self.feature_names\n",
|
|
"\n",
|
|
" for name, result in self.models.items():\n",
|
|
" model = result['model']\n",
|
|
" if hasattr(model, 'feature_importances_'):\n",
|
|
" importance[name] = model.feature_importances_\n",
|
|
" elif hasattr(model, 'coef_'):\n",
|
|
" coef = model.coef_\n",
|
|
" if coef.ndim == 1:\n",
|
|
" importance[name] = np.abs(coef)\n",
|
|
" else:\n",
|
|
" importance[name] = np.mean(np.abs(coef), axis=0)\n",
|
|
" else:\n",
|
|
" print(f\"Feature importance not available for model {name}\")\n",
|
|
"\n",
|
|
" for name, imp in importance.items():\n",
|
|
" sorted_idx = np.argsort(imp)[::-1]\n",
|
|
" sorted_features = [features[i] for i in sorted_idx]\n",
|
|
" plt.figure()\n",
|
|
" plt.bar(range(len(imp)), imp[sorted_idx], align='center')\n",
|
|
" plt.xticks(range(len(imp)), sorted_features, rotation=70)\n",
|
|
" plt.title(f\"Feature importance for {name}\")\n",
|
|
" plt.xlabel(\"Feature index\")\n",
|
|
" plt.ylabel(\"Importance score\")\n",
|
|
" plt.grid(True, linestyle='--', alpha=0.6)\n",
|
|
" plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "da377fc1",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Compare models with coarse hyperparameter tuning"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"id": "d6fd1fee",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Tuning Decision Tree ...\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Tuning Random Forest ...\n",
|
|
"Tuning XGBoost ...\n",
|
|
"\n",
|
|
"------ Results Sorted by Accuracy ------\n",
|
|
" Model Accuracy Precision Recall F1 Score Best Params Training Time (s) Prediction Time (s) Total Time (s)\n",
|
|
" XGBoost 0.868059 0.863590 0.868059 0.863957 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 100} 54.522120 0.022445 54.544564\n",
|
|
"Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 152.761754 0.094559 152.856313\n",
|
|
"Decision Tree 0.848334 0.844900 0.848334 0.846228 {'max_depth': 10, 'min_samples_split': 5} 7.268746 0.003260 7.272006\n",
|
|
"\n",
|
|
"------ Results Sorted by Total Time ------\n",
|
|
" Model Accuracy Precision Recall F1 Score Best Params Training Time (s) Prediction Time (s) Total Time (s)\n",
|
|
"Decision Tree 0.848334 0.844900 0.848334 0.846228 {'max_depth': 10, 'min_samples_split': 5} 7.268746 0.003260 7.272006\n",
|
|
" XGBoost 0.868059 0.863590 0.868059 0.863957 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 100} 54.522120 0.022445 54.544564\n",
|
|
"Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 152.761754 0.094559 152.856313\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# optimized classifiers and find their hyperparameters\n",
|
|
"clf_opt = ClassifierComparisonOpt(X_train_val, y_train_val)\n",
|
|
"clf_opt.fit_models()\n",
|
|
"clf_opt.print_summary()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "dc529395",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Finetune and compare again\n",
|
|
"After tuning with a coarse grid we can use the result to select a finer grid and find better hyperparameters. This will only slightly improve the models, you will generally get diminishing returns the finer you tune."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"id": "4185a428",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Tuning Decision Tree ...\n",
|
|
"Tuning Random Forest ...\n",
|
|
"Tuning XGBoost ...\n",
|
|
"\n",
|
|
"------ Results Sorted by Accuracy ------\n",
|
|
" Model Accuracy Precision Recall F1 Score Best Params Training Time (s) Prediction Time (s) Total Time (s)\n",
|
|
" XGBoost 0.868556 0.864049 0.868556 0.864181 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 75} 27.877137 0.011091 27.888228\n",
|
|
"Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 136.946045 0.074518 137.020563\n",
|
|
"Decision Tree 0.849163 0.843062 0.849163 0.839388 {'max_depth': 8, 'min_samples_split': 6} 2.567322 0.006399 2.573721\n",
|
|
"\n",
|
|
"------ Results Sorted by Total Time ------\n",
|
|
" Model Accuracy Precision Recall F1 Score Best Params Training Time (s) Prediction Time (s) Total Time (s)\n",
|
|
"Decision Tree 0.849163 0.843062 0.849163 0.839388 {'max_depth': 8, 'min_samples_split': 6} 2.567322 0.006399 2.573721\n",
|
|
" XGBoost 0.868556 0.864049 0.868556 0.864181 {'learning_rate': 0.2, 'max_depth': 5, 'n_estimators': 75} 27.877137 0.011091 27.888228\n",
|
|
"Random Forest 0.858942 0.853479 0.858942 0.853443 {'max_depth': 20, 'min_samples_split': 10, 'n_estimators': 100} 136.946045 0.074518 137.020563\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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DmqYhLS3NxOmvv/4Cqlc4AUCHDh3w888/o6ioyGQU6fjx48bn68JW24rsH3uJiIiApmlISkqy+QVmb/8RoXXr1vDy8kJycrLFc8ePH4eqqhYjI1fLwoUL8f777+Ppp59GfHw8AOD7779HWVkZvvvuO5PRofqexkX1Pra2T8xjNfSF5ORkk1GS8vJynDx50mFtfTV06NDB5j6CHf3Z0Hd8fX3tiqdNmzZ4+OGH8fDDDyM3Nxc33HADXnjhBWOCZOuzwbgWnoPEXLMMGzYMvr6+ePHFF1FRUWHxvGHlmeGXqPkvT2tXrjVcg8Y8EfL19UWrVq2wa9cuk3KR686MGzcOOp0OcXFxFi5EZLGkvSFZuXKlicvKlSvRpEkTDBkyBACMFyasWQ8AXn/9dSiKYtcvYS8vL8BK24rsH3sZM2YMVFXFs88+azFaYngfe/uPCDqdDrfffju+/fZbk8sx5OTkYO3atejfv3+9Tt3VRosWLfCvf/0L//vf/3DkyBGjB8zatKCgAB999FG932fkyJH4448/sG/fPmPZuXPn8MUXX5jUGzp0KNzd3fHmm2+avP+HH36IgoICjBo1qt4OjmLkyJHYt2+fyRXIi4uL8d577yE0NLTO+XMxMTGIiIjAq6++ikuXLlk8b+g7er3e4hRxQEAA2rZti7KyMmNZs2bNnHaqn6k/PILEXLP4+vrinXfewT/+8Q/ccMMNmDRpElq3bo2MjAxs3rwZN998M1auXAlfX18MHDgQL7/8MioqKhAcHIyffvoJJ0+etNhmTEwMUP2rfNKkSWjSpAnuvPNONGvWDA888ACWLVuGBx54AL169cKuXbuMIy32EBERgeeffx4LFixAeno6xowZAx8fH5w8eRLffPMNZs2ahX//+98ObSN78PT0RHx8PKZOnYq+fftiy5Yt2Lx5M5566injtYvuvPNODB48GAsXLkR6ejq6d++On376Cd9++y3mzp1r/EVdG02bNkXXrl2xfv16XHfddfDz80O3bt3QrVs3u/ePvXTs2BELFy7Ec889hwEDBmDcuHHw8PDA/v370bZtWyxdutTu/iPK888/j61bt6J///54+OGH4ebmhnfffRdlZWV4+eWX6x1TbTz22GNYsWIFli1bhnXr1uH222+Hu7s77rzzTvzrX//CpUuX8P777yMgIABnz56t13s8+eST+OyzzzB8+HA89thjxmX+HTp0wNGjR431WrdujQULFiAuLg7Dhw/H6NGjkZycjLfffhu9e/d2ysUbRZk/fz6+/PJLjBgxAnPmzIGfnx8++eQTnDx5El9//XWdF4FUVRUffPABRowYgaioKEyfPh3BwcE4c+YMfvnlF/j6+uL7779HUVER2rVrh7vvvhvdu3eHt7c3fv75Z+zfvx+vvfaacXsxMTFYv349YmNj0bt3b3h7e+POO+9sgJZgasXVy+gYxhaGZdD79++vtd4vv/xCw4YNo+bNm5OnpydFRETQtGnT6MCBA8Y6p0+fprFjx1KLFi2oefPmNGHCBMrKyrK67Py5556j4OBgUlXVZPlySUkJzZgxg5o3b04+Pj40ceJEys3NtbnM37BE3pyvv/6a+vfvT82aNaNmzZpR586d6ZFHHqHk5GS72sN8mf+oUaMs6gKwWFpsbVn61KlTqVmzZpSamkq33347eXl5UWBgIC1evNhieXxRURHNmzeP2rZtS02aNKFOnTrRK6+8YrLM2dZ7G9i9ezfFxMSQu7u7SbvZu39sta21tiEiWrNmDfXs2ZM8PDyoZcuWNGjQINq6datJHXv6jzVsLfMnIjp06BANGzaMvL29ycvLiwYPHmxyKQYS6N/2vB8R0bRp00in0xkvufDdd9/R9ddfT56enhQaGkovvfQSrVmzxu4+NGjQIBo0aJBJ2dGjR2nQoEHk6elJwcHB9Nxzz9GHH35ote1XrlxJnTt3piZNmlBgYCA99NBDlJ+fb/EeUVFRFu8t0q9F28lAamoq3X333dSiRQvy9PSkPn360A8//GBSx7DM3/wSCgYOHz5M48aNI39/f/Lw8KAOHTrQxIkTadu2bUREVFZWRk888QR1796dfHx8qFmzZtS9e3d6++23TbZz6dIluvfee6lFixYEgJf8S4JCrpjxxjCMFEybNg0bNmywepqAYRjm7wzPQWIYhmEYhjGDEySGYRiGYRgzOEFiGIZhGIYxg+cgMQzDMAzDmMEjSAzDMAzDMGZwgsQwDMMwDGMGXyiynmiahqysLPj4+PBl4hmGYRjmGoGIUFRUhLZt29Z6UVBOkOpJVlaWw++pxDAMwzBMw5CZmYl27drZfJ4TpHpiuGFnZmamw++tdDXo9XokJiYiKirK5t2wXQF7icFe4sjqxl5iyOoFid3YS4zCwkKEhISY3HjbGpwg1RPDaTVfX1/pEiRvb2/4+vpK1SHZSwz2EkdWN/YSQ1YvSOzGXvWjrukxPEmbYRiGYRjGDE6QGhmKoiAkJES6iePsJQZ7iSOrG3uJIasXJHZjL+fAF4qsJ4WFhWjevDkKCgqkOsXGMAzDMIxt7P3+5hGkRoZer8fx48eh1+tdrWICe4nBXuLI6sZeYsjqBYnd2Ms5cILUCCktLXW1glXYSwz2EkdWN/YSQ1YvSOzGXo6HEySGYRiGYRgzOEFiGIZhGIYxgydp1xNZJ2kbLqEu2y1Q2EsM9hJHVjf2EkNWL0jsxl5i2Pv9zQlSPZE1QWIYhmEYxja8iu1vil6vR0JCgnSrBthLDPYSR1Y39hJDVi9I7MZezoETpEaIrJ2RvcRgL3FkdWMvMWT1gsRu7OV4OEFiGIZhGIYxgxMkhmEYhmEYM3iSdj2RdZI2EaG0tBSenp5SrRpgLzHYSxxZ3dhLDFm9ILEbe4lh7/e3W4NaMXYROn/zVbya4KYAlQQA4h0yfdmoq3jv2nF3d3fatq8G9hJDVi9I7MZeYsjqBYnd2Mvx8Cm2RoabAowL0+AmT7IOANA0DQkJCdA0zdUqJrCXGLJ6QWI39hJDVi9I7MZezoETJIZhGIZhGDM4QWIYhmEYhjGDEySGYRiGYRgzeBVbPXHmKrbGOEmbiKBpGlRVlWo1A3uJIasXJHZjLzFk9YLEbuwlBt9q5G+KAsDLrT6pkfMpLy93tYJV2EsMWb0gsRt7iSGrFyR2Yy/H4/IEadWqVQgNDYWnpyf69u2Lffv22aybmJiI8ePHIzQ0FIqiYMWKFRZ1DM+ZPx555BFjnVtuucXi+QcffNBpMTYkOgUYHqJBJ1mGpGkakpOTpVvNwF5iyOoFid3YSwxZvSCxG3s5B5cmSOvXr0dsbCwWL16MQ4cOoXv37hg2bBhyc3Ot1i8pKUF4eDiWLVuGoKAgq3X279+Ps2fPGh9bt24FAEyYMMGk3syZM03qvfzyy06IkGEYhmGYaxGXJkjLly/HzJkzMX36dHTt2hWrV6+Gl5cX1qxZY7V+79698corr2DSpEnw8PCwWqd169YICgoyPn744QdERERg0KBBJvW8vLxM6sl0NWyGYRiGYVyLy66kXV5ejoMHD2LBggXGMlVVMXToUOzZs8dh7/H5558jNjbWYoLYF198gc8//xxBQUG488478cwzz8DLy8vmtsrKylBWVmb8u7CwEKi+U7HhbsWKokBVVWiahppz3w3l5nc1tlkOAkGBm2I6f15PAFVfDLImlVQ150inAG4KQa8R3BRCJSlQQCan2wiAnhSoIKhWym25X21MRASdTmdRrqpVObr5EKytcp1OZ5z4Z15u7mirvGZMer0eiqIY/xWJyTDx0Bkx6fV6o7s5dcV0NfuprphqtpdoTLbcHRWTpmk2+5iz9pM9MVnrY87eT/bEZOhjRGSxHWfuJ3tisqePuaLv2epjrjhGwEYfE43JmX1Pr9dDVVWbfayhjxG2ym3hsgTp/Pnz0Ov1CAwMNCkPDAzE8ePHHfIemzZtwsWLFzFt2jST8nvvvRcdOnRA27ZtcfToUfznP/9BcnIyNm7caHNbS5cuRVxcnEV5YmIivL29AQB+fn5o3749Tp8+jby8PGMdwyhVeno6ioqKjOUhISHw9/dHSkoKSktLjeWBTYHsy8DoDhrcaozxxWeqKKmsulJ2TTaeVOHlVjX3qAoFI9sTNqZXbWtgmyv1C8uB+NM6hPoAvVpfKc8pUbAzW0Fubi6ys7ON5Y6KKTw8HNHR0UhISDDpnJGRkXB3d0dCQoJJTNHR0SgvL0dycrKxTKfTITo6GkVFRUhLSzOWe3p6onPnzsjPz0dmZqax3MfHBxEREXbFlJSUVK+YfH19kZSU5JSYoqOjceHChXrHVN/9VFtMSUlJxvZyxX6qK6bo6GgcP368QfeTvTElJSU12H4SiamwsLDB91NtMSUnJ4OIjH1MlmOEIabo6GikpqZKcYwwjykpKcnlxwhZ9lNtMaWmpsIeXLbMPysrC8HBwdi9ezf69etnLH/yySexc+dO7N27t9bXh4aGYu7cuZg7d67NOsOGDYO7uzu+//77Wre1fft2DBkyBCdOnEBERITVOtZGkEJCQpCXl2c8PeeobLbjwi31HkFSQAhoCuReBipIFR5BSntxhFMydEVRcOnSJXh5eZmM5rn616GmaSgqKoKPjw9UVZVmBImIUFJSgmbNmsEcV48gGdrLsA17Y7Ll7qiYAKC4uNhqH3PlCJK1PibDCJKhj3l7e9u1P2yVO7rvVVZW2tXHXNH3YKOPuXoEqWYfUxRFmhEkIkJxcTF8fHystrurRpDy8/Ph5+cn781qW7VqBZ1Oh5ycHJPynJwcmxOwRTh16hR+/vnnWkeFDPTt2xcAak2QPDw8rM570ul00Ol0JmWGjmKtrj3lVL1Iv5KsL0WrtJLSUnW5mwLcHKRh40nVuC1r9TUo0KyU23K/2pj0ej3S0tIQHR1t9TX2bgfVndxauai7Yej31KlTiI6ONtYTcXFUuXlMdbWXs/ZTXeWKohjbq2YdZ+8nexwd2cdsldcnJmt9zNn7yZ5yR/cxR8Uk0sdslTur7zVEH7NVXltMNfuYoY6rjhHmfezkyZM226uhjxF1lVts165aTsDd3R0xMTHYtm2bsUzTNGzbts1kRKm+fPTRRwgICMCoUXVf+PDIkSMAgDZt2lz1+zIMwzAMc+3jshEkAIiNjcXUqVPRq1cv9OnTBytWrEBxcTGmT58OAJgyZQqCg4OxdOlSoHrSteG8dHl5Oc6cOYMjR47A29sbHTt2NG5X0zR89NFHmDp1KtzcTENMTU3F2rVrMXLkSPj7++Po0aOYN28eBg4ciOuvv75B42cYhmEYRk5cmiDdc889OHfuHBYtWoTs7Gz06NED8fHxxonbGRkZJkNnWVlZ6Nmzp/HvV199Fa+++ioGDRqEHTt2GMt//vlnZGRk4J///KfFe7q7u+Pnn382JmMhISEYP348nn76aafH2xBQ9URsGe8f4+np6WoFq7CXGLJ6QWI39hJDVi9I7MZejofvxVZP5L0X29XhrHuxMQzDMIwM8L3Y/qaoIIT7EFTJxpA0TcOFCxeku+Q8e4khqxckdmMvMWT1gsRu7OUcOEFqZKhK1fWNVMnuxUZEyMzMtFi66WrYSwxZvSCxG3uJIasXJHZjL+fACRLDMAzDMIwZnCAxDMMwDMOY4dJVbIzjoerbhjhrQLO+E8h1CqF/IOG39aeht3EBzNpw5uRxHx8fp237amAvcWR1Yy8xZPWCxG7s5Xh4FVs9+buuYnOVG6+uYxiGYRwBr2L7m6KCENVSk24Vm6xemqYhOztbulUW7CWOrG7sJYasXpDYjb2cAydIjQxVAaJaknSr2GT1IiJkZ2dLt8qCvcSR1Y29xJDVCxK7sZdz4ASJYRiGYRjGDE6QGIZhGIZhzOAEqZGhAThZqEC2M76yeimKAj8/PyiKXOf+2EscWd3YSwxZvSCxG3s5B17m38jQSMH+8/J1Rlm9VFVF+/btXa1hAXuJI6sbe4khqxckdmMv58AjSI0MVSH0bqVBVeSaFCerl6ZpyMjIkG6VBXuJI6sbe4khqxckdmMv58AJUiNDBRDmS9LtWFm9iAh5eXnSrbJgL3FkdWMvMWT1gsRu7OUcZPu+YhiGYRiGcTmcIDEMwzAMw5jBCVIjQyMgMV+BJtmIpqxeiqIgKChIulUW7CWOrG7sJYasXpDYjb2cA69ia2RoUJCYL19nlNVLVVUEBQW5WsMC9hJHVjf2EkNWL0jsxl7OgUeQGhk6hTAoSINOstVisnrp9XqkpqZCr9e7WsUE9hJHVjf2EkNWL0jsxl7OgROkRoYCINCLINtYjaxeAFBUVORqBauwlziyurGXGLJ6QWI39nI8nCAxDMMwDMOYwQkSwzAMwzCMGZwgNTI0Ag6cU6VbLSarl6IoCAkJkW6VBXuJI6sbe4khqxckdmMv58Cr2BoZGhSkSXjKV1YvVVXh7+/vag0L2EscWd3YSwxZvSCxG3s5B06QGhk6hXBbsIatZ1ToSZ6s3dleofM3u8Qrfdmoer1vXej1eqSkpKBTp07Q6XROeY/6IKsXJHZjLzFk9YLEbuzlHPgUWyNDAeDrDulWi7GXOKWlpa5WsIqsXpDYjb3EkNULEruxl+PhBIlhGIZhGMYMTpAYhmEYhmHM4ASpkaEnYNdZFXrJVouxlxiqqiI8PByqKtdHVFYvSOzGXmLI6gWJ3djLOfAk7UYGQUH2ZVdbWMJeYiiKAl9fX1drWCCrFyR2Yy8xZPWCxG7s5RyuzbSOsYmbQhgXqoebZPc8Yy8x9Ho9EhISpLuHkaxekNiNvcSQ1QsSu7GXc+AEqRHiJuleZS8xZD2oyOoFid3YSwxZvSCxG3s5Hkm/GhiGYRiGYVwHJ0gMwzAMwzBmcILUyNATEJ8p36os9hJDVVVERkZKt/pDVi9I7MZeYsjqBYnd2Ms5XJvWjE0IQEll1b8ywV7iuLu7u1rBKrJ6QWI39hJDVi9I7MZejocTpEaGmwKMC9PgJtm9M9hLDE3TkJCQAE3TXK1igqxekNiNvcSQ1QsSu7GXc+AEiWEYhmEYxgyXJ0irVq1CaGgoPD090bdvX+zbt89m3cTERIwfPx6hoaFQFAUrVqywqLNkyRIoimLy6Ny5s0md0tJSPPLII/D394e3tzfGjx+PnJwcp8THMAzDMMy1h0sTpPXr1yM2NhaLFy/GoUOH0L17dwwbNgy5ublW65eUlCA8PBzLli1DUFCQze1GRUXh7Nmzxsdvv/1m8vy8efPw/fff46uvvsLOnTuRlZWFcePGOTw+hmEYhmGuTRQictn81L59+6J3795YuXIlUH2+MiQkBI8++ijmz59f62tDQ0Mxd+5czJ0716R8yZIl2LRpE44cOWL1dQUFBWjdujXWrl2Lu+++GwBw/PhxdOnSBXv27MGNN95ol3thYSGaN2+OgoICh19KPXT+5qt4NcFNASoJAMQn1qQvG1Xr8/V3+3t61RcigqZpUFUViiLPBClZvSCxG3uJIasXJHZjLzHs/f522b3YysvLcfDgQSxYsMBYpqoqhg4dij179lzVtlNSUtC2bVt4enqiX79+WLp0Kdq3bw8AOHjwICoqKjB06FBj/c6dO6N9+/a1JkhlZWUoKysz/l1YWAhUXyXUcKVQRVGgqio0TUPNvNNQbn5FUZvlIBAUi9tf6KlqtZX5hOJKqvpq1ylVr/VpAhRVABWkQAFBV6M+AdCTAhUE1Uq5LXdDucFJI0CDAp1CJmmF7XKCl5uCy5VksmLMnphQ42qsOp3O+KEzx1ZM5uUaAI0UqApBV6O99IIxGS4NYL7/DEtazR1tlVuLiYhQUVFhdQWITqercz+Zl9vb9wwHMlsx6fV6lJaWwtPT07gNe2Oy5e6omFB9XGnSpInJwbiumK5mP9kTk6ZpxjZTVbVB9pM9MRn6mIeHR4PuJ3tisqePuaLvwUYfc+Z+siemmn1MURSXHiPM+1h5eTk8PT2lOEbUduywhssSpPPnz0Ov1yMwMNCkPDAwEMePH6/3dvv27YuPP/4YkZGROHv2LOLi4jBgwAD8+eef8PHxQXZ2Ntzd3dGiRQuL983Ozra53aVLlyIuLs6iPDExEd7e3gAAPz8/tG/fHqdPn0ZeXp6xTlBQEIKCgpCeno6ioiJjeUhICPz9/ZGSkoLS0tIrLk2B7MvA6A6ayW0w4jNVlFRWrbqqycaTKrzcgOEhGlQAYT6EvwoUfJ1eta2Bba7ULywH4k/rEOoD9Gp9pTynRMHObAW5ubkm7WAek+G9E/MVJOYr6B9ICPS60jEPnFORVgTcFqzBt8Z3++/ZCm4O0qDXAJ16pb49MQFAQkICdDodoqOjUVRUhLS0NGNdT09PALAZU5eWhKiWV97zZKGC/ecVxPgTInwJYT6Ek0UKEvIhFNOus1U7JykpyeQDFxkZCXd3dyQkJJjEFB0djfLyciQnJxvLbMXk7u6O8vJyBAcH48yZM8ZyHx8fRERE1LmfDIj2vfDwcPj6+tYaU15eHvz8/KAoilBMnp6e6Ny5M/Lz85GZmenwmAxtZWg7kZjqu5/siens2bPGNvP392+w/VRXTIqigIgQGhqK9PT0BttPdcWUmJiI8+fPG/tYQ+0ne2IKCAhAbm4umjVrhuLi4gbZT/bElJGRYexjvr6+Lj9GGDAkLddddx1SUlIabD/VFVNqairswWWn2LKyshAcHIzdu3ejX79+xvInn3wSO3fuxN69e2t9va1TbOZcvHgRHTp0wPLlyzFjxgysXbsW06dPNxkNAoA+ffpg8ODBeOmll6xux9oIUkhICPLy8oxDdI7KZjsu3FLvESQ3hXBXqIZv01WUaqrwCFLaiyNqzdAjn94C1GMESQFhbBjhu3QFlXTlGXtHkJKfHwHU8qsjYmF8vUaQ3Gu0V7mmCI8gnVx2h1N+Her1eiQlJSEqKsriImuu/HVYUVGBxMREREVFQafTSTWCpGkaEhMT0bVrV+h0OrtjcvbIRGVlpbHN3NzcpBlBMvSxbt26WZz+cOUIUnl5uV19zBV9z1Yfc/UIUs0+ptPppBlB0uv1SExMRHR0tNU+5qoRpPz8fPj5+cl7iq1Vq1bQ6XQWq8dycnJqnYAtSosWLXDdddfhxIkTQHVmWV5ejosXL5qMItX1vh4eHvDw8LAoN3TGmti6aqh5PVvlhq/hmolETSqtpLRUo5xwJQmp+r9lfQ0KNCvlttwN5eZOehuO5uVVCRChkhSrcdUVk/nByFpb2orJZjkpqKzRXlp1u9sbkwF792tt5bZiUlXVZrk1rrbv2VNucK1ZRzQmEff6xGTtOWfvJ2sY9p/hdYZ6DbGf7C135X6yVW5vH7NV3hAxOauP2Sqv6xhh3mauPEaYe9tyl63vWWzXrlpOwN3dHTExMdi2bZuxTNM0bNu2zWRE6Wq5dOkSUlNT0aZNGwBATEwMmjRpYvK+ycnJyMjIcOj7upJKSa/JxV5i2Pshbmhk9YLEbuwlhqxekNiNvRyPy0aQACA2NhZTp05Fr1690KdPH6xYsQLFxcWYPn06AGDKlCkIDg7G0qVLgerJcUlJScb/nzlzBkeOHIG3tzc6duwIAPj3v/+NO++8Ex06dEBWVhYWL14MnU6HyZMnAwCaN2+OGTNmIDY21ni+9tFHH0W/fv3sXsEmM5WkYGO6fB2SvcQwnKOXDVm9ILEbe4khqxckdmMv5+DSBOmee+7BuXPnsGjRImRnZ6NHjx6Ij483TtzOyMgwGTrLyspCz549jX+/+uqrePXVVzFo0CDs2LEDAHD69GlMnjwZFy5cQOvWrdG/f3/88ccfaN26tfF1r7/+OlRVxfjx41FWVoZhw4bh7bffbtDYnYUCQmBTIOfylVN1MsBeYhARioqK4OPjI9XyWFm9ILEbe4khqxckdmMv5+DyK2nPnj0bp06dQllZGfbu3Yu+ffsan9uxYwc+/vhj49+hoaEgIouHITkCgHXr1iErKwtlZWU4ffo01q1bh4iICJP39PT0xKpVq5CXl4fi4mJs3LjRofOeXIlOqVq1ppOsL7KXGJqmIS0tTbp7GMnqBYnd2EsMWb0gsRt7OQeXJ0gMwzAMwzCywQkSwzAMwzCMGZwgNTKo+mKQLrt/jA3YSxzDBTBlQ1YvSOzGXmLI6gWJ3djL8bh0kjbjePSkIP60fKuy2EsMnU6Hzp07u1rDAlm9ILEbe4khqxckdmMv58AjSI0MFYRwH4Iq2ZgIe4mhaRouXLgg3eRGWb0gsRt7iSGrFyR2Yy/nwAlSI0NVqu5Hpkq2Kou9xCAiZGZmWlxu39XI6gWJ3dhLDFm9ILEbezkHTpAYhmEYhmHM4ASJYRiGYRjGDE6QGhkEIKdEkWxGDXvVBx8fH1crWEVWL0jsxl5iyOoFid3Yy/HwKrZGhp4U7MyWbEINewmj0+ksrgAvA7J6QWI39hJDVi9I7MZezoFHkBoZKghRLTXpVmWxlxiapiE7O1u61R+yekFiN/YSQ1YvSOzGXs6BE6RGhqoAUS1JulVZ7CUGESE7O1u61R+yekFiN/YSQ1YvSOzGXs6BEySGYRiGYRgzOEFiGIZhGIYxgxOkRoYG4GShAtnO+LKXGIqiwM/PD4oi17k/Wb0gsRt7iSGrFyR2Yy/nwKvYGhkaKdh/Xr7OyF5iqKqK9u3bu1rDAlm9ILEbe4khqxckdmMv58AjSI0MVSH0bqVBVeSaFMdeYmiahoyMDOlWf8jqBYnd2EsMWb0gsRt7OQdOkBoZKoAwX5Jux7KXGESEvLw86VZ/yOoFid3YSwxZvSCxG3s5B9m+FxiGYRiGYVwOJ0gMwzAMwzBmcILUyNAISMxXoEk2osleYiiKgqCgIOlWf8jqBYnd2EsMWb0gsRt7OQdexdbI0KAgMV++zsheYqiqiqCgIFdrWCCrFyR2Yy8xZPWCxG7s5Rx4BKmRoVMIg4I06CRblcVeYuj1eqSmpkKv17taxQRZvSCxG3uJIasXJHZjL+fACVIjQwEQ6EWQbUyEvcQpKipytYJVZPWCxG7sJYasXpDYjb0cDydIDMMwDMMwZnCCxDAMwzAMYwYnSI0MjYAD51TpVmWxlxiKoiAkJES61R+yekFiN/YSQ1YvSOzGXs6BV7E1MjQoSJPwlC97iaGqKvz9/V2tYYGsXpDYjb3EkNULEruxl3PgEaRGhk4hDG+nl25VFnuJodfrcfz4celWf8jqBYnd2EsMWb0gsRt7OQdOkBoZCgBfd0i3Kou9xCktLXW1glVk9YLEbuwlhqxekNiNvRwPJ0gMwzAMwzBmcILEMAzDMAxjBidIjQw9AbvOqtDLNaWGvQRRVRXh4eFQVbk+orJ6QWI39hJDVi9I7MZezoFXsTUyCAqyL7vawhL2EkNRFPj6+rpawwJZvSCxG3uJIasXJHZjL+dwbaZ1jE3cFMK4UD3cJFuVxV5i6PV6JCQkSLf6Q1YvSOzGXmLI6gWJ3djLOXCC1Ahxk3SvspcYsh5UZPWCxG7sJYasXpDYjb0cj6RfDQzDMAzDMK7D5QnSqlWrEBoaCk9PT/Tt2xf79u2zWTcxMRHjx49HaGgoFEXBihUrLOosXboUvXv3ho+PDwICAjBmzBgkJyeb1LnlllugKIrJ48EHH3RKfAzDMAzDXHu4NEFav349YmNjsXjxYhw6dAjdu3fHsGHDkJuba7V+SUkJwsPDsWzZMgQFBVmts3PnTjzyyCP4448/sHXrVlRUVOD2229HcXGxSb2ZM2fi7NmzxsfLL7/slBgbGj0B8ZnyrcpiLzFUVUVkZKR0qz9k9YLEbuwlhqxekNiNvZyDS1exLV++HDNnzsT06dMBAKtXr8bmzZuxZs0azJ8/36J+79690bt3bwCw+jwAxMfHm/z98ccfIyAgAAcPHsTAgQON5V5eXjaTrGsZAlBSWfWvTLCXOO7u7q5WsIqsXpDYjb3EkNULEruxl+NxWVpXXl6OgwcPYujQoVdkVBVDhw7Fnj17HPY+BQUFAAA/Pz+T8i+++AKtWrVCt27dsGDBApSUlNS6nbKyMhQWFpo8UD0BzfDQNA0AoGma1fKaZbWVK9Vf124KmTyqysmivGqxetX/PVXC+DA9PNWqbShm9Q33HFNtlNtyN5Qb6qvVjjozF1vlTRTCuDANnqp4TG4KGX0AgIgs2qy2mMzLVUO5WXuJxmTYT+YuRGTV0Va5tZgqKiqQkJCAyspKq/Xr2k/17XtEtcdUUVGBo0ePoqKiQjgmW+6OiqmyshIJCQlGN3tjupr9ZE9MNdusofaTPeWGPmZe19n7qa6Y7O1jruh7tvqYM/eTPTGZt5krjxHmfezo0aM2+1hDHyNqltuDy0aQzp8/D71ej8DAQJPywMBAHD9+3CHvoWka5s6di5tvvhndunUzlt97773o0KED2rZti6NHj+I///kPkpOTsXHjRpvbWrp0KeLi4izKExMT4e3tDVQnYe3bt8fp06eRl5dnrBMUFISgoCCkp6ejqOjKreNDQkLg7++PlJQUk/vVBDYFsi8DoztoJius4jNVlFQC48I0E4eNJ1V4uQHDQzSoAMJ8gFHtCV+nV21rYJsr9QvLgfjTOoT6AL1aXynPKVGwM1tBbm4usrOzjeXmMRneOzFfQWK+gv6BhECvK+MvB86pSCsCbgvW4Fvjh8Pv2VV3OxvVnqBTr9S3JyYASEhIgE6nQ3R0NIqKipCWlmas6+npCQA2Y+rSkhDV8sp7nixUsP+8ghh/QoQvIcwHGBNKSMiHUEy7zlbtnKSkJJMPXGRkJNzd3ZGQkGASU3R0NMrLy03mxNmKyfCr6+LFizhz5oyx3MfHBxEREXXuJwOifS88PBy+vr42Y0pMTEReXh4SExOhKIpQTJ6enujcuTPy8/ORmZnp8JiCg4MBACdOnEB5ebndMV3NfrInprNnzxrbzN/fv0H2kz0xKUrVZ/LSpUtIT09vsP1UV0zHjh0z6WMNtZ/siSkgIAAAcOrUKZNpG87cT/bElJGRYWwzX19flx4jasZkSKbKysqQkpLSYPuprphSU1NhDwoZIhDg4sWL2LBhA1JTU/HEE0/Az88Phw4dQmBgoPEgVRdZWVkIDg7G7t270a9fP2P5k08+iZ07d2Lv3r21vj40NBRz587F3LlzbdZ56KGHsGXLFvz2229o166dzXrbt2/HkCFDcOLECURERFitU1ZWhrKyMuPfhYWFCAkJQV5envFCWIqiQFVVaJqGms1qKDfPWm2Vd1y4BQTF4to8eqo6FeRmdmfVSqq62apOqRp1uitUw7fpKko1FQoIuhr1CYCeFKggqFbK014cYdXdEFPk01sAABoBGhToFDK50autcgWEsWGE79IVVNKVZ+yJCQCSnx8BVH+wiMj4S8BAxMJ4mzGZl2sANFKgKgT3Gu1VrilCMekJOLnsDov9Zzjfbu5oq9xaTHq9HklJSYiKirI4f6/T6Wz2savte6qqQlEUmzFVVFQgMTERUVFR0Ol0QjHZcndUTJqmITExEV27doVOp7M7pqvZT/bEVFlZaWwzNze3BtlP9sRk6GPdunUzJkv2xuTMvldeXm5XH3NF37PVx5y5n+yJqWYf0+l0Lj1GmPexxMREREdHW+1jDX2MMJTn5+fDz88PBQUFtV7IUngE6ejRoxg6dCiaN2+O9PR0zJw5E35+fti4cSMyMjLw6aef2rWdVq1aQafTIScnx6Q8JyfHIXODZs+ejR9++AG7du2qNTkCgL59+wLVvzxtJUgeHh7w8PCwKDd0xprYmpBmXs9WueFruGYiUZNKKykt1SgnXElCqv5vWV+DAs1KuS13Q7m5k96Go3l5VQJEqCTFalx1xWR+MLLWlrZisllOCiprtJdW3e72xmTA3v1aW7mtmFRVtVlujavte/aUG1xr1hGNScS9PjFZe87Z+8kahv1neJ2hXkPsJ3vLXbmfbJXb28dslTdETM7qY7bK6zpGmLeZK48R5t623GXrexbbtatWDWJjYzFt2jSkpKQYT20AwMiRI7Fr1y67t+Pu7o6YmBhs27bNWKZpGrZt22YyoiQKEWH27Nn45ptvsH37doSFhdX5miNHjgAA2rRpU+/3lYVKqjo9ZS3hcCXsJYaqqoiOjpZu9YesXpDYjb3EkNULEruxl3MQHkHav38/3n33XYvy4OBgk3OD9hAbG4upU6eiV69e6NOnD1asWIHi4mLjqrYpU6YgODgYS5cuBaondiclJRn/f+bMGRw5cgTe3t7o2LEjAOCRRx7B2rVr8e2338LHx8fo1Lx5czRt2hSpqalYu3YtRo4cCX9/fxw9ehTz5s3DwIEDcf3114s2h3QoALzcgKIKuVZm/V29QudvrtfrFBB8mhi8rI9c1UX6slH1el1dlJeXm/w4kglZ3dhLDFm9ILEbezke4bTOw8PDuIKrJn/99Rdat24ttK177rkHr776KhYtWoQePXrgyJEjiI+PN07czsjIwNmzZ431s7Ky0LNnT/Ts2RNnz57Fq6++ip49e+KBBx4w1nnnnXdQUFCAW265BW3atDE+1q9fD1SPXP3888+4/fbb0blzZzz++OMYP348vv/+e9GmkBKdUjWxWVe/71SnwV5iyOqlaRqSk5Mt5g3IgKxu7CWGrF6Q2I29nIPwCNLo0aPx7LPP4r///S9QfQ4xIyMD//nPfzB+/HhhgdmzZ2P27NlWn9uxY4fJ36GhoRYTt8yp6/mQkBDs3LlT2JNhGIZhmL8PwiNIr732Gi5duoSAgABcvnwZgwYNQseOHeHj44MXXnjBOZYMwzAMwzANiPAIUvPmzbF161b8/vvv+L//+z9cunQJN9xwg8kFHxnXUinpaCZ7iSGrl70rQFyBrG7sJYasXpDYjb0cj1CCVFFRgaZNm+LIkSO4+eabcfPNNzvPjKkXlaRgY7p8HZK9xJDVy3CBNxmR1Y29xJDVCxK7sZdzEDrF1qRJE7Rv397uy3QzDY8CQlDTK7fBkAX2EkNWLyJCYWFhnXP9XIGsbuwlhqxekNiNvZyD8BykhQsX4qmnnjK5rDcjDzql6tYisq1+Yi8xZPXSNA1paWlSrkqR1Y29xJDVCxK7sZdzEJ6DtHLlSpw4cQJt27ZFhw4d0KxZM5PnDx065Eg/hmEYhmGYBkc4QRozZoxzTBiGYRiGYSRBOEFavHixc0wYh0AACsvlulo12EsYWb1QfcdtWZHVjb3EkNULEruxl+MRTpAMHDx4EMeOHQMAREVFoWfPno70YuqJnhTEn5Zv9RN7iSGrl06nQ+fOnV2tYRVZ3dhLDFm9ILEbezkH4Unaubm5uPXWW9G7d2/MmTMHc+bMQUxMDIYMGYJz5845x5KxGxWEcB+CKtnYA3uJIauXpmm4cOGClJMuZXVjLzFk9YLEbuzlHIQTpEcffRRFRUVITExEXl4e8vLy8Oeff6KwsBBz5sxxjiVjN6oC9GqtQZVs9RN7iSGrFxEhMzNTymW7srqxlxiyekFiN/ZyDsKn2OLj4/Hzzz+jS5cuxrKuXbti1apVuP322x3txzAMwzAM0+AIjyBpmoYmTZpYlDdp0uSaHUZjGIZhGIapiXCCdOutt+Kxxx5DVlaWsezMmTOYN28ehgwZ4mg/RhACkFMi2/WX2UsUWb0AwMfHx9UKNpHVjb3EkNULEruxl+MRTpBWrlyJwsJChIaGIiIiAhEREQgLC0NhYSHeeust51gydqMnBTuzVehJrskr7CWGrF46nQ4RERFS3oBSVjf2EkNWL0jsxl7OQThBCgkJwaFDh7B582bMnTsXc+fOxY8//ohDhw6hXbt2zrFk7EYFIaqlJt3qJ/YSQ1YvTdOQnZ0t5el0Wd3YSwxZvSCxG3s5B+EECQAURcFtt92GRx99FI8++iiGDh3qeDOmXqgKENWSpFv9xF5iyOpFRMjOzpZyVYqsbuwlhqxekNiNvZyDcII0Z84cvPnmmxblK1euxNy5cx3lxTAMwzAM4zKEE6Svv/4aN998s0X5TTfdhA0bNjjKi2EYhmEYxmUIJ0gXLlxA8+bNLcp9fX1x/vx5R3kx9UQDcLJQgWxnfNlLDFm9FEWBn58fFEWyc38Su7GXGLJ6QWI39nIOwglSx44dER8fb1G+ZcsWhIeHO8qLqScaKdh/XoUm2eon9hJDVi9VVdG+fXuoar2mLzoVWd3YSwxZvSCxG3s5B2Hr2NhYPPnkk1i8eDF27tyJnTt3YtGiRZg/fz7mzZvnHEvGblSF0LuVBlWRa1Ice4khq5emacjIyJByVYqsbuwlhqxekNiNvZyDcIL0z3/+E6+99ho+/PBDDB48GIMHD8bnn3+Od955BzNnznSOJWM3KoAwX6rf8kQnwl5iyOpFRMjLy5NyVYqsbuwlhqxekNiNvZyD8L3YAOChhx7CQw89hHPnzqFp06bw9vZ2vBnDMAzDMIyLEP6BevnyZZSUlAAAWrdujQsXLmDFihX46aefnOHHMAzDMAzT4AgnSHfddRc+/fRTAMDFixfRp08fvPbaa7jrrrvwzjvvOMOREUAjIDFfgSbZiCZ7iSGrl6IoCAoKknJViqxu7CWGrF6Q2I29nINwgnTo0CEMGDAAALBhwwYEBQXh1KlT+PTTT61eQJJpWDQoSMxXoUGuDsleYsjqpaoqgoKCpFyVIqsbe4khqxckdmMv5yBsXVJSYrw7708//YRx48ZBVVXceOONOHXqlDMcGQF0CmFQkAadZKuf2EsMWb30ej1SU1Oh1+tdrWKBrG7sJYasXpDYjb2cQ72ug7Rp0yZkZmbif//7H26//XYAQG5uLnx9fZ3hyAigAAj0IsnGHdhLFFm9AKCoqMjVCjaR1Y29xJDVCxK7sZfjEU6QFi1ahH//+98IDQ1F37590a9fP6B6NKlnz57OcGQYhmEYhmlQhJf533333ejfvz/Onj2L7t27G8uHDBmCsWPHOtqPYRiGYRimwanXdZCCgoIQFBRkUtanTx9HOTFXgUbAgXOqdKuf2EsMWb0URUFISIiUq1JkdWMvMWT1gsRu7OUc6pUgMfKiQUGahKd82UsMWb1UVYW/v7+rNawiqxt7iSGrFyR2Yy/ncG2uvWNsolMIw9vppVv9xF5iyOql1+tx/PhxKVelyOrGXmLI6gWJ3djLOXCC1MhQAPi6Q7rVT+wlhqxeAFBaWupqBZvI6sZeYsjqBYnd2MvxcILEMAzDMAxjRr0SpM8++ww333wz2rZta7w45IoVK/Dtt9862o9hGIZhGKbBEU6Q3nnnHcTGxmLkyJG4ePGi8dxiixYtsGLFCmc4MgLoCdh1VoVerqkr7CWIrF6qqiI8PFzKWwfI6sZeYsjqBYnd2Ms5CFu/9dZbeP/997Fw4ULodDpjea9evZCQkCAssGrVKoSGhsLT0xN9+/bFvn37bNZNTEzE+PHjERoaCkVRbCZkdW2ztLQUjzzyCPz9/eHt7Y3x48cjJydH2F1GCAqyLyuQ7RrM7CWGrF6KosDX11fKZbuyurGXGLJ6QWI39nIOwgnSyZMnrV4x28PDA8XFxULbWr9+PWJjY7F48WIcOnQI3bt3x7Bhw5Cbm2u1fklJCcLDw7Fs2TKL6zCJbHPevHn4/vvv8dVXX2Hnzp3IysrCuHHjhNxlxU0hjAvVw02y1U/sJYasXnq9HgkJCVKuSpHVjb3EkNULEruxl3MQTpDCwsJw5MgRi/L4+Hh06dJFaFvLly/HzJkzMX36dHTt2hWrV6+Gl5cX1qxZY7V+79698corr2DSpEnw8PCo1zYLCgrw4YcfYvny5bj11lsRExODjz76CLt378Yff/wh5C8rbpKOZrKXGLJ6yXywk9WNvcSQ1QsSu7GX4xG+UGRsbCweeeQRlJaWgoiwb98+fPnll1i6dCk++OADu7dTXl6OgwcPYsGCBcYyVVUxdOhQ7NmzR1TL7m0ePHgQFRUVGDp0qLFO586d0b59e+zZswc33nij1W2XlZWhrKzM+HdhYSFQvfMNHUBRFKiqCk3TQHTll7+h3Lyj2CwHgaBYjB7oCSAAbmajlZVUtRxcp1SNPCgguCmESlKggKCrUZ8A6EmBCoJqpdyWu6Hc4KRR1cUMdYrpSSBb5QqqXlefmFDjQ6bT6UBE0DQN5tiKybxcA6CRAlUhk/YSjckwP8h8/xnOt2uaZhKveUxXyi33k+H6RyrIpG3sicmQV+n1euG+p6oqFEWxGZNerwcRGZ+vGWtNbO0nnU5n0cdslYt+ngzvJRqTuaOjY6rZZo46RjgiJsNra+5Pe2O6mv1kT0z29DFX9D1bfcyZ+8memMzbrKH2U13uBi9bfayhjxG2ym0hnCA98MADaNq0KZ5++mmUlJTg3nvvRdu2bfHGG29g0qRJdm/n/Pnz0Ov1CAwMNCkPDAzE8ePHRbXs3mZ2djbc3d3RokULizrZ2dk2t7106VLExcVZlCcmJsLb2xsA4Ofnh/bt2+P06dPIy8sz1jHcmiU9Pd3kzsYhISHw9/dHSkqKybUiApsC2ZeB0R00k1GE+EwVJZXAuDDTDrXxpAovN2B4iAYVQJgPMKo94ev0qm0NbHOlfmE5EH9ah1AfoFfrK+U5JQp2ZivIzc01aQfzmAzvnZivIDFfQf9AQqDXlY554JyKtCLgtmANvu5XHH/Prvo2H9WeoFOv1LcnJgBISEiATqdDdHQ0ioqKkJaWZqzr6ekJADZj6tKSENXyynueLFSw/7yCGH9ChC8hzAcYE0pIyIdQTLvOVu2cpKQkkw9cZGQk3N3dkZCQYBKXeUwAUKkBG9N1FvvpUkXVvx18gJ6txGIK8yVjm4n2vfDwcPj6+tqMKTExEXl5eUhMTISiKIiOjkZ5eTmSk5ONdWvbT507d0Z+fj4yMzON5T4+PoiIiKiz7xmwFVNwcDAA4MSJEygvL7c7JvO5k46O6ezZs8Y28/f3d8gxwhExGeaFXLp0Cenp6Q22n+qK6dixYyZ9rKH2kz0xBQQEAABOnTplMqXEmfvJnpgyMjKMbebr69sg+8memAxJS1lZGVJSUhpsP9UVU2pqKuxBIfM0TYCSkhJcunTJ2GlEyMrKQnBwMHbv3o1+/foZy5988kns3LkTe/furfX1oaGhmDt3LubOnSu0zbVr12L69Okmo0Govpfc4MGD8dJLL1l9P2sjSCEhIcjLy4Ovry/gwGy248It9R5BUkDwaQIUVQAVpAqPIKW9OKLWDD3y6S1APUaQNCJ4N1FwuZJMJh7bO4KU/PwIoJZfHREL4+s1gqSr0V56UoRHkE4uu6PWX1KG9rIW05VyyxEkgODlpqC4gkwmOIqMICU/P8IpI0ilpaXw9PQ0bgOSjCChehS5SZMmJm3m6hEkTdOMbaaqqjQjSESEiooKeHh42LU/bJU7emSisrLSrj7mir4HG33M1SNINfuYoijSjCAREcrLy+Hp6Wm13V01gpSfnw8/Pz8UFBQYv7+tITyCdPLkSVRWVqJTp07w8vKCl5cXACAlJQVNmjRBaGioXdtp1aoVdDqdxeqxnJwcmxOwHbHNoKAglJeX4+LFiyajSHW9r4eHh9V5TzqdzmQ1H2p0FGt17Sk3fA1XkvWZ/5VWUlqqUV5YceX/BMVqfQ2K1Ruh2nI3lJs76W04WisvqTS83vK5umKq2UaGA4A5tmKyWU4KNJP2UoRjMnczLzdvL7IZq+V+KqkE9FAAK+9bV0zmXvb2PXvKmzZtajxI1lbf1n6qq4/ZW27xuSGCu7u7hVttjqLl9YlJURSLNrvaY4Qjyomqku+aSYi5uzWudj/ZU25vH7NV7qy+1xB9zFZ5bTGJ9LGG7HtEBA8PD5t9rKGPEXWVW2zXrlo1mDZtGnbv3m1RvnfvXkybNs3u7bi7uyMmJgbbtm0zlmmahm3btpmM/ohgzzZjYmLQpEkTkzrJycnIyMio9/vKhJtSdbrKfETG1bCXGLJ6aZqGhIQEq3PAXI2sbuwlhqxekNiNvZyD8AjS4cOHcfPNN1uU33jjjZg9e7bQtmJjYzF16lT06tULffr0wYoVK1BcXIzp06cDAKZMmYLg4GAsXboUqB7aTEpKMv7/zJkzOHLkCLy9vdGxY0e7ttm8eXPMmDEDsbGx8PPzg6+vLx599FH069fP5gRthmEYhmH+XggnSIqimEx6MlBQUCC8nO+ee+7BuXPnsGjRImRnZ6NHjx6Ij483TrLOyMgwGTrLysoyuQbTq6++ildffRWDBg3Cjh077NomALz++utQVRXjx49HWVkZhg0bhrffflu0KRiGYRiGaaQIJ0gDBw7E0qVL8eWXXxrP4+n1eixduhT9+/cXFpg9e7bNkSdD0mMgNDTUYuKW6DZRPVN+1apVWLVqlbAvwzAMwzCNH+EE6aWXXsLAgQMRGRmJAQMGAAB+/fVXFBYWYvv27c5wZASopKrl5NYmArsS9hJDVi9VVREdHS3lvZVkdWMvMWT1gsRu7OUchK27du2Ko0ePYuLEicjNzUVRURGmTJmC48ePo1u3bs6xZOxGAeDlZm2dmGthLzFk9UL1/D9ZkdWNvcSQ1QsSu7GX46lXWte2bVu8+OKL2Lx5MzZs2IBFixbBz8/P8XaMMDql6kKE5tfacTXsJYasXpqmITk5WcpVKbK6sZcYsnpBYjf2cg7Cp9gA4OLFi9i3bx9yc3MtAp8yZYqj3BiGYRiGYVyCcIL0/fff47777sOlS5fg6+trcTVRTpAYhmEYhrnWET7F9vjjj+Of//wnLl26hIsXLyI/P9/4qHkvFMZ1VEo6msleYsjqZe9VaF2BrG7sJYasXpDYjb0cj/AI0pkzZzBnzhzjLUYYuagkBRvT5euQ7CWGrF6Gm0zKiKxu7CWGrF6Q2I29nIPwCNKwYcNw4MAB59gwV40CQlBTggK51oezlxiyehERCgsL7boeWUMjqxt7iSGrFyR2Yy/nIJwgjRo1Ck888QSWLFmCr7/+Gt99953Jg3EtOgUY2Ea+1U/sJYasXpqmIS0tTcpVKbK6sZcYsnpBYjf2cg7Cp9hmzpwJAHj22WctnlMURfh2IwzDMAzDMLIhnCBdq5kgwzAMwzCMvVyb1/9mbEIACssh2cwV9hJFVi9U38tQVmR1Yy8xZPWCxG7s5XjqdaHI4uJi7Ny5ExkZGRaXEZ8zZ46j3Jh6oCcF8aflW/3EXmLI6qXT6dC5c2dXa1hFVjf2EkNWL0jsxl7OQThBOnz4MEaOHImSkhIUFxfDz88P58+fh5eXFwICAjhBcjEqCKE+QHoRoEl0Jy/2EkNWL03TkJ+fj5YtW0p3A0pZ3dhLDFm9ILEbezkHYeN58+bhzjvvRH5+Ppo2bYo//vgDp06dQkxMDF599VXnWDJ2oypAr9YaVHm+UwH2EkZWLyJCZmamlMt2ZXVjLzFk9YLEbuzlHIQTpCNHjuDxxx+HqqrQ6XQoKytDSEgIXn75ZTz11FPOsWQYhmEYhmlAhBOkJk2aGIfKAgICkJGRAQBo3rw5MjMzHW/IMAzDMAzTwAjPQerZsyf279+PTp06YdCgQVi0aBHOnz+Pzz77DN26dXOOJWM3BCCnRLbrL7OXKLJ6AYCPj4+rFWwiqxt7iSGrFyR2Yy/HIzyC9OKLL6JNmzYAgBdeeAEtW7bEQw89hHPnzuHdd991hiMjgJ4U7MxWoSe5Jq+wlxiyeul0OkREREh5A0pZ3dhLDFm9ILEbezkH4QSpV69eGDx4MFB9ii0+Ph6FhYU4ePAgevTo4QxHRgAVhKiWGlTJxh7YSwxZvTRNQ3Z2tpQXjJXVjb3EkNULEruxl3MQPsV26623YuPGjWjRooVJeWFhIcaMGYPt27c70o8RRFWAqJaE5IsKNIm+W9lLDGd7hc7fXK/XuSmEcWEaNp5UUVnP0a30ZaPq9bq6ICJkZ2ejdevWTtl+fWEvMWT1gsRu7OUchEeQduzYYXFxSAAoLS3Fr7/+6igvhmEYhmEYl2H3CNLRo0eN/09KSkJ2drbxb71ej/j4eAQHBzvekGEYhmEYpoGxO0Hq0aMHFEWBoii49dZbLZ5v2rQp3nrrLUf7MYJoAE4WKpDtjC97icFe4iiKAj8/PyiKXBPb2UsMWb0gsRt7OQe7E6STJ0+CiBAeHo59+/aZnFN0d3dHQEDANTtTvTGhkYL95+XrjOwlBnuJo6oq2rdv72oNC9hLDFm9ILEbezkHu+cgdejQAcHBwZg6dSr8/f3RoUMH46NNmzacHEmCqhB6t9KgKhLNOGYvYdhLHE3TkJGRId2KGfYSQ1YvSOzGXs5BaJJ2kyZN8M033zjPhrlqVABhviQ++97JsJcY7CUOESEvL0+6+z6xlxiyekFiN/ZyDsLHubvuugubNm1yjg3DMAzDMIwECF8HqVOnTnj22Wfx+++/IyYmBs2aNTN5fs6cOY70YxiGYRiGaXCEE6QPP/wQLVq0wMGDB3Hw4EGT5xRF4QTJxWgEJObLddFDsJcw7CWOoigICgqSbsUMe4khqxckdmMv5yCcIJ08edI5JoxD0KAgMV++zsheYrCXOKqqIigoyNUaFrCXGLJ6QWI39nIOVzXXkoiu2clXjRWdQhgUpEEn2Soj9hKDvcTR6/VITU2FXq93tYoJ7CWGrF6Q2I29nEO9EqRPP/0U0dHRaNq0KZo2bYrrr78en332mePtGGEUAIFeBNl+47OXGOxVP4qKilytYBX2EkNWL0jsxl6OR/gU2/Lly/HMM89g9uzZuPnmmwEAv/32Gx588EGcP38e8+bNc4YnwzAMwzBMgyGcIL311lt45513MGXKFGPZ6NGjERUVhSVLlnCCxDAMwzDMNY9wgnT27FncdNNNFuU33XQTzp496ygvpp5oBBw4p0q3yoi9xPi7eoXO31zv16oghPoA6etOQ6vHScD0ZaPq/d61oSgKQkJCpFvJw17iyOrGXs5BeA5Sx44d8d///teifP369ejUqZOjvJh6okFBWpFSry8IZ8JeYrCXOLK6qaoKf39/qKpc1x9nL3FkdWMv5yBsHRcXh0WLFmH48OF47rnn8Nxzz2H48OGIi4vDs88+6xxLxm50CmF4O710q4zYSwz2EkdWN71ej+PHj0u3koe9xJHVjb2cg3CCNH78eOzduxetWrXCpk2bsGnTJrRq1Qr79u3D2LFj6yWxatUqhIaGwtPTE3379sW+fftqrf/VV1+hc+fO8PT0RHR0NH788UeT5xVFsfp45ZVXjHVCQ0Mtnl+2bFm9/GVCAeDrDsl+Q7OXKOwljsxupaWlrlawCnuJI6sbezke4TlIABATE4PPP//cIQLr169HbGwsVq9ejb59+2LFihUYNmwYkpOTERAQYFF/9+7dmDx5MpYuXYo77rgDa9euxZgxY3Do0CF069YNqJ4nVZMtW7ZgxowZGD9+vEn5s88+i5kzZxr/9vHxcUhMDMMwDMNc29QrQdLr9fjmm29w7NgxAEDXrl1x1113wc1NfHPLly/HzJkzMX36dADA6tWrsXnzZqxZswbz58+3qP/GG29g+PDheOKJJwAAzz33HLZu3YqVK1di9erVAGBx5c5vv/0WgwcPRnh4uEm5j4/PNX2VT4ZhGIZhnINwRpOYmIjRo0cjOzsbkZGRAICXXnoJrVu3xvfff28cxbGH8vJyHDx4EAsWLDCWqaqKoUOHYs+ePVZfs2fPHsTGxpqUDRs2DJs2bbJaPycnB5s3b8Ynn3xi8dyyZcvw3HPPoX379rj33nsxb948m0leWVkZysrKjH8XFhYC1cmi4fyqoihQVRWapplcYdxQbn4e1mY5CAQFbmZzKfQEEAA3s3MIlVR1WkGnVL3292wFCghA1b+6GvUJgJ4UqCCoVsptuRvKDU4aVU2K1SmmFw20XU7YdVaFAjLxtycmQzsDgE6nAxFB0zSYYysm83INgEYKVIVM2kuFWEx6MnUzelRPSNQ0zWQfmsd0pdxyPwFV7VXV5mIxGc6b6/V6m31MBdmMqba+V7O93BSxmGz1MVTvV/P2shYTatkfVN3HYLWP1f15MrRRzf1n7mit7xncbcVEROjQoYPxtY44RqiqCkVRau17dZUTEcLDw61ux56YzB0dFVPN9tLr9UIx4Sr3U10xAUB4eLjRzd6YrmY/2RtTzTZriP1kT0xEhLCwMJt9zFn7STQmWwgnSA888ACioqJw4MABtGzZEgCQn5+PadOmYdasWdi9e7fd2zp//jz0ej0CAwNNygMDA3H8+HGrr8nOzrZaPzs722r9Tz75BD4+Phg3bpxJ+Zw5c3DDDTfAz88Pu3fvxoIFC3D27FksX77c6naWLl2KuLg4i/LExER4e3sDAPz8/NC+fXucPn0aeXl5xjpBQUEICgpCenq6yVVFQ0JC4O/vj5SUFJPztIFNgezLwOgOGtxqfDPEZ6ooqQTGhZl2qI0nVXi5AcNDrpRXasDG9KptDWxzpbywHIg/rUOoD9Cr9ZXynBIFO7MV5ObmmrSleUyG907Mr7onV/9AQqDXlY554JyKtCLgtmANvu5XHHedVZF9WcG4UA1u6pX69saUkJAAnU6H6OhoFBUVIS0tzVjX09MTAGzG1KUlIarllfc8Wahg/3kFMf6EMN8r5Yn5EI4JAJKSkkw+cJGRkXB3d0dCQoJJXLb3k87GflIRfhUxJSQk2Ox7oT6oZT/Z7ntjw2oetKgeMemQn5+PzMxMY7mPjw8iIiKQm5tr0l6291NtfU/B8HYafN2vlNcVk+E9ExISAADR0dEoLy9HcnKysW5tfa9z5861xlTb58mA6DEiPDwcvr6+tfa9mtQWU2FhoVQxHTt27KpjcvZ+Sk1NbfD9dC33vbKyMqliSk1NhT0oJHgztaZNm+LAgQOIiooyKf/zzz/Ru3dvXL582e5tZWVlITg4GLt370a/fv2M5U8++SR27tyJvXv3WrzG3d0dn3zyCSZPnmwse/vttxEXF4ecnByL+p07d8Ztt92Gt956q1aXNWvW4F//+hcuXboEDw8Pi+etjSCFhIQgLy8Pvr6+gAOz2Y4Lt9R7BMlNIYxqr2FzhopSTRUeQUp7cUStGXrk01uAeowgKSDc2YHwY4aCSrryjL0jSMnPjwBq+dURsTC+XiNI7jXaq1xThEeQTi67o9ZfUob2shbTlXLL0RadQhjVnvDDKdNl6yIjSMnPj7DZxzot3FKvESRP9Up7VZJSrxEk8z6GGr8Or1t4ZcGF6AiSCsIdHQibMxToLfpY3Z8nQx9z9MhEZWUljh07hi5dusDNzU2aESS9Xo/k5GR06dLF4jo1rhxBKi8vN7aXTqeTagRJ0zQcP34ckZGR0Ol0dsfk7BGkmn1Mp9NJM4JkWMXWtWtXq33MVSNI+fn58PPzQ0FBgfH72xrCI0jXXXcdcnJyLBKk3NxcdOzYUWhbrVq1gk6ns0hscnJybM4NCgoKsrv+r7/+iuTkZKxfv75Ol759+6KyshLp6enGU4c18fDwsJo4GTpjTWxd88G8nq1yw2G/ZiJRk0orKS3VKNepV5IQgmK1vgbF6sX+bLkbys2d9DYczcvdFMBNpeovVcvX1BmT2cHIWlvaislmOSmorNFehkTE3pgM1LZfzWMlm7Fa7ic3teo0mLX2qi0mw+Gmppe5Y12x1tb3DO11pY/ZHxPq6GNWY60RU01s9TG9zT5W++fJvI2s7Vdbfa+2mAxfBDW/7K/2GOGocsNpWNGYRMrr42hor9r6cG3lzozJcArL2vaduf9qi8lamzXEfrKnXNM0m+6y9T2L7dpVqwZLly7FnDlzsGHDBpw+fRqnT5/Ghg0bMHfuXLz00ksoLCw0PurC3d0dMTEx2LZtm7FM0zRs27bNZESpJv369TOpDwBbt261Wv/DDz9ETEwMunfvXqfLkSNHoKqq1ZVzDMMwDMP8vRAeQbrjjjsAABMnTjQOmRmGtu68807j39aG4KwRGxuLqVOnolevXujTpw9WrFiB4uJi46q2KVOmIDg4GEuXLgUAPPbYYxg0aBBee+01jBo1CuvWrcOBAwfw3nvvmWy3sLAQX331FV577TWL99yzZw/27t2LwYMHw8fHB3v27MG8efNw//33G+dVMQzDMAzz90U4Qfrll18cKnDPPffg3LlzWLRoEbKzs9GjRw/Ex8cbJ2JnZGSYDJ/ddNNNWLt2LZ5++mk89dRT6NSpEzZt2mSxem7dunUgIpO5SgY8PDywbt06LFmyBGVlZQgLC8O8efMsVsddi+ipavKp3sqpDVfCXmKwlziyuqmqisjISOlut8Be4sjqxl7OQThBGjRokMMlZs+ejdmzZ1t9bseOHRZlEyZMwIQJE2rd5qxZszBr1iyrz91www34448/6mkrNwSgpLLqX5lgLzHYSxyZ3dzd3e2o1fCwlziyurGX46lXWldaWop9+/bhhx9+wHfffWfyYFyLm1K1bNl8VZirYS8x2EscWd00TUNCQoLVa3e5EvYSR1Y39nIOwiNI8fHxmDJlCs6fP2/xnL3zjhiGYRiGYWRGeATp0UcfxYQJE3D27Flommby4OSIYRiGYZjGgHCClJOTg9jYWIurWTMMwzAMwzQWhBOku+++2+rEaUYOKqnqlhbWLtDnSthLDPYSR1Y3VVURHR0t3Uoe9hJHVjf2cg7Cc5BWrlyJCRMm4Ndff0V0dDSaNGli8vycOXMc6ccIogDwcgOKKuRazcNeYrCXODK7lZeXG+8ZKBPsJY6sbuzleITTui+//BI//fQTvv76a7z11lt4/fXXjY8VK1Y4x5KxG51SdeNQ83tjuRr2EoO9xJHVTdM0JCcnS7eSh73EkdWNvZyD8AjSwoULERcXh/nz51+zw2YMwzAMwzC1IZzhlJeX45577uHkiGEYhmGYRotwljN16lSsX7/eOTaMQ6iUdDSTvcRgL3FkdbP37uENDXuJI6sbezke4VNser0eL7/8Mv73v//h+uuvt5ikvXz5ckf6MYJUkoKN6fJ1SPYSg73EkdVNp9MhOjra1RoWsJc4srqxl3MQTpASEhLQs2dPAMCff/5p8pyiSDY78m+IAkJgUyDnMkCQZ3+wlxjsJY6sbkSEoqIi+Pj4SHWMZC9xZHVjL+cgfIrtl19+sfnYvn27cywZu9EpwMA28q3kYS8x2EscWd00TUNaWpp0K3nYSxxZ3djLOfBMa4ZhGIZhGDPsPsU2btw4u+pt3LjxanwYhmGkJHT+5nq9zk0hjAvTsHH9aVSS+PBW+rJR9XpfhmGuDrsTpObNmzvXhHEIBKCwXL4rCbOXGOwljqxusnoBkPYKx7J6QWI39nI8didIH330kXNNGIegJwXxp+VbycNeYrCXOLK6yeql0+nQuXNnV2tYIKsXJHZjL+fAc5AaGSoI4T4EVbLfq+wlBnuJI6ubrF6apuHChQvSTaCV1QsSu7GXc+AEqZGhKkCv1hpUyVbysJcY7CWOrG6yehERMjMzQSRX4iarFyR2Yy/nwAkSwzAMwzCMGZwgMQzDMAzDmMEJUiODAOSUKJLNdmAvUdhLHFndZPUCAB8fH1crWEVWL0jsxl6OR/hWI4zc6EnBzmzJJjuwlzDsJY6sbrJ66XQ6REREuFrDAlm9ILEbezkHHkFqZKggRLXUpFsxw15isJc4srrJ6qVpGrKzs6VbYSSrFyR2Yy/nwAlSI0NVgKiWJN2KGfYSg73EkdVNVi8iQnZ2tnQrjGT1gsRu7OUcOEFiGIZhGIYxgxMkhmEYhmEYMzhBamRoAE4WKpDtjC97icFe4sjqJquXoijw8/ODosh17k9WL0jsxl7OgVexNTI0UrD/vHydkb3EYC9xZHWT1UtVVbRv397VGhbI6gWJ3djLOXCC1MhQFUKMP+HgBQUayXNQZi8x2EscWd2c7RU6f7NLvNKXjarX+9aFpmk4ffo02rVrB1WV6ySHrG7s5RyuPWOmVlQAYb4k3Y5lLzHYSxxZ3dhLDCJCXl6elCufZHVjL+cg22eDYRiGYRjG5XCCxDAMwzAMYwYnSI0MjYDEfAWaZCOa7CUGe4kjqxt7iaEoCoKCgqRc+SSrG3s5B56k3cjQoCAxX77OyF5isJc4srqxlxiqqiIoKMjVGlaR1Y29nAOPIDUydAphUJAGnSLXz0L2EoO9xJHVjb3E0Ov1SE1NhV6vd7WKBbK6sZdz4ASpkaEACPQiyPa7kL3EYC9xZHVjL3GKiopcrWATWd3Yy/FwgsQwDMMwDGOGFAnSqlWrEBoaCk9PT/Tt2xf79u2rtf5XX32Fzp07w9PTE9HR0fjxxx9Nnp82bRoURTF5DB8+3KROXl4e7rvvPvj6+qJFixaYMWMGLl265JT4GIZhGIa5tnB5grR+/XrExsZi8eLFOHToELp3745hw4YhNzfXav3du3dj8uTJmDFjBg4fPowxY8ZgzJgx+PPPP03qDR8+HGfPnjU+vvzyS5Pn77vvPiQmJmLr1q344YcfsGvXLsyaNcupsTYEGgEHzqnSrUxhLzHYSxxZ3dhLDEVREBISIuXKJ1nd2Ms5uDxBWr58OWbOnInp06eja9euWL16Nby8vLBmzRqr9d944w0MHz4cTzzxBLp06YLnnnsON9xwA1auXGlSz8PDA0FBQcZHy5Ytjc8dO3YM8fHx+OCDD9C3b1/0798fb731FtatW4esrCynx+xMNChIK1KgSTazgL3EYC9xZHVjLzFUVYW/v7+Ut6aQ1Y29nINLrcvLy3Hw4EEMHTr0ipCqYujQodizZ4/V1+zZs8ekPgAMGzbMov6OHTsQEBCAyMhIPPTQQ7hw4YLJNlq0aIFevXoZy4YOHQpVVbF3716r71tWVobCwkKTB6pn6RsemlZ1v25N06yW1yyrrVxB1U86N4VMHlXlZFEOVD3nphA8VA0j21XCQ63atmJW37BiRbVRbsvdUG6or1Y76sxcbJW7KRqGt9PDQ9WEY3JTyOiD6svXm7dZbTGZl6uGcrP2Eo3JsJ/MXYjI6FhbTFfKLfeTu1rVXk0UTTimmm1mq4/VFZOtvlezvURjstXHDPtP07Q6Y6ptfzSp7mPuVvtY3Z8na/vP3FH086SatZloTGotfcxQXp/Pk+FYMbydHm529jHzckcf9wwxlZeXIykpCeXl5bXuj9r2k63y2vqePcfyiooKHD9+3Ohmb0z2utc3JvM2E4mpvvvJHvfy8nIcO3YMlZWVDbqf7InJHlx6HaTz589Dr9cjMDDQpDwwMBDHjx+3+prs7Gyr9bOzs41/Dx8+HOPGjUNYWBhSU1Px1FNPYcSIEdizZw90Oh2ys7MREBBgsg03Nzf4+fmZbKcmS5cuRVxcnEV5YmIivL29AQB+fn5o3749Tp8+jby8PGMdwyhWenq6yYz+kJAQ+Pv7IyUlBaWlpVfiaQpkXwZGd9DgViOFjc9UUVIJjAvTTBw2nlTh5QYMD9Gq7q/kAzR1I3ydXrWtgW2u1C8sB+JP6xDqA/RqfaU8p0TBzmwFubm5Jm1gHpPhvRPzq66h0j+QEOh1ZYz+wDkVaUXAbcEafN2vOP6ercDXHbijPUGnXqlvT0wAkJCQAJ1Oh+joaBQVFSEtLc1Y19PTEwBsxtSlJSGq5ZX3PFlYdXf1GH9ChC8hzAfwdSck5EMopl1nq3ZOUlKSyQcuMjIS7u7uSEhIMInLPCYAqNSAjek6i/10qQLwblIVU89WYjGF+ZKxzWz1vVAf2Iyptr43NvRKe2kgoZgMfS8/Px+ZmZnGch8fH0RERCA3N9ekvazFhFr63uHzVX1saDDBu8mV8rpiMrxnQkICACA6Ohrl5eVITk421tXpdADEP09dWhKiW15ps9RCCMV04FyVsPkxIjw8HL6+vkhKSjJpM3s/TwCg1wCdWhXTzUFiMUW1JGN7Oeq4Z4jp2LFjOH/+PMrKyqAoisnnqSa29pOtY0Tnzp1r7Xu1HfcMBAQEoLS0FKdOnUJxcbHdMdV2jHBETBkZGcjLy0NZWRl8fX2FYqrvfrInJkMyVVZWhpSUlAbbT3XFlJqaCntQyIV3kcvKykJwcDB2796Nfv36GcuffPJJ7Ny50+pojru7Oz755BNMnjzZWPb2228jLi4OOTk5Vt8nLS0NERER+PnnnzFkyBC8+OKL+OSTT0w6Iao7f1xcHB566CGLbZSVlaGsrMz4d2FhIUJCQpCXlwdfX1+g+nyrqqrQNM3k5nyGcvOs1VZ5x4VbQFCMv8QN6AkgAG5mI+KVVLVkV6dU/Uq+K1TDt+kqSjUVCgi6GvUJgJ4UqCCoVsrTXhxh1d0QU+TTW4Dq+QsaFOgU02XCtsoVEMaGEb5LV1BZ487h9sQEAMnPjwCqP1hEZPwlYCBiYbzNmMzLNQAaKVAVgnuN9irXFKGY9AScXHaHxf4zDCdrmmZsL2sxXSlXLPaTTiHcFUrYdNL0FIg9MRlygOTnR9jsY50WbrEZU219z1O90l6VpAjFZKuPoXq/apqG6xZeWXBhLSbUsj9UEMaEEb5NV6C36GN1f54Mfazm/qtJxMJ44c+TCoJ7jTYrJ0UoJo2ANBt9TFEU6PV6kz5m7+cJ1SNqo0MJ35xUQHb0MfNyQ3s56rhniKm8vByJiYmIioqCTqezuT9slds6Rhj6mK2+V9txz4CmaUhMTETXrl2NSbM9MdV2jHBETJWVlSZtJhJTffeTPTHp9XokJiYiOjraYh6SM/dTXTHl5+fDz88PBQUFxu9va7h0BKlVq1bQ6XQWiU1OTo7Nq28GBQUJ1Ud1xtuqVSucOHECQ4YMQVBQkMUk8MrKSuTl5dncjoeHBzw8PCzKDZ2xJrbOt5rXs1VuOFjVTCRMXK2ktFSjnHAlCan6v2V9DdZvMWDL3VBu7qS34WheXnXApuovVcvX1BWT+cHIWlvaislmOSmorNFehkTE3pgM1LZfzWMlm7Fa208EDdbbq7aYDIebml7mjnXFWlvfM7TXlT4mElPtfcxqrDViqomtPqa32cdq/zyZt5G1/Sr6edKq6xv7WLWDvTHV5gIbfQx2fJ5qlpJoH6sud/Rxr2a54TNeWx+urdzWMaKu45u95daO+6KOouW1xWStzeoTkzPKDSvJXbWfRMottmtXLSfh7u6OmJgYbNu2zVimaRq2bdtmMqJUk379+pnUB4CtW7farA8Ap0+fxoULF9CmTRvjNi5evIiDBw8a62zfvh2apqFv374OiMx16KnqlIJespUp7CUGe4kjqxt7iaGqKsLDw6Wc2CurG3s5B5ffiy02NhZTp05Fr1690KdPH6xYsQLFxcWYPn06AGDKlCkIDg7G0qVLAQCPPfYYBg0ahNdeew2jRo3CunXrcODAAbz33nsAgEuXLiEuLg7jx49HUFAQUlNT8eSTT6Jjx44YNmwYAKBLly4YPnw4Zs6cidWrV6OiogKzZ8/GpEmT0LZtWxe2xtVDUJB92dUWlrCXGOwljqxu7CWGoii1nvZwJbK6sZdzcHlad8899+DVV1/FokWL0KNHDxw5cgTx8fHGidgZGRk4e/assf5NN92EtWvX4r333kP37t2xYcMGbNq0Cd26dQOqh86OHj2K0aNH47rrrsOMGTMQExODX3/91eQU2RdffIHOnTtjyJAhGDlyJPr3729Msq5l3BTCuFC9xXwLV8NeYrCXOLK6sZcYer0eCQkJdq80akhkdWMv5+DyESQAmD17NmbPnm31uR07dliUTZgwARMmTLBav2nTpvjf//5X53v6+flh7dq19bCVHzeXp73WYS8x2EscWd3YSwyZv1BldWMvxyPpx4NhGIZhGMZ1cILEMAzDMAxjBidIjQw9VV0sTraVKewlBnuJI6sbe4mhqioiIyOlXPkkqxt7OYdr05qxCQEoqQQkO+axlyDsJY6sbuwljru7ux21XIOsbuzleDhBamS4KVW3GTC/kq6rYS8x2EscWd3YSwxN05CQkGBxhWUZkNWNvZwDJ0gMwzAMwzBmcILEMAzDMAxjBidIDMMwDMMwZnCC1MioJGDjSdXqzSpdCXuJwV7iyOrGXmKoqoro6GgpVz7J6sZezuHatGZsogDwcgMkm3fJXoKwlziyurGXOOXl5a5WsImsbuzleDhBamToFGB4iAadZEc99hKDvcSR1Y29xNA0DcnJyVKufJLVjb2cAydIDMMwDMMwZnCCxDAMwzAMYwYnSI2QSklHM9lLDPYSR1Y39hJDp9O5WsEmsrqxl+Nxc7UA41gqScHGdPk6JHuJwV7iyOrGXmLodDpER0e7WsMqsrqxl3PgEaRGhgJCUFOCItkdlthLDPYSR1Y39hKDiFBYWAgiubwgsRt7OQdOkBoZOgUY2Ea+lSnsJQZ7iSOrG3uJoWka0tLSpFz5JKsbezkHTpAYhmEYhmHM4ASJYRiGYRjGDJ6k3cggAIXlkGxWAXuJwl7iyOr2d/UKnb+5Xq/TKYTbgjVsXX8aeqrf+b/0ZaPq9Tp78PT0dNq2rwb2cjycIDUy9KQg/rR8K1PYSwz2EkdWN/YSQ1YvVK/K6ty5s6s1LGAv58Cn2BoZKgjhPgRVst+r7CUGe4kjqxt7iSGrF6onHV+4cEG6Scfs5Rw4QWpkqArQq7UGVbKVKewlBnuJI6sbe4khqxeql61nZmZKt2ydvZwDJ0gMwzAMwzBmcILEMAzDMAxjBidIjQwCkFMi27Vx2UsU9hJHVjf2EkNWLwM+Pj6uVrAKezkeXsXWyNCTgp3Z8p28Zy8x2EscWd3YSwxZvVC9KisiIsLVGhawl3PgEaRGhgpCVEtNuhUg7CUGe4kjqxt7iSGrF6pXZWVnZ0u3Kou9nAMnSI0MVQGiWpJ0K0DYSwz2EkdWN/YSQ1YvVK/Kys7Olm5VFns5B06QGIZhGIZhzOAEiWEYhmEYxgxOkBoZGoCThQpkO+PLXmKwlziyurGXGLJ6AYCiKPDz84OiyHX+j72cA69ia2RopGD/efk6I3uJwV7iyOrGXmLI6gUAqqqiffv2rtawgL2cA48gNTJUhdC7lQZVkWtSHHuJwV7iyOrGXmLI6oXqVVkZGRnSrcpiL+fACVIjQwUQ5kvS7Vj2EoO9xJHVjb3EkNUL1auy8vLypFuVxV7OQcY+yDAMwzAM41I4QWIYhmEYhjGDE6RGhkZAYr4CTbIRTfYSg73EkdWNvcSQ1QvVq7KCgoKkW5XFXs5BigRp1apVCA0NhaenJ/r27Yt9+/bVWv+rr75C586d4enpiejoaPz444/G5yoqKvCf//wH0dHRaNasGdq2bYspU6YgKyvLZBuhoaFQFMXksWzZMqfF2FBoUJCYr0KDXB2SvcRgL3FkdWMvMWT1QvWqrKCgIKiqFF+dRtjLObjcev369YiNjcXixYtx6NAhdO/eHcOGDUNubq7V+rt378bkyZMxY8YMHD58GGPGjMGYMWPw559/AgBKSkpw6NAhPPPMMzh06BA2btyI5ORkjB492mJbzz77LM6ePWt8PProo06P19noFMKgIA06yVaAsJcY7CWOrG7sJYasXgCg1+uRmpoKvV7vahUT2Ms5uDxBWr58OWbOnInp06eja9euWL16Nby8vLBmzRqr9d944w0MHz4cTzzxBLp06YLnnnsON9xwA1auXAkAaN68ObZu3YqJEyciMjISN954I1auXImDBw8iIyPDZFs+Pj4ICgoyPpo1a9YgMTsTBUCgF0n324u9xGAvcWR1Yy8xZPUyUFRU5GoFq7CX43HphSLLy8tx8OBBLFiwwFimqiqGDh2KPXv2WH3Nnj17EBsba1I2bNgwbNq0yeb7FBQUQFEUtGjRwqR82bJleO6559C+fXvce++9mDdvHtzcrDdJWVkZysrKjH8XFhYC1RmyITtWFAWqqkLTNJNljYZy8yzaZjkIBAVuZr+g9AQQADezI0clVR1UdArgphAUENwUQiUpUEDQ1ahPAPSkQIXpzSAN5bbcDeUGJ42qhsJ1iumBzFa5Un1n7vrEZGhnANDpdCAiq9fVsBWTeblWfTE6VSGT9hKNSU+mbkaP6uFkTdNM4jWP6Uq55X4y/HpWQSZtY09Mhl89er3eZh9TQTZjqr3vXWkv0Zhs9TFU71fz9rIWE2rZH4a7v5uPPNQd05X2gtn+M0f086TCrI8JxqTV0scURYFerzeJy97PE2p8FhU7+5h5eV3HPVt9rLbPk2E/1exjIjGhuu9ZO0YY+pitvlfbcc/oXr1Ne4/lNfeTeTms9DFb5baOewZ3vV4PIjI5Ttobk+j3k0hMBq+abvbGdDX7STQmW7g0QTp//jz0ej0CAwNNygMDA3H8+HGrr8nOzrZaPzs722r90tJS/Oc//8HkyZPh6+trLJ8zZw5uuOEG+Pn5Yffu3ViwYAHOnj2L5cuXW93O0qVLERcXZ1GemJgIb29vAICfnx/at2+P06dPIy8vz1jHMEKVnp5ukk2HhITA398fKSkpKC0tvRJPUyD7MjC6gwa3GkfR+EwVJZXAuDDTDrXxpAovN2B4iFZ1DREfYFR7wtfpVdsa2OZK/cJyIP60DqE+QK/WV8pzShTszFaQm5tr0pbmMRneOzFfQWK+gv6BhECvKx3zwDkVaUXAbcEafN2vOP6eXXUUG9WeoFOv1LcnJgBISEiATqdDdHQ0ioqKkJaWZqzr6ekJADZj6tKSENXyynueLKy6Um+MPyHClxDmA4wJJSTkQyimXWerdk5SUpLJBy4yMhLu7u5ISEgwics8JgCo1ICN6TqL/XSpourfDj5Az1ZiMYX5krHNbPW9UB/YjKm2vjcm9Ep7aSChmAx9Lz8/H5mZmcZyHx8fREREIDc316S9rMWEWvre4eqrLw8JJng3uVJeV0yG90xISAAAREdHo7y8HMnJyca6Op0OgPjnqUtLQnTLK22WWgihmA6cqxI2P0aEh4fD19cXSUlJJm1m7+cJAPTV/w1oCtwcJBZTVEsytpet416XliT8ecq+XHWMCK/Rx0RiMvQ9a8eIzp0719r3ajvuGQgICAAAnDp1CsXFxcZyW8fymvvJ1jGiJrb6nq3jniGmjIwM5OXlITExEb6+vkIxiX4/icRkSFrKysqQkpIiFNPV7Ke6YkpNTYU9KOTCKzhlZWUhODgYu3fvRr9+/YzlTz75JHbu3Im9e/davMbd3R2ffPIJJk+ebCx7++23ERcXh5ycHJO6FRUVGD9+PE6fPo0dO3aYJEjmrFmzBv/6179w6dIleHh4WDxvbQQpJCQEeXl5xu06KpvtuHBLvUeQVBA6+ACnioByUoV/8aa9OKLWDD3y6S1APUaQiAgdfBScvkQmky/t/XWY/PwIoJZfHREL4+s3glSjvSpJEf7Fe3LZHbX+kjK0l7WYrpRbjrYoIIR4K8goIqDGChCREaTk50fY7GOdFm6p1wiSu3KlvTQo9RpBMu9jqPHr8LqFVxZciI62gAjtfRRkXqoagbU3JjezPmbrV3zEwvh6jyAZ+xgU4RGkNBt9zPArvmYfExltUUFo563gVBGZrDKydwTJ0F62jnu2+lhdI0juimbSx+ozgnRy6UinjEwQEQoKCuDr62sy8ViGEaSLFy+iRYsWUFVVmhEkTdNQUFCAli1bwhxXjiDl5+fDz8/PuC9t4dIRpFatWkGn01kkNjk5OQgKCrL6mqCgILvqV1RUYOLEiTh16hS2b99eayMAQN++fVFZWYn09HRERkZaPO/h4WE1cdLpdMZflwZszdg3r2er3HDYqCTrZ+ErraS0ZCxXkFJoui1r9TVYX0Zry91Qbu6kt+FoWa4grQjVMwwsqT0m0zZSFMVqW9qKyWY5KSg3ay+xmCzdzMvN24tsxmq+n2q0l2BMhsNNTS9zR0OSaismW32vnCzby/6Yqqitj1l735ox1US8j9Xe98zbyNp+Ff08aVCstpn9Mdl2gY0+Bjs+T1XUs49Vl9d13Kurj9kqLyfVor3sj6kKW8eIuo5v9pT7+/tbrQuBY3x9ymuLSVVVtG7duk732sqd4a7T6dCqVSur9eDk/WSvY224dJK2u7s7YmJisG3bNmOZpmnYtm2byYhSTfr162dSHwC2bt1qUt+QHKWkpODnn3+utUMbOHLkCFRVNQ6hXqvoFMLwdnrpVoCwlxjsJY6sbuwlhqxeqJ5Tc/z4celWZbGXc3DpCBIAxMbGYurUqejVqxf69OmDFStWoLi4GNOnTwcATJkyBcHBwVi6dCkA4LHHHsOgQYPw2muvYdSoUVi3bh0OHDiA9957D6hOju6++24cOnQIP/zwA/R6vfGcpZ+fH9zd3bFnzx7s3bsXgwcPho+PD/bs2YN58+bh/vvvtzoUeC2hAPB1t/Ub2nWwlxjsJY6sbuwlhqxeBmrOx5EJ9nI8Lk+Q7rnnHpw7dw6LFi1CdnY2evTogfj4eONE7IyMDJPhs5tuuglr167F008/jaeeegqdOnXCpk2b0K1bNwDAmTNn8N133wEAevToYfJev/zyC2655RZ4eHhg3bp1WLJkCcrKyhAWFoZ58+ZZrI5jGIZhGObvicsTJACYPXs2Zs+ebfW5HTt2WJRNmDABEyZMsFo/NDS0zjsH33DDDfjjjz/qacswDMMwTGPH5ReKZByLnqqWy+olO33PXmKwlziyurGXGLJ6oXoycHh4uHS3zmAv5yDFCBLjOAgKsi+72sIS9hKDvcSR1Y29xJDVC9WrrupaEe0K2Ms5XJtpHWMTN4UwLlRvcc0XV8NeYrCXOLK6sZcYsnqhelVWQkKCdKuy2Ms5cILUCHGTdK+ylxjsJY6sbuwlhqxesHKbEVlgL8cjcTdkGIZhGIZxDZwgMQzDMAzDmMEJUiNDT1U3rJRtBQh7icFe4sjqxl5iyOqF6lVZkZGR0q3KYi/nwKvYGhkEoKTS6q2VXAp7icFe4sjqxl5iONsrdP7mq3g1wU25ct9LUdKXjbqK964dd3d3p237apDVyx6uzbSOsYmbAowL0yzufO1q2EsM9hJHVjf2EkNWL0jspmkaEhISoGnWboHsOmT1shdOkBiGYRiGYczgBIlhGIZhGMYMTpAYhmEYhmHM4EnajYxKAjaeVKsnEcoDe4nBXuLI6sZeYsjqBSe7OWTy+LrTUk0eV1UV0dHR1+wqtmvTmrGJAsDLrT4fEefCXmKwlziyurGXGLJ6QWI3Wb0AoLy83NUK9YYTpEaGTgGGh2jQSfZJYS8x2EscWd3YSwxZvSCxm6xemqYhOTn5ml3FxqfYGIZhGIaxSX1P/7kphHFhGjauP41KkufUn73wCBLDMAzDMIwZnCA1QiolHc1kLzHYSxxZ3dhLDFm9ILEbezkePsXWyKgkBRvTda7WsIC9xGAvcWR1Yy8xZPWCxG7s5Rx4BKmRoYAQ1JSgSHaHJfYSg73EkdWNvcSQ1QsSu7GXc+AEqZGhU4CBbeRbzcBeYrCXOLK6sZcYsnpBYjf2cg6cIDEMwzAMw5jBCRLDMAzDMIwZnCA1MghAYTmkO+PLXmKwlziyurGXGLJ6QWI39nIOvIqtkaEnBfGn5Vs1wF5isJc4srqxlxiyekFiN/ZyDjyC1MhQQQj3IaiS5ezsJQZ7iSOrG3uJIasXJHZjL+fACVIjQ1WAXq01qJKtGmAvMdhLHFnd2EsMWb0gsRt7OQdOkBiGYRiGYczgBIlhGIZhGMYMTpAaGQQgp0S+65aylxjsJY6sbuwlhqxekNiNvZwDr2JrZOhJwc5s+U74spcY7CWOrG7sJYasXpDYjb2cA48gNTJUEKJaatKtGmAvMdhLHFnd2EsMWb0gsRt7OQdOkBoZqgJEtSTpVg2wlxjsJY6sbuwlhqxekNiNvZwDJ0gMwzAMwzBmcILEMAzDMAxjBidIjQwNwMlCBZqrRcxgLzHYSxxZ3dhLDFm9ILEbezkHXsXWyNBIwf7z8p3wZS8x2EscWd3YSwxZvSCxG3s5BylGkFatWoXQ0FB4enqib9++2LdvX631v/rqK3Tu3Bmenp6Ijo7Gjz/+aPI8EWHRokVo06YNmjZtiqFDhyIlJcWkTl5eHu677z74+vqiRYsWmDFjBi5duuSU+BoSVSH0bqVBVeRaNcBeYrCXOLK6sZcYsnpBYjf2cg4uT5DWr1+P2NhYLF68GIcOHUL37t0xbNgw5ObmWq2/e/duTJ48GTNmzMDhw4cxZswYjBkzBn/++aexzssvv4w333wTq1evxt69e9GsWTMMGzYMpaWlxjr33XcfEhMTsXXrVvzwww/YtWsXZs2a1SAxOxMVQJgvuX7HmsFeYrCXOLK6sZcYsnpBYjf2cg4u916+fDlmzpyJ6dOno2vXrli9ejW8vLywZs0aq/XfeOMNDB8+HE888QS6dOmC5557DjfccANWrlwJVI8erVixAk8//TTuuusuXH/99fj000+RlZWFTZs2AQCOHTuG+Ph4fPDBB+jbty/69++Pt956C+vWrUNWVlaDxs8wDMMwjHy4dA5SeXk5Dh48iAULFhjLVFXF0KFDsWfPHquv2bNnD2JjY03Khg0bZkx+Tp48iezsbAwdOtT4fPPmzdG3b1/s2bMHkyZNwp49e9CiRQv06tXLWGfo0KFQVRV79+7F2LFjLd63rKwMZWVlxr8LCgoAAPn5+dDr9QAARVGgqio0TQPRlSFFQ7mhXl3lVFYMggI3s2FJPVVdut3N7JRuJQEKAJ0CKAqh/LIGpVyFpqlQQNDVqE/VVzdVYXptCkP5xYsXrbobYlLLiwEAGgEaFOgUQk0dW+UEQtllglKuQKUrz9gTk6GdAUCn04GIoGmm0/60shKbMZmXa9XnxlWFTNoLmiIUk56AwsJCi/2nqlW/OzRNM7aXtZiulCsW+wlKVXtRmQK1xrvaE5PhV09+fr7NPoayYpsx1db3FPVKe6mkCMVkq4+her+at5e1mGBHH4PVPlb358nQx2ruv5poZSXCnycVZNJmIEUoJq2WPqYoCvR6vUmb2ft5AqqOFSJ9zLzc0F62jnu2+lhtnyeCAkXVTPqYSEyo7nsFBQUW+89aHxP5PKGWPlZXTIa+V1sfU8uL6/V5Mu9jCilCMdnqYzWPHZZ9zL7vp6o+poHKVJM+Zk9MNfsYauy/2r6frLlbi8mwXfPjkAXkQs6cOUMAaPfu3SblTzzxBPXp08fqa5o0aUJr1641KVu1ahUFBAQQEdHvv/9OACgrK8ukzoQJE2jixIlERPTCCy/QddddZ7Ht1q1b09tvv231fRcvXkzV+48f/OAHP/jBD35c44/MzMxacxRexWYnCxYsMBm50jQNeXl58Pf3h6LIM0u/sLAQISEhyMzMhK+vr6t1jLCXGOwljqxu7CWGrF6Q2I29xCAiFBUVoW3btrXWc2mC1KpVK+h0OuTk5JiU5+TkICgoyOprgoKCaq1v+DcnJwdt2rQxqdOjRw9jHfNJ4JWVlcjLy7P5vh4eHvDw8DApa9GihUC0DYuvr69UHdIAe4nBXuLI6sZeYsjqBYnd2Mt+mjdvXmcdl07Sdnd3R0xMDLZt22Ys0zQN27ZtQ79+/ay+pl+/fib1AWDr1q3G+mFhYQgKCjKpU1hYiL179xrr9OvXDxcvXsTBgweNdbZv3w5N09C3b1+Hx8kwDMMwzLWFy0+xxcbGYurUqejVqxf69OmDFStWoLi4GNOnTwcATJkyBcHBwVi6dCkA4LHHHsOgQYPw2muvYdSoUVi3bh0OHDiA9957D6iehDV37lw8//zz6NSpE8LCwvDMM8+gbdu2GDNmDACgS5cuGD58OGbOnInVq1ejoqICs2fPxqRJk+occmMYhmEYpvHj8gTpnnvuwblz57Bo0SJkZ2ejR48eiI+PR2BgIAAgIyPDOOMfAG666SasXbsWTz/9NJ566il06tQJmzZtQrdu3Yx1nnzySRQXF2PWrFm4ePEi+vfvj/j4eHh6ehrrfPHFF5g9ezaGDBkCVVUxfvx4vPnmmw0cvePx8PDA4sWLLU4Huhr2EoO9xJHVjb3EkNULEruxl3NQqM51bgzDMAzDMH8vXH6hSIZhGIZhGNngBIlhGIZhGMYMTpAYhmEYhmHM4ASJYRiGYRjGDE6QGIZhGIZhzOAEiWEYhrmm4MXXTEPACRIjHXzwq4LbgWEsKS8vl+r+l3WhaRoAWNxZ/u/ItXZM4wSJAao/xDJ03srKSiiKgtLSUlerWMXQRpcuXcJ3332Hffv2oaioyCnvpSgKCgoKoNfrcenSJae8hzMxtFVxcTFKSkpMnjN8achAZmamqxWQlpaG33//Hbt27cKxY8dQXl7uUh/D/snKykJqaqpLXVCjL+Xm5mLcuHH48ccfTZ6/fPmyi8xsY0iI1q9fj9zcXOh0Oqe8T3l5OdavX++UbTuaaymxBSdIfy8MBxm9Xo+srCxs3boV27dvBwCoquqyzms4kPz666+477770LFjR8yaNQuffvop/vzzT6clIKIQERRFwfnz5zF69Gg8+OCD6N+/Pzp06ICpU6fip59+cpjrkSNHEBsbi6ioKAQGBmL16tVSJRX2YPBduXIlXn75ZZw8edL4XM2r47sCw2fh8OHDuOeee6zWcXZ7V1ZWAgA2b96MyZMnY8CAAbj//vsxd+5cLFmyBN9++y3S09Od6mALQ/s888wzmD9/PpKSkgAApaWluHjxIgoKChrUx3CMWLlyJQoLCxEZGQlU77+ZM2di/vz5OH78eIM61YVOp4Ner8eCBQtw++23448//gCc8GN08+bNmD9/PvLy8ozbl40LFy7g0KFD+O9//4uzZ8+6Wsd+iPnbsXDhQmrRogVFRUVReHg4derUiZ555hm6cOGCS73atGlDY8eOpWeeeYYGDhxIvr6+FBkZSXPmzKEvv/ySzp0751K/yspKIiJasmQJ9ezZk3799Vc6ffo0ffDBB3TzzTeTm5sbdejQgR5//HHS6/VX9V433XQT3XnnnfTnn39S27Zt6d///jcREe3fv5+OHDnikHgagrKyMmrZsiX98MMPxjZ58cUX6a677qJ169a5zEvTNCIi+vPPPykqKor+/PNPIiKL/Xbp0iWnO0RFRdHDDz9Mp06dop07d9JDDz1E119/PXXv3p1uu+02+uSTT5zmUBslJSXk6+tLf/zxBxERFRUV0bBhwyggIIDGjx9Pubm5De7UoUMH+uKLL4iIaPfu3dS/f3+64YYbqE2bNnTXXXdRSUlJgzvVRW5uLt199900cuRISkxMdOi2NU2jvLw86t27Nz322GMWz+fk5FBxcbFD31OU7777jm6++Wbq2rUrtWvXjiZPnkxUfWyoqKhwqVtdcIL0N8Hw5b5hwwby9/enjz76iPbu3Us//vgjLVy4kHr27EkvvPBCg3sZviR++uknioyMNPkwZ2dn07Jly6h79+6kKAodP368wf2s8cgjj9DKlSstytPS0mjBggX0r3/966q2//vvv1OrVq2ooqKCLl++TC1btqTDhw8TEdGHH35IQ4YMoYyMjKt6D2dj6G/vvvsuRUVFERFRfn4+vfLKK+Tn50cTJkwgLy8v2rdvn4tNiUaPHk1LliwxKcvNzaXY2Fj6+OOPnfreeXl5NHDgQDpx4oRJ+aVLl2j9+vU0dOhQ+vrrr4msJG/OwvA+77//vnHfnTlzhubNm0c9e/akDRs2UNu2bem9995rEB8DZ86coW7duhkTtvHjx9PUqVOJiCg5OZl69eolzTHCgCEBOHr0KA0ePJh8fX1p9erVdPnyZdI0zWH7dMeOHeTu7k4fffQRHT9+nOLj42natGnUqVMn+vLLLx3yHvWlXbt29Nprr9GZM2coNDSUXnvtNSIi2rVrF61Zs4YKCwtd6lcbnCD9TTAkIrNmzaK5c+eaPFdeXk4vv/wyNW/enPbs2eMSr507d9LDDz9MRUVFJuUGZDrwJSYm0mOPPea0X9DLli2j4cOHExHRihUrqEePHsYD6Q8//GD80roWePTRR+m+++4jIqKPPvqIRo4cSR988AEREY0dO5aefvrpBvX53//+Rx9++CElJSUZR4e2bdtGYWFhVF5eTklJSbRo0SIKDAykXr160f79+4ms9MerxZBAJiUl0T/+8Q9as2aNQ7fvCFavXk233HILEREtXbqURowYQZs3byYion//+9907733NqhPSUkJTZw4kQIDA2n8+PEUGRlJR48eJao+frRs2bJBferDc889R4MHD6bvvvvOYdssKSmhn376icaOHUuenp4UGRlJLVu2pAkTJtDzzz9P5eXlDnsvUb799ltq3749ERGdO3eOfHx86OTJk0RE9P3339OQIUPozJkzLvOrC06Q/kZomkbPP/+8RYJE1Qfs66+/nt59911jXWdj+NIvLS2l2267jZo3b06rVq2iixcvWn3/hnCyheEL7cCBAzRz5kxSFIUeeOAB+u233+jcuXPG5x3BgQMHqEuXLnTu3Dm66aabaMWKFcbnJk+eTFOmTDFxkpnvv/+eQkJCaMqUKeTl5UUrVqwwJiZ9+vShN954o0F9xo4dSy1atKBbbrmFFi5cSJs3b6aEhAS69dZbKTIykmJiYqhv3760YcOGBhmxGTRoECmKQp07d6ZPPvmEkpOTqayszOnvaw9//fUXhYeHk5+fH3l4eNDXX39t7HMxMTHGfdeQ/TA7O5sefvhhmjBhAu3cuZOIiM6fP0/333+/8dSNqzG0R0pKCqWmptLZs2fpl19+obS0NNq9ezf17t2bFEWh//znP5SXl0d0Fce28ePHU2hoKAUEBNCdd95JISEhdM8999DFixcdGlN9WbVqlfHH3lNPPUWDBw82PvfJJ59Qt27dXGhXN5wg/Q0wfGA3bdpE7du3p6ZNm9Lrr79uzOSpegjYx8eHUlJSiBo4GTl79izdfvvt5OfnR25ubjRu3Dhat24dpaam0uXLlxvMwx5CQkJo8ODBNGXKFGrbti25ubnRzTffTG+++SYdOHDAIb5FRUV0zz330IABA6hJkyb0zTff0OXLl+nVV1+lkJAQOnjwIFEDnnK5GjRNoxdffJGmTp1qHC3S6/W0fft28vHxccmBfP/+/fToo49SZGQkhYSE0H333UdRUVEUFRVFa9eubdB5EQkJCbR06VLq0aMHBQcH09ChQykuLo5++uknSk9PbzAPW5w8eZLWrVtH8fHxRNU/Zj7++GMKCAhw6vwsA4Y+fubMGUpOTrZaZ/Xq1dSzZ086dOiQ031EmDFjBnl6elK7du2oV69e1LRpU+rRoweNHj2a/Pz8qFWrVjRv3rx6bz8zM5MmT55MX3zxBeXk5FBpaSlt2bKF/P39aePGjQ6Npb4cO3aMunTpQomJidSlSxf67LPPiKpPPQ4ePJgef/xxVyvWCidIfyP++OMPuv/++6lTp04UEBBAY8eOpX//+980a9YsGj9+PD3xxBMN5rJt2zarQ79ffPEF3XzzzaQoCnXo0IGmTZtGe/fubTAvaxiSxR07dlDHjh1NJovv3r2bJk+eTD4+PqQoCv31118Oec8zZ87Qww8/TF27dqWePXtSy5YtKSIigt5//32HbL8hOHLkCBUUFBDVmItB1QnKlClTaObMmQ3qYy3p37hxI02YMIFCQkIoMjKS/vGPf9D7779Pe/bsafARy59//pmmTZtGHTt2pHbt2tH999/foO9fk1WrVtH27dstyo8dO0axsbHGOVvOHj0ybH/GjBk0fvx44yTn4uJiys/Pp3PnzlFiYmKDTw2whaHPJCUl0cyZM+nYsWP022+/0a5du+jcuXP0+++/09GjR6mgoIC+/fZbatu2LS1YsEC4rxnqW0vmn3nmGQoMDDTOW3QlmqbR/Pnzyc3NjRRFoQ0bNtDPP/9Md999N0VHR1NmZqarFWuFE6RGzKFDh2jTpk0W5aWlpfT555/TyJEjKSgoiBRFoSFDhtBnn31Gx48fd/qv+u+++4769etHVD0ZdefOnZSdnW1SxzCh19fX1zg/w1Wn2Azvu3nzZpo1a5bNlTI//vjjVb1PeXk5HT161PjLXK/X065du+itt96i+Ph4Onbs2FVtvyE5duwYNWvWjCZNmkSffPIJJSYmGidjnjlzhr7//ns6deqUS9ysfakUFhbS+++/T7fffjt5e3vTP/7xjwZxSUlJoV27dpmUlZWV0ccff0yrV68masBTWIbRmv3791OnTp1Mjh3x8fG0Y8cOKisro6ysLJtzBZ3B5cuXydfX15gEFRUV0fDhwykwMJAmTpxI58+fd7qDvRj21cyZM+mRRx6ps32++OILCg8PN55qE6GiooL+7//+j7755huL19944420bNky4W06ix9++IFGjRpFiqJQmzZt6M477zSeIpUZTpAaMbNmzaLXX3+dqHoS4/r16y0mxGVlZdGqVauob9++FBwcTDfddBM9/PDDlJ+f7xQnTdOotLSUDhw4QEREb7zxBgUGBtJDDz1En376KR06dEia8+c1qaiooMmTJ1OrVq3o5ZdftjlB+2q+MDZs2ECKotCYMWNo1apV0v+6soWmaVRZWUlvv/02DRkyhHx8fOi6666jhx9+mL799ls6ffq0y+eTJSUlUWxsLE2ZMoW++uork+eTk5ONp2scnZwYkpATJ07Qv/71LwoLC6N27dqRt7c3TZw40fi5cAWGWO+9916aNGkSUXXiGBcXR97e3qQoCt17770NnrB98MEH1LVrV6Lq49W8efOoR48etGHDBmrTpo1x3qRM3H333cbLWJSVlRn7u/m/GzduJD8/P+HtHzt2zLhKrWvXrhQcHGwysv3bb79Ramqqg6IRJycnh2bPnk27du0yxnrp0iUqKCigpKQk6aZO2IITpEZMXl6e8Zfe2LFjqVu3bnTffffRyy+/TL/88otFInL06FGaM2cO3XbbbQ3mmJ2dTS+88ALddNNNxgTtySefpE2bNtGff/5J5eXlLv0yNZCenk6DBw+mkJAQCgoKovvvv58++OADOnTokPE00tVy8OBBio6OpqCgIPLx8aGmTZvS6NGj6ZtvvqGcnBxjPRnaQ4QzZ87QCy+8QB06dKAWLVrQ9ddfT99++22Dexi+2D/55BPq0aMH3X333RQREUEdOnSgy5cvU0lJicP2ZV0Od911Fw0fPpzefPNN2rlzJ73//vs0YMAA6tWrl3Fllqvo3Lkzff/990RE9Nprr9GgQYPom2++oW3btlHfvn0pISGhQX3ee+89GjRoEFGNFZ4//PADERE98cQTxmTO1RgSulOnTtHUqVMtrkukaZrFZ/fSpUvGeZ8i3HHHHXTffffR4cOHafr06TRy5Eii6uPUK6+84rQfuPaycOFCGjBggMv78tXCCdLfhBMnTtCbb75Jo0ePpp49e9KAAQPogQceoHfffZf++OMPKb50Dx48SHPnzqUuXbpQeHg49e7d26W/gqyRl5dHK1eupEGDBlHbtm2pb9++NHPmTNq6detVbffEiRMUERFBn3/+OZ04cYKysrLos88+o5iYGON8rAULFjToqQ1HUNOzpKSEoqOjqX///i692GVoaCitWrWKiIgmTpxIc+bMIaqeT3bPPfc4fRSnpKSEmjZtajJHpKKiglJSUqhbt240depUly3NLigooAkTJtDIkSPp22+/pQ4dOtB7771HlZWVlJ+fT0FBQfR///d/RA3YB9PS0qhjx47G1XRfffWVyWq65cuXN4iHvSxYsICaN29OzZo1o8cff5x+//13h17Asri4mLy8vIzJR0REhPF6XSkpKXTHHXcYJ9W7ipCQEFq/fr3xb0Py+Ndff9Fbb70lxQIEe+AE6W/I3r176emnn6bbbruNoqKiaMyYMUQ1To00NCUlJRbv+8MPPzT4JF5zDF8ARUVF9NVXX1nMkzJcM6dNmzbG1Rn1ZcGCBcZfyTXfe/fu3dSzZ09asGABtWvXjkaNGiXt1WcN+/Cnn36iw4cPG5O5mrz++uv03//+t8HdDO159OhRatWqFV28eJEuX75MPj4+xotVZmZmUu/evWn37t0mr3E0+/fvp65du1r9db1x40bq3r27S08z79q1i/r06UOhoaE0ffp0Y/lnn31G7dq1c4lTamoqrV27lrZs2UJUfdrqk08+oYCAAKv9zJWcOXOG3n77bRozZgxFRUXRoEGD6MEHH6SPP/7YIT8M9u3bR71796ZLly7RwYMHyd/f3zgPKzU1lQICAuj06dMOiKR+nD59mqKiokzmZBpGz3Jycqhjx47XxPwjIiI3V9/qhHE+ZWVl+P3339GkSRMMGDAAffr0QZ8+fVBRUYEffvgBFRUVQPU9fJx1Q0Vr7Nu3D8uWLYOfnx/atGmDbt26oXfv3ggPD8eoUaMwatQooMY90Boaw3v+8MMPePrpp3HDDTcgOjoaN998M2688UZ06dIFcXFxiIuLu+r7H3l4eKCyshKVlZVwc3ODoiggIvTr1w833ngjoqKi8NZbb+GRRx7Bnj17MGDAAAdF6TgM954aN24ciAijRo3C+PHj0atXLwQGBsLd3R1bt25Fp06dMGHChAZ1M+xLnU6HLl26oLy8HD/99BM6dOiAmJgYAEBqairS0tLQr18/k9c4gpp9+LrrroOHhwfmzp2L999/HyEhIWjSpAkAICUlBZWVlWjevLnL+n3//v3x9ddfo1mzZkavPXv24IMPPsDMmTOB6vvIubk13NdHeHg4wsPDjX+npqbi//7v//DQQw/B29u7wTxsUVFRgSZNmmDLli3Q6/V46KGH8NBDD2Hv3r347rvv8P/tnXlcTWv7/z+7maJIEU2UNCgNhgYpU6E8hsxTGSNjDseDg+MYMscxliFjmTIPmXMSFQlRUopSiWZJ097X74+vtX4SzzkO7b1xv1+v8zr2Wqu9Pnute933ta77uq/r5s2biImJQd26dXHmzBmoqqr+63MZGhpCIBAgODgYMTEx6N69O9TV1QEAISEh0NDQQLNmzb7hr/sytLS0oKenh40bN8LFxQWysrJ8O46Pj8fr16/RqVMnien7EgQkDSXcGd8coVAIWVlZREdHY9asWUhPT+c7km7dumHEiBFo166dxHRdvHgRM2fORMuWLSEjI4Nz587BwMAAWlpa6NSpE0xNTdGnTx+xdsKf49mzZzhx4gRu376NtLQ0yMnJQU9PD46OjrCyskK7du0gEom+qgBrXFwcbG1tMWjQIMycORNWVlYAgOfPn8Pe3h7bt29Hr169YGtri0mTJsHT0/Mb/sKvhxvMuf8HBwdjy5YtuHnzJnR0dNCpUyckJiYiKysLN27cqDbYiZOqqip0794dLVq0QFRUFPr06YPly5fj9evX8Pb2hpKSEoKDg2vdALh9+zamTp2Kxo0bo1OnTlBXV0d8fDzOnj0LX19feHt7i80I+dAQy8nJQVpaGvLz8+Hg4MAP5AcPHkRaWhomTpyIBg0a1Krxxn13RUUFwsPDcebMGTRo0AC6urqwsrKCubk55OXlkZeXB0VFRakwkDiMjY0xefJkTJ06tdr2srIyXL16FcnJyZg+ffpXX7+zZ89i9uzZePz4MRYuXAg3Nzfs378fN27cwNSpU+Hl5fUNfs2/59y5c/D19YWjoyN69eqF5s2b4/Hjx/jzzz9hYWGBgIAAier7x0jahcWoHbgYhs6dO9OQIUPoyJEjdOzYMfrvf/9LDg4OpKurS2ZmZrRlyxax6uKmYbp3706TJk0iel9Oo0OHDrR7927S09MjdXV1vjyFtBEdHU2LFy8mAwMD0tTUJGtraz4m49/CTeVcuHCBHB0dqWPHjuTq6koDBw6kNm3akKWlJdH7KaC6detKbHn8/4K7r5MnT66WsC8/P59Wr15N7u7u5OvrS+Hh4RJU+X9kZWVRr169SFFRkQYOHEgTJkygVq1aUffu3T9btPZr8Pb25pN7cgiFQjp79iwNHDiQLCwsyMbGhgwNDWnXrl1in+bmfmtgYCC1aNGC9PT0+CSaY8aM4eNFxDWVxf3+xYsXk6WlJXXp0oUMDAxIR0eH7O3taerUqRQSEiI18YlRUVFkZ2dHAQEBJCMjw19PkUhE5eXlfF+cmJj41e3q/PnzdPr0aaqoqKDz589Tv379SFZWloyMjKh169YUEhIiFQlky8vLaf369WRhYUFmZmZkYmJCMjIyNHfuXMrOzpa0vH8MM5B+MHJycqplnHVwcOA7fXq/auLhw4cUHBxMQ4YM4RMPivOhevfuHWlra/MDaatWrSgoKIiIiDZt2kR9+/aliIgIIikup5GQkEBt2rShqVOnfvV3iUQiev78ORUWFtL58+dpyZIl5O3tTR4eHrRo0SLKycmh8vJymjNnDp8/ShrgDDsuv1F5eTkJBALKzs6msrIyidaA+jsKCwtpy5Yt1LlzZxo0aBD5+vpWWyn4raiqqqIhQ4ZQamoqERFNmTKlRgBtdnY2JSQkSKStc/fw2bNnpKamRuvXr6fo6Gi6du0arV+/nuzt7Wn8+PESuZeNGjXiY/vs7e3J09OTvLy8qG7duqStrU1bt24Vu6ZPcevWLXJ3dycFBQVSVFSkcePG8f0XR0ZGBunr6391sHbr1q3J19eXTzOSkpJCe/fupc2bN1NeXt5XfffX8qmYPaFQSBcuXKCTJ09SVlaWVBhvXwIzkH4wVqxYQerq6tS/f38KDAwkX19fPuHcx+Tl5Umk40tISKBBgwZRXFwcPX/+nExMTPilw8nJydSlSxepqfC8atUqOnv2bLUcI/T+wZ80aRJfvPPfkpiYSNOnTyc1NTVq1KgRTZkyhfbs2VNjZWF8fDwtW7asRlJBScLpmzZtGqmrq5OTk1MNA668vJwqKyspPz+fDhw4INHVd8nJybRw4UKaN28erVy5kt9e288A9/25ublkY2NDSkpKpKmpSZMnT5b4MmjOKJs/f361RQIcx48fJ2Vl5W9aXPV/wQ2gYWFh1LJlS6L3y+bV1NR4A9bd3Z28vLykzpNqbGxMw4cPp44dO5KsrCzp6OjQggUL6ObNmzRmzBiytbUl+oqXvsjISNLQ0KC3b9+SSCSi8PBwUlZWpmbNmpGtrS2lpKR841/0ZYhEInr48CHNnz+fRo8eTRcvXpSonm8BM5B+MCIjI2nVqlU0ePBgatu2LTVt2pQMDQ3p9OnTUrP6qby8nB48eECvXr2izMxMsrGxoQULFtDz58/p999/p1atWhFJwVL2hw8fUvPmzcnBwYGGDRtG69ato8jISHrz5g1lZ2eTmpraVxss/fr1IycnJ4qPjycPDw9SVFQkOTk5atmyJY0YMYIuXLjwzX5PbREWFkZz584lgUBASkpKZGdnxxcd5li4cCH17NlT7Nq4wejYsWPUqVMnsra2JgcHB2rRogVv9D569KhWC8Ryg35VVRWVlZXRgwcPaPny5WRhYUECgYBMTExo2bJlteLB+qfMmzeP/vOf/3xy8Pbw8KBff/211jV8+Lzv2LGDhg0bRkKhkHbu3EnOzs6892Xz5s00d+7cWtfzpRQUFFBlZSW9ffuW7ty5Q/PnzycTExMSCARkb29PN27cIPoKA2nWrFnUu3dvovcrDfv160dTp06lly9fkp2dncTTHRw7dozMzMyoa9eufLkoVVVVGj9+vEQToH4NzED6QcnIyKDTp0/TokWLqGPHjmRgYEDt2rWjWbNm0e3btyUtj+iDkg9z584lU1NTMjc3J11dXdq/f3+1/ZIkMTGR/P39yd3dnaysrMjJyYnPOu7s7PxV311cXEz16tXj67cZGhrS2bNnKTs7m3R1dUkgENCqVauIpORa/C9SU1PJxcWF9u7dS15eXqSvr0+qqqrk7u5Ofn5+1Lx5869OhfBv4IwTKysrmjdvHhER+fj40KBBg4jee5V+/fVXfql/beLo6MjHX4hEIsrPz6e//vqLfH19SUFBgaZMmVLrGj6ksrKSN0quX79OysrKtGrVKsrOzubbW1FRETVr1oxCQ0OJxDAVLxQKqaqqil6/fk3Xr1+nqqoqOnjwIBkbG1N4eDgVFRVR9+7d+dxV0gIXb0TvSzlxlJeXU2Zm5jfxdu3bt49at25N0dHR5OTkRBMmTOD7jgEDBnxV4dtvgaWlJf3xxx9E72vnubu705IlS0hGRoYEAgH16dNHovr+DcxA+sH4+O1EKBRSSkoKhYSE0IwZM8jR0ZEMDAzI2dlZrDEPH77Jf+x6LSkpoR07dtDChQvpwYMHEvccfY6bN2/S0qVLaf78+bRz586vDhI9dOgQdejQgYiI7ty5Qzo6OpSVlUVERKtXr6aTJ0/WKE0grVRVVdHbt2+J3sfB3b59m7Zu3Ur9+vWjli1bin3w/5Ds7Gxq3LgxX2ZHQ0ODz9GSlZVF7dq14zN7f6vr/GHR0pcvX9LBgwepXr16nzy2qqqKXr16xWfxlkScRlVVFfn5+ZG2tjb16dOH1q5dS7/++is5OTmRlZVVrZ//3LlzNZIHcuUoXr9+TQ4ODtS1a1eysLAgHR0dqZte27x5M7Vs2ZJatmxJEyZMoCNHjlBKSso3TRCZk5NDXbt2pTp16lCbNm34XEd5eXmkrq4u0YK93DQo94xpaWnRuXPnSCQS0YQJE2jatGmUkJAgMX3/FmYg/aBs2LCBIiMjqxlBXLbejRs38pmExd0Ze3t7k0AgIFNTU/r1118/+dBIMjCbux5FRUUUHh5OCxcupOPHj3/ymK/lr7/+omXLltG7d+8oKCiIHBwc+Ppra9eupc6dO3+T84iLj+vTVVZWUmFhocSDtR8/fkxt27blg4+1tbX5GLdHjx5RvXr1am2F1pAhQ6hnz56kp6dHAwcO/OR54uLi6Nq1a7Vy/k+RkZFBlpaWFBgYyBu1HKdPnyY3NzcyMDCgLl26kI+PDx8fWJt9RYcOHUhBQYEcHR1p+/btNQyLyMhImjhxIi1cuLDaKklJwvVTx48fJzU1NZo3bx4tX76crK2tqV69etSmTRuaO3cunTp16ps+Ay9fvuSnh9PT08nHx4fatm37zb7/3xAREUEjR46k0tJSun79OhkZGVF6ejrR+8SxPXv2lNoFN/8LZiD9QHAdWHR0NDVp0oSvp1RRUUFhYWG0Y8cO3sLnHlhxeCY4Xenp6TR79mxq2bIlderUiUxNTUlFRYXatWtH27Ztk4qq3JzWkSNHkra2NllaWlKDBg2oTp06NGTIEIqMjPxm56qsrORd5I8ePSI9PT3asmULHTx4kJo1a8av0pHWjoW7VhkZGbRy5UpycHAgfX19mjlzpkTfZj/FjBkzaPTo0dS1a1d+qu3Fixfk4+NDXbp0IaqlwrRHjx4lT09PEggEZG5uToMHDyY/P79qtRAdHBzI29ubSEzPY3x8PLm7u5OBgQE1aNCA+vTpU6M2XllZWY3M8bWFUCik+/fvU3BwMA0fPpy0tbWpQYMG1K9fvxqLIKRpFRR3r0aMGFEjRispKYnmzJlDjRs3rlUP3OPHj2n9+vUSLy0ya9YsWrNmDe89trKy4ldPT5o0Saz1Pb8lzED6geA6+OHDh5OnpyfR+8DBBQsWkLy8PBkaGtKoUaPErouLZxg7diyNGjWKUlJS6O3bt/Tw4UPasmULaWtrk0AgIC0tLfrll19qrBgTN+np6aSkpETXrl2jp0+fUlxcHK1fv54cHBxISUmJBAIBRUVFfdNzlpWV0fTp00lBQYHq1atH48aNk7jn5e/g2tvYsWPJxsaGNm/eTC4uLiQQCEhGRobMzMzojz/+kIrpkMTEROrYsSMpKSmRsbExzZ49mywtLaljx45fHTz7d9y+fZtGjx5NO3fupP79+5O1tTV17NiRRo4cSUOGDCF1dXX+GonLAMjLy6M7d+7Qpk2byM3NjRo1akRaWlo0duxYiRq3BQUFFBcXRxs3bqSePXtSo0aNqGnTpjRhwgSxxIl9KSKRiDZs2ED+/v7Vtn0Id29rq31J+gXq1q1bpKury3sjCwsLqW3btqSqqkpt2rQhPT29r17tKymYgfQDYmJiQnv27CF6v0y9a9eudP78eTp//jy1adOmRo4OcdGoUSM6duxYje2BgYE0aNAgWrduHTVv3pzWrl0rEX0ct2/fpmHDhlXbxgWORkRE0Ny5c2tMTXwrysvLq62qkvbYo7KyMlJRUeETIRobG9PGjRvpxIkTVKdOHRIIBLR48WKx6+KM8pMnT/JeUyKiI0eOkKenJ9nZ2dH06dNr3XjjjNwPV8ndvXuXli5dSn379qURI0ZQYGAgkQRjj7Kzsyk8PJz++OMPsrOzo/r161Pr1q3pl19+oeLiYrG0Qe4cBQUFVF5eTkKhkLKysig8PJwWL15MHTt2JIFAQJMnT651Lf8E7l4dOnSItLW1SUdHh8LDw6mkpETS0sROSEgIjRo1ikQiEX9dXr16RatXr6aJEyfyMxnfI8xA+sGoqKggHx8fcnd3p1OnTlGjRo34Ss/l5eUSqcZN7zu+7t2708SJE2vsy8jIoA4dOlB6ejrNmDGDunTpIlEv0qZNm8jZ2bnaar8Pr5Wk39ikAe56HD58mI9/ePDgAWlpafH3bu7cubRly5ZaXUL/d9jZ2ZGamhqtWbOGn8L92DNX24ZJVVUV5eXl0aNHj2rsKygoqNVzfwllZWWUlpZGp0+fpunTp1Pz5s35RQO1CXf9ExMTacKECXxBWo53797Rixcv6MiRI5+8hpLk6tWr1LlzZ1JUVKQGDRrQ2LFj6cyZM/TixQuJtntxsnTpUmrfvn2NnF4/Qj/JDKQfkKtXr5KmpiY1a9aMZs6cyW/fv3+/xKpxExHt3LmTmjZtSgsWLKBbt25RUVERVVRU0Jo1a6hx48ZERHTlyhXS09PjV7CIm8zMTGrWrBnVrVuXLCwsKDg4WOq9OJLkyJEj5OPjQxUVFbRlyxbq1KkTHwDt7+8v8aW9FRUVtGLFCnJ0dKSZM2eKzSDhBofY2FgaNGgQmZubU9euXWn48OG0cePGatnuJc2n2nd+fj6/SrO22z/n7Rs5ciT17duXN7C5a1hZWSnxLNF/R2lpKW3YsIHMzMxIIBCQmZkZ+fj4SDS3lTh48OAB6erqkqKiIllYWNCGDRsoLi5O6tOS/FOYgfQDk5WVxa+aOXnyJLVr146WL19OJKG8OkKhkJYsWUKmpqZkb29P//nPf0hLS4tatWrFByTPmTPnkxl9xcW7d+8oJiaGgoKC6D//+Q9pamqShoYGjRw5Uqwrjb4XRCIR3b9/n0QiEd24cYO0tbXp8uXL9PTpUzI0NKTVq1dLWiJVVFTQ2bNnqXXr1qSurk7bt28XW10xS0tLGjlyJIWGhpKhoSEZGxuTgYEB2djY0ODBgyVSm04oFH62LIQk0dDQoKtXr9bYnpqaSsuWLaPExESJ6PoYznCLiYmh8+fP11i9mZaWRjNnzqQmTZrU2lS8NFFUVETnz58nd3d3srS0pG7dutHMmTNp7969/Eq27xVmIP0AcB1bZWUlxcfH0759+2o0zOvXr9PKlSspPz+fSMKxLU+ePKEVK1bQlClTaMOGDXxQ6KlTp6hly5Z04sQJiWnjEIlE9Pr1a7p58yatXr2aDz7mVkD9zHBTVOfOnasWOFtcXEyDBw8meXl5kpeXJxcXF4kNEOXl5bR48WI6ePAgBQUF0dWrVykrK4tmzpxJurq6NGnSpFormsk9j7du3SJ1dXXeGFNVVaXLly/Tzp07qVGjRmRtbc3HbonjeeRWTH6s9cNzFxYWkrOzs9iTDqakpFDr1q35hJQfJrF88eIF6ejoSLwsy8e4uLhQ69atydvbmwIDAyk6OvqThvfP5IHOysqizZs3U+fOnUlHR4eOHDkiaUlfhYCICIzvGpFIBBkZGUyZMgVhYWEQCoXIyspCq1atMHHiRIwZMwZKSkqSlgkigkAg+Oz+hIQEREREwNvbW6y6/o7KykpkZWXhwYMHsLa2RrNmzSQtSSqoX78+goKC4OHhwd/bt2/f4sGDB6ioqICZmRkaNWokEW2nT59Gnz59YGRkhEGDBuH+/fu4dOkSjIyM8OrVK7x8+RKZmZnQ0tL65ufmrsX8+fORnJyMw4cPIzAwEFu3bkVcXBwAYOzYsbCwsMD06dO/+fk/RVlZGTp37gxdXV04OTmhW7duMDIyqqE5LS0NixYtQuPGjbF69Wq+b6lNuHP37dsXsrKyCA0NrbY/JCQEs2bNQmZmZq3q+FKSkpJw4sQJnDt3Djk5OWjSpAmsrKxgb2+Pli1bwtLS8m/7vB8VkUiEpKQkaGtro169epKW869hBtJ3zocdm4WFBbZs2YJWrVrh1atXOH78OM6ePYvCwkKYmJjg5MmT0NXVFZs2kUgEgUBQo4MQCoWQlZUVm45/izgGh+8Frp1duXIFa9asgYODA1auXIk3b97wx1RVVUFOTg54P3i0bNlSYtcvPT0dq1evxoEDB9C5c2csWrQIrVq1QkxMDIqKilCvXj04OTnV6gC2d+9eJCcnY8mSJZg9ezYKCgqwY8cOAICnpycMDAywcOFCsQyiOTk58Pf3R1paGtLT0yEvLw9jY2N07twZXbp0QePGjflj8/PzISsrC1VVVbEO8CdOnMDo0aOhq6uLYcOGoWfPnjh27BgOHz6M4cOHY/78+WLR8W+4desW9u/fj927d0NDQwMODg44cOCApGUxvhJmIP0gnDx5Env27MGxY8f4baWlpcjMzERkZCRCQ0Nx5MgRsXiSkpOT0bJly2rbPjaWioqK0LdvX9jY2GDNmjX8MZI2SD4cEDg9hw4dQnl5OUaOHAkAP+UbIcfhw4cREhKCy5cvQ05ODiNGjEDv3r3h4uLCHxMbG4sJEyYgNjZWoloB4Pbt29i9ezeUlJTg7e1dzWsiDl6/fg0NDQ3s378fM2fOxPLlyyEvLw9fX1+cO3cOtra2Ym33eXl5uHnzJiIiIvDw4UPk5+ejXr16sLS0RPfu3eHg4ABlZWWxaOF+d3Z2Nho1agR5eXncuHEDu3fvRlxcHB49egRtbW3MmDEDXl5eUFFREYuur2HNmjU4fvw4JkyYAE9Pz+/mZZDxaZiB9INw5swZ7N27F6tXr4aenl61gZ6IUFZWhjp16tT6G6E0u/K/BKFQCBkZGQgEAkycOBEHDx5EQkICmjZtKmlpEufFixfo2bMnLC0tkZeXh7S0NKiqqsLV1RUuLi4IDAxEbm4uzp49K1Zd3GCUkJCAJ0+ewMjICKampggPD4e/vz8SEhLg4+ODUaNGQV1dvVa1fPycvX37FhMnTkR8fDyKi4vRpUsX3pskDj71fD19+hQRERGIiorCkydPUFFRAYFAgN9++w2urq61rom7Rl27dsX8+fPRpUsX4L0HKy8vD8rKypCVla3m3ZIkXPt68OABrly5gk6dOsHAwABqamr8McnJyVi6dCk2bNgANTW1n3aK7UeBGUg/ACkpKTA2NgYRYdiwYViwYMEnjRJx8D248j9HQkICKisr0aZNG34bESEhIQFZWVno3r27RPVJmg/vUWxsLCwtLZGUlIS7d+8iOjoacXFxiI+Ph66uLoKDg2Fubi4RnT179kRBQQGysrJQUlKCLl26oEmTJjh69ChevXqFJUuW1Pp0TWlpKVJSUlBSUgKBQABzc3PIysri+vXr0NXVhZGREeTk5KTmxSA2NhaRkZG4du0a1qxZAwMDA7E8k5WVlRgzZgzq1q2LgICAGvsrKiogKysrVV6YJUuWYNmyZTA3N0e7du3g6OiINm3aoGHDhjh//jzmzJmDV69eSVom4xvADKQfgIKCAoSHh+Pu3bs4fPgwXrx4AVNTU4waNQojR46s9oYjLqTJlf85uAEgPz8fU6ZMwe3bt6GkpAQ5OTn06NEDI0aMgJmZmUQ1ShPcG/Tp06ehoaEBGxsbyMvLA+89hy9fvkRhYSG0tbUlFpwNAE+ePEF2djaUlJSQl5eHiIgIVFRUQFlZGX/99Rfmz5+P7t27f/PpD+77rl27Bn9/f5w7dw4qKiowMzODhYUFJk+ejNatW3+z830JXFvPysrCxYsX8fTpU9SpUwc9evSAtbU1f9y7d+9Qp04dsWq7dOkSpk6divDwcDRu3BgCgQDv3r1DbGwsli5dijNnzvCxbdJCamoqDhw4gFOnTiE7OxsGBgZ4/fo1iouLMWvWLMyYMaNaTB7j+4QZSD8QFRUVyMnJQXR0NM6dO4cbN24gJSUFmzdvxqRJk8SiQRpd+Z+DG9DmzZuHsLAwjB49Gg0bNkRcXBxu3LiBFy9eQFdXFx4eHvjll18kplOaKCsrg76+PhYuXMivjoyLi8OzZ89gaWmJ5s2bS1riZ6msrOQNutqAa/uWlpYwMDDA/PnzoaysjJMnT2L//v149eoVjhw5AkdHx1rT8L949+4dBg0ahDt37qBbt244ffo0GjZsiBYtWmDAgAHo3LkzWrVqVaterbKyMvz555/o168fDAwM+LhEe3t7eHl5YcKECQgICMDhw4eRnJyMoUOHYuXKlbWi5UvhjMyPPWsxMTE4d+4cBAIBunfvDhsbGygqKkqFV5zxlUgyxwDj21BQUEC5ubmUkJDAV+AuLS2l2NhY2rhxI6WlpRFJQSI4IqI7d+7Qhg0bqG/fvpSSkkIkBXlCevXqRSEhIfzn4uJiunfvHu3du5cGDRpEU6ZMkag+aYBLjrdx40a+OnlFRQUdPnyY5OTkyNjYmPr06SOxDOifQyQS8UlRKyoqar38QXZ2NmloaPDP4Yc4OTnR+PHjxf4ccr/Z39+fzM3NqaysjG7cuEH169enpUuXUqtWrUhWVpaaN29e6xmro6KiSCAQkLKyMnXt2pV27dpFubm5tHPnTjI1NaWmTZuSmZkZLV26lJKTk2tVy7/h1atXdPDgQRo9ejQtX75capJXMmoHZiB9p3Cd7JkzZ8jFxYXk5eXJ0NCQPDw8aOvWrfygIG7jgztfZmYmBQUF0W+//UbLli3jE+JxlJaWilXXx3DXLy8vj1avXk1//PHHJ4979eqVVNXLkhTcfe3RowfNmjWLiIiOHj1Krq6u5OfnR+Hh4WRmZiaRxHCcAXDnzh0KDQ2VSNviNLx+/ZpmzZrF1xMrLy/n9+3atYt0dHRq1IKrbbh75+DgwFed9/b2puHDhxO9v4/29vZ08ODBasfXFmVlZRQWFkaenp6kqqpKjRo1IkdHR9LU1KSlS5fyyWylBe56vHz5krp3706amprUq1cv0tfXJ1lZWXJ1deVLx0jDSyjj2yH56EDGv0JGRgZv377F+PHjoa2tjcjISCxYsADy8vKYO3cuxo4di9LSUrG7eLn4AW9vb8ydOxfPnj3DqlWrMGDAAHTr1g3btm1DUlIS6tSpA5FIJFZtH+sEgN27d+P333/Hzp07ceHCBXw846yhoSGRGC5pg5tasLe3R1xcHO7du4c5c+bA1tYW3t7ecHJygqKiIkpLSyWiDQB8fX0RExPDx9Bw9zIuLg5NmjSp1akaLpbJ3t4ea9euxfr165GZmQkFBQXIysqiqqoKjx49goGBAeTl5SEUCmtNy8cIBAIUFRVBXl6eXyRx69Yt9OzZEwDg7OwMdXV16Ovr17oWIoKioiJcXV3xyy+/ICUlBStXroSamhqKi4uxfft2rFu3Djdu3EBFRUWt6/kncPdqzZo1qKiowPXr13HixAkkJibi3LlzyM/Px6pVq4D3/TLjB0LSFhrjy+HeSDds2MBPd3zItWvXSF1dXex1nqTJlf9POXv2LM2ZM4fs7e2pWbNmZGtrS/Pnz6d79+5JWppUEhsbS02aNCFVVVXq2bMn762Jj4+nOnXq8IVqxY1QKKSRI0fS6dOna+x78uQJjRo1ijZv3kxUi1XGKysrKTg4mCZOnEiNGjUiZWVlGjhwIPn7+5ObmxvNnj2b7t69S/TesyQuOA9ITEwM3bx5k8rLy8nV1ZXmzJlDRERxcXGkoKAglulR7tqHhoZSp06dqLCwkN/37NkzWrZsGbVu3ZoEAgE9fvy41vV8Ca1bt6aNGzfyn7nfsnfvXtLX16fIyEgJqmPUBsxA+o6ZNWsWubq60tu3b0koFFJpaSmJRCKqqqoiNzc3mj59ulj1SJsr/59SXl5OycnJFBISQlOmTCF7e3syMTGhdu3a/fDVuP8tT58+5auu37lzh/r27UseHh5i18ENUlFRUeTl5UUeHh5UVFRU47iSkpJajz/iKCsro+TkZNqyZQs5OTmRiooKCQQCmjRpEj8VIy64KZ+PY6LWrFlD+vr6ZG9vTy1atOCf0dq+RtwzP23aNJoxYwbRe8Py46mphw8f1qqOL6W8vJy8vLzI09Pzk/v09PT4YtbS0q8xvh62BvE748OVEf3798eBAwcQHh6OXr168VMLsrKyfDI/iLG0x+dc+b/++ivw3pW/Z88esbjy/ymlpaWoW7cu9PX1YWhoiD59+uDhw4e4efMmXrx4AU1NTUlLlCq4ttSiRQt+m0gkgrm5Ofr16yd2PVy73rNnD/bs2QO8rxHn7e0NS0tLKCoqAoBYUkocOnQIdnZ20NbWhqGhIQwNDeHp6YnHjx/j4sWL2Lt3L3bs2IGmTZti5cqVGDx4cK3qISLIyMjgxo0bGDx4MFJTU/nrMXr0aMjKyiIpKQlDhw5F3759ATFkiRcIBBCJRNDT00NycjIAVFsKz2Xcl7b0GgoKCujWrRu8vLygpqaGIUOGwNbWFgCwb98+FBQUwNnZGfjJM+3/cEjaQmP8cz5+yyouLiYvLy8SCATUo0cPOnToEIWFhZGHhwfp6uqKPVhVmlz5f4dQKOQ9WhoaGtS1a1dasWIFZWVl8cdIqhK9NPG5t2FpfEtOS0ujlStXkrGxMcnIyJClpSWtXbtWLCuNbt++TQKBgJo0aUJeXl4UFhZGubm51Y7Jy8uja9eu0dChQ6utmvzWcP3Evn37KDY2lvr06UMjR46ssZ/EvFiCazNHjhwhVVVVkpWVpd9//53i4+OprKxMbDq+hq1bt5K9vT11796dunbtSi1atCALCwtavnw50XtvGOPHgeVB+k4oLS3FggULsGTJEtStW7favpMnT2LHjh2IiIiAjIwMunXrhrFjx8LV1VVsmXq58+Tk5FTLlr127Vps2rQJTZs2xcuXL2FnZ4f9+/dLrEYRl7xtz549WLx4Mbp06YJu3brh/PnzfGK/nTt38mUPflY+1W4+VacuPDwcSUlJ8PDwkEhyyM/lmomNjcXevXsRHByM4uJivHnzBgoKCrWqpbi4GIcOHUJgYCBiY2NhYGCAESNGoHv37rC0tOSfW3G0/Tdv3qBjx45QUVFBVFQUZsyYgVGjRsHIyKhaIsiFCxfC2tqa9yCJg/T0dOzYsQOXL19GSkoKzMzM4OTkBDs7OxgbG0NXV1cqvDBcG8/MzERSUhIsLCzQqFEj3Lx5E5cvX0Z+fj7q168PFxcX2NraQk5OjuU++sFgBtJ3wqVLl7B3717s27cPKSkpCAgIQOfOndG2bVtoamqCiFBeXo68vDyoqamJNUs11yl8ypWfn5+PvXv3IikpCWZmZujbty+0tbUlVmKBO6+5uTlGjx6NmTNn8vsqKiowcOBACIVCnDlzRuzapIljx44hJSUFTk5OaNmyJRo2bFhtP3fPfXx8cOLECVy/fr1GgWJxkZ6ejrNnz+LBgwdQU1PDr7/+igYNGgDvjZH79+/D2tq6Vg2TjwfG1NRU+Pv7Y/PmzQCAXbt2wcvLq1bO/TmeP3+OJUuWICQkBMbGxqhfvz5MTU3RoUMHtGvXDlpaWmjUqBGuXr2KTp06SWRwv379Ovbv34/w8HAIBAI0adIE27Ztg6mpqVh1fAquvYwePRr169fHlClTqrVxaSkTw6g9mIH0HVFeXg5FRUXs27cPCxYsgLa2NnR0dNC+fXvY29vDzMxMrBWvuQ5i//79MDU1xR9//IH69etj79691fZDQiUMPkdhYSHatWsHPz8/DBgwAOXl5QAARUVFXLp0CZMmTcLBgwfRtm1bSUuVGOPHj0doaCj09PT4elOWlpZo0aJFNeM7OzsbkZGRGDBggFj1cW0rISEBM2bMwPPnz+Hk5IQdO3bg7t27sLS0xKNHj2BkZFRr2bM/ZVBw3alAIEBhYSHGjBmDXr16YfDgwahXr55YBtWoqCg+Puavv/5Cbm4utLW1ceTIEcTExPBxd7m5uahfvz5u3bpVq3o+pry8HGlpaTA2Nua3CYVCHDt2DAcPHsSBAwegpKQkVk2f4+3bt2jUqBHCw8PRoUMH4IOM7A8ePAARwdzcnBlKPyjMQPpO+LhjffbsGc6cOYNLly4hPT0dKioqMDc3h5GREQYPHgwtLS2x6JJmV/7nICKMGTMGr169qlFxPi0tDWZmZnj9+rXEa8VJmuzsbAQHByM0NBTp6enQ0dGBo6Mj7O3tYW5uDh0dnVqftvoc3FTpiBEjUFFRgcOHD2Pz5s0ICgrCnTt3UFRUBD8/Pzg4OKB37961ooF7JmfPng1LS0u4urrWmGb08/NDaWkplixZUisaPiYuLg6//PILrl69ypce0tHR4feXlJTg0qVLiIqKgqGhIRwdHWFsbCy2Ke/jx49j8+bNePXqFV68eAFHR0fMnDkTTk5OtX7uL4G7t8HBwVi1ahXi4uJqGMNhYWE4cuQINm7cWCPsgfGDIOEYKMY/hAusPHXqFE2YMKHavtu3b9PChQupW7dupKurS0+fPhWrtmfPntHYsWOpbt26ZG1tTc7OzuTj40N79uyhhIQEKigoIFlZWbp+/TqRlAT4nj9/ntTU1KhNmza0YcMGevHiBV24cIFcXFyoR48ekpYnUUQiUY0FAffu3aOZM2eSqakp6erqkqurKy1fvpzOnTsn0ezBurq6FBYWRkREbdu2JT8/P6L3y/r79+9PK1euJKrFNldaWkqdO3cmJSUl0tDQoHHjxtG1a9fo1atXFBUVRaampvTnn38SiWEJPRHR48eP6cyZM0REdPz4cTI0NKSxY8fSzp076dmzZ9WOFdd9484TExNDzZs3p6FDh9KePXto69at5OLiQs2aNaNdu3aJRcuXcuzYMTIyMqI7d+4QvU/hwLFq1Spq164dkZT0aYxvD/MgSTmcG//169fQ0NCAra0tunTpguXLl/NTbhxCoRCPHj2ChYWFWLRJuyuf4/r166isrES3bt2qbb979y62bduG6OhoJCYmQlFREQMHDsTMmTMlVnVdmnifJ63G9EFYWBgOHjyI06dPo0uXLjhy5IhE9BUUFGDUqFHo27cvevXqBSMjIzx69Ai6urooLi6GoaEhzp07h7Zt29b61Nbr168RGhqKoKAg3L59G+rq6qhbty50dXVx5coViXjaoqKicOjQIaSmpuLly5dQVlZG69at0bVrVzg5OYktQzznnRoxYgREIhGCg4OB917AgoICLFu2DCdOnEB4eLhUpQDB+ym2Dh06wNbWFps2beKn/p48eYKBAwdi7NixmDZtmsQWnTBqF2YgfQekpqbC0NAQnTp1wq1bt3D//n1+/p4LzlZSUsLOnTvRuXPnajlqagtpd+V/iJubG/r27Yvx48cjLCwMFRUVsLa2hra2NkpLS/Hs2TNUVFSAiGBpaclWoXxAYWEhSkpKkJGRgcaNG1drW2/fvkV2djYMDQ0lpm/9+vWIjIyEuro6nj59ikuXLuHdu3fYunUrNmzYgOfPn9fq+Y8fPw4jI6NqeXuysrJw4cIFKCoqolevXlBTUxNbAPSnzpOeno6oqChEREQgMTERZWVlqKqqQkBAANq0aVPrmji6deuGrl27Yu7cudW25+TkwN3dHb/88guGDBkiNj1/B2dUnzx5Ej4+PiguLkanTp1gaGiIU6dOwdDQEGfOnKn2ksr4wZC0C4vx9+Tn59PFixepVatWJBAISEVFhQYPHsxnbqX3RVXr1q1LL168EIsmaXTl/y+46Q1ra2tq1qwZeXh40MaNGyk2NlZi5TGkFe5aXblyhdzc3KhOnTpkaWlJffr0oUWLFtGFCxeq5YuSJC9fvqSePXuSQCCgFi1a0JIlS8ja2ppsbW1p9+7dRLWQm+bDKaPWrVvTnj17vun3fysKCwvpzZs31bbFx8fTpk2baPTo0WIvmuvn50f169enmJiYatONubm5pKqqSjExMWLV8yUkJyfTn3/+SQMHDiRnZ2fasGED/wyw6bUfF+ZB+o5YsmQJlJSU0LhxY+zatQuRkZFo0qQJunXrhpKSEjx79gy3b98W+/JTaXHlf4qP36grKysRGhqK4OBg3L17F6qqqrC1tYWTkxPMzMxgbW3NPEjvMTU1hZOTExYtWgQXFxeUlZWhpKQEdevWhYmJCUaPHo3+/fuLXdenvCQxMTFYt24dEhIS4OzsjFGjRsHa2rpWngPOCzp48GDUqVMHu3fvBj7wOBQWFuL27duwtbVFvXr1vvn5/wkhISEIDg7GzZs30bBhQ7i7u2Pq1Km8B5D7DbXt2eKuybNnz1C/fn2MHz8eubm56NOnD1q2bImKigqcOXMGUVFRSExMrDUd34K/yw3G+PFgBtJ3iFAoxLt375CcnIxz587h1KlTaN68OWbNmoW2bduKZRpLml35H8Mty/3999/Rq1cvtG/fHgDw8uVLhISE4Pjx43jw4AGcnZ1x4sQJiemUBrhB4M6dO3Bzc8Pz58+hpKQEdXV1PhFpjx49eMOAW/osbiorK3Hx4kU8ffoUFhYWaN26Nb+CrKKiQiwxP8bGxvjjjz8waNCgasv78/PzMX78ePTv3x/Dhw+vdR0c3L2LioqCu7s7unbtimHDhuH+/fvYu3cvMjIysG7dOkyaNEmsL1Dl5eVwc3PDyJEjYWFhgaCgIFy+fBkyMjLIysqCo6Mj5syZA3t7e7Fp+lK4/q6qqgoyMjJsWf/PgqRdWIx/zuvXr8VePuSfIG2u/A/5sGq6QCCghIQEqqysrDHt8ujRI/rrr78koFC64KYLli1bRr179yYioqCgILK0tORLr8yePZuCgoIkpu3ly5fUvXt3atq0KTVv3pwEAgFpa2vTsmXLahxbW5SUlNDAgQNp1KhRNfYVFRVRo0aN6O7du2LRwsGdx9PT85NFVefOnUsWFhY1CtfWNq9evSJvb29q0qQJjR49mnJzc6mkpIT++usvysrKkorSQ5+DW9HJTQmePHmS1q9fLzVTzIzahZnB3wn79+/HkCFDoKGhAWdnZ6xbtw5JSUmorKyUqK6QkBCMGDECenp6aNmyJXx9fZGamorWrVtj8uTJ2L59O+Tl5SFuRyV3vpUrV0JHRwf9+/eHiYkJTExMICcnBzk5OVRUVKCiogJlZWXIyclBx44dxapRGuG8gu3bt4eLiwtEIhGys7Ohra2NqqoqAEBubi5u374tdm0ikQgAsGLFChQVFWHfvn14+vQpXr9+jYkTJ2LdunWYMWNGtd9RWygrK8PV1RXXr1/HgQMHUFRUBJFIhLy8PGzcuBHKysqwsrISixYO7jydOnWCgYEB8IG3GQDGjh2Lt2/f4ty5c2LRw6GhoYFt27bh5MmTeP78Obp164bg4GA+m7e0JIX8FAKBADIyMrxH/vz58/D19UVBQYGkpTHEgaQtNMbn+TAYVF9fn2bNmkVhYWEkEAioYcOGpKioSEOGDKEtW7ZU85SIS9etW7dIXV2dBg0aRCdOnKDFixeTgYEBKSgo0KZNm6QiOPvs2bM0ffp0EggEpKSkRN27d6d9+/ZV82pxBSh/dj6+X5ynISIignR1dWn16tX022+/kaqqKkVGRkpIJdHgwYNp7969RB95Z/78808yMDCg+/fvi0VHYWEheXp6kkAgIFNTU/L09KQWLVqQtbU1HThwgEiMxUu56xAREUGGhoakp6dHGRkZ1Y55+/Yt1alThw+Grs3nk9NTWlpKd+7coYKCAiIiSkpKol9//ZWcnZ3pt99+o/z8/FrT8KVwmktKSujEiRO0YcMGWrhwIaWnp1c7jvstjB8fZiBJMZxbd+jQobzLPCAggNq2bUv5+fk0btw4EggEpK+vL1Zd0urK/xwZGRlkZ2dHf/75Jw0ePJi0tLRIXV2dhg0bRtu3bydzc3M+oSCDaMSIEXThwgX+c3FxMU2bNo0MDAzIxsaG5s+fL3ZN3GCenZ1Ns2fPpjFjxvD7OCOkqKiINDU1+dWd33pqi9OQkZFRLRnro0ePaMGCBdSrVy9auXIlPXjwQGIvB6GhodSzZ09q2rQpqampkZeXF505c4bOnDlD48eP569bRUVFrU79cb9/+fLlVLduXdLW1iZra2uaNWsWTZ06lZo0aUICgYCaNWsmNiPyn/Du3Tvy9PTkX/xkZGTo1KlTRO9XshUVFRFJycpcRu3DDKTvgDZt2tCJEyeIiMjR0ZFWrFhBRERRUVHk4+ND2dnZRGLK1PshO3fupD/++IM/NxcflZKSQgYGBlKTHbeqqop/U83MzKTIyEhat24dubi4UOPGjWnYsGHVMuT+jJSWllJBQQEVFhaSQCCglJQUoo+MjIyMDIm9PXM61q1bR/Xr16f69evT2rVrKTc3l+i9kXTkyBGqV69erWtwd3enWbNmSW0cytOnT+n06dM0b9486tKlC9WpU4fk5OSobdu2dOnSJbFqCQwMJENDQxo/fjz9+eeftHbtWlq7di2tWbOGunbtSjNnzhSrns/B9Z3+/v5kYWFBJSUlFBERQY0aNaL8/HwSiUS0du1aCg0NZcbRTwRbxSalfJhB29/fH926dUP79u3RqVMnzJ49G0OHDkVJSQlMTU1x4cIFmJiYiFXXjRs3MHr0aFRWVuLGjRvQ1tbmjyktLUWjRo1w/fp1tGvXTiqqXhcXF6N+/fr854qKCrx58waKiopQUlKCnJycRPVJCu5+/vbbbwgNDYWxsTEePXqER48eVYu9wPsYoKNHj2LgwIESW9p848YN3Lx5E5GRkbh37x4UFBTQvHlzCIVCqKmpYdasWbCzs4NQKOTjR74F3HVKSUmBtbU1oqKi+IrzXPtOTU2Fqqoq1NXVv8k5v5by8nI8efIEDx8+xK1bt5CQkIDMzEzo6emhU6dO+OWXX2o9yWFlZSXCwsIQGBgIZWVlzJs3r1qmf2nJQM3dX3t7e/Tr1w+zZ8/mY7YOHjyIiooKzJw5E0KhEFu3bpW0XIaY+DlHBSmHW5aO9wGOkyZNgkgkgoqKCoyMjBAcHIz27dtj06ZNICKxGUf4IBD01atXaNmyJe7fvw9zc3P07duXr+h+8uRJDB06FO3atUNlZaVEjA+uwysoKMCxY8dw9OhRZGRkYNCgQejfvz9at24tNQOZJOHup4eHB3JycrB7927Iyspi4MCB6Nu3L+zs7KCrq4s6depgx44d8PPzw6BBgySmt2PHjujYsSNevnyJuLg4REdH4/Lly8jIyICqqipCQ0OhoKAAGxubb3perj0dPnwY1tbWMDU15QvmysjIQCQS4eLFi0hMTMT69eslYkBWVFQgJiYGT5484TM+m5ubw9zcHD169EBCQgLi4+MRERGBS5cuYd68ebWi48MXInl5efTu3RvOzs7YvHkzvLy84ObmhnHjxkFPT08qjCO8fw7Ky8vRvHlzFBcXA+/7sQMHDgAAFBQUcPPmTUyaNAmQIsOOUbswD5KU8fjxY6xevRpdu3ZF+/bta5RxOH36NHx8fJCZmQkbGxvMnDkTQ4cO5TtrcZKamoqEhATcunULUVFRuHXrFiorK2FpaQk/P78atc/ECdeBzZs3D6dOncKAAQNw584dfgWPjY0NPD09MWjQIGhqakpMp6R59+4dFBUV+QHN1NQU//3vf7Fv3z5cu3YN6urq6NOnDwwNDbFlyxb4+vpi+vTpEtP7cf4toVCItLQ0xMTEIDY2FrGxscjKykLTpk1x+fLlb/5MBAYGIigoCNeuXeNXX3HP3owZM/DixQscPXpUbF7TDz3Nvr6+uHbtGlq2bIno6GiYmZlh+PDh8PLyQoMGDfi/efnyJYqLi2FkZFSr2tq2bQttbW1YWFhASUkJWlpayMrKwunTp9G0aVNs3LgRzZo1q1UN/xTufoWEhGDPnj3o378/1qxZgydPnkAoFOLKlSvo168fcnNzUadOHUnLZYgJZiBJGUeOHMGiRYtQr149aGpqwsLCAh06dOCXxOJ9DaynT5+ibt26MDAwkHgmV2lw5X8OdXV1HDhwAD169IC9vT26desGS0tLjBw5Eu/evcOkSZOwefNmiWiTBubMmQN3d3c4OjrW2FdWVoadO3ciKCgIxcXF6NevH/744w+pqD31YWJGjpKSEqSkpPAJLSdPnvzNz5uYmAhLS0uMGzcO06dP542M+Ph49OjRA1u2bEGfPn3E5mHgjLM5c+YgJiYG69evx40bN7B06VI4OTkhNDQUsrKy6NixI8LCwsT2ElVQUIBNmzYhJSUFOTk5UFFRQWpqKh4/fgy8b1txcXESTSD7KfLy8uDl5YWzZ89CU1MTCxcuRFRUFO7fv4+ePXtixYoVzHv0E8EMJCmkuLgYly9fxpkzZ/Do0SMQEfT19WFtbQ1bW1tYW1tXi6cRN59y5XMUFBRUc+VnZWXh2rVrYtXHvVVfvXoVkydPRmJiIrKysmBpaYno6Gg0b94cc+fOhYaGBry9vaGsrCxWfdKCUCjEwIEDsW7dOujr68PX1xcmJiawsrKCgYEBGjZsyB9bWFgIJSUlieas+ZRXRigUIiwsDB06dOAzaeMDw+FbwrWrkJAQbNq0Cc2aNYOKigoqKysRFxcHbW1thIWFfdNz/lP09fXh5+eHoUOHwt3dHS1btsTy5csxbdo03L17F5MmTcK4ceMkNrhzRpKCggLu37+PgoICdO/eXew6PoZrU8+fP0diYiJ69OgBALh27RoCAgIQERGBNm3aYOzYsXB1dYWKiopUxFQyxAMzkKSMjx++Z8+e4cKFC7h06RJSU1NRp04dmJqawsjICGPHjq02iNUm0uzK/xwnT57EmTNnsHHjRoSGhuLPP//E2bNn0ahRI+zduxcHDhzAhQsXJKJN2iguLoarqysyMzPRpEkTODg4wM7ODmZmZmjevDnq1q0raYnV4J6T27dvY/DgwXB1dcXWrVtrdfDiyvs8ffoUYWFhePXqFZSUlFBSUgJbW1tMnDgR6urqYh9Ak5OTMWTIEISGhkJTUxPGxsYIDg5Gx44dcfv2baxevRr+/v5o1qwZqx32GVauXIm5c+di1apVmDBhAurXr89fq9LSUqlr/wzxwIK0pQwZGRn+LU8kEkFfXx/e3t7w9vbGgwcPcObMGVy5cgVxcXHw9fUVmy6hUAg5OTmsWbMGmZmZOHfuHG7cuIGkpCQYGhri119/xdy5c6u58ps0aYImTZqITePHuLi4QENDAwKBAEZGRsjNzcXDhw9haWmJzZs3//SZs0UiEUQiEeTk5JCYmIhbt27hyZMn2LdvH06fPo2jR4+iVatWsLOzg5OTk9hjyrgBKj8/HwcOHED37t1hbGwMIuINEB0dHUybNo2vr/et3/e4Z/H+/ftYs2YNDhw4AH19fVhYWEBNTQ2Ojo4YO3Zstb8Rt3dBXV0dw4cPx8uXL0FE0NLS4o2g/Px83Lp1i4/1YcbRp5kzZw4UFRUREhICoVCIOXPm8Neqbt26zLD8WZFslgHG57h//z6NGTOGrK2tady4cZSUlMTvEwqF9ODBA/7f4kRPT4+Cg4OJiMjNzY1mzJhBpaWlNG7cOLK2tqbt27cTSSAnEweXq+bj+m/FxcXk4eFBcnJypKioSHZ2dvTixQuJaJRGBAIBnT59utq269ev08SJE6l+/fq0cOFCsWviEgguWrSIXFxc6M6dO0TvaxKeP3+e4uPja10D1467detG7u7uFBMTQ0lJSbRlyxZydXUlXV1dOnv2bK3r+F88evSIT/z47t07cnR0JCMjI/L19eX7DxJjVu/vjQ8zaK9bt46UlZXJ1dWV7t27RyTBvowheZiBJEVwxs7du3fJ3NychgwZQosWLSKBQMAbRImJiRLT9+TJE7K2tqa0tDR6+/Yt6ejoUEREBNH7cigDBw7kjQ5xFej8GO68ixcvptWrV1dLbFhSUkKXLl2iQ4cOUXJyskT0SRPctUpKSqKePXtSfn4+lZeX1yhbU1lZSYWFhRJSSaSlpcUb5RkZGeTm5kb169cngUBAGzdurPXzFxcXk7KyMj158qTGPnd3dxo8eLDYB1HufOfPn6fu3bvT8ePH+X0JCQk0duxYsrW1pSlTpvDPJEtw+M9ISEigXr16kaenJ6WmpkpaDkOCsEgzKYKbHvDz84ONjQ1CQkJgZGQEKysrmJubIz8/H3PmzMGGDRskou9DV35OTo7UufI5N/jz58+xZcsWmJiYQFVVld+nrKyMbt26YdCgQTXSJ/yMcO3tzp07ePv2LaKjo6GgoAAFBQXgfTA+l8eKu47i1hYfHw8ZGRl4eHgAANauXYuioiI8fPgQ8+fPR0REBEpKSmpVS0pKCpo1a4aEhATgfQC4UCgEAHh7eyM6Ohpv3rypVQ2fY/ny5WjTpg169+7NazMxMcHs2bPh7+9fbSk9Cyz+/3DtSygU8ivr0tPTkZSUBBMTE4wfPx6XLl2ClZUV4uLiJKyWISlYDJIUwa0uiYuLw8qVK4H3xpKXlxcAoGHDhqhTpw7fGYs7GPTly5eYOnUq5OTkUF5eDkVFRYwZMwZubm64fv06vwJEEjmZ8P56yMrKIjAwECYmJnBzc+P3cYngAgICoKOjg379+oldn7QhIyODyspK7Nq1Cw8fPoSPjw9mzZoFNzc36Onp8YaSJOAMbAUFBTRo0ADLli1D3bp1ER4ejhUrVkBHRwc2NjYIDg6GiopKrekgIlhZWcHa2hpbtmyBra0tGjduzO9PTExEvXr1oKamJtbnUVZWFm/fvkViYiI2bNjA9x3c/xUVFbF161bIy8t/86SZPwJc+zpz5gwmT56MoqIiGBkZoaqqCunp6bCzs4Oenh6ioqJ+6jxpPzvMQJJC+vTpg9TUVJSWliI9PR1DhgwBEaG4uBgXL17E7NmzxaaFC1INCwvDunXr4OPjg759+0JJSQkBAQFYu3Ytbt26BXt7e/z3v/8FJPimyg0OL168qJFfRSQSQVFREcnJyUhOTmYG0gdMmzYNDx48wF9//YWgoCAcPXoUrVu3RteuXeHk5AQ1NTWJ6OLSW0yaNAnbtm1Dbm4u/Pz84OrqCrzPGebg4ADUYmZjbiD18fHB8OHDYWRkBA8PD9jb2+PUqVN4/PgxFi1axOsVJzk5OWjevDliY2NhZWVVzUAjIpw5c4Z/0WL8fxISEmBiYgKBQAANDQ2sW7cOTZs2RVJSEjQ1NaGgoMB7DTU1NdGsWTO2tP9nRdJzfIz/g4sP2LBhA02bNo2MjY3JwcGB2rVrR/Q+DmL27NlkbGwsVl1crIOjoyPNmjWL/8wFfD5+/Jhu3bolVk1/x/bt26lhw4YUFxdXbTsXN3X06FGJaZNmMjIyKDg4mKZOnUo9evQgExMTiRQT5drY4cOHycXFhV68eEGxsbF8wWEioiNHjlDz5s0pNjaWSEzxNUKhkLZt20bOzs6kpaVF/fv3p+PHj0sktoeLHxs9ejR17NiRMjIy+H1lZWW0YMECatOmDa+b8X8cPXqU+vbtS/T+OuXl5bHrw/gsLA+SFPHmzRs0bdoUCQkJOHHiBHbt2gUiQsOGDZGQkAAzMzNMmzZNrJl68T5zt76+Pi5evAgrKyvgg3ifZ8+eYdGiRZg2bZrUuPIzMzMxZMgQAICvry8sLCyQlpaGU6dO4cyZM0hLS5O0RKkiNzcX9erVq5YhOyEhAefPn0eHDh3Eng6Ba1vjx4+Huro6VqxYUW1/fn4+goODQUSYOnWqWLV9iDTkx4mOjsaQIUOQn58PDw8PWFtb49ChQygqKsKiRYvg4eHBMj9/QFJSElJSUuDm5oa1a9di//79GDZsGKysrGBiYiI1pU8Y0gEzkKQAbkCIjo6Gn58fdu/eDRUVFdy8eRNnz56FSCRC48aNMXz4cL7ciDhJTU3FkCFDMGHCBIwbN66auzktLQ1t27bFo0ePJJrz6GPu3r2LuXPn4sqVK1BTU0O9evWgq6uLefPm8VM0PyvcgJmUlISAgACkpqbi3bt3sLS0RM+ePeHs7CxpiRAKhfjjjz9QXl5ezUDi2l5lZSWEQiGUlJR++hw1lZWV2LZtG44fP47U1FR06dIFXl5ecHR0/Kmvy98RExODNWvWIDY2FnJycrC2toaTkxPatm2LFi1aiC0JL0N6YQaSFMB18Nu3b0dgYCBmzZqFwYMH8/slFfT8obYxY8YgOTkZISEh0NbWBt7XYFu2bBlOnTqFe/fuSWyenjvvvXv3kJCQgCFDhvA6SkpKcPHiRairq6N9+/as0OQHdO7cGTIyMujWrRt27dqFyspKAIChoSE6dOiACRMmQE9PT6yauHsZFhaG2bNn4/Xr11i1ahV69OjBgmX/IRUVFVBQUPjpDcdPwV2bFy9e4M2bNzAxMUFJSQmOHj2KgwcP4uHDh2jSpAlatmwJf39/qXrpY4gfZiBJCYWFhejUqRPS0tLQoEEDeHl5oUuXLrCyshL7EutP8T248lesWAE/Pz80bdoUjo6OGDly5CeLsP7McAbIrVu30KtXLzx79gyqqqqoV68etm3bhvv372P9+vXQ1tbGvn37+CBocXPixAns3bsXjx8/RlVVFdq3b4927drBzs4OrVu3lvjUFuP7ZtCgQdDX18eqVauqbU9PT8f+/fvx119/SayuHkN6YAaSFFFRUYH4+HgEBATgzp07UFZWhrGxMWxsbGBnZyfxytfS7spPT0/Ho0ePEB0djevXryMlJQWampp8AU+uTIU0aJUUnIH066+/4uXLl9i7dy8CAwOxbds23L17FxUVFfD09ISDgwOmTJkiabl48uQJTp06hWvXriE7OxsNGzaEhoYGli5dCgMDA0nLY3xHFBYWYvny5Zg4cSKMjIyQmJiIli1b8tO1cnJyNTz1P3t/8bPDDCQp5c2bN7h69SqCgoJw7949jBs3Dr/99pukZVVDWl35ZWVlePbsGe7cuYMtW7YgKioKDRo0wOPHj6GhoSFpeVLB77//jtzcXGzatAnjx4+HkpISNm7cCADw9PSEhYUFfvnlF7Fq4jyQ58+fx9u3b/Gf//ynWi6myMhInDx5ErGxsQgLC4O8vLxY9TG+byIiIjBy5Ejk5eWBiLBy5UoMHTq0WqxRVVUVevfujcDAQOjo6EhUL0PyMAPpOyAzMxMAWD6Of8Hly5exevVqTJkyhc82zPg/UlNT0aJFC/j7+8Pf3x979uyBiooKunTpgosXL8LOzk4iujw9PREdHQ0dHR106NAB7u7usLW15fdLq2HOkG5KS0vx5s0bdO3aFZWVlRCJRHj9+jXs7OwwYcIE/Oc//0FwcDAmT56M4uJiSctlSAHMQGJ8t3ADZE5ODnx8fDBs2DC4ublBSUmJP6aqqgr9+/fHzJkzpWJ1ljQgFAohIyPDGxfp6emYMmUKnj9/joyMDDg7O+PYsWMS0xcXF4e7d+8iOjoaSUlJKC4uhp6eHtzc3ODg4ABTU1P2osD414SHh0NHRwdv3rxBTEwMzp07h+joaOTk5EBPTw++vr6YNm2aRBfHMKQDZiAxvlu4QfLmzZuYM2cO3rx5A4FAgI4dO2Lw4MGws7PD6dOnMWDAABQVFUFZWVnSkiVOZWUlNm7ciM2bN0NNTQ1dunRBz549IRQK8fz5c5iZmcHExERi2bM/5O3bt7h37x6uXLmCwMBAFBUVwd7eHhcuXJC0NMZ3yKcWkVRVVeH169fIyMhARkYGVFVV0bFjR5Y+ggEwA4nxPSIUClFaWop69eoB7z1JT548wcOHDxETE4PY2FikpqYiIyMD2traGDBgAFavXi1p2RKFGxw2btyI5cuXY9y4cRAKhQgODsaLFy/QqVMn9O7dG05OTrC2tpa03Bps3rwZp06dwuzZs9GtWzeJr5hkfJ9w5ZqSkpLQu3dvWFhYSFoSQ4phBhLju2P//v0YNWoU+vTpgzFjxlSLLXr37h2SkpLw/PlzVFZWomHDhujQoQPzHr3Hzc0N3bt3x4wZM/ht9+7dw+bNm7Fz50506tQJ4eHhYtXEeQJjYmKwc+dODBgwAA4ODtWW8qempmL69OkIDAyUSLJUxvcL5wl6+fIlxo4di6SkJGhpaSEyMhJ6enoYOnQoxo8fj+bNm0taKkPKYAYS47sjJycHZ8+exfHjx3H9+nXUrVsXI0aMwJAhQ9C2bVtJy5NqDh8+jNzcXPj4+Hxyf2ZmpsTKLWzduhU7duyAkpIS1NXVYWtrC1dXV7Rq1Qq7du2Cn58fsrOzJaKN8f3CxRLNnj0bcXFx2LVrF27evInZs2fDw8MDAQEBKC8vh6WlJe7cucNi2xg8zEBifLeUl5fj/PnzGDp0KL8qRU9PD6NHj8bo0aPZMt33cB6ad+/eYc+ePdi1axd++eUXODo6omnTppKWV43Y2FjcunUL0dHRSEtL4z2CWlpamDVrFry9vVnwLONf0aJFCyxbtgxDhw6Fm5sbjIyM4O/vj3nz5iEyMhLe3t4YNmwYm75l8DADifHdwQ2Q58+fx/LlyzF06FDY2NjgzZs3OH78OHbt2oWKigq0atUKERERUFdXl7RkqWDgwIGIjY3Fs2fPoKWlBWdnZzg6OsLGxgYGBgZSVXuqsrIScXFxePjwIWRlZdGqVSvY2NhAXl6eBc8yvpjnz5/Dy8sLW7duhZ6eHszMzBAUFAQnJyckJydj5syZ2Lp1K19GicEAAPYaxvju4Fzgq1evRtu2bfnpIpFIhI4dO0JXVxeBgYHw8PD46Y0jzpi4desWTp06hYsXL8LGxgahoaEICQnB0qVL0aRJE7Rq1Qpr166VWO2p169fY9euXYiPj4exsTE6dOiArl27on379jWOZcYR40tRVlbGkCFDUFxcjLy8PGhqaqKkpAQAkJSUhJiYGGYcMWrADCTGd4eMjAyEQiHq1q1bLV5ARkYGSkpK8Pb2RnR0NNzd3SWqU5p49uwZxo8fDycnJ+B9MkZPT09kZGRg7969CA8PF7txxBlvmZmZGDBgAPLy8tCqVSvs2LED69evR8eOHbFlyxY0bdqU5T1ifBWNGjWCt7c3/1lbWxuDBw+Gm5sbHj58CA8PD0DChcEZ0gebYmN8twQEBGDSpEnYuHEj+vXrx8fTJCYmon379khISGBxSO9ZtmwZLly4gICAAJiYmEhaDvDBYDRt2jQkJCQgICCAr6925coVzJw5E1paWjh//jzzGjG+GM6ozsvLw9WrV/HixQvIycnBxsYGurq62L9/PyIiImBvb48JEyZAQ0ODGeKMajADifFds3LlSly7dg2amprQ0NDAu3fvEBsbizp16oh9ubq0Eh8fD3d3d+Tk5MDGxgbDhw+Hg4MDzMzMpOJt2crKChMmTMCkSZNQUVEBeXl5CAQCXLx4ET4+Pti9ezc6duwoaZmM7wwu2HrChAm4ePEiKisroa2tDTk5OTRv3hxt2rRBly5dYGNjI2mpDCmFGUiM75KUlBTcvXsXN27cQGpqKlRUVJCfn4+ysjJ07twZY8aMgZ6enqRlSg3FxcW4efMmNm/ejMzMTKirq8PCwgKWlpZwcnKCrq6uRHRVVlZi4sSJKCgo4MubEBH/n76+Pvbt2wdnZ2cWnM34YoqLi9GoUSOEh4fD3t4ecXFxuHDhAqKiolBQUIDc3Fz4+/vDxcVF0lIZUojkXx8ZjH8I90Z46NAhbNq0Ca9evULDhg3RoEEDHDhwAC9evICKispPH5j9KerXr48ePXqgR48eyM7OxvHjx3H06FEcOXIE69atk5iBJC8vDzc3NwwePBhjx47FtGnT0KZNG5SVlWHnzp14+/YtX0OPGUeMfwpnTCclJWHAgAEwNzcH3nsrraysUFZWhoiICJw/fx7t2rWTtFyGlMI8SIzvDn19fcyYMQMzZsxAx44d0b59e6xbtw7x8fE4duwYRo8eLbEB/3tCJBIhKSkJ2trafNkWSXH69Gls3boVqampqKyshKysLOTl5TFhwgRMnz6dBc8yvgjOQNq5cyd27tyJX3/9FX379pW0LMZ3BjOQGN8FXIcXGxuLXr164cWLFxCJRNDU1MS1a9dgbW2Nu3fvwtvbG4GBgbCyspK0ZMZn+DB49tq1a0hPT4eMjAy/CrG8vBzv3r1Dnz59YGhoCFlZWTa9xvhiCgsL0alTJ6SlpaFZs2YYOXIknJyc0KZNG4m/EDC+D9grGeO7gBsci4qKoK2tjdLSUoSEhEBPT48vrlpQUIDMzExmHEkxRISqqiooKChg7ty5fPCsvr4+VFRUoKmpCVtbWwwePBi6urr8fWfGEeNLUVNTw507dxAfH49t27YhNDQUYWFhMDY2ho2NDezs7NCmTRtJy2RIMcyDxPiuKC8vR9++fTFo0CAEBARg2LBhmDZtGoqLizFmzBgoKSlh//79kpbJ+BvevHkDdXV1Png2NjYWFy5cQExMDF6/fo2CggKsX7+eBc8yvhlv3rzB1atXERQUhHv37mHcuHH47bffJC2LIcUwA4nx3XH8+HGMHDkSpaWlGDduHGxtbbFt2zbIy8sjICAArVu3lrRExic4dOgQSktL4erqiqysLKxduxaBgYHVpjvKyspw48YNnDt3DgsWLECDBg0kqpnxY5KZmQkAaNasGct9xPgszEBifJcUFRVh27Zt2LNnD8rKyuDq6orJkycz40iKcXFxQU5ODnR1ddG2bVtcvXoVvr6+LHiWwWBIJcxAYnz3VFRUQEZGBnJyciyYV4oRiURISUnB3r17cfnyZTx8+BDa2toseJbBYEglzEBiMBhip6KiAg8ePEBAQABiY2OhrKzMgmcZDIZUwQwkBoMhUVjwLIPBkEaYgcRgMKQGFjzLYDCkBWYgMRgMBoPBYHwEez1jMBgMBoPB+AhmIDEYDAaDwWB8BDOQGAwGg8FgMD6CGUgMBoPBYDAYH8EMJAaDwWAwGIyPYAYSg8FgfAXOzs6YMWPGV33Hs2fPIBAIcO/evW+mi8FgfB3MQGIwGLWGl5cXBAJBjf9SUlK+yffv3r0bampq3+S7/i3Hjh3DkiVLJKqBwWB8e+QkLYDBYPzY9OjRA0FBQdW2aWhoSEzP56isrIS8vPwX/13Dhg1rRQ+DwZAszIPEYDBqFUVFRTRp0qTaf7KysgCAkydPwtraGkpKSmjRogUWL16Mqqoq/m/XrVsHc3NzKCsrQ0dHBz4+PigpKQEAhIeHY/To0SgqKuI9U7///jsAQCAQ4MSJE9V0qKmpYffu3cAHU1qHDh2Ck5MTlJSUcODAAQDAjh07YGJiAiUlJRgbG2PLli3/8/d9PMWmr6+P5cuXY8yYMahXrx50dXURGBhY7W9iYmJgZWUFJSUltG3bFnFxcTW+9+HDh+jZsydUVFTQuHFjjBw5Erm5ufxvV1BQQEREBH/8qlWroKmpiZycnH98bxgMxv+AGAwGo5bw9PSkPn36fHLfX3/9RfXr16fdu3fT06dP6eLFi6Svr0+///47f4y/vz9dvXqV0tLS6MqVK9SqVSuaNGkSERGVl5fT+vXrqX79+pSdnU3Z2dn05s0bov+rDkDHjx+vdj5VVVUKCgoiIqK0tDQCQPr6+hQaGkqpqamUlZVF+/fvJy0tLX5baGgoNWzYkHbv3v3Z3+jk5ETTp0/nP+vp6VHDhg1p8+bNlJycTH5+fiQjI0OPHz8mIqI3b96QhoYGDRs2jB4+fEinT5+mFi1aEACKi4sjIqKCggLS0NCguXPnUmJiIt29e5e6d+9OnTt35s8ze/Zs0tPTo8LCQrp79y4pKCjQyZMn/9V9YjAYNWEGEoPBqDU8PT1JVlaWlJWV+f8GDBhARERdu3al5cuXVzt+3759pKWl9dnvO3LkCKmrq/Ofg4KCSFVVtcZx/9RAWr9+fbVjDAwMKDg4uNq2JUuWkJ2d3Wc1fcpAGjFiBP9ZJBKRpqYmbd26lYiIAgICSF1dnd69e8cfs3Xr1moG0pIlS8jFxaXaeTIyMggAJSUlEb03EC0tLWnQoEFkampK48eP/6xGBoPx5bAYJAaDUat07twZW7du5T8rKysDAO7fv4/IyEgsW7aM3ycUClFWVobS0lLUrVsXly9fhp+fHx4/fozi4mJUVVVV2/+1tG3blv/327dv8fTpU4wdOxbjx4/nt1dVVUFVVfWLvtfCwoL/t0AgQJMmTfDq1SsAQGJiIiwsLKCkpMQfY2dnV+3v79+/j2vXrkFFRaXGdz99+hRGRkZQUFDAgQMHYGFhAT09Pfj7+3+RRgaD8b9hBhKDwahVlJWVYWhoWGN7SUkJFi9ejP79+9fYp6SkhGfPnsHd3R2TJk3CsmXL0LBhQ9y4cQNjx45FRUXF/zSQBAIBPq7DXVlZ+UltH+oBgO3bt6NDhw7VjuNipv4pHwd7CwQCiESif/z3JSUl6N27N1auXFljn5aWFv/vmzdvAgDy8/ORn59f7fcwGIyvgxlIDAZDIlhbWyMpKemTxhMAxMbGQiQSYe3atZCR+b/1JIcPH652jIKCAoRCYY2/1dDQQHZ2Nv85OTkZpaWl/1NP48aN0bRpU6SmpmL48OH/8lf9PSYmJti3bx/Kysp4L1JUVFS1Y6ytrREaGgp9fX3IyX26m3769Cl8fX2xfft2HDp0CJ6enrh8+TJ/rRgMxtfBniQGgyERFi5ciL1792Lx4sV49OgREhMTcfDgQfz2228AAENDQ1RWVmLjxo1ITU3Fvn37sG3btmrfoa+vj5KSEly5cgW5ubm8EdSlSxds2rQJcXFxuHPnDiZOnPiPlvAvXrwYfn5++PPPP/HkyRPEx8cjKCgI69at+2a/e9iwYRAIBBg/fjwSEhJw7tw5rFmzptoxkydPRn5+PoYOHYrbt2/j6dOnuHDhAkaPHg2hUAihUIgRI0bA1dUVo0ePRlBQEB48eIC1a9d+M50Mxs8OM5AYDIZEcHV1xZkzZ3Dx4kW0a9cOtra28Pf3h56eHgCgTZs2WLduHVauXInWrVvjwIED8PPzq/Yd9vb2mDhxIgYPHgwNDQ2sWrUKALB27Vro6OjA0dERw4YNw6xZs/5RzNK4ceOwY8cOBAUFwdzcHE5OTti9ezeaN2/+zX63iooKTp8+jfj4eFhZWWH+/Pk1ptKaNm2KyMhICIVCuLi4wNzcHDNmzICamhpkZGSwbNkyPH/+HAEBAcD7abfAwED89ttvuH///jfTymD8zAjo44l6BoPBYDAYjJ8c5kFiMBgMBoPB+AhmIDEYDAaDwWB8BDOQGAwGg8FgMD6CGUgMBoPBYDAYH8EMJAaDwWAwGIyPYAYSg8FgMBgMxkcwA4nBYDAYDAbjI5iBxGAwGAwGg/ERzEBiMBgMBoPB+AhmIDEYDAaDwWB8BDOQGAwGg8FgMD7i/wHri9ZSdqwvIgAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Define the classifiers and their hyperparameters in a finer grid\n",
|
|
"def get_fine_grids(use_bootstrap=True):\n",
|
|
" return {\n",
|
|
" 'Decision Tree': (DecisionTreeClassifier(random_state=42), {\n",
|
|
" 'max_depth': [8, 10, 12],\n",
|
|
" 'min_samples_split': [4, 5, 6],\n",
|
|
" }),\n",
|
|
" 'Random Forest': (RandomForestClassifier(bootstrap=use_bootstrap, random_state=42, n_jobs=-1), {\n",
|
|
" 'n_estimators': [75, 100, 150], \n",
|
|
" 'max_depth': [15, 20, 25],\n",
|
|
" 'min_samples_split': [8, 10, 12],\n",
|
|
" }),\n",
|
|
" 'XGBoost': (XGBClassifier(eval_metric='mlogloss', random_state=42, n_jobs=-1), {\n",
|
|
" 'n_estimators': [75, 100, 150],\n",
|
|
" 'learning_rate': [0.15, 0.2, 0.25],\n",
|
|
" 'max_depth': [4, 5, 6]\n",
|
|
" })\n",
|
|
" }\n",
|
|
"\n",
|
|
"# optimized classifiers and find their hyperparameters\n",
|
|
"clf_opt = ClassifierComparisonOpt(X_train_val, y_train_val)\n",
|
|
"fine_grid = get_fine_grids()\n",
|
|
"clf_opt.fit_models(fine_grid)\n",
|
|
"clf_opt.print_summary()\n",
|
|
"\n",
|
|
"# Show feature importance for each model\n",
|
|
"clf_opt.show_feature_importance()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "01f5866d",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Remove redundant features (optional)\n",
|
|
"This section is only used to see how the removal of redundant features will affect the validation metrics. We have kept this section optional since we may want to use the same feature sets for all models in order to produce a fair comparison. Infact, for our final models we decided to not remove the redundant features as we aimed to compare the models and therefore wanted them to have the same feature sets. Nevertheless, for optimal performance of each model, removing redundant features is advantegous."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"id": "776cdb17",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Tuning Decision Tree ...\n",
|
|
"Tuning XGBoost ...\n",
|
|
"Tuning Random Forest ...\n",
|
|
"\n",
|
|
"------ Results Sorted by Accuracy ------\n",
|
|
" Model Accuracy Precision Recall F1 Score Best Params Training Time (s) Prediction Time (s) Total Time (s)\n",
|
|
" XGBoost 0.867893 0.863335 0.867893 0.863496 {'learning_rate': 0.15, 'max_depth': 5, 'n_estimators': 100} 27.545653 0.011063 27.556716\n",
|
|
"Random Forest 0.859606 0.854161 0.859606 0.853520 {'max_depth': 15, 'min_samples_split': 8, 'n_estimators': 150} 117.926460 0.047736 117.974195\n",
|
|
"Decision Tree 0.848666 0.843533 0.848666 0.837078 {'max_depth': 8, 'min_samples_split': 4} 1.503573 0.004421 1.507995\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Remove redundant features for decision tree\n",
|
|
"X_dt = X_train_val.drop(columns=['sex', 'native.country', 'marital.status', 'race', 'occupation', 'workclass'])\n",
|
|
"\n",
|
|
"# Remove redundant features for XGBoost\n",
|
|
"X_xgb = X_train_val.drop(columns=['native.country', 'race'])\n",
|
|
"\n",
|
|
"# Remove redundant features for Random Forest\n",
|
|
"X_rf = X_train_val.drop(columns=['native.country', 'sex', 'race'])\n",
|
|
"\n",
|
|
"# Train decision tree without redundant features\n",
|
|
"cmp_dt = ClassifierComparisonOpt(X_dt, y_train_val)\n",
|
|
"cmp_dt.fit_models({'Decision Tree': fine_grid['Decision Tree']})\n",
|
|
"\n",
|
|
"# Train XGBoost without redundant features\n",
|
|
"cmp_xgb = ClassifierComparisonOpt(X_xgb, y_train_val)\n",
|
|
"cmp_xgb.fit_models({'XGBoost': fine_grid['XGBoost']})\n",
|
|
"\n",
|
|
"# Train Random Forest without redundant features\n",
|
|
"cmp_rf = ClassifierComparisonOpt(X_rf, y_train_val)\n",
|
|
"cmp_rf.fit_models({'Random Forest': fine_grid['Random Forest']})\n",
|
|
"\n",
|
|
"# Print results\n",
|
|
"res = pd.concat([cmp_dt.results_df, cmp_rf.results_df, cmp_xgb.results_df])\n",
|
|
"print(\"\\n------ Results Sorted by Accuracy ------\")\n",
|
|
"print(res.sort_values(by='Accuracy', ascending=False).to_string(index=False))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6fbac4c8",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Final Models\n",
|
|
"After finding optimal hyperparameters, we can train the final models. As you can see we are not using pipeline here as we do not have to use scaling for our models. Importantly though, if we were to use models that benefits from scaling, that would be a very important step in both the hyperparameter tuning and in training the final models."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"id": "a470fd20",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Classification Report for Decision Tree:\n",
|
|
" precision recall f1-score support\n",
|
|
"\n",
|
|
" Lower-earning 0.87 0.95 0.90 4533\n",
|
|
"Higher-earning 0.77 0.56 0.65 1500\n",
|
|
"\n",
|
|
" accuracy 0.85 6033\n",
|
|
" macro avg 0.82 0.75 0.78 6033\n",
|
|
" weighted avg 0.84 0.85 0.84 6033\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Classification Report for Random Forest:\n",
|
|
" precision recall f1-score support\n",
|
|
"\n",
|
|
" Lower-earning 0.89 0.94 0.91 4533\n",
|
|
"Higher-earning 0.77 0.63 0.70 1500\n",
|
|
"\n",
|
|
" accuracy 0.86 6033\n",
|
|
" macro avg 0.83 0.79 0.80 6033\n",
|
|
" weighted avg 0.86 0.86 0.86 6033\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Classification Report For XGBoost:\n",
|
|
" precision recall f1-score support\n",
|
|
"\n",
|
|
" Lower-earning 0.89 0.94 0.91 4533\n",
|
|
"Higher-earning 0.77 0.66 0.71 1500\n",
|
|
"\n",
|
|
" accuracy 0.87 6033\n",
|
|
" macro avg 0.83 0.80 0.81 6033\n",
|
|
" weighted avg 0.86 0.87 0.86 6033\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# --------------------------------------- Decision Tree ---------------------------------------\n",
|
|
"dt = DecisionTreeClassifier(max_depth=8, min_samples_split=4, random_state=42)\n",
|
|
"\n",
|
|
"# Train the model\n",
|
|
"dt.fit(X_train_val, y_train_val)\n",
|
|
"y_pred_dt = dt.predict(X_test)\n",
|
|
"\n",
|
|
"# Classification Report\n",
|
|
"print(\"Classification Report for Decision Tree:\")\n",
|
|
"print(classification_report(y_test, y_pred_dt, target_names=[\"Lower-earning\", \"Higher-earning\"]))\n",
|
|
"\n",
|
|
"CM = confusion_matrix(y_test, y_pred_dt)\n",
|
|
"disp = ConfusionMatrixDisplay(confusion_matrix=CM, display_labels=[\"Lower-earning\", \"Higher-earning\"])\n",
|
|
"disp.plot(cmap=\"Blues\")\n",
|
|
"plt.title(\"Confusion Matrix (dt)\")\n",
|
|
"plt.savefig('./Report/CM_dt.png', format='png', dpi=300)\n",
|
|
"plt.show() \n",
|
|
"\n",
|
|
"\n",
|
|
"# --------------------------------------- Random Forest ---------------------------------------\n",
|
|
"rf = RandomForestClassifier(max_depth=20, min_samples_split=10, n_estimators=100, bootstrap=True, random_state=42)\n",
|
|
"\n",
|
|
"# Train the model\n",
|
|
"rf.fit(X_train_val, y_train_val)\n",
|
|
"y_pred_rf = rf.predict(X_test)\n",
|
|
"\n",
|
|
"# Classification Report\n",
|
|
"print(\"Classification Report for Random Forest:\")\n",
|
|
"print(classification_report(y_test, y_pred_rf, target_names=[\"Lower-earning\", \"Higher-earning\"]))\n",
|
|
"\n",
|
|
"CM = confusion_matrix(y_test, y_pred_rf)\n",
|
|
"disp = ConfusionMatrixDisplay(confusion_matrix=CM, display_labels=[\"Lower-earning\", \"Higher-earning\"])\n",
|
|
"disp.plot(cmap=\"Blues\")\n",
|
|
"plt.title(\"Confusion Matrix Random Forest\")\n",
|
|
"plt.savefig('./Report/CM_rf.png', format='png', dpi=300)\n",
|
|
"plt.show() \n",
|
|
"\n",
|
|
"\n",
|
|
"# --------------------------------------- XGBoost ---------------------------------------\n",
|
|
"xgb = XGBClassifier(learning_rate=0.15, max_depth=5, n_estimators=100, random_state=42)\n",
|
|
"\n",
|
|
"# Train the model\n",
|
|
"xgb.fit(X_train_val, y_train_val)\n",
|
|
"y_pred_xgb = xgb.predict(X_test)\n",
|
|
"\n",
|
|
"# Classification Report\n",
|
|
"print(\"Classification Report For XGBoost:\")\n",
|
|
"print(classification_report(y_test, y_pred_xgb, target_names=[\"Lower-earning\", \"Higher-earning\"]))\n",
|
|
"\n",
|
|
"CM = confusion_matrix(y_test, y_pred_xgb)\n",
|
|
"disp = ConfusionMatrixDisplay(confusion_matrix=CM, display_labels=[\"Lower-earning\", \"Higher-earning\"])\n",
|
|
"disp.plot(cmap=\"Blues\")\n",
|
|
"plt.title(\"Confusion Matrix XGBoost\")\n",
|
|
"plt.savefig('./Report/CM_xgb.png', format='png', dpi=300)\n",
|
|
"plt.show() "
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"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": "3.13.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|