{ "cells": [ { "cell_type": "markdown", "id": "353153a1", "metadata": {}, "source": [ "# 🔬 Prédiction d'Attaque Cardiaque - Notebook de Traitement" ] }, { "cell_type": "code", "execution_count": 26, "id": "8b632488", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.6.1\n" ] } ], "source": [ "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pickle\n", "import numpy as np\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.svm import SVC\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report, roc_auc_score, roc_curve\n", "import sklearn\n", "print(sklearn.__version__)" ] }, { "cell_type": "code", "execution_count": 27, "id": "576ca1c0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ageanaemiacreatinine_phosphokinasediabetesejection_fractionhigh_blood_pressureplateletsserum_creatinineserum_sodiumsexsmokingtimeDEATH_EVENT
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" ], "text/plain": [ " age anaemia creatinine_phosphokinase diabetes ejection_fraction \\\n", "0 55.0 0 748 0 45 \n", "1 65.0 0 56 0 25 \n", "2 45.0 0 582 1 38 \n", "3 60.0 1 754 1 40 \n", "4 95.0 1 582 0 30 \n", "\n", " high_blood_pressure platelets serum_creatinine serum_sodium sex \\\n", "0 0 263358.03 1.3 137 1 \n", "1 0 305000.00 5.0 130 1 \n", "2 0 319000.00 0.9 140 0 \n", "3 1 328000.00 1.2 126 1 \n", "4 0 461000.00 2.0 132 1 \n", "\n", " smoking time DEATH_EVENT \n", "0 1 88 0 \n", "1 0 207 0 \n", "2 0 244 0 \n", "3 0 90 0 \n", "4 0 50 1 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 📥 Chargement des données\n", "df = pd.read_csv(\"attaque_cardiaque.csv\")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 28, "id": "2ecbed72", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 5000 entries, 0 to 4999\n", "Data columns (total 13 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 age 5000 non-null float64\n", " 1 anaemia 5000 non-null int64 \n", " 2 creatinine_phosphokinase 5000 non-null int64 \n", " 3 diabetes 5000 non-null int64 \n", " 4 ejection_fraction 5000 non-null int64 \n", " 5 high_blood_pressure 5000 non-null int64 \n", " 6 platelets 5000 non-null float64\n", " 7 serum_creatinine 5000 non-null float64\n", " 8 serum_sodium 5000 non-null int64 \n", " 9 sex 5000 non-null int64 \n", " 10 smoking 5000 non-null int64 \n", " 11 time 5000 non-null int64 \n", " 12 DEATH_EVENT 5000 non-null int64 \n", "dtypes: float64(3), int64(10)\n", "memory usage: 507.9 KB\n" ] }, { "data": { "text/html": [ "
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ageanaemiacreatinine_phosphokinasediabetesejection_fractionhigh_blood_pressureplateletsserum_creatinineserum_sodiumsexsmokingtimeDEATH_EVENT
count5000.0000005000.0000005000.0000005000.0000005000.0000005000.0000005000.0000005000.0000005000.0000005000.0000005000.0000005000.0000005000.000000
mean60.2887360.474400586.7606000.43940037.7346000.364800265075.4043701.369106136.8082000.6456000.311800130.6788000.313600
std11.6972430.499394976.7339790.49636411.5148550.48142297999.7586221.0097504.4642360.4783790.46327577.3259280.464002
min40.0000000.00000023.0000000.00000014.0000000.00000025100.0000000.500000113.0000000.0000000.0000004.0000000.000000
25%50.0000000.000000121.0000000.00000030.0000000.000000215000.0000000.900000134.0000000.0000000.00000074.0000000.000000
50%60.0000000.000000248.0000000.00000038.0000000.000000263358.0300001.100000137.0000001.0000000.000000113.0000000.000000
75%68.0000001.000000582.0000001.00000045.0000001.000000310000.0000001.400000140.0000001.0000001.000000201.0000001.000000
max95.0000001.0000007861.0000001.00000080.0000001.000000850000.0000009.400000148.0000001.0000001.000000285.0000001.000000
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" ], "text/plain": [ " age anaemia creatinine_phosphokinase diabetes \\\n", "count 5000.000000 5000.000000 5000.000000 5000.000000 \n", "mean 60.288736 0.474400 586.760600 0.439400 \n", "std 11.697243 0.499394 976.733979 0.496364 \n", "min 40.000000 0.000000 23.000000 0.000000 \n", "25% 50.000000 0.000000 121.000000 0.000000 \n", "50% 60.000000 0.000000 248.000000 0.000000 \n", "75% 68.000000 1.000000 582.000000 1.000000 \n", "max 95.000000 1.000000 7861.000000 1.000000 \n", "\n", " ejection_fraction high_blood_pressure platelets \\\n", "count 5000.000000 5000.000000 5000.000000 \n", "mean 37.734600 0.364800 265075.404370 \n", "std 11.514855 0.481422 97999.758622 \n", "min 14.000000 0.000000 25100.000000 \n", "25% 30.000000 0.000000 215000.000000 \n", "50% 38.000000 0.000000 263358.030000 \n", "75% 45.000000 1.000000 310000.000000 \n", "max 80.000000 1.000000 850000.000000 \n", "\n", " serum_creatinine serum_sodium sex smoking time \\\n", "count 5000.000000 5000.000000 5000.000000 5000.000000 5000.000000 \n", "mean 1.369106 136.808200 0.645600 0.311800 130.678800 \n", "std 1.009750 4.464236 0.478379 0.463275 77.325928 \n", "min 0.500000 113.000000 0.000000 0.000000 4.000000 \n", "25% 0.900000 134.000000 0.000000 0.000000 74.000000 \n", "50% 1.100000 137.000000 1.000000 0.000000 113.000000 \n", "75% 1.400000 140.000000 1.000000 1.000000 201.000000 \n", "max 9.400000 148.000000 1.000000 1.000000 285.000000 \n", "\n", " DEATH_EVENT \n", "count 5000.000000 \n", "mean 0.313600 \n", "std 0.464002 \n", "min 0.000000 \n", "25% 0.000000 \n", "50% 0.000000 \n", "75% 1.000000 \n", "max 1.000000 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 👁️ Aperçu des données\n", "df.info()\n", "df.describe()" ] }, { "cell_type": "code", "execution_count": 29, "id": "d12d4c59", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 📊 Analyse des corrélations\n", "plt.figure(figsize=(10,6))\n", "sns.heatmap(df.corr(), annot=True, cmap='coolwarm')\n", "plt.title(\"Matrice de Corrélation\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "id": "6fd412b3", "metadata": {}, "outputs": [], "source": [ "# 🧹 Prétraitement\n", "X = df.drop('DEATH_EVENT', axis=1)\n", "y = df['DEATH_EVENT']\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)" ] }, { "cell_type": "code", "execution_count": 31, "id": "bf16d3ef", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "📌 Logistic Regression - Accuracy: 0.8510\n", "📌 Random Forest - Accuracy: 0.9920\n", "📌 Support Vector Machine - Accuracy: 0.9490\n", "📌 Decision Tree - Accuracy: 0.9880\n", "✅ Meilleur modèle : Random Forest\n" ] } ], "source": [ "# ⚙️ Entraînement de plusieurs modèles\n", "models = {\n", " \"Logistic Regression\": LogisticRegression(max_iter=1000),\n", " \"Random Forest\": RandomForestClassifier(),\n", " \"Support Vector Machine\": SVC(probability=True),\n", " \"Decision Tree\": DecisionTreeClassifier()\n", "}\n", "\n", "results = {}\n", "for name, model in models.items():\n", " model.fit(X_train_scaled, y_train)\n", " y_pred = model.predict(X_test_scaled)\n", " acc = accuracy_score(y_test, y_pred)\n", " results[name] = acc\n", " print(f\"📌 {name} - Accuracy: {acc:.4f}\")\n", "\n", "best_model_name = max(results, key=results.get)\n", "best_model = models[best_model_name]\n", "print(f\"✅ Meilleur modèle : {best_model_name}\")" ] }, { "cell_type": "code", "execution_count": 32, "id": "c0c6edd1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "🧾 Rapport de classification :\n", "\n", " precision recall f1-score support\n", "\n", " 0 0.99 0.99 0.99 698\n", " 1 0.99 0.99 0.99 302\n", "\n", " accuracy 0.99 1000\n", " macro avg 0.99 0.99 0.99 1000\n", "weighted avg 0.99 0.99 0.99 1000\n", "\n" ] } ], "source": [ "# 📈 Évaluation du meilleur modèle\n", "y_pred = best_model.predict(X_test_scaled)\n", "y_proba = best_model.predict_proba(X_test_scaled)[:,1]\n", "\n", "# Matrice de confusion\n", "cm = confusion_matrix(y_test, y_pred)\n", "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')\n", "plt.title(\"Matrice de Confusion\")\n", "plt.xlabel(\"Prédit\")\n", "plt.ylabel(\"Réel\")\n", "plt.show()\n", "\n", "# Rapport de classification\n", "print(\"🧾 Rapport de classification :\\n\")\n", "print(classification_report(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 33, "id": "4b0e6f62", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 📉 Courbe ROC\n", "fpr, tpr, thresholds = roc_curve(y_test, y_proba)\n", "plt.figure()\n", "plt.plot(fpr, tpr, label=f\"AUC = {roc_auc_score(y_test, y_proba):.2f}\")\n", "plt.plot([0, 1], [0, 1], linestyle='--', color='gray')\n", "plt.xlabel(\"Taux de Faux Positifs\")\n", "plt.ylabel(\"Taux de Vrais Positifs\")\n", "plt.title(\"Courbe ROC\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 35, "id": "d3c4fdcc", "metadata": {}, "outputs": [], "source": [ "import pickle\n", "\n", "# Sauvegarder le meilleur modèle\n", "with open(\"meilleur_modele.pkl\", \"wb\") as f:\n", " pickle.dump(best_model, f)\n", "\n", "with open(\"scaler.pkl\", \"wb\") as f:\n", " pickle.dump(scaler, f)" ] }, { "cell_type": "code", "execution_count": 37, "id": "761faa60", "metadata": {}, "outputs": [], "source": [ "import pickle\n", "\n", "# Sauvegarder le modèle\n", "with open(\"meilleur_modele.pkl\", \"wb\") as f:\n", " pickle.dump(model, f)" ] }, { "cell_type": "code", "execution_count": 38, "id": "944af181", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 🔍 Importance des variables (pour les modèles basés sur les arbres)\n", "if hasattr(best_model, \"feature_importances_\"):\n", " importances = best_model.feature_importances_\n", " features = X.columns\n", " imp_df = pd.DataFrame({\"Feature\": features, \"Importance\": importances})\n", " imp_df = imp_df.sort_values(by=\"Importance\", ascending=False)\n", "\n", " sns.barplot(x=\"Importance\", y=\"Feature\", data=imp_df)\n", " plt.title(\"Importance des variables\")\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 39, "id": "a08ebd81", "metadata": {}, "outputs": [], "source": [ "# 📝 Sauvegarde des résultats\n", "with open(\"resultats_modeles.txt\", \"w\") as f:\n", " for name, acc in results.items():\n", " f.write(f\"{name} - Accuracy: {acc:.4f}\\n\")\n", " f.write(f\"\\nMeilleur modèle : {best_model_name}\\n\")\n", " f.write(classification_report(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 40, "id": "e3b7d6fe", "metadata": {}, "outputs": [], "source": [ "# 📤 Export du jeu de données prétraité (normalisé)\n", "X_train_scaled_df = pd.DataFrame(X_train_scaled, columns=X.columns)\n", "X_train_scaled_df[\"DEATH_EVENT\"] = y_train.values\n", "X_train_scaled_df.to_csv(\"data_pretraitee.csv\", index=False)" ] }, { "cell_type": "code", "execution_count": 41, "id": "598d41c3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Logistic Regression - Score CV moyen: 0.8458 (écart-type: 0.0199)\n", "Random Forest - Score CV moyen: 0.9920 (écart-type: 0.0023)\n", "Support Vector Machine - Score CV moyen: 0.9543 (écart-type: 0.0054)\n", "Decision Tree - Score CV moyen: 0.9832 (écart-type: 0.0036)\n" ] } ], "source": [ "# 🔁 Validation croisée pour évaluer la robustesse\n", "# Import necessary function\n", "from sklearn.model_selection import cross_val_score \n", "\n", "cv_scores = {}\n", "for name, model in models.items():\n", " scores = cross_val_score(model, X_train_scaled, y_train, cv=5, scoring='accuracy')\n", " cv_scores[name] = scores\n", " print(f\"{name} - Score CV moyen: {scores.mean():.4f} (écart-type: {scores.std():.4f})\")" ] }, { "cell_type": "code", "execution_count": 42, "id": "2cdb87aa", "metadata": {}, "outputs": [ { "data": { "image/png": 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FC+pj4fH79etnLFiwINX18PzxusBrF6/hYsWKGW3btjU+/fRTx3U++eQTo1WrVo77wmvmscce09ZiRORbYfjHNcAlIiLyN2R9keV3V2pBRJQW1swSERERkW0xmCUiIiIi22IwS0RERES2xZpZIiIiIrItZmaJiIiIyLYYzBIRERGRbTGYJSIiIiLbCrkVwLC+OJZLxIoszmt/ExEREVFgwJSu06dPS4kSJXTVvvSEXDCLQLZUqVJWD4OIiIiIMrB7924pWbJkutcJuWDWXCMbGwfrb/taYmKizJ07V9ftjoqK8vnjkfdxH9of96H9cR/aG/ef/SX6eR+eOnVKk49m3JaekAtmzdICBLL+Cmbj4uL0sfgHbE/ch/bHfWh/3If2xv1nf4kW7cPMlIRyAhgRERER2RaDWSIiIiKyLQazRERERGRbDGaJiIiIyLYYzBIRERGRbTGYJSIiIiLbYjBLRERERLbFYJaIiIiIbIvBLBERERHZFoNZIiIiIrItBrNEREREZFsMZomIiIjIthjMEhEREZFtWRrMLlmyRLp16yYlSpSQsLAwmTp1aoa3Wbx4sdSrV09iYmKkYsWKMm7cOL+MlYiIiIgCj6XB7NmzZ6V27doyevToTF1/+/btct1110mbNm1k9erV8uCDD8qdd94pc+bM8flYiYiIiCjwRFr54J07d9ZTZo0ZM0bKlSsnb7/9tp6vVq2aLF26VN59913p2LGjD0dKRERERIHI0mDWU8uWLZN27dqlugxBLDK0tnLhjMj2JSIpSVaPhDIhLDlZip9YKWEbU0QiIqweDmUB96H9cR/amzf3nyGGJCSliB0YhiHnUxL98jiSkiKScvF/I9np50v/p/7ZEAP/Jzv9bFx5W+frJSYlS+EdOySpaX2JKlJSAomtgtkDBw5I0aJFU12G86dOnZL4+HiJjY294jYXLlzQkwnXhcTERD35mvkYzo8VMf0hCV/7o88fm7z3R9IIP2y3eiSUVdyH9mfVPjREJD4szL8PGqSuFpGEHSIJbn6HOEo3tmH+HHb5spTLPxtGmNP1wkRSUl9u3vbyz5fuy+V6ad4mxeWxXa+XktbjXH4M59uviMkhZ8PCJTxFJNwQ/T9C/zcc59P6P8LN5RHurp/i25pRPJXt5cvL5qpV5Np5q+VIt9VSLH/qWMwXPInRbBXMZsWrr74qL7zwwhWXz507V+Li4vw2jnnz5jl+brb9XyksImdiismFyNx+GwMREXmWAbwvX6L8G21k4sqXg5MrAg7noCODwORyAGOkH+i43ncGlzuCp3TGqJel85h2DcasVF3/zcTrx8eSw0SSw0VScApL53+X6yVGRcr2qg3leNEyej/LGlSU4us2iRxN9vmYz507F5zBbLFixeTgwYOpLsP5PHnyuM3KwvDhw+Xhhx9OlZktVaqUdOjQQW/nj28WCGTbt28vUVFRelnEN5+JnBHJ0fkFialxvc/HQN7fh2Qv3IeZPEyZnHzxMGNSktPhxuSL/ycnXTrciPPJcj4x/uL1cd5xuPLi7y7/fPHQpt7W8bN5/YvXM1Kcr2/+7HT5pcdLTkqSHVu3StnSpTXQM8d28T4x1mSXx7x0f6ke0/zZZYzm8zavf2kb4Pw9Z/ZnIlAM3mAsUGQ1GDP/T051PizN26e+3qX/ne471fUcl1+8vytue+nnQjmLyk3VBkgYyivCIy7+HxEuEo7TxZ8v/i78YglGeLiEmT+bl+My5/N6+4iL14s0r4P7vnS/TtfV62TBkUOHZf7M2XLyxAntOFW/SWM5VqOatO3URTtK+Zp5JD3ogtmmTZvKzJkzU12GDyhcnhZscHcbHR9o/vxQS/V4lw5ZRUZE4hd+GwNlj79fM5S1YOxiQHQ5YML/YefPS+TJkyJHjoiBN3Z317siYLscYJlBjhlsGclmsJc6INPLnc/r/8luruc6RvN6qYO9VAGa4/Ikt9dzDdDcjiUp9XZx3g4Xj4sGtiLI1vj5MXEUzSsuBRdhzkEIfo6ITBWAmEGMc3BjBixh4akDGX0tOwU3+vtLgVKYU6B08T6cAih3939pLBeDpku3xc8aKLk8htvgKfXzcA2+klJS5I+//pK6jZrIrV+tkpSwcPnhnmYSmyMq9XhSBXdOz8VFjshwDbDsIDYy1jZjNd9LV6xYoZ2ikpOTNfHXp08fTSgiBkNM5Y/PQk8ew9Jg9syZM7Jly5ZUrbfQcqtAgQJSunRpzaru3btXxo8fr7+/++675cMPP5THH39c7rjjDlm4cKH8+OOPMmPGDAufBZHvgzFBliiNIMR7wVgaQZdTxixLQZfz5W6u5xp06e816MooAEy9XTIKxsqLyM5XXvXb/gw6ToHJuZTztsqMuZ5PznDMYal+X6FAZXmm6UgNsBzBnRnYacAXmXEw6kV4qfcds0zW789k5ir50sln00SMTN55OZFdB0VyltBzhStUkrhoW+XUQsKxY8dk9uzZkpKSIpUrV5YePXpoWaY/5hlllaWvIkT+6BlrMssBBgwYoIsh7N+/X3bt2uX4PdpyIXB96KGH5L333pOSJUvK559/bo+2XMkJIrMeFjmyReTgOgnaYCwzQZcHwVmqoMsRfLkJznwYjKUkJUmJ/ftk34yZEqaHIK0Jxih7kMW6GIxEXg44nAMP5/Ph4bI3/kDqoC1VwJN2MKbBUnqHQZ2v5xKMXRmkZTaYcw3SwtzfPp2A8fJYrgwkDUdWKeXS6eJHx5nNz4iREi22ZU7ygXRKAFefjJJJ23f6a1QhoUGZ/BIbxa4UgahgwYIaVyEr26RJE1tklS0NZq+55pqLAVAa3K3uhdusWrVK7Cb8r09F/r6YYTadP5go57dMvRSUpZUpS11LlqUMmMthR9frXRl0eXZ4MhSCsVx6eHODtYNwHG7MXDDmOCx5xfXMw5GXDxmmOq+H+MxDhpcvNzNSjsOkqQ6ROl3u9npmpsr1epdrxRzPwfm8U9bL+XLX52teL63tkpScrIfHunTpkqlDV+cSz0nPbxtb/RYZ0JLOlREjOSfqpqweSsiqXjyPTLi7qVm5FtCQ1ZszZ6507NhB/wYRyNohSAoFhmHI8uXLpUyZMlpKAI0aae8Q2+A7tZ+E//HRxR9aPCxSvLYkh+WRHf0fFCOA0/ZeZ9NgLEUM+Xf9BqlZp7ZEREVbEox5+zBlyMGXrSxa3G+x1rwFu/jEZKn/4nz9+dcn2khcdPpZsxwROfwajLgGQyS2CggTwwyJiRAtK4iKYugRKOLj42XatGmyceNGLfG86667JDrafkdb+Iryl/MnL/7f4A6RfKUkedcuRyCbs3WroM+M2TkYw4foyZkzJU8ms3oUXBDIxkX5r42fu6wJAk2fPw6OwBgXP8QKxuUKuFpGBkNE3rVnzx6ZOHGinDx5UiIiIqRx48a2/YzjO4JFUFMJ4XnzSulPPrF6OEQUgBDI9hmzTFbuPG71UIgoiN5Xli1bJgsWLNBJXvnz59duBSVKXJyYZ0cMZn3NMCTX+f2XlhVxgrpUVJtxWUYiSgMysv4OZDkxhyh4JSQkyKRJk2Tz5s16vkaNGtKtWze/9I31JQazPha+4gtpu+HJyxdcqm/SyVMMZokCjh7WT4qXQLPimXYZ1rGGWh0mEXkGZQRJSUlaVtCpUyepX79+UPy9M5j1taMXv/0Y0bkkrPw1InmuSlVmgMlQRBQ4gexts26T1YdXS6BBIBtodaxEZI/3teTkZInEvJawMOnVq5f2+Tc7FwQDvjP6SUrjeySi7TOXL2CZAZHfsqvIRCQYCXpZYjrN3fF750C2bpG6Wepk4K1JW+cSfD/xi4iC19mzZ2XKlCmSN29eLSeAXLly6SmYMJi1iB3LDAL18KuvZTYQosAxYPYA2Xhs4xWXj/xxpEctuQrkKODxIbiUFEO6frA086szERH5wI4dO7Q+FllYZGVbtGihk72CEYNZixhJSbYqMwjkw6/+4kkgRPaGjGxWAln8nfgikOWkLCLKrJSUFPn111/ll19+0fekQoUKSd++fYM2kAV7RFLByGaZWdfDr0SBrmqBqvJVp68c2fU5c+boEo3IUGQEpQVZmRSB0gIzkC1XKKdMv6+FV1Zn4qQsIsqMM2fOyOTJk2X79u16vk6dOtK5c2dbLoTgCQazFrk8AcwewWworohk8jQQosDgHJCiPCQ6LFov81dTcASyOWP4eiEi/zAMQ8aPHy+HDx/W97nrrrtOateuLaGA77QWMRwTwOy3C6xeEcnfrAiEyP6YSCUifwoLC5N27drJwoULdREElBeECvtFUsHCZmUGREREFFhOnz4tx44dkzJlyuj5ypUrS8WKFSXcxkvIZwWDWYsEWplBRp0KQrGLAQUuT1tfJSYmyYVktLpKkijDdylTttIiIn/ZsmWLtt1KSUmRu+66S/Lly6eXh1ogCwxmrWJhmYG7wDWtVkZEgSbrra8i5fHlC300KiIi/0DwilKC3377Tc8XK1ZMLwtlDGZDrM9sdltsZbWJPJE3srCGIRrIbj9yVgIZW2kRkS+cPHlSe8fu3r1bzzdo0ICTkxnMhl6ZQXottpxbGXm7ZRFRVgPZPmOWycqdx6/4nSetrxITE2XOnLnSsWMHv0ziYystIvK2zZs3y9SpUyU+Pl5iYmJ0Ra8aNWpYPayAwGDWKgHQzcC1xRYDVQo0yMi6C2SrF8+jgWx4eOZer4lhhsREiMRFR0pUFN/2iMh+/vvvPw1kS5Qood0KgnkRBE/xXd3izGyYhRPAQq3FFtlvUpfzhKoVz7STuOiLfy/MfBJRqEE5ASZ5NW7cOOTLClxxa1jcZ1Zs2GeWyJ/lBCYEssisEhGFgo0bN8o///yjWVh0KEAA27x5c6uHFZD4yWAV9pklyrCcwMQJVUQUSqtOzps3T5YvX67nV61aJfXr17d6WAGNwWwIlRlk1EuWKBA4lxOYWFZARKEACyBMnDhR9u/fr+ebNm0qderUsXpYAY/BbIiUGaQYKdJ/en/2kqWAx3ICIgpF69atk59//lkuXLggsbGx0rNnT13RizLGT4wQKDNARtY1kGW/WCIiosDw66+/6kIIUKpUKbn++uslb968Vg/LNhjMhkCfWZQWmIFsmTxl5MeuP7INFxERUYBABhYBLToVtGnTJiSXpM0OBrMWlxlktc+sJ/WvztdDIMt2XERERNY6evSoFCxYUH8uWrSo3HfffZI7d26rh2VLDGatkpT1MoPsLklLRERE1sCKhLNnz5bVq1fLwIEDpWTJkno5A9msYzBrESM562UG6S1Jmx7WyRIREVnn8OHD2q3g0KFDen7v3r2OYJayjsGszZezdV2SNj2skyWrVvLKiPNKX0REwQiZ2JkzZ2pmNmfOnNK7d28pX7681cMKCgxmbdZnFoHCgNkDHOe5JC3ZbSUvIqJQkpCQoEHsmjVr9Hy5cuU0kM2VK5fVQwsaDGYt7zMbkeXOBFULVGXZANlqJa+McKUvIgo2//77rwayODJ6zTXXSIsWLditwMsYzFreZzbru+CrTl+xbIBstZJXRrjSFxEFm7p162ptbM2aNaVs2bJWDycoMZgNoeVsifyJK3kRUSjCCl5LliyRVq1aSUxMjH5B79atm9XDCmr8pAmR5WyJ/FEvy4lcRBTKDhw4oN0K0EP27NmzuiQt+R4jKRv2mSUKNJz4RUSh/h64cuVK7R+bnJwsefLkkXr16lk9rJDBYNaGfWaJAqmtFiAj6xzIciIXEYWK8+fPy/Tp02XdunWOpWl79OghcXHsNOQvDGZttJyta1suokDMrmLiV8Gc0ZzIRURBD4sffP/993L8+HHtUNCuXTtp0qQJ3//8jMGsVbIwAYxtuSiQ22qZGVkGskQUKpB9RR/ZvHnzSp8+fbial0UYzFpdZpDFmlm25SJvlxU4T97KSlstYGstIgp2WMErKipKf8bCBzfffLPky5dPYmOZYLIKg1mreFBmoAFHUryeiPxRVsC2WkREV9qzZ492K0A5wdVXX62XFS9e3OphhTx+WgV4n1kEHLfNuk1WH17tp5FRqJcVcPIWEdGVn8V//PGHzJ8/X1JSUuS3336TGjVq8EhUgGAwG+BlBsjGugaydYvUZb0seZVzWQFLBYiILjt37pz89NNPsnnzZj1fvXp1XQSB75OBg8GsVZIulRlEZn4XLO63WINYnPhHRN7EsgIioivt3r1bywpOnTolERER0qlTJ6lfvz4/gwMMP70szsx6smgCgti4KPatIyIi8jW02xo3bpyWFRQoUED69u0rxYoVs3pY5AaDWcvLDLgLiIiIAk3+/PmlcePGcubMGbnuuuskJibG6iFRGhhJWV5mwIk2REREgWDHjh0axKJvLKBrAUoKWFYQ2MKtHkCoykqZAREREXkfSgl++eUXGT9+vNbIJl/6jMaqXgxkAx8zsxYvZ8syAyIiIuugjGDy5Mmyfft2PV+wYEENbjHhi+yBkZRVMtFnFn3tBswe4MdBERERhQ4EsJMmTZKzZ8/qql5dunSROnXqWD0s8hCD2QDrM2uu9gX4f+Oxjfpz1QJV2Vs2xDkvPesNzsvXEhGFYlnBkiVL9HyRIkWkT58+UrhwYauHRlnAYNbiMgPnPrPprfb1VaevWLcTwtJbepaIiDwPZjdt2qQ/161bVzp37qyZWbInBrNWlxk4ZWbdrfYFXPGL0lp61hu4fC0RhZrIyEjNxO7fv19q1qxp9XAomxjMBuhytuZqX8AVvyitpWe9gcvXElEoZGIXLlwo0dHR0qpVK72sUKFCeiL7YzAbIMvZuk724mpflBYuPUtElHknT57USV5YmhZf3GvUqKEdCyh48BMxAPrMIpA9dv4YJ3sRERF50ebNm2Xq1KkSHx+vK3h169aNgWwQYjBrcTBrRERcMemLk72IiIiyDoseLFiwQJYtW6bnixcvrjWyBQoUsHpo5AMMZi2ATKxZZnDBSEwVyHKyFxERUfY+Y7/++mtdmhYaNWok7du310lfFJy4Z62QknL5Z6dFEzDpq0COAszKEhERZZFZF3vgwAHp3r27VKtWzeohkY8xmLWyk4FLay52LSAiIvJcUlKSnDp1ylFGUL9+falatarkypXL6qGRH4T740HIxaUSA8W1n4mIiLLs+PHjMnbsWBk/frxO9AIkhhjIhg5mZq3OzLKGhzKxhC2XniUiutL69etl2rRpcuHCBYmNjZWjR49KyZIlrR4W+RkjKQsYTpnZgfMGWToWClxcwpaIKO2ygjlz5siKFSv0fKlSpeT666+XvHnzWj00sgCDWSuYmdmwMNlw4uLa0OwtS5lZwpZLzxJRqEP2deLEiTrBC5o3by5t2rSRCJbthSwGswGylC17y1JmlrDl0rNEFOoWL16sgWxcXJz06tVLKlasaPWQyGIMZi1dyhbBLGshKWNcwpaI6KLOnTvr/+gdmydPHquHQwGA3QwszcwyOKG062U56YuISOTw4cOyaNGiiwsO4ct9XJzWxzKQJROjKQsYSReDlLMp55GftXo4FGA48YuI6KI1a9bIjBkzJDExUXvI1q5d2+ohUQBiMGuF5ItlBolhCGojOfmL0p34xUlfRBRqEhISZNasWbJ69cXl3suVKycVKlSwelgUoBjMWiDlUs1s8qUiD07+ovQmfhXMGc3XBxGFjEOHDsmECRPkyJEj+t7XunVradmypYSHszKS3GMwa4HzF87p/ynhbMlFGU/8YiBLRKFi7dq1uggC+shiBS/UxpYtW9bqYVGAYzBrYZkBMrPMyhIREV2UM2dODWRRUoC2WzhPlBEGsxZ2M0hmDEtERCEO9bHR0dH6c/ny5eX222+X0qVLM9FDmcZg1gqXuhmgzIBCp0MBJnZlBltyEVGovC+uXLlS224NGjRIuxVAmTJlrB4a2Yzlwezo0aPlzTff1NU80HLjgw8+kEaNGqV5/VGjRsnHH38su3btkkKFCkmfPn3k1VdflRw5cojtMrMMZkMCW20REaV24cIF+fnnn2XdunV6fsWKFdKhQwerh0U2ZWkw+8MPP8jDDz8sY8aMkcaNG2ug2rFjR9m0aZMUKVLkiut/++238uSTT8rYsWOlWbNmsnnzZj0cgUMR77zzjtixZpaCP+OKTGtWAlm25CKiYLRv3z6ZOHGiHD9+XDsUtG3bVpo2bWr1sMjGLA1mEYAOHjxYBg4cqOcR1KI5MoJVBK2ufv/9d2nevLncdNNNeh4zHG+88Ub5888/xU7MzCzLDOyyEleSXEhGUJokUcblGi4sRtN3zDJZv/+UR6220KEgMxDIsmaMiILp/fSvv/6ShQsXSnJysuTNm1ePrpYsWdLqoZHNRVpZ8I1ameHDhzsuwze0du3aybJly9zeBtnYr7/+WpYvX66lCNu2bZOZM2fKrbfeKnasmWVm1k7lAZHy+PKF2bo/ZFrZM5aIQtWxY8d0RS+oWrWqdO/eXWJj2ZqSbBzMohkyvpkVLVo01eU4v3HjRre3QUYWt2vRooUGGmjfcffdd8tTTz2Vbl0OTqZTpy5m0bA0Hk4+l5IiyMOlJKdIyqXHS05IuPh/uOhzSBQ/jIM8hkxsZsoDqhXLLd/d2VAyilGRacX+Jv8z/9b98jdPPsF9aG/Yb/nz55eUlBSpXr26NGjQQL/Yc3/aR6Kf/wY9eRzLJ4B5YvHixfLKK6/IRx99pDW2W7ZskQceeEBefPFFefbZZ93eBpPDXnjhhSsunzt3rsTFxfl8zLV275ZyIrJ121bZFD9TL8ux+m8prWUGYTJnzhyJDrvYkoQCC0oLzD+RlxokSXQamfTo8OPyy4K5fh0bZc28efOsHgJlE/ehfSDphLpYBLEIXHH0FRO3Dx8+rEvVkj3N89Pf4LlzFxeYCuhgFi/oiIgIOXjwYKrLcb5YsWJub4OAFSUFd955p56vWbOmnD17VoYMGSJPP/2026XuUMaASWbOmdlSpUrprMk8efKIz81cKHJEpEL5ClKhTRe96GjSBTkuE7TPbJeOHbkCWIBO6opHi6zlv+hlCGS7dmovUVFRVg+PsvgNH2/A7dtzH9oV96G9xMfHy/Tp07Xz0FVXXaVHVLH/8NnL/WdPiX7+GzSPpAd0MIsGyfXr15cFCxZIz5499TIcfsD5e++9N80o3TVgRUBsBiDuxMTE6MkVdoQ/dkbypfGGR4RLxKXHC780VpQZREZG8g/bJm20/PWaId/hPrQ/7sPAt3v3bu1WgGAEn9HIzJr7jPvP/qL8tA89eQxLywyQMR0wYIDWzmBCF1pzIdNqdje47bbb9BsdSgWgW7du2gGhbt26jjIDZGtxuRnU2gG7GQQuZGRdA9n6pfNJdPgRy8ZERGSXZMBvv/2m3QrwMxZB6Nu3rx5tZW0s+ZKlwWz//v21dua5557TRRPq1Kkjs2fPdkwKw+EJ50zsM888o3U3+H/v3r1SuHBhDWRffvllsQv8gScmxOvP7GYQGCtupbX6ltlGK1JSWN9FRJQOJKKmTp2qSSa4+uqrpWvXrm6PjBJ5m+UTwFBSkFZZASZ8OcMh+REjRujJrgHWbbNuk6J//S2DmJkN+BW3EMjGRUcyo0BElIka2Z07d+rndOfOnfUIKtsQUsgEs6EkPileVh9eLZ1TLp7PE5efk7/8VCrgKa6+RUTk2aTu3r17a32sa8tNIl9jMGuBiEvBbNOSLfjN1cc8WXHLGVffIiJK25kzZ7SsoGXLllKmTBnHQghEVmAwa2EwGxbJze9rZqkAERF5B1bfnDx5stbJoo/ssGHD3LbGJPIXfspbINwMZm3UgYGIiEIb2mf+8ssvsmTJEj2PSdjoVsBAlqzGYNbCzKxEMpj1VheCtDoSEBFR9p0+fVqzsTt27NDzmOCFiV7sGUuBgMGsH4O0AbMH6M8RKRcXTQiL4Ob3RRcCIiLynpMnT8qnn36qCxcheEXLrVq1alk9LCIHRlN+ct5Ilo3HNurPhWMKCta4ZZmB97sQOGNHAiKi7MPS7+XKlZMjR45oWUHBgvgMIwocDGYt0LVMZzkl/2OZgQ+6EDhjRwIioqzBUrRYdj5Hjhz6PooFilAby7ICCkQMZi1gJF2s6WSZQeoaWedaV3YhICKyxubNm7XtVtmyZTUTi2CWK3lRIGO0YIXkS8FsiGVmXSd3GYZI3zHLZP3+U5aOi4iI8NGULAsWLJBly5bp+RMnTsiFCxc0O0sUyBjMWsBITrr4QwjVzHoyuYu1rkRE/oXAddKkSbJnzx4936hRI2nfvr0uT0sU6PgqtTIzG0JlBighSCuQrV48j0y4u6mY5a2sdSUi8p+NGzfKTz/9JOfPn9dygh49eki1atWsHhZRpoVONBWINbMhUmaQkmJI1w+Wpjm5i8ErEZE1EhMTZdasWRrIXnXVVXL99ddL/vz5rR4WkUcYzFqYmZUQyMyivACB7PYjZx1Z2II5oxm8EhEFAHQnQACL7Gzbtm0lIoTK3yh4BH80FYAMR5lB8L9pYMKXOcGrXKGcMv2+FgxkiYgstH79eklKSnIsfFC6dGk9EdkVg1krJF2aABYiZQYmBLLh4QxkiYisgAB2zpw5smLFCp3YhbICLoBAwYDBrKWZ2dDa/EzIEhFZ4+jRozJx4kQ5cOCAnm/cuLHky5fP6mEReUVoRVOBIkT7zBIRkf/9+++/8vPPP0tCQoLExcVJz549pVKlSlYPi8hrGMxa2M0glPrMEhGR/yfgzpgxQ1auXKnnUReLyV558uSxemhEXsVg1gpBVGbguqqXK+claomIyH8w2RaZWGjZsqVcc801Eh4ebvWwiLzO/tGUjVcAs3uZgSerehERkX+gnCA6Olp/RgCLkoJSpUpZPSwin+FXNEv7zNo7mEVGNrOBLJeoJSLyfRCLlbzGjRunnQsAmVgGshTsmJm1dAWw4Nn8rqt6ueIqX0REvnPo0CHtVnD48GF9r92xY4dUrFjR6mER+UXwRFN2EoSLJiCQjYvmy4mIyN/lXqtXr5aZM2dqNjZXrlw6yats2bJWD43Ibxh9WNhnNhSWsyUiIt+4cOGCditYu3atnq9QoYL06tVLcubMafXQiPyK0ZQVkoJjAhgREVln+vTp2kMWZQVt2rSRFi24XDiFJgazlq4AxmCWiIiy5tprr5WDBw9K165dtYcsUahiNwMrsMyAiIiyUFawbt06x/n8+fPLPffcw0CWQh6jKSszsywzICKiTNi/f79MmDBBjh8/LjExMY5OBSwrIGIwaw0uZ0tERJnsVvDXX3/J3LlzJTk5WfLmzSs5cuSwelhEAYXBrBUcK4DZe/MbhtUjICIKXufPn5dp06bJhg0b9HyVKlWkR48eEhsba/XQiAKKvaMpm7LrBDBkCLDq18WfRbp+sNTqIRERBaW9e/fqIggnTpzQVbzat28vjRs3ZlkBkRsMZq1gwzIDBLJ9xixzu3xt9eJ5uFQtEZEXHTlyRAPZfPnySZ8+feSqq66yekhEAYvBrKUTwOyz+ZGRTSuQnX4fexsSEXkjaWC+l9auXVsSEhKkZs2arJElyoB9oqlgYtMyA9OKZ9rp8rWAjCwDWSKi7Nm9e7dO8rrxxhslLi5OL2vYsKHVwyKyBfaZtYBxaQKYXfvMIpCNi47UEwNZIqLsZWN/++03+fLLL2XPnj2ycOFCq4dEZDv2jKbsDDOnLtXMss8sEVHoOnv2rEydOlW2bNmi56+++mqd6EVEnmEw62dhTu2s7FpmQERE2bNz506ZNGmSnD59WiIjI6VTp05Sr149Hu0iygIGs34WkeJ0xgYTwMx2XOcSLnVgICKibNm4caP8+OOP+v5asGBB6du3rxQtWtTqYRHZVuBHU0EczAZ6Zja9dlxERJQ1ZcuW1ZZbpUqVkuuuu06io6OtHhKRrTGY9bNwmwSzCGSPnk24IpBtUCY/e8oSEXno4MGDUqRIES0jQKutO++8U1fyYlkBUfYxmPUzO5QZpKQYurrX+v2nrmjHxVZcRESZl5KSIkuWLJFffvlFunTp4mi3ZbbfIqLsC8xoKohFmBPAwsIkLDw8IDOyroEssrEFc0YziCUi8gAmd02ePFl27Nih5w8dOmT1kIiCEoNZq8oMAjQri8leZiBbrlBOXd0LGVkGskREmbd161aZMmWKtt+KioqSrl27Sq1ataweFlFQCsyIKgTKDAK5XtaEQDZnDF8iRESelBUsXrxYfv31Vz2PLgV9+vSRQoUKWT00oqDFSMXP7BTMMhlLROT5RK+lS5fqz/Xr15eOHTtqZpaIfIfBrJ8FepkBERFlXfHixXUVr9y5c+uKXkTke4yoQigzay6AkB4ujkBElHnJyclaVoB62MKFC+tlTZs2tXpYRCGFwWyIBLNcAIGIyLtOnjwpEydOlD179sjmzZtlyJAhEmGDEjKiYMNgNkTKDJCR9SSQ5eIIRERp27Rpk0ydOlXOnz8vMTEx0rp1awayRBZhMBuCE8DMBRDSw8URiIjclxXMmzdP/vzzTz1fokQJ7VaQP39+q4dGFLIYzFq0aIKVwSwC2bho7noiIk+gZ+y3334r+/bt0/NNmjSRdu3aMSNLZDFGNH7GbgZERPYUGxsrkZGRkiNHDunZs6dUqVLF6iEREYNZ/4tIMWzTZ5aIKNQlJSVpyRWyr+Hh4XL99dfrwgj58uWzemhEdAmDWYtqZiUywq/tt9hyi4jIM8eOHZMJEyZImTJlpFOnTnpZnjx5rB4WEblgMGtRmUFYhPc3PdtvERF5x7///is///yzJCQkyKlTp6RVq1YSFxdn9bCIyA0Gs0HUzSAz7bfYcouIKG2JiYkye/Zs+fvvv/V86dKltbSAgSxR4GIwG0RlBsalTgnptd9iyy0iIveOHDmiZQWHDh3S8y1btpRrrrlGa2WJKHAxmA2SMgOUGPQds8xxnu23iIg8m+g1fvx4OX36tOTMmVN69eolFSpUsHpYRJQJjHaCpMwAJQbr95/Sn6sXz8NSAiIiD6DlVseOHWXFihXSu3dvyZ07t9VDIqJMYjAbZN0MYMLdTVlKQESUAZQTxMfHa7cCqFGjhlSvXp3vn0Q2w2DWz8IdK4D5btPzfZiIKP2yrNWrV8vMmTMlOjpa7r77bkcmloEskf0wmLWqzMDLmVnnyV9EROQeWm3NmDFD/vnnH0e3Ak7wIrI3BrNWlRl4MTPrOvmLiIiudPDgQe1WcPToUc3AtmnTRlq0aMFsLJHNMZi1rJuB9zKznPxFRJT+F370jUX/WHQtQEkBeseatbJEZG8MZoOkzMDEyV9ERKnhPXH37t0ayFasWFHbbnERBKLgwWA2CMoMnDGOJSK6nJE1v9x36dJFSpYsKfXr1+cXfqIgw6r3ICgzICKi1EHs8uXLtT4WPwO6FjRo0ICBLFEQYmY2CPvMEhGFqvPnz8vPP/8s69ev1/MbNmzQ3rFEFLwYzPpZRIrh9T6zbMtFRCSyd+9emThxopw4cULbbbVv316qVatm9bCIyMcYzFq2aIJ3MrNsy0VEoQ7vg3/++afMmzdPUlJSJF++fNKnTx+56qqrrB4aEfkBg1mblxmwLRcRhbpZs2bJX3/9pT8jE9u9e3fJkSOH1cMiIj9hMGtVay4fdDNgWy4iCkW1a9eWNWvWSNu2baVhw4Z8HyQKMZZ3Mxg9erSULVtWv0U3btxYZ6CmB7VQw4YNk+LFi0tMTIxUrlxZ19e2XTcDH0wA4/s3EYVKWcGBAwcc51FO8OCDD0qjRo0YyBKFIEuD2R9++EEefvhhGTFihK7Ogm/XHTt2lEOHDqW5pjYK+nfs2KFF/ps2bZLPPvvMVnVRl/vMshyAiMhT586dk++++04+//zzVAFtbGyspeMiohAtM3jnnXdk8ODBMnDgQD0/ZswYmTFjhowdO1aefPLJK66Py48dOya///67REVF6WXI6tqJL8sMiIiC2ZkzZ+SLL76Q06dPS0REhBw5ckSKFStm9bCIyG6Z2fj4eP1mbNq5c6eMGjVK5s6d69H9IMu6cuVKadeu3eXBhIfr+WXL3M/OnzZtmjRt2lTLDIoWLSpXX321vPLKK5KcnCx24evlbImIgrGs4LfffpMtW7ZoIFuwYEFNhOAzgIjI4/Rgjx49pHfv3nL33Xdr/SrqXJElxTdkZFrvueeeTN0Pro8gFEGpM5zfuHGj29ts27ZNFi5cKDfffLPWyeKNbejQoZKYmKilCu5cuHBBT6ZTpy7O/MdtcPK5lBRB2JqSnJIqmE2WsGw/Pt7gT51NcJzX5xTGprPeZu4nv7xeyCe4D+3r7NmzmsjYvn27nscCCFiaFit6cX/aB/8G7S/Rz/vQk8fxOJhFbeu7776rP6NuFcHnqlWrZNKkSfLcc89lOpjNCvQPLFKkiHz66ad6iAlrbKNJ9ptvvplmMPvqq6/KCy+8cMXlyCTHxcWJr9XavVvKIRDfsU0k9vIEsA2bN8mJbExcw0IJ762LkO2nL092mDNnrsQw4esz6GFJ9sZ9aD+YQ7Fv3z6d2FWyZElNnsyfP9/qYVEW8W/Q/ub5aR86VwF4PZjFnefOndsRECJLi/KAJk2aaMlBZhUqVEgD0oMHD6a6HOfTqoFCBwO8keF2JvQUxCQAlC3gm7qr4cOH6yQz58xsqVKlpEOHDpInTx7xuZkLRY6IlC9bXuTgGkdmtkbNmpK3S5cs3+3ZC0ny4B8LHefrl84nPbuyJY2vvh3ijxeTD81abbIX7kP7whGoOXPm6ARhJE64D+2Jf4P2l+jnfWgeSfdJMFuxYkWZOnWq9OrVS99gHnroIce3Z0+CQwSeyKwuWLBAevbs6ci84vy9997r9jbNmzeXb7/9Vq+HABo2b96sQa67QBbQvgsnV9gR/tgZyZfGGR5x8X8zmI2Ijsny4+PN/aaP/nCcX/FMOymYM5qBrI/56zVDvsN9GPhQE/vLL79oZxtzX3Xr1k0/SBHMch/aG/ef/UX5aR968hgeTwBDKcGjjz6qXQRQL4sJWWaWtm7duh7dFzKmaK311VdfyYYNG7REAfVRZneD2267TTOrJvwe3QweeOABDWLR+QATwDAhzC680WfWddUvBrJEFAy2bt0qn3zyiU4O5uFoIvJqZvaff/7RWaPIhmK96xYtWsj+/fv1sI8JK68gW+uJ/v37y+HDhzVARqlAnTp1ZPbs2Y5JYbt27XJkYAHlAWY2uFatWtpfFoHtE088IaHaZ5arfhGR3eFo2+LFi+XXX3/V85gbgQUQiIi8Fswi44rgFW8w5cuX1zWwXbOwWX3jQUlBWmUFeHNzhUzwH39cPsRuN+GGd/vMMo4lIjtDXRwmECN5AfXq1ZNOnTrxUDQRZVqmIqp8+fJpWxQEs1h9C9+iKWsiUi5Gs+wzS0ShDgEsVoLExGLMe0BtLHvHEpFPgtnrr79eWrdurROtcEi7QYMGqToKuPaCpbRxOVsioovy5s2rE1rRwQYlbFgMgYjIJ8Es+rqiBRcWKbj//vt15RWzPRdldQIYl7MlotBz/vx5yZEjhyOYxURftGqM5HsiEWVRpt89UMMEmGWKSVcMZrO5nG0WMrPIYKCTwbkE+yzfS0Rk2rRpk/z000+6kmSVKlX0srT6ihMRZZbHX4W//PJLT29CbssMIj0OZPuMWSYrdx73ybiIiHwFS5dj1S5z8i4mEZvBLBFRdmUqokKJwbhx43RRBPycnsmTJ2d7UMEsq31mkZF1DWQblMkvsVGsvSWiwHX8+HHtVoClxwH9ybGCEBGRX4NZ1DWZvUwR0LKvqTVlBs4rfsVFR2ggy31BRIEKi+GgrODChQtaJ4vygqpVq1o9LCIKxWDWubQAGVryf5mBMwSycdGcLEFEgQu9yX/88Uf9uWTJktoVB20eiYi8zePlbK+99lo5ceKE28bX+B1lctEE9pkloiCGVo5o49isWTO5/fbbGcgSkc94nN7DqlwJCQlu262YSxFS2thnloiC1fr166V06dKSK1cuPd+lSxeWQhFR4ASz//zzT6o3rAMHDqSaqTp79my56qqrvD/CYK2ZZU9FIgoSiYmJMmfOHG3dWK5cObnlllskPDycgSwR+UWmI6o6deroGxNO7soJYmNj5YMPPvD2+IK3mwEzs0QUBI4cOSITJ06UgwcP6nkmNYgoYIPZ7du3a6/T8uXLy/Lly6Vw4cKO32FN7SJFiqS5xC1dxjIDIgoWOGI3ffp0zczGxcVp68YKFSpYPSwiCjGZDmbLlCmj/6ekmNEYZQXLDIjI7hC8zpo1S1atWqXny5Ytq4EsV4YkIitkKqKaNm2adO7cWaKiovTn9HTv3t1bYwtKLDMgIrvDUbrdu3frz61bt5ZWrVppjSwRUcAGsz179tQJXyglwM9pQT0tJoORb/vMEhFZFcTifR6lZX369JGzZ89q6RkRkZUyFVE5lxawzCAbDEMi2GeWiGwG7RhnzpwpRYsWlaZNm+pl+JmIKBB4JT2IRRTYEDvzCyYAywyIyA7QpQDdCtC1IDIyUmrWrOnoI0tEFAg8LnJ6/fXX5YcffnCc79u3rxQoUEDbsaxZs8bb4wvOEgPgBDAiCvCSAvSN/fzzzzWQxeQu9I9lIEtEtg9mx4wZI6VKldKf582bJ/Pnz9cFEzBB7LHHHvPFGINu8hcwM0tEgerChQsyefJkbbuVlJQkFStWlLvuusvR1YaIKJB4nB7ERDAzmMUbXb9+/aRDhw7amqVx48a+GGNQZmYZzBJRIMIk3i+++EIOHz6sk73atm0rzZo142peRBQ8mdn8+fM7WrIgI9uuXTvHISl2MkgfywyIKNBh8Zu6detKnjx5ZODAgdK8eXMGskQU0DyOqNAY+6abbpJKlSrJ0aNHtbwA0Dwbh6IoE2UGWBaYPRmJKECcP39e22wVLFhQzzdp0kQD2hw5clg9NCIi7wez7777rpYUIDv7xhtvOCYD7N+/X4YOHerp3YUULmVLRIFm3759MmHCBM3IDh48WGJiYjQTy0CWiII2mMUqYI8++ugVlz/00EPeGlMILGXLYJaIrIXSsD///FMn8qJ/ONornj59WoNZIiI7yVLh5tatW2XUqFGyYcMGPV+9enV58MEHuRJMZssMuPoXEVkoPj5elybfuHGjnq9atar06NGD2VgisiWPo6o5c+ZI9+7dpU6dOjoxAH777TcNaH/++Wdp3769L8YZFC6v/sVgloissWfPHl0E4eTJk1pagG40DRs25CQvIrItj6OqJ598UksKXnvttSsuf+KJJxjMpoM1s0RktV9++UUDWXSm6dOnj5QoUcLqIRERZYvHU+pRWjBo0KArLr/jjjtk/fr12RtNiJQZZKVm1nBaCpeIKKtQTlC/fn1dBIGBLBGFZDBbuHBhWb169RWX47IiRYp4a1xBKauZWUzU6DtmmU/GRETBbdeuXbJo0SLHeXSg6dq1Kyd6EVHolhmgdcuQIUNk27ZtuiqMWTP7+uuvy8MPP+yLMQZfNwMPg9n4xGRZv/+U/ly9eB6JjWKZAhFl/CV46dKlGsji5+LFi+tELyIiCfVg9tlnn5XcuXPL22+/LcOHD9fLcKjq+eefl/vvv98XYwy+bgbZmAA24e6mnKhBROnCAghTpkzRzjNQq1YtdpshoqDlcVSFQAoTwHBCT0JAcEsZi0gxspSZda6XZRxLROnZsWOHTJo0Sc6cOSORkZHSpUsX7T7DL8FEFKyynCI8dOiQbNq0SX/GoSvU0pL3a2ZZL0tEmbVs2TJdBAHvG4UKFZK+fftyLgMRBT2Pg1lkY7Fs7XfffaerxgB6Ffbv319Gjx4tefPm9cU4g6ubgQfBLOtliSizChQooIEsMrGdO3eW6Ohoq4dERBR43QzuvPNOXQJxxowZcuLECT1Nnz5dVqxYoa1eKBOZ2SwuZ8t6WSJydf78ecfPVapU0Um6aL/FQJaIQoXHmVkErlgFrEWLFo7LOnbsKJ999pl06tTJ2+MLzhXAsricLeNYIjLhyNjixYtl5cqV2mHGPCrG3rFEFGo8zswWLFjQbSkBLsOKMpSJbgZcAYyIsuHUqVMyfvx4+fXXX+XcuXNcsIaIQprHwewzzzyj/WQPHDjguAw/P/bYY9q2izLRZzaLZQZERFu2bJFPPvlEdu7cqaUE119/vTRt2tTqYRERWcbj490ff/yxvpmWLl1aT+YKM1hN5vDhw/oma/r777+9O9oQXQGMiCg5OVkXQMAiNVCsWDHp06ePHi0jIgplHgezPXv29M1IQkBWuhkQEQEm3pqBbMOGDaVDhw7aR5aIKNR5/E44YsQI34wkpDKz/AAiIs8ggEVv78aNG0v16tWtHg4RkX1rZinrWDNLRJ6UFaDlodnPOyoqSm6//XYGskRELpgi9CN2MyCizED/7okTJ8revXvl7Nmz0rp1a72cfaaJiK7EYNaPOAGMiDKyYcMGmTZtmi6GkCNHDilatKjVQyIiCmgMZq1YNIFlBkTkIikpSebNmyfLly/X8yVLltS2W/ny5bN6aEREwR3Moq5r7dq1UqZMGS6akOkyA36HIKLLjh07pmUF+/fv1/PoG9u2bVuJ4FEcIiLvTwB78MEH5YsvvnAEsqjlqlevnpQqVUqXVqRMTADjBxQROUlISJBDhw5JbGys3Hjjjdp2i4EsEVHmeJwiRPbglltu0Z9//vln2b59u2zcuFH+97//ydNPP+3og0hXiki5VGfADymikGcYhmNCl7kAQvHixd0uF05ERF7MzB45ckTfeGHmzJnSt29fqVy5stxxxx1abkCZWDSBNbNEIe3o0aPy+eefa7cCU9WqVRnIEhH5I5jFzNr169dricHs2bOlffv2evm5c+d4WCwD7GZARPjS/+mnn8q+fftk1qxZmqElIiI/lhkMHDhQ+vXrp4fDcIisXbt2jqUWkVmgzNTMcgIYUahJTEzU4HXVqlV6vmzZstK7d2/2jiUiyiaPo6rnn39err76atm9e7eWGMTExOjlyMo++eST2R1PaHQzYJkBUUg5fPiwzjfAJC/AxNlWrVpJeDgXYSQiyq4spQgxUcHVgAEDsj2YYMduBkShBwEs6mORmc2ZM6f2ji1XrpzVwyIiCq1g9v3335chQ4boajT4OT3333+/t8YWtIsmsGaWKHQULlxYg1cEsygryJUrl9VDIiIKvWD23XfflZtvvlmDWfycFtR+MZhNG7sZEIVONhYrd0VHR+v7IrKxkZGRLCsgIrIqmEUvWXc/U1a7GXACGFEwQmcCTPDCRK/q1atLz549NZhFUEtERL7BqMqPWDNLFLwuXLggM2bMcPTbRrtCtDBERpaIiHwnS++ye/bskWnTpsmuXbt0GUZn77zzjrfGFrzdDBjMEgWVAwcOyIQJE+TYsWOaiW3btq00a9aMbbeIiAIxmF2wYIF0795dypcvr8vYok3Xjh079PBavXr1fDPKYMvMsmaWKCjgfW/FihUyZ84czcLmyZNHu72UKlXK6qEREYUMj2cjDB8+XB599FE9lIYJYZMmTdKes+ibiL6zlDauAEYUXM6fPy+//PKLBrJY1vuuu+5iIEtEFOiZ2Q0bNsh333138caRkRIfH6+tZkaOHCk9evSQe+65xxfjDK5uBpwARhQUYmNjtd3WwYMHpUmTJiwrICKyQ2YWTb/NOlksabt161bH744cOeLd0QVrZpZlBkS2LSvA0t3r1693XIaSq6ZNmzKQJSKyiMcpQmQfli5dKtWqVZMuXbrII488oiUHkydP1t9R2sIvLZrAbgZE9oOjUJj4irkCaLVVsmRJrZElIiKbBbPoVnDmzBn9+YUXXtCff/jhB6lUqRI7GWQgIuVSNMtglshW0MFl4sSJcvLkSYmIiNBuBblz57Z6WERE5Gkwi0kOeFOvVauWo+RgzJgxvhpb0GE3AyL7lRUsW7ZMu7ikpKRI/vz5tVtBiRIlrB4aERFlJZhFRqJDhw46CQxLNVJW+8xyAhhRoEPwiqNOmzdv1vM1atSQbt26SUxMjNVDIyIiJx5HVegru23bNilXrpynNw15nq4AhqzQuYRk3w6KiNwKDw+XAgUK6Jf4Tp06Sf369TnJi4goGILZl156SfvMvvjii/rmjlIDZ5wQ4Z0+swhk+4xZJit3Hvf5uIjo8t8dlqVFD21o166dLgZTuHBhq4dGRETeCmbRwQCwCphzlgIfAjiPulrKoM9sJmpm4xOTUwWyDcrkl9go1toS+crZs2dl6tSpGswOGDBAM7I4MZAlIgqyYHbRokW+GUlIZWY92+wrnmknBXNG8xAnkY9gSW60Fzx9+rQuBnPgwAG56qqrrB4WERFlQqajqn///VfrZbFsLfmnZtYUFx3BQJbIR5O8fv31V12SFkeXChUqpMtyFylSxOqhERGRt4NZtONq2LCh3HnnnXLDDTewx2I2Fk3gCmBE1kOPbGRjt2/frufr1KkjnTt31gURiIgoCJezReYCrWmw4heWsUVNGTIa3jB69GgpW7asTrpo3LixLF++PFO3+/777zVj2bNnTwnmzCwRed+UKVM0kI2KitL3kB49ejCQJSIK5mC2ZcuWMnbsWNm/f7988MEHWmOGkoPKlSvL66+/rjVmWYE+jg8//LCMGDFC/v77b6ldu7Z07NhRDh06lO7t8PjoqoBxBWM3AyLyLWRhsSTtkCFD9H2HiIiCPJg1oRXXwIEDNVOLZuKoL0NmtXTp0trhwFNYAnfw4MF6n9WrV9cVxeLi4jRwTgs6Jtx88826nG758uXFft0MuGgCkb8lJibKunXrHOdRH3vHHXfo/0REFELBrLOKFSvKU089Jc8884zW0M6YMcOj2yckJMjKlSu1l6NjQOHheh5LSKZl5MiROkFj0KBBYifMzBJZAwu9bNy4UaZNmyY7d+50XM6JlURE9pflFOGSJUs0ezpp0iQNQPv16+dxcHnkyBHNshYtWjTV5TiPDx53li5dKl988YWsXr06U4+BnpE4mU6dOuXI0uDkcykpgtA1JTnFEcyiE29Gj52YmOT0c6Ikhpmzx8jfzH3ll9cLeb1bAY4imV+O8SUYy9FyX9oP/w7tjfvP/hL9vA89eRyPgtl9+/bJuHHj9LRlyxZp1qyZvP/++xrIuq4E5gvoAXnrrbfKZ599lulDg6+++qqWI7iaO3euljP4Wq3duwUL/27bsc1RZrBk6VIJW7cp3dtdSL68e+bMmSsxTOZabt68eVYPgTw88oMsLBZDALxnFCtWTP7880+rh0bZwL9De+P+s795ftqH586d834wi8kS8+fP1w+E2267TWvNqlSpItmB+8IKOwcPHkx1Oc7jQ8fV1q1bdeJXt27dUmVe9IlERsqmTZukQoUKqW4zfPhwnWDmnJktVaqUdOjQwT9L785cKHJEpHzZ8rIrZaVe1PraayVX8VLp3uxcQpI8vnyh/tyxYweJi2adrVXw7RB/vO3bt9eZ7xT48GX7559/lvj4eM3EYlLprl27uA9tjH+H9sb9Z3+Jft6H5pH0zMh0hISBT5w4Ubp27aoBqDegDU79+vVlwYIFjvZaCE5x/t57773i+lWrVpW1a9emugz1usjYvvfeexqkusIHGU7uno8/dkZy+MWy5LDwMIm4VCkQGROT4WNHGWEuY2UwazV/vWbIOz1kEciijWCfPn20ph/BLPeh/XEf2hv3n/1F+WkfevIYmY6QMHHCF5A1Rc/aBg0aSKNGjWTUqFF6WBDdDQBZYCwriXIB9KHFKmTO8uXLp/+7Xh5wUpxqXjkBjMjrsIKXOaEL7yd4I8T7Ao7asE6PiCh4WZ7u69+/vxw+fFiee+457VWLVXhmz57tmBSGbAommNmeUzAbxhXAiLwKE0YxKRVffvGlF0Et3kuIiCj4WR7MAkoK3JUVwOLFi9O9LSaj2YFxqbZXMTNL5BVJSUlay29O6vr999/l2muvtXpYREQUasFsSEh2yswymCXKtmPHjmkdP1YlhKZNm+qqhEREFFoYzPqJwZpZIq/BSl7oVoAe0rGxsTqBFEtrExFR6GEw6y+XygxSwtDZIAhqgIksglUDp0+frj+jgwm6FfilzR4REQUkBrN+YlwqM0hmHEuULdWqVdPJXrVq1ZI2bdoExwRRIiLKMgaz/nKpzIDBLJHndu/e7egjjZX7hg4d6rZ/NBERhR6GVn7uZpDCLU6UaegPix7XY8eOldWrVzsuZyBLREQmZmb9xSwzuLywFxGlA/2n0a3g0KFDeh4r/REREbliMOvnzCzLDIgytmbNGpkxY4ZmZnPmzCm9e/eW8uXLWz0sIiIKQAxm/VwzyzIDorQlJCTIrFmzHCUFCGB79eoluXLlsnpoREQUoBjM+gsngBFlaN++fRrIYjnaa665Rlq0aMFuBURElC4Gs35iJLPMgCgjZcuWlQ4dOkjx4sX1ZyIioowwtPIXlhkQXQEreGElLyxNa8KytAxkiYgos5iZ9fNytszMEl104MAB7VZw9OhR7Vhwxx13aHkBERGRJxjM+gvLDIiUYRi6JO3s2bMlOTlZl6Jt3749A1kiIsoSBrN+zsyyzIBC2fnz52X69Omybt06PV+5cmXp0aOHrupFRESUFQxm/cUsM2DyiULU8ePH5X//+5/+jw4F7dq1kyZNmjAjS0RE2cJg1k/YzYBCHcoJYmNjJSUlRfr06SMlS5a0ekhERBQEGMz6C8sMKETLCqKjozUTGxERIf369dPzCGqJiIi8gaGVvzi6GfCQKoWGvXv3yieffCKLFi1yXJY3b14GskRE5FUMZv3ESGGZAYVOt4Jly5bJ2LFj5cSJE7J+/XpdppaIiMgXWGbgL8ksM6DgFx8fL1OnTpXNmzfr+erVq0u3bt20tICIiMgXGMz6CTOzFOx2796tiyCcOnVK62M7deok9evXZ7cCIiLyKQaz/sIJYBTkE72++eYbXZ62QIEC0rdvXylWrJjVwyIiohDAYNZPjEtlBszMUjDKkSOHZmK3bdsm1113ncTExFg9JCIiChEMZv3FLDPgEVcKEjt37tSWW6VKldLzderUkdq1a7OsgIiI/IrBrJ9wOVsKFlj0YOnSpbJ48WLJlSuX3H333Y7laBnIEhGRvzGY9ReWGVAQOHPmjEyZMkXLCaB8+fISGcm3ESIisg4/hfyE3QzI7rZv3y6TJk2Ss2fPSlRUlHTp0kVLC4iIiKzEYNZfWGZANl4EASUFS5Ys0fNFihSRPn36SOHCha0eGhEREYNZ/y9nm7mrGxevThQQjhw5ov/XrVtXOnfurJlZIiKiQMBg1k+M5MyXGSAT1nfMMt8PiiiD1yEmdOGEVbxq1KihK3oREREFEh70DsAyg/jEZFm//5T+XL14HomNivD16IhSdSuYP3++ruaFgNbsI8tAloiIAhEzswE+AWzC3U3Z7oj85uTJkzrJC0vTmr1ky5Yta/WwiIiI0sRg1t+tucI8q5dlHEv+snnzZpk6darEx8frCl4oLWAgS0REgY7BrN8XTUg/OmW9LPlbcnKyLFiwQJYtu/i6K168uHYrKFCggNVDIyIiyhCDWX/JZJkB62XJ31BWsGHDBv25UaNG0r59ey6EQEREtsFPLD8xsrACGOtlyR8aN26stbEoK6hatarVwyEiIvIIg9kAXjSBcSz5QlJSkhw4cEBKliyp58uUKSMPPPCAREdHWz00IiIij7E1l59wOVsKBMePH5exY8fK+PHj5fDhw47LGcgSEZFdMTMboCuAEXnb+vXrZdq0aXLhwgWJjY2VM2fOcElaIiKyPQaz/pLseZkBkbfKCubMmSMrVqzQ86VKlZLrr79e8ubNa/XQiIiIso3BrJ+wzICscPToUV3JCzWy0Lx5c2nTpo1ERLBLBhERBQcGs/4uM+CkLvKjf/75RwPZuLg46dWrl1SsWNHqIREREXkVg1k/t+bKqMzAefUvouxq3bq1JCQkSNOmTSVPnjxWD4eIiMjreNDbXzJRZsDVvyi7jhw5okvSok4WwsPDpWPHjgxkiYgoaDEz6+flbNMLZrn6F2XHmjVrZMaMGZKYmKjB67XXXmv1kIiIiHyOwayfM7OZ7WbA1b8os1BGMGvWLFm9erWeL1eunC5LS0REFAoYzAbocraMYykzDh06pN0KsAACvvygRrZly5ZaXkBERBQKGMz6CxdNIC/buHGjTJo0Setjc+XKpb1jy5Yta/WwiIiI/IrBrJ/7zHLRBPKWIkWKaL/YMmXKaNutnDlzWj0kIiIiv2Mw6y+OMgPWD1DWnT171hG0FihQQAYNGiSFChVifTUREYUs5gn9hYsmUDagbRuWox01apRs3brVcXnhwoUZyBIRUUhjZtZPWGZAWXX+/HmZPn26rFu3Ts//+++/UqFCBauHRUREFBAYzPoLJ4BRFuzbt0+7FRw/flw7FLRt21ZX8yIiIqKLGMwGaGsuCm0oK1i+fLnMmzdPkpOTJW/evNKnTx8pWbKk1UMjIiIKKAxm/YVlBuSB7du3y+zZs/XnqlWrSvfu3SU2NtbqYREREQUcBrN+gJzs2aREQSjCzCxlRvny5aVevXrafgureXGSFxERkXsMZv0gPixMwi7VzJYtUEFiI5lhI/fdCmrUqCFxcXF6Wbdu3aweFhERUcBjntBPwi9WGcjb177LLBulcu7cOfn+++9l5syZMnXqVA1siYiIKHOYmfWTiEvBrEREWDwSCiS7d+/WbgWnTp3S1bwqVapk9ZCIiIhshcGsHyDRFnEp2RYWwU1OF8sKfvvtN1m4cKH+jNW8+vbtK8WKFbN6aERERLbCyMofnI8aMzMb8lBWMGXKFNmyZYuev/rqq6Vr164SExNj9dCIiIhsh8Gsn4PZsEgGs6EOix8cOXJEIiMjpXPnzlK3bl3WURMREWURg1k/MFKcAhVmZkOSOakLQWuOHDmkX79+GtQWLVrU6qERERHZGrsZ+Dszm0Ywi2DnXEKy/8ZEfnPmzBn5+uuvtfWWqXjx4gxkiYiIvICZWT9I1WnJTTCLQLbPmGWycudxv46L/LOS16RJk+Ts2bOyf/9+qVWrFmtjiYiIvIjBrD9cKjPAf2HhVybD4xOTUwWyDcrkl9goliPYWUpKivzyyy+yZMkSPV+4cGHtVsBAloiIyLsYzPoxM5uZpWxXPNNOCuaM5oQgGzt9+rRMnjxZduzYoecxwQsTvaKioqweGhERUdBhMOvHzGxmgtm46AgGsjaWkJAgn376qdbJInhFyy2UFhAREZFvMJj1Y2Y2hdPtgl50dLQ0bNhQ1q9fr2UFBQsWtHpIREREQY3BrD+YZQZMuAYlLEWbmJjoCFxbtGghzZo10z6yRERE5FvMFfqxz2xmygzIXjZv3ixjxoyRH3/8UQNaQP9YBrJERET+wU9cf2CZQdBJTk6WBQsWyLJly/R8vnz5JD4+npO8iIiI/CwgwqvRo0dL2bJldWWkxo0by/Lly9O87meffSYtW7aU/Pnz66ldu3bpXj8QMDMbXE6cOCHjxo1zBLKNGjWSO+64Q/LkyWP10IiIiEKO5eHVDz/8IA8//LCMGDFC/v77b6ldu7Z07NhRDh065Pb6ixcvlhtvvFEWLVqkwUSpUqWkQ4cOsnfvXglYHrTmosC2ceNG+eSTT2TPnj3aMxbL0qLtFssKiIiIrGF5ePXOO+/I4MGDZeDAgVK9enWtP4yLi5OxY8e6vf4333wjQ4cOlTp16kjVqlXl888/1wb1OOQbqNjNIDhgpTZ8gTp//ryUKFFC7rrrLqlWrZrVwyIiIgppkVb35Fy5cqUMHz7ccRkmz6B0wDyEm5Fz587pxJsCBQpIwGKZQVBA/9/evXvLihUr5JprrpEIN0sTExERUQgFs0eOHNGJNEWLFk11Oc7jcG5mPPHEE5olQwDszoULF/Tk3EYJEACbs899KiUl1QpgSUlJkiipHzcxMcnp50RJDLt0A7Lchg0b5MCBA459g6MGrVq10qMBOJE9mH/rfvmbJ5/gPrQ37j/7S/TzPvTkcWxd6Pfaa6/J999/r3W0mDzmzquvviovvPDCFZfPnTtXAxNfq7V7t+S5lJlFmcGcOXMkOiw61XUuJF/eFXPmzJUYJvwsh0B13759+oULKlSoIPPmzbN6WJRN3If2x31ob9x/9jfPT/sQR94zy9JgtlChQnqo9uDBg6kux/lixYqle9u33npLg9n58+enu1woShgwwcw5M2tOGvPL7POZC+XkP5cXTcDkttjI2FRXOZeQJI8vX6g/d+zYQeKibf0dw/aOHTsmU6ZMcQSy6FaA7H779u3Zesum8A0fb8Dch/bFfWhv3H/2l+jnfWgeSc+MSKuX/qxfv75O3urZs6deZk7muvfee9O83RtvvCEvv/yyZjkbNGiQ7mNgxjlOrrAj/LEzksPDU3UzwKx318eNMsJcxsVg1ipr166V6dOnaz03Mve9evWSMmXKyMyZM/32miHf4T60P+5De+P+s78oP+1DTx7D8qgJWdMBAwZoUIoM2KhRo+Ts2bPa3QBuu+02ueqqq7RcAF5//XV57rnn5Ntvv9XetGY9Y65cufQUyH1m2c0gsOHL0R9//KE/I4DFZC9k71njRUREFLgsD2b79+8vhw8f1gAVgSlabs2ePdsxKWzXrl3a4cD08ccfa9asT58+qe4HfWqff/55CUiOzOzlDCwFnpIlS+r/WJQD3QqcX3dEREQUmCwPZgElBWmVFWByl7MdO3aI3TivABafmCxiXO5eAOcSdAYYWeDMmTOOjH6NGjX0SxRquYmIiMgeAiKYDWroy+W0aEL9F+eLGKm7GZD/Ibs/a9Ys+e+//+Tuu+92BLQMZImIiOyFwayPJaUYqfrMpqdBmfwSG8W+XL6GpZInTpyo5S1YCGHbtm3pdsQgIiKiwMVg1h+cJoCtfLbdFa25TAhkEVyR75ajXb16tXYmwOIVyMZef/31OpGQiIiI7InBrB84Z2YRsMax9ZYlZQVouYXWW+YiCGi7lTNnTquHRpRpWDExVLtr4HmjteH58+d1O5C9cP/ZX6IP9iFatHpjsjWjKn9IubxoAlljyZIlGsgi892mTRtp0aIFs+Bkq6MK6PZy4sQJCeVtgMV0du/ezb9dG+L+sz/DB/sQgWy5cuU0qM0OBrN+YFxaFIF9Zq3TqlUr2b9/v7Ru3VpKly5t9XCIPGIGskWKFNHFPEIxGMCCOmb3EbbNsx/uP/tL8fI+NJeNx2czPpez877GYNYfMjkBjLwHy8+uXLlSmjZtqn8g+NZ36623Wj0sIo/hcJ4ZyBYsWFBCFT74UC6UI0cOBkM2xP1nfyk+2IeFCxfWgBbzWLKzqhiDWT+k5SflzCVtGcz6Db7loVvBsWPH9HyzZs2sHhJRlpk1ssjIEhEFk+hL5QX40s5gNoCdlxQ5Fo52W4bkjs2XZicD8s4Xh7/++kvmzp2rfxh58+ZlSQEFjVAsLSCi4Bbmpfc1BrM+Dq4WbDws4ZcmgLUp054fSD6C2ZXTpk2TDRs26PkqVapIjx49JDaWXx6IiIiCGQ98+xCWrj1+LlEiLgWzkdFZT6FT2lBv88knn2ggizqejh07Sv/+/RnIEoUA9IkeNWpUlm8/btw4yZcvn1fHFCyyu209gTkNr7zyil8eKxTMnj1b6tSpo3WuoYDBrB+YwWxYBBPhvsqAnzp1Sj+Q7rjjDmnSpAkz4EQB4Pbbb5eePXv69DFQWjRkyJAsB2f44rt58+ZsBcN4v8EJX6aLFy+u97lr1y6xO0+2bXasWbNGF7O5//77r/jdd999JxERETJs2DCPvohgf0ydOjXVZZMmTZJrrrlGS9AwIx8rP44cOdIxv8IXcN8333yz5MmTR8c6aNAg7QiQnq1bt2ofdEyOwu369esnBw8e9Oh+O3XqpDWo33zzjYQCBrN+YJYZSCSXqvUW52+bV111lX543HXXXfozEYUOfOBnZ3IcjuCgU0R2IKDAxNO9e/dqwLRp0ybp27ev+JqvF9DI7rbNrA8++EC3FwJMV1988YU8/vjjGtSinCyrnn76af2caNiwocyaNUv+/fdfefvttzWQ/t///ie+goBz3bp1Mm/ePF24Bz3P0/uCcPbsWenQoYMG4wsXLpTffvtNOwh069Yt1edeZu739ttvl/fff19CghFiTp48iUZZ+r+vnb2QaHz2TC/jnRurGeurVDX2vvu2zx8zFOzatcv44IMPjP379/vl8RISEoypU6fq/2RPdt6H8fHxxvr16/V/uxkwYIDRo0ePNH+/ePFio2HDhkZ0dLRRrFgx44knnjASExMdvz916pRx0003GXFxcfr7l19+2WjdurXxwAMPOK5TpkwZ491339WfU1JSjBEjRhilSpXS+yxevLhx33336e9wu0uNEh0n+PLLL428efOmGte0adOMBg0aGDExMUbBggWNnj17pvkc3N3+/fffv+JzBq+/unXr6n2WK1fOeP7551M91w0bNhjNmzfX31erVs2YN2+e3seUKVP099u3b9fz33//vdGqVSu9Hh4bPvvsM6Nq1ap6WZUqVYzRo0c77vfChQvGsGHDdPvh96VLlzZeeeWVDLeX67aFnTt3Gt27dzdy5sxp5M6d2+jbt69x4MABx+9xX7Vr1zbGjx+vt82TJ4/Rv39/3Y/JycnG8ePH9X9nSUlJuv2mT59+xbbdtm2bERsba5w4ccJo3Lix8c0332S47U3O2+7PP//U86NGjXJ7XYzLF/B3i8f966+/HJfNmjXLCAsLM/bu3ev2NnPmzDHCw8NTvXbw/HEbvCY8ud+dO3fq9bZs2eKV55PWPvTV+5sn8Rozs34QcanPrEQwM5sdeH/Ct9Qvv/xSjh49qt9aiUL1b+FcQpIlp4txQvYhi9mlSxfNlCE79vHHH2sW7qWXXnJc5+GHH9a/eUzunDNnjixbtkz+/vvvNO8TWdF3331Xa+j/++8/Pcxcs2ZN/d3kyZOlZMmSelgZWVSc3JkxY4Ye4sXYVq1aJQsWLJBGjRpl+nkdOnRIpkyZoofGcYJff/1VbrvtNnnggQdk/fr1Oj4cIn/55Zf19+i+gnIMZEH//PNP+fTTTzWT6M6TTz6p94M5ApgfgMPIzz33nN4XLkPd6bPPPitfffWVXh+ZOWy/H3/8UTPGuD7KLTLaXq6QFcSkWhze/uWXXzQjuG3bNs12uh4ix/0gW4gTrvvaa6+lub3++ecfOXnypDRo0OCK3+G9/rrrrtOygFtuuUVfH1mB54ys79ChQ93+Pr2a6Ro1auht0zp17tw5zdvi9Yr7dn5u7dq103IU7Oe0eqQjKxsTE+O4zOzrunTpUo/ut3Tp0lK0aFF9/QU7FnH6scwgjGUGWYZDL3iD3LJli56/+uqrpWvXrlYPi8iyyaXVn5tjyWOvH9lR4qKz/9Hx0UcfSalSpeTDDz/UD++qVavqZM4nnnhCgzP8zSMg+/bbb6Vt27YaTOG61atXT/M+UaeK5TbxwY56QXyYm4FogQIFNLjMnTu3XictCApvuOEGeeGFFxyX1a5dO93ngmAMgY1+yTh3Ti9D/WfOnDn1Z9wXgtABAwbo+fLly8uLL76oh89HjBihgSGCwMWLFzvGhnG0b9/+isd68MEHpXfv3o7zuD0Ol5uXYWlQM2DG42GbVKpUybGEd5kyZTK1vVwhqMeS4Nu3b9f9BuPHj9dgD7W1+FIC2E8I1LGdzYlduC2erzs7d+7U/eJa6mHeD0oQAPvkkUce0cfHc/QEAnVs86z0MUUtb3rlHOlNNMbKfa7PKzIyUl+L+J07mPOB1w3+DvDFBK8pvHbwhcf8AubJ/ZYoUUK3cbBjZtaPE8CEE8CyBH+IeGNGIIs/WASxeON2/uZKRPaCLKK5Qp+pefPmOollz549mvVDEOEcXCFDh7Z7aUHdZXx8vAYugwcP1gwpVhbyxOrVqzV49gQCN9xuxYoVGljWq1fPkXUFZJ6REXbO6GF8CE4Q/CJjigDROchOK6h0zsYh4EcQjMk/zveN7DYuN+smMTZsNwTY6MOdle2F/YUxmoEs4IsFMoRmS0RA1tcMZAET4pCtTgseH+/lrpN2EeDj+SFDDoUKFdLgfuzYseKp7BxNQPBfsWLFNE/enqeBOuUJEybIzz//rPsSr3msAIjXVFZW3YqNjXV8wQpmjK782s2AmVlPIXOA7AzejLCUJ958cdiEKJTFRkVohtSqxw5UCLQQGM6fP1+DIRxWfvPNN/VQd2azcllp6YcgA4ENVKtWTQPJe+65xzGxCAE6srPOGVXnQ8ieMLO95v3CZ599Jo0bN051PbPEAUEQspmY9ITtgpnxyMRilURvbC9XrrdDkJpeeygEqQi2MMnJXA0KUFKAkgbn/YH7QVkCtiW2OSbeIeDF5c6BHoI/QCAIlStX1kP0+HLk6fNC5jm9zGbLli1127qDLyeugTy+LOB5pXd0ABPA8Bo6cuSIJnDwhQHXx5cOT+/32LFjGiAHOwaz/uxmwGDWY6hxM7/po3bK+c2OKFQhQPDGoX4rIehDzSa+qJpZOdTH4m8df/f58+fXwAOHsM2V/HA4H220WrVqleb9IvjBzG+c0M4J5Qs4PI6gDu8fOFybHrRrwmHxgQMHZvm54bBwhQoV5KGHHtLHxQlBoxnwukLWdPfu3dp+yfyyjuedEVwXh5GRxcbs9rQg6ENtK059+vTRtk0IcnBYOr3t5bq/MEaczOwsyhkQOKZX+pER9EI178v8GXMifvrpJ/n+++81mDRh36FcAtllPAdsNwRxyDw7j9esq0YQCzfddJPWDqO0BfXGrvAc0qqbzU6ZAY484L5Xrlwp9evX18sw1wPBt+uXj7QCffM2CF67d+/u0f2eP39eg+K6detKsLP3u6HdMrOsmc10NhaHpvBBhm/bN954Y7bWbCYi6yAARbDhDEdZkAVEz9f77rtP7r33Xg32UP+JSV/4u0dQi5rPxx57TIMufLA/88wz+ru0+kijxhIBDz7QMZnq66+/1mDDrBPFF2O0MEL9JQ5tm8GCM4wBZQYIRnE9BEsIaFDDmFkI9jCJDLW/mASF/1EehaAcwSSeA0oP0B4KJQE4fI7Hw/N944035PTp0/pcIaOe2chSonwAWUgEeJhAhHKH48eP67Z855139P0UAQ0eF4ewkb1D8JbR9nKGbC4mhyFoxn7DdsE+bN26tdvJW5mFrCECUWROzWAWGW28RpBFdn3+KDtA1hbPFYEuspjoL47yDmQu8TpCXTECd7MEAM8P9cmoucXEQ+wbfAlA6dqYMWM0QHYX5IK7bZFZ+AKAcaKEA4+DoBivdbyu8PiA8eD1hvpjs7QEE99wW2wbTPbC2PDFyCyxycz9wh9//KGvcwS/Qc8IMVa05vqq68XWXAe+/Z/PH9PO0O5j0aJF2rLm559/NgKFnds6kf33od1bc7m2w8Jp0KBBWW7N1ahRI+PJJ5902z4KrZjQwgktodA+qkmTJsb8+fMd1122bJlRq1YtbVGVXmuuSZMmGXXq1NFxFSpUyOjdu3eazzGt9lB4LDwG2kLB7NmzjWbNmmmrKYwPz+PTTz+9ojUXHhNttvAeiNvjds6tuVatWnXFY6FllTne/Pnza+uuyZMn6+/wGPgdtgcet23btsbff/+dqe2V1dZcznB73E96bZ0++ugjfWxTzZo1jaFDh7rd3j/88IM+z8OHD+t53Of9999vVKhQQbdtpUqVjMcff9w4ffq029ti22DseA54LYwcOdJnrbng6NGjxo033mjkypVLt/PAgQNTjc3cr/jsM+HvoGjRokZUVJQ+n7ffflvbqHlyvzBkyBDjrrvuMrwlkFtzheEfCSFYKQrfYJEtwKEXX0Ibm29f7Cc5/t4o9bcaUnDkCCnS7wafPqZdIROB1jk7duzQ8/iGjsNeWSl49zZ860VmBhkBZojtyc77EIcKzRncntZXBhMcQsWEKWTjkIXDpKdghpILZAyRPUTWNhj2Hz5/8bnr+r6OSWDIOv7www+hkUX0gyNHjug2RZbe0+4PWdmHvnh/8yReY5mBP7sZsMzALdT0IJDFJAAEGjgch7o1Igpt6PO6ceNGPfyKw+YoAQD0Ow026CSA2etoo4UAFoeW0d0hGALZjKC0AYfZEYCRd+zYsUNrhL0VyAY6BrN+EH4p981uBld+y1u0aJGjETQmM6CezF0dGxGFprfeekvrIDF5C/1eMdM+GN8jcHQKdbmYM4DnhxpVZKBDxTXXXGP1EIJKgwYNslXLbDcMZv0gIuVSNMtgNhW0VMFsTMCMTKxmY7dDwETkO5i0ZL5HOB/iDEZYIQwnIvIcg1k/YDcD9zBbGUs4or8gVvQiIiIi8hSDWb/2mQ3tzY0WMOiFh/Y0ZosRsw8gERERUVZYP1U8BHAFsIu9JtHT8Pfff9dm2JjBSERERJRdoZ0q9Hc3gxANZjF5Y+rUqRrAooEzWm6FcoshIiIi8h4Gs34sMwi1mlmUFWC97z///FPPY2USdCvAMpVERERE3sBg1q+Z2ciQalKPsoJ9+/bp+SZNmmirmYgQzU4TERGRb7Bm1g9CsWYWLbaw/jfKCbBeNNpuMZAlIn8KCwvTEifyzNGjR6VIkSKOFRkp+/A5GEp9g/2NwawfF00I9hXAkpKSdFlCU6dOneTuu+92dC4gotBy++23a0CJE77gYjWixx9/POgngDo/b+cTVvayckxohZgZL7/8sq6yVrZs2St+ZyYm/vrrL7cLHzz44INXXI6jdAUKFEh1GXoGP/3001K1alVNeiD5gaN3WA3SMMwPTe/Ccsg33XSTdtHBcqzuxuoOFrK47rrrJC4uToP8xx57TD/vnC1evFjq1aun80IqVqyoz9nZM888o9sVk6HJ+xjM+kEoZGaPHTsmX3zxhUyYMEGbmwM+vLCuMhGFLnypRRCxbds2effdd+WTTz5xLEsbCs/b+ZTVpUXRi9tfsKw43ssHDRrkNqhDR5p7771Xxo4dm+XHOHHihDRr1kyXsB0+fLj8/fffsmTJEunfv79+2fFVwHfhwgUpXLiwBpZYTS6zcz8QyGIf4Ll/9dVXGqg+99xzjuts375dr9OmTRtZvXq1Bsl33nmnzJkzx3Ed9FLH0sRff/21T55bqGMw6wfB3s3g33//1Q+oAwcO6AlrqBORDyFzlXDWmpOHWTNkqpB1K1WqlGYGkX3DxFDnQ9o33nijXHXVVZr5qlmzpnz33XdXZPweeOABDSCw1Cvu7/nnn091nf/++09atWqlWb7q1aunegzT2rVr5dprr5XY2FgpWLCgDBkyRM6cOXNF9vKVV17R5bXz5csnI0eO1CwcsnHILpYsWVK+/PLLTD9v55NZaoUleRs1aqTXKV68uDz55JOpMn14vggYERTh+SIbar7Xdu7cWXLlyqXju/XWW+XIkSOO202cOFG3n/n8sK2x0iK2FYIwtEU0s8TIJLozc+ZMHRfmObjC8+7atavcc889uo+cj8R54qmnntISBkwOHjBggO4vZEsHDx6swSCeny8g0/zee+/pSmuZTbTMnTtX1q9fr0FonTp1dPu/+OKLMnr0aMeXjDFjxugXFZQRVKtWTfcdJjvjy5szdPL5/vvvffLcQl3ozEgKiG4GkUE3yWv27Nn6rRqwGML1118ftMtNEgWMxHMir5Sw5rGf2icSnTNLN0UwhuxWmTJlHJeh5ADLWT/xxBP63jFjxgwN0pDFQsBnQhZv6NChsmzZMg2CEHg2b95c2rdvr0eDevfurQEefofMnushZAR1CAqbNm2qh8gPHTqk2TMEHs6HhLGwCwJWZAp/++03zVBizAiUcd8//PCD3HXXXfq4uJ6n9u7dK126dNHx4zlt3LhRgzgE4c4BOoJPBI0Yg5nNRCCOMSNIQiCJbdavXz8dMzK/+FLwxhtvSK9eveT06dPy66+/6iH7Rx99VDZs2KCH9s1A3PWwvwm3wf5whfvBbRHEoTQAh9IRPGNfeQL7CgHdzTffrB1uXKUXyGJsCCbTg8QK7ttb8HrDFwS8tkx4HWHfrFu3TpdcxnXwxcEZruP6GsTrGaUGyBDjCwN5T3BFVwEqGDOzyAbgjezgwYN6vmXLlppNQB0SEZFp+vTpGqAg84gPcbxHfPjhh47fIyOLYMt033336eHZH3/8MVUwW6tWLUfAizp83MeCBQs0qJw/f74GhbidGSAhu+oc+Hz77bcaOCOAzJnzYjCO+0C27PXXX3cEKwjy3n//fR0nHgfBIQ69I5sIOCz+2muvydKlS3VST0bP24SxoAzro48+0iw1HhsZUgSG6PqC54bMs/keWqlSJX1s00svvaSBE56XCYf6cV+bN2/WDDO2MYJ688sCgjATsrXY/sgQp2fnzp1ug0xsY2wHM0t8yy23aDmCp8EsPjtw9A7P21MNGjTQzG16nINOb8DRRtf7NM/jd+ldB18e8KUD2x6wXZHNxfWdv9BR9jGY9YNgC2bxDR1F+ghkcVgQb57IohCRn0TFXcyQWvXYHkAd4ccff6yZUWQUIyMj9QiOc00iAjQEr8ha4sMeQRfeW5w5B2aAw/PIrgKyjgjqnIMwZGCd4TqokzQDWUBmF5lCLOxiBiM1atRI9aUcl6Pe0YRSARzCNx87o+dtMh8X48DYEMg6jwPB6J49e/QIF7hmR9esWSOLFi1ym7ncunWrdOjQQdq2bavbCQEnzmelrzeCL3eL2iBwRk0r9h8gC4zSCzy2J+//2ZnchaAQGWG7MoNafCkg72Iw6wfBtmgC3oS7d++uWRH8nzt3bquHRBRaEAhl8VC/vyGIMwMQBEQIKJ0nGL355ptaxzhq1CgNxHB9HJ51nfSECaWu70PmZFNvcvc4WXls5+edFc5BNyDYNbPIrhDYI8hGnTBKIlDn+cEHH2i3AJRGeDLxDDW6rvMeMMF3ypQpWlrmHKDjiwj2KQ6dA7Lm7iZvoUTCrFHFBCzUIiOT7ikrygyQyV6+fHmqy8wjkmaWG/+blzlfB9vDDGDN7WhuA/IuHhP2g2DIzCIL8c8//zjO448XbxgMZIkos5DxxOF6zCY3Jw+hJhRtoHDYGoFu+fLl9bC5JzDpZvfu3Vo3avrjjz+uuA6ym8gQm/DYZjmBv2AcqLF0zlBiHHgvTa8GF22fUKOJSUwIkp1PZuCLIBtZ3hdeeEFWrVol0dHRGoQCfkbwmRGUMmDCk7NvvvlGx4bth8P85gkTnlBvbN4vtqM5h8IZLkPZBGB7ozwD92kuquPMLJdIr8wgvRMSLN6ELDomDjpn4vGlAYEqJq6Z10Fyxxmu43p0ADXj2I74wkDexWDW1wxDIi69Z4XZcAUwvOHiTfGzzz7TmbA4DEhElFV9+/bVLCImEgGCHDOjiEPwmFzlmuXKCCbfYDY8ZsYj4EIGD1lJZ/jyjcPnuA6CChyyR30uaj69XWeZHkxiQ+CNx0Z2Eu+raFX28MMPpzvnYNiwYZrZw+F9TGDD4X3UCA8cOFCDSWRgUa6xYsUKbaGFUrDDhw9r8AwIgpGQQEkF6laRZXUHJQoImp2zs8iko2QB5RbOJ2TXcV+YCAyYFIUvIvfff7/jsd555x3tfIDnZ0ImF2UhjRs31hpmBM/oRoEsL4Jp5w4T7soM0jtllGAxg148BrYPfnYO3hH8O9fzolwDQSteJ3htYZvjyxj2hzmJC/3U0XoObcWwT1EXjbKZhx56KNVj43WJ+yPvYzDra87lQTbLzOIwH1bPmTZtmn5TxpshDg8REWUVai7RQQCTm5AlRWCArCOCKEwixVGfzDb3NyEIRBCCbC8mjWHGv3no24QaXAQiCAgbNmyowRlqTJ0no/kDJryh/RUOXSMTjUAIQSG2Q3pQD4wMLgJXBEQoyUA5Bt6T8fyRKUQHBnRKQGCP+0Pm1Dwsj44JyJwiu4nD3GaXBFe4X+wPBGOwcuVKDeKc65xNKB3ANkSwC8iqYwwI6PAFA8Eq7gcT39B314RJdsicIxtvTmzDJGIEvSg78WV/cjwWTnhemBSIn7HNTCiTQBBuwhcvTObD/8i0Ysxo7YWWbSaUcaALB76UYZ9iu3/++eeOyXKAyYf4PMV+IO8LM3y11EaAwuxC/KHgBevrFlLnEpLku+f7SLPJF/8wSv2xRHLls0etDDIjeANCD0gcusJkhhYtWqSatBAqkMHAhw/e8Fxr58ge7LwP8SGIpuz4wHQ3MSdUoEYV799432bXFN9CYIbJXchge2tbh/r+Q60xvnChntmuUnywD9N7f/MkXrPfcW+bCbNhZhb1TfjgRwYAh2zwjZxtRIiIQgNWs8Jhf5SVoRyAsg9fojEpj3yDwayPhaVcjmbtspwtvikhkEX9EZpvu7bIISKi4Oba8J+yB6Uv5DsMZn0szLmKI4CDWRw+MA8boC4IqX0UvYdiWQERERHZR+gVrlhUZpASJhIWgHVCKJnGRIRPP/3U0dcRASwahzOQJSIiokDHzKyfygySwwOznACdCtAOx6yVbdKkidXDIiIiIso0BrN+KjMItGAWhf0TJ07UlVlQXoD1zdFGhYiIiMhOGMz6q8wgPHDKCtBcG/3wUCeLHoXot4jeh0RERER2w2DWX2UGAVJ+iobWixcv1p+xMgyW/gvl3pVERERkbwGSLwxegVZmUL9+fe1UgFVhsKwkA1kiIrLC888/L3Xq1En3OlgVzl9twp599lkZMmSIXx4rFKxfv15KliypK/35WoCEWMHL6jIDlBVgDW9Trly5dClJLPnIbgVE5EuHDx+We+65R0qXLq3r2GOpWizxmdZSqoEIR7LwXon5BWmZNGmSLneKuQjuVKpUSR5++OFsjwVLio8aNUp85fbbb9fniiV2XQ0bNkx/h+v40+TJk+XFF1/0+eMcOHBA3nvvPXn66aev+N2yZct0/2IxCU9eH+7216JFi3QlwoIFC2oPd7TAfOSRR9J87XhrsvewYcP0MREDYCEkrPKZHvwe+xrLKGOcWI4YC2mYduzYoc/b3QmrhwKeGyaVv/POO+JrDGaDuJvBuXPndK3rr7/+WtatW5dqbXQiIl/Dh+aqVavkq6++ks2bN2v3FGTasEy2XZZBzgyUayFQwPN0V9q1ZcsWGTRokAQKsw2jO1jx6/vvv5f4+PhUwdC3336rX0r8rUCBAroSpa99/vnn0qxZM7erXX7xxRdy33336b7ct29flh/jk08+kXbt2umXOnwBQuZyzJgxulzr22+/Lb7y0EMPyc8//6xB5i+//KLPoXfv3ukmwXr27Cnbtm2Tn376Sf+GsV06dOjgyLLidbJ///5UpxdeeEGDZRz5NQ0cOFCX8k1KSvLZ8zMHHVJOnjyJ6FL/97WzFxKN7+7pZKyvUtVY2LiqcTbhrOEvO3bsMN5++23j+eefN1588UVj1apVfnvsYJOQkGBMnTpV/yd7svM+jI+PN9avX6//28nx48f1vXbx4sVpXmf79u16Hef3J/N2ixYt0vP4H+enTZtmVK9e3YiJiTEaN25srF271nGbL7/80sibN68xZcoUo2LFinqdDh06GLt27Ur1eB999JFRvnx5IyoqyqhcubIxfvz4VL/H4+A63bp1M+Li4owBAwboZc4nXObOww8/bFSqVOmKy3F9jNd8boMGDTIKFSpk5M6d22jTpo2xevXqVNfH82zQoIE+h4IFCxo9e/bUy1u3bn3FWEwTJ07UbRMdHW2UKVPGeOutt1LdJy4bOXKkceutt+rjpvUccHmPHj2Mq6++2vj6668dl3/zzTdGrVq19HfOt501a5bRvHlz3fYFChQwrrvuOmPLli2p7nP37t3GDTfcYOTPn1+3af369Y0//vhDfzdixAijdu3auh8wxjx58hj9+/c3Tp065bg9nvcDDzyQ6rm8/PLLxsCBA41cuXIZpUqVMj755JNUj4n93rdvXx0XHrd79+76WktPjRo1jA8//PCKy0+fPq2Ps3HjRh0bHtuZ+frEvnWFsb777ruO7YD98+CDD7p9fHe394YTJ07o633ChAmOyzZs2KBjXrZsmdvbbNq0SX//77//Oi5LTk42ChcubLz33nv6szt16tQx7rjjjlSXXbhwQV/L8+fP9/j9zZN4jZlZP9XM+qvMAO/Hv/76q2YITp8+rdmCwYMHZ1iXRET2gb/zc4nnLDldjPkyhgwNTlOnTpULFy5k+zk/8cQT8tJLL2k3lsKFC0u3bt1SZU5xJOrll1+W8ePHaxkDDvvecMMNjt9PmTJFHnjgAT2k+++//8pdd92lWSMc9nWt48Qy3mvXrtVMEzJosGnTJs0+4VC0O8i84jAssnemM2fOaAtEMyuLeQqHDh2SWbNmycqVK6VevXrStm1bOXbsmP5+xowZ+tg4DI1s2IIFC7QkzDzcjvrDkSNHOjJhgPvp16+fPleMGeNH7ee4ceNSje+tt96S2rVr6/3i9+m544475Msvv3ScHzt2rG4rV8jSoXxixYoVOla0ecT40SnHfP6tW7fWQ+h4HeCz6dFHH3X8HlAGh99Nnz5dT8gcvvbaa+mOD1nMBg0a6HMZOnSolrJg/wBeEyhlQTYXj4fXAl6HOEyeVkYa2x9ZUtynqx9//FGqVq0qVapUkVtuuUW3RWb/BpwhK4rHf/zxx93+Hp2F0oJMp/n35O5Uo0aNNG+L1we2CTLCJjwfZNlRPuGO+ffqPKcG+xalQn/88Ueaj7N69eorjkBER0dr/IF94Us83hxEZQZ4Y8EbHg4NQK1atbTGBy8mIgoe8Unx0vhba/pC/3nTnxIXFZfh9VDOhIAKX6ZxKBWBGwIbBF14b/IUArA2bdpInjx59Ms6AjsEqAjkAB/YH374oaNfNq6Dji1Y4RABIYI51AAi+AEEYfhgxuW4X9NNN92UKnDbvn27/l+kSJF0Aw6zPhDBTqtWrRyBEAIfPOelS5fqWBDMIigAPDYCOQS8mHiEYBzXRRBtQgBqHm5H3SaCNBymNqEeEQGxGaBWrlxZA7M333wzVX3rtddeq4F8ZiBoGz58uOzcuVPPIyBE6YHZCce5jMQZnju+aODxr776ai1NQN30X3/9pdvu1KlTGtiYS6cDAlu8TsxSgltvvVUDY2yLtCDYN/cjvuS8++67+qUEAecPP/yg94myAXNeCAJzPD7Gj0Plrnbt2qX7CfWh7koMsD0AATFKAhBwo1zGE/iig9du8eLFxVN4Ls5lH66ioqLSrQVGDOD62i1atKj+zh0z2MVrAKUROXPm1G28Z8+eNGttsZ3w94ZSDVfYruZryVeYmfUh/HEsLnjIb8Esvv0ikMWHCGq4UPPCQJaIrIJgB/V5qJVFIIBgAkGta9YwM5o2ber4GYEdAhdz9ULA+17Dhg1TfSDjA9y8Dv5v3rx5qvvEeef7AHfZucxCRhOBKY6KmcEdsrEI1NasWaOZSnMSjnlCsGxO0kVmC4GpJ9J6XgiekpOTs/S8EJAiEYL9hEAQPxcqVOiK6+ExbrzxRilfvrwGapjwZAaH5vOpW7eu7q+04DbONbEI9hDwp8f5yxACVgT35m2wnVGjjPs0tzEeH3W/zpOhnZmBomt3H2R78QUEz9F8jfXv318Dt6zEA1mddI0+8BUrVkzzVMZNnW92IDhGYgx17th2mACGLwv4G3b3HLD98MUlrbrw2NhYPXLiS8zM+tD55PNyKvLiYY2o8AiJjYz16ePhGzm+dVaoUEGzCEQUnPBeggypVY/tCQQIWGEQJ2QP77zzThkxYoRmDc0MnfNh28xOuvIVZKGyCllVTLZBRhbZWWQ0X331Vf0dAlkEaq7ZTTCzZvjQD5TnhcAcnW9g9OjRbq+DUg8EUp999plm35ARRUbWPJyfmefjmlVEsORchuDpbbCd0YLym2++cRuku2MG6sePH091HQStmLjknLHFaxWZdRwFQJtLBPGAjK1r9hOlLriO+fmM66A8xNPsLMoM0jtMX6ZMmVSTvJ0h0Mf+wFicx4cMq3OG3xW2Ib6MYMy4PbYLjnrUrFnziuviCxyC1dtuuy3NMg7EJb7EzKyPRVz6mywTndfrrbDw7R9vmnixOWcvGMgSBTe8l+BQvxWn7L6P4XC8OSPaDBzM+k/AB6g7zrV6CDqQNcJhTROCDtRuOmfV8AFuXgf/u7YEw3mMJz3m0S3nLGdakA1EJhYZWWQ0EcC0bNlSf4eMNA7rIrvnmlkzgylkHHGIPb2xuI4jreeFx0ZZQlaZNaZmDaordKTANn7mmWc0m4xxYL84w/PB/jRrgv0B2xkZY3wOum5nM7B0hUALQSnKI5xfT6i/Rn0unoN5QuYXwS06BZlt1/ClDDWjznCUFJ/N2A+AlTax/9544w23Y0iv9RvKDJzH4HqaOXNmukEpgn/n1xX2G7Lnzkc70oJthr9TbFP8faHEwxWCfhwNTuvLAmrUkaH3JWZmfSziUsIhLMK7gSwOl6BeDB8KeMMxa3qIiAIBgh0EdsjwIahBoIcPQ3yY9+jRw5G5Q50pJvyUK1dODxUjOHIHk79wfVwPGV4EgCilMuEDG+2T3n//fQ0YkVXEfZsTqB577DGtr8WHKibDoFURDqXOnz8/3eeBrBcCeExOwgc5xoBD12nBoVYEsDj8j3pOEx4TwQPGjG2AIAclGOakL5QBIGONwBDBFbK8CKgQqJj3g0PymGCG3yE7iG2AOliUV6AXKw6BY1IPsoYfffSRZAcCYbMEw11QnD9/fi2Z+PTTTzXTiODoySefTHUdHJ5/5ZVX9DmjBhavAQRFqHfOTCCVFTfffLPWC+M1hslyeCzUa2JfY/IVzrtCMIr9g7pm8zWF/Y3gHPvTNQhG+QwCOPTjxXPC0QbsB7zukLncvXu37jO8/swaUrSyQt0pXpeoHUYWE/sTdagImvGaSqs9V3aWm8+bN68+B9SIo2QAQTv+TrD9MT7nshwcRcBr0ZywhuAUtbOYWIjJk9imqL12hpIOvCbTCqjRjxYlkM4T0HzCCDH+bM115OwpY9CT1bU1139dWnjlPtESY8GCBdpyCye0kTl8+LBX7puCr60T2X8f2rU11/nz540nn3zSqFevnrZIQlumKlWqGM8884xx7tw5x/Xw3Jo2bWrExsZqa5+5c+e6bc31008/GVWrVtX2Ro0aNTLWrFlzRWuuSZMmaesttAJq166dsXPnTo9bc6G9lyu0tSpWrJgRFhaWZlsrZ3ieERERxr59+1JdjpZT9913n1GiRAkdA9pK3XzzzalaiOE5YDvgeaKFV+/evR2/QysltMjC83PXmgv3Wbp0aePNN99Ms0VUeszWXGlxbc01b948o1q1ajoejAtt2Fy3IdpEXn/99dp2C68BtB37888/U7XmcoZxYrzpteZyfS64D9yXaf/+/cZtt92m2w9jwz4fPHhwup/7M2fONK666ipH26muXbsaXbp0cXtdjB/P03wN4m8Tj4/XJ17H5cqVM4YMGeL2sxnbrGPHjtoyLEeOHHqbRx999IrXijfFx8cbQ4cOdbRH69Wrl24jZ3g++DsyoQVXyZIlHa8p/N3iftBCzLk11/Dhw/V1nFa7rldeeUWfb3pj80ZrrrBLTyJk4BsRvqkg/W/WuvjK0XOn5akXmsiDP6VIdKUiUuHnX7I9drSJMYvrcTgFh4LSm8lI2YfDbPjWiawMt7U92XkfYuIKJgkhIxmKy0+jxhTdBpDpRQYN79vOs+EBE5Ww5Gl6h2rJWqhpxWeYu/0XCBAKoSYUNc/mhC/K3j7EUWOUYWBymOskxcy8v3kSr7HMwE81sxKevTID1FrhUARmDaLuBoX3KLQnIiKi7EEpCUomcEidvAOJt6eeeirNQNabGMz6WHiKd2pmUZuE2hx8S0EhOc4TERGRd6AHLhcY8h5z4p0/MJj1W2Y2PEvdClAUjm+MODSKZt5or4IicyKiUIDm9DgEbB7idAdtvpwXCCCi0BJ4hStBJqtlBmidgdmozr3lkJVlIEtERER0GYNZf5UZZDKYRQ/BOXPm6NKBKIxGG5OMGkgTERERhSqm+fyVmY3I+HsDetqhWwF6sgFmVmLVnECc+UlEREQUCBjM+mnRhIzKDNCc+qeffpILFy5oewo0J0YTYyIiIiJKG4PZACgzwEQvZGRRYoDVSbC6iOsaz0RERER0JQazAdDNAC23sPgB1q/GUobZWU+biIiIKJQwmPWxiBTDbZ/ZdevWafbVXHMZ63ITERERkWcCYmbR6NGjpWzZsloriklPy5cvT/f6EyZM0HpSXL9mzZq6TGWglxmYNbNYVnP69OkyceJEPaFjARERZQ8+Q0aNGuX16waDBQsWSLVq1bSUjbyjSZMmWh5IgcHyYPaHH36Qhx9+WEaMGCF///231K5dWzp27CiHDh1ye/3ff/9d100eNGiQrFq1Snr27Kmnf//9VwJRpFOZwZEjR+SLL76QlStX6kVYjhZL0xIRBSMsZIBFX8yFX4oWLaodWsaOHev1loN//fWXDBkyxOvXze7zdndCMO1Pjz/+uDzzzDNXlLBhefQCBQpIoUKFdPKxK4x16tSpbp8fPnedbdmyRQYOHKjzPmJiYqRcuXL6Wb1ixQoJpGQYEkojR46UChUq6G0Qc8yePfuKeSwPPviglClTRmJjY6VZs2b6mnGG7fnkk0+ydWaAsDyYfeedd2Tw4MH6R1C9enUZM2aMxMXF6ZudO++9957Wlz722GP6TfPFF1+UevXqyYcffiiBnJndFldA130+ePCgPr9bbrlF62PZdouIghner/fv3y87duyQWbNmSZs2beSBBx6Qrl27SlJSktcep3Dhwvre6u3rZgU+p/CczRN8+eWXjvOugVFCQoLPxrJ06VLZunWrTix2hcxijRo19Einu6A1sxCw1q9fXzZv3iyffPKJrF+/XqZMmaL3+8gjj0igJMPMIBRj/OCDD3Scd999t/Tq1UuTY6Y777xT5s2bJ//73/9k7dq10qFDB2nXrp2jbSZ07txZg168psl6lkZS+ANGlhIvEseAwsP1/LJly9zeBpc7Xx/w4k3r+lYLN8Llr0aNZEnesvqNEN8g8ceDb4VERFmhy7ueO2fJCY/tCWTpihUrpvMDkHh46qmntA0hgoBx48Y5rnfixAkNIhBo5smTR6699lpZs2ZNqvvCbZB9Q0YN2UQEIe5KBzDG559/XkqXLq2PX6JECbn//vvdXhd27dql7RCxfDgeu1+/fpp4MOG+6tSpo8ENbovVGG+44QYNZtzB7/GczRNgjoR5vmHDhpqIue222/TxzCwxAs+WLVtqNrBUqVI65rNnzzruF9nTRx99VLclljbHtli8eHG62x8L8CAbjm3mCkcKkVjBCT9nBbY1MrWVKlXSFSuvu+46/XzD9kKQiX0dKMkwwD7Ea7BLly5Svnx5ueeee/Tnt99+25GtRpD/xhtvSKtWraRixYq6//H/xx9/7LgfZLlxO2xfCvEJYDjsjhoeHHpyhvMbN250e5sDBw64vT4udwd//M6HT8y1vRFY4uRLuP+I5BQ5nysH/uKlRcuW0qJFCw3Yff3Y5D3mvuI+sy8770OMWYPXlBTHIU0Elf81aGjJeCqt+EvCM5nVxLjNsTu75pprNIuGoOGOO+7Qy/r06aNB3IwZMzQYxJEsHL3CZwEOhWOuwa233irDhw/XIBjJEAS3zvdtPhbmI7z77rvy7bffauYRnw8IjN1dFyczkF20aJFmi++77z7p37+/LFy40HFdZDeRbZw2bZoucINg9tVXX5WXXnopU9vCef/BW2+9Jc8++6yeAKs9IouNIPfzzz+Xw4cPazA7bNgwR3CGn9GTHM8LATqyqbgNnhuCSXcQYOJwv+s+wPNBEgjbCs/voYceku3bt+uh9fTG7bpfkdHEhOavv/7acX1nCNZxmfklyPn1gO2HU3pQQogvJWklw5544olUj4nXDMoR0zr8j3gA5X3Ov0egjy8SuAz3i7jE9Tp4bZrXMWHiNoLeUCk1MNzsw+wyXxsaL7mUwXjyfh303Qzwh/LCCy9ccfncuXN9epgJTiclyKF8YVJ32x9SOncdOXOm7hW1OWQfOOxE9mbHfRgZGanZvDNnzjgOR6fEx1s2nlOnT0t4JssD8GGE4NBMIjhDVgyHefE7BFWodURAh0wqIMhD8IggCZk/BI29e/dOddh66NChjvvGhyIm1OI87qdIkSLSqFEjrdVFVhSHvN1dFwEsDiWvXr1a6z0BZWtNmzbVrCeyyQiAcBuUD6CVIoKrvn376usJ9aiZgYyf8+MjA4tMtAmBKwJ6ZBnNJM3LL7+s5RivvfaaBrcI4jHW4sWL63WQlUTwj8Pmzz33nNvHRXkHnr/rPkAWE0c5zQACmXDcD+pA0xq3u/36zz//6GXIJLvbz66cs9k33XSTHq5PD75kuLtflGsg6HT9PZ6r+bpyB2UuyOhiv6Ku95dfftHXGe7LvA0y54gb8HrA6wgBP16jeM26Ptbu3bv1qEIolQyeTuOIRFbgPQ2vsSVLllxRdnTu3Dl7BLM4TIQ/JOfDOYDz5qEZV7jck+vjWzxqakx4IeKPDjUw+MboS3jDat26tf6xtOjY2fEmTfaCN258aOFQHT4YyX7svA8RdOEDEx/a5qFiI3duybMidd2lv4TFxurEoMzAtkYw7u69Fpfj/R+/Q5YQh9Ndy6/wIbdv3z69DjJ0AwYM0GDS3eMjmMD2wXVx2ByBGQIWlKEhYOrWrZs+put1UWKAzwQcpjYhCEaggt8hi4z3bpQXmK0UAeeRLc7s5wgye+Z18fiYDe98W2RcERgicDKZGbCjR49qUIqAC4GWMwTaCLjSGgdeP/nz50/1e9wP6k2RvTYvx7ZFYI4vDc6BmfO43e1X8zWJsof0tgWeC4Ig5/2H67tmgjMLX+7cPS72lfm6SmvCGMo6sI8xDrzm8GUJNc3mbb755hv9ooHXBO4LryNk4lGX63y/BQsW1P2Dx8R2CnaGm32YXXh9YtuhpMO1FCYzX44CIphFGh9F42gbYs6MxAsD5++99163t8G3ZfweMw1N+JDC5e7gReYuiMQfoz8+1IqF55fckdE6Brt9iJI1rxnyHTvuQwQe+OBAgJEq+5MrlwQ6c/a+u6wVygeQGcPvEMgi2+iu/hNBJa5jBgtp3Z/z7xAgbdq0SebPn6+fD/g8QU0kEgvm/jeva34ou7tPc5ub3Ricr4Of8XmV2Yyc6/7DlxPn8wjO7rrrrlS1vSZkghHMI7DCoXXXw7Gu9+WaNDp58mSq3+MIISYzofzA9bWGTDW+9AGCFgQvrveN+zP3i7nsOiZ/4fM8LeZhaef998orr+gpPciyuiszQACP7YCMtfP4MPkLya20tgcy3qjjRRCFLwko10A2GllX8zYo2cBrBa9LBFR4baLsxPk6gIwsgmmcQkGKm32YXc5/X67vzZ68V1teZoCsKb4RovYE35RQlI8XkHmoBQXy+DZs1tVgFiyynXhjQqE5iq8xkxL1VUREFPhQi4rD5ajTBGS+UNeKbF9abatq1aqlAQYm7GQGgl9kY3FCrSmCLjwmHssZuuIg840TMrRmAIVAxTlb62sYFx4XE43cqVu3rgabCNZQopBZuB3u1xkmeyHT+PTTT6e6HGUN+J0ZzFapUkWDZ3xGmzAG1OiaJRKY6IXthM9kBHyuQQ62Y1rLs2MyNCbbpQfBpreSYc6QBURsgaM2qN12Nw4zUEWN9Jw5c7Q+1hm+YGD7kvUsD2bx4sc3K9T74M0Mfxj41mhO8sJhHuc/DvR7Q/E72mtgRiK+QaEIHj1biYgosOAwON7bEQShJAzv70hOoBYUyQpA7SaOriEoQcBQuXJlLS9APSg6FiDZgRpaBFmYWY6MIurrsGAOJgC5Qm0pHg+z/TE3AnW3CG7dHdLGY2PxnZtvvlmTKbhf1OIiaeLPlRnxPFB6gEAMgSKCKAShyCyjhhfbBGPENkPgiCAKn50I3hDoI7njDsosvvrqK8d53Obnn3/WiWyun5u4b2xvLK2OSXdINqGnO74IYNsj0YSWVgjuzGAWWTUcosd2RJCNABnXR6YZj4P5KfgS4g4eAydfJcPcJcT+/PNPzUoj1sD/eD0hCHaufUbgikPqCObRPxetQPGcnO/XnFyHkkUKAEaIOXnyJKbj6f/+kJCQYEydOlX/J3viPrQ/O+/D+Ph4Y/369fq/3QwYMEDfb3GKjIw0ChcubLRr184YO3askZycnOq6p06dMu677z6jRIkSRlRUlFGqVCnj5ptvNnbt2qW/x/XHjx9v1KlTx4iOjjYKFSpk9O7d23H7MmXKGO+++67+PGXKFKNx48ZGnjx5jJw5cxpNmjQx5s+f7/a6sHPnTqN79+563dy5cxt9+/Y1Dhw44Pj9iBEjjNq1a6caL26P+8kMPH+MKa3HNy1fvtxo3769kStXLh1LrVq1jJdfftnxe7x+n3vuOaNs2bK6jYoXL2706tXL+Oeff9J87KNHjxo5cuQwNm7cqOffeustI1++fG7/Fi5cuKC/e++99xyXffPNN0b9+vV1uxQtWtTo0qWLsWbNmituu2nTJuO2227T/Yf9g+d44403Gn///bdj/x0/fvyK/Z5dH3zwgVG6dGl9zEaNGhl//PFHqt+3bt1aX4emxYsXG9WqVTNiYmKMggULGrfeequxd+/eVLf54YcfjPLly+t9FitWzBg2bJhx4sSJVNfZs2eP7oPdu3cboSLZB/swvfc3T+K1MPwjIQT1L2j7gpofX08AAxzCQPYA/ejsVqtHF3Ef2p+d9yFq+9AyCfWl7nqFhgpkz/D+jfftUJo57g3ILGLbYVKcVYJt/yGTjgx1KJU4pvhgH6b3/uZJvGb/VxQRERGlCYf+UWIRKv1Q/QET0NATmAKD5TWzRERE5DuYgIU5JuQ9vlymlzzHzCwRERER2RaDWSIiIiKyLQazREQ2EGJzdYkoBBheel9jMEtEFMDM7guerFNORGQHCQkJ+r/rqnae4gQwIqIAhjd5TODByk+ARQC8tS66nWAmPj740MonGFo7hRruP/tL8fI+xP1hEQ+8p2H1v+xgMEtEFOCw1jyYAW2oHo6Mj4/XlbxCMZi3O+4/+zN8sA8RFJcuXTrb98dglogowOGNvnjx4trbEgtAhCI87yVLlkirVq1st/AFcf8Fg0Qf7MPo6GivZHkZzBIR2ajkILu1ZXaF552UlKSrBDEYsh/uP/uLCOB9yMIVIiIiIrItBrNEREREZFsMZomIiIjItiJDtUHvqVOn/FYwjf6QeLxAqzGhzOE+tD/uQ/vjPrQ37j/7S/TzPjTjtMwsrBBywezp06f1/1KlSlk9FCIiIiLKIG7LmzdveleRMCPE1khEk959+/ZJ7ty5/dLrDt8sEDjv3r1b8uTJ4/PHI+/jPrQ/7kP74z60N+4/+zvl532I8BSBbIkSJTJs3xVymVlskJIlS/r9cbHj+Qdsb9yH9sd9aH/ch/bG/Wd/efy4DzPKyJo4AYyIiIiIbIvBLBERERHZFoNZH4uJiZERI0bo/2RP3If2x31of9yH9sb9Z38xAbwPQ24CGBEREREFD2ZmiYiIiMi2GMwSERERkW0xmCUiIiIi22IwS0RERES2xWDWC0aPHi1ly5aVHDlySOPGjWX58uXpXn/ChAlStWpVvX7NmjVl5syZfhsrZX8ffvbZZ9KyZUvJnz+/ntq1a5fhPqfA+zs0ff/997oaYM+ePX0+RvLuPjxx4oQMGzZMihcvrjOsK1euzPdTG+2/UaNGSZUqVSQ2NlZXlnrooYfk/PnzfhsvpbZkyRLp1q2brriF98SpU6dKRhYvXiz16tXTv7+KFSvKuHHjxBLoZkBZ9/333xvR0dHG2LFjjXXr1hmDBw828uXLZxw8eNDt9X/77TcjIiLCeOONN4z169cbzzzzjBEVFWWsXbvW72OnrO3Dm266yRg9erSxatUqY8OGDcbtt99u5M2b19izZ4/fx05Z24em7du3G1dddZXRsmVLo0ePHn4bL2V/H164cMFo0KCB0aVLF2Pp0qW6LxcvXmysXr3a72Mnz/ffN998Y8TExOj/2Hdz5swxihcvbjz00EN+HztdNHPmTOPpp582Jk+ejC5XxpQpU4z0bNu2zYiLizMefvhhjWc++OADjW9mz55t+BuD2Wxq1KiRMWzYMMf55ORko0SJEsarr77q9vr9+vUzrrvuulSXNW7c2Ljrrrt8Plbyzj50lZSUZOTOndv46quvfDhK8vY+xH5r1qyZ8fnnnxsDBgxgMGuzffjxxx8b5cuXNxISEvw4SvLW/sN1r7322lSXIShq3ry5z8dKGctMMPv4448bNWrUSHVZ//79jY4dOxr+xjKDbEhISJCVK1fqYWZTeHi4nl+2bJnb2+By5+tDx44d07w+Bd4+dHXu3DlJTEyUAgUK+HCk5O19OHLkSClSpIgMGjTITyMlb+7DadOmSdOmTbXMoGjRonL11VfLK6+8IsnJyX4cOWV1/zVr1kxvY5YibNu2TUtEunTp4rdxU/YEUjwT6fdHDCJHjhzRN068kTrD+Y0bN7q9zYEDB9xeH5eTPfahqyeeeEJrjFz/qClw9+HSpUvliy++kNWrV/tplOTtfYjgZ+HChXLzzTdrELRlyxYZOnSofrHEKkUU2Pvvpptu0tu1aNECR4glKSlJ7r77bnnqqaf8NGrKrrTimVOnTkl8fLzWQvsLM7NE2fDaa6/pBKIpU6bopAcKfKdPn5Zbb71VJ/IVKlTI6uFQFqWkpGhm/dNPP5X69etL//795emnn5YxY8ZYPTTKBEwcQib9o48+kr///lsmT54sM2bMkBdffNHqoZENMTObDfggjIiIkIMHD6a6HOeLFSvm9ja43JPrU+DtQ9Nbb72lwez8+fOlVq1aPh4peWsfbt26VXbs2KGzdp0DI4iMjJRNmzZJhQoV/DByys7fIToYREVF6e1M1apV02wRDntHR0f7fNyU9f337LPP6pfKO++8U8+js8/Zs2dlyJAh+qUEZQoU2IqlEc/kyZPHr1lZ4KslG/BmiYzAggULUn0o4jxqudzB5c7Xh3nz5qV5fQq8fQhvvPGGZhBmz54tDRo08NNoyRv7EG3x1q5dqyUG5ql79+7Spk0b/Rktgijw/w6bN2+upQXmFxHYvHmzBrkMZAN//2GugWvAan4xuTj/iAJd00CKZ/w+5SwI25Ggvci4ceO0NcWQIUO0HcmBAwf097feeqvx5JNPpmrNFRkZabz11lva1mnEiBFszWWzffjaa69pC5qJEyca+/fvd5xOnz5t4bMIbZ7uQ1fsZmC/fbhr1y7tInLvvfcamzZtMqZPn24UKVLEeOmllyx8FqHL0/2Hzz7sv++++05bPM2dO9eoUKGCdvwha5w+fVpbTuKE8PCdd97Rn3fu3Km/x/7DfnRtzfXYY49pPIOWlWzNZWPorVa6dGkNcNCe5I8//nD8rnXr1vpB6ezHH380KleurNdHW4sZM2ZYMGrK6j4sU6aM/qG7nvDmTPb5O3TGYNae+/D333/X1oYIotCm6+WXX9aWaxT4+y8xMdF4/vnnNYDNkSOHUapUKWPo0KHG8ePHLRo9LVq0yO1nm7nf8D/2o+tt6tSpo/scf4NffvmlJWMPwz/+zwcTEREREWUfa2aJiIiIyLYYzBIRERGRbTGYJSIiIiLbYjBLRERERLbFYJaIiIiIbIvBLBERERHZFoNZIiIiIrItBrNERJTK888/L3Xq1En3Ojt27JCwsDBdAtj022+/Sc2aNSUqKkp69uzph5ESEYlw0QQionTcfvvt8tVXX11x+X///ScVK1aUYHTmzBm5cOGCFCxY0LENTpw4IVOnTnVcJzk5WQ4fPiyFChWSyMhIvaxx48ZSuXJlefXVVyVXrlySL18+y54DEYWOi+9ARESUpk6dOsmXX36Z6rLChQtLsEIgilN6IiIipFixYqku27p1q9x9991SsmRJH4+QiOgylhkQEWUgJiZGAzfnE4K5d955Rw+r58yZU0qVKiVDhw7VrGZ6h+tHjRolZcuW1Z/Pnz8vNWrUkCFDhqQKCHPnzi1jx45Nczw4vP/xxx9L586dJTY2VsqXLy8TJ05MdZ21a9fKtddeq79HhhWP4Ty2xYsXS6NGjXTsyKA2b95cdu7cecW48TMy0z/99JM+Lk64rXOZgfnz0aNH5Y477tCfx40bJ8ePH5ebb75ZA3+Mo1KlSld8KSAiyi4Gs0REWRQeHi7vv/++rFu3TgO+hQsXyuOPP57p2+fIkUO++eYbR7CIQ/e33HKLtG/fXoPC9Dz77LNy/fXXy5o1azRgvOGGG2TDhg36u7Nnz0rHjh0lf/788tdff8mECRNk/vz5cu+99+rvk5KStKa1devW8s8//8iyZcs02EUQ6urRRx+Vfv36aXZ6//79emrWrFmq6yCQx+V58uTRYB0/9+/fX8e4fv16mTVrlo4NATjKEoiIvIllBkREGZg+fXqqw+7IiCJAfPDBBx2XIdv60ksv6WH2jz76KNP3jQwobnfnnXdqQIrsKB4vI3379tXbwIsvvijz5s2TDz74QB/722+/1azv+PHjNfMKH374oXTr1k1ef/11naB18uRJ6dq1q1SoUEF/X61aNbePg+eNrCpqaF3LClxLDhAM582b13G9Xbt2Sd26daVBgwaObURE5G0MZomIMtCmTRvNKprMABHZTkx22rhxo5w6dUoznggiz507J3FxcZm+/0ceeUQnVyHgRBbTnHiVnqZNm15x3uwsgCxo7dq1HeMElBGkpKTIpk2bpFWrVjqpC9lbZIHbtWun2dfixYuLN91zzz2aPf7777+lQ4cOmg12zeoSEWUXywyIiDKAoBCdC8wTgj7UiSKzWatWLZk0aZKsXLlSRo8erddPSEhwlCG4NoxJTEy84v4PHTokmzdv1gwnuiT4A2pXUV6A4PKHH37QLgR//PGHVx8DGWxkmh966CHZt2+ftG3bVssWiIi8icEsEVEWIHhFpvPtt9+WJk2aaDCIgM0ZJj4dOHAgVUDr3JfVhPpYTCRD7ewTTzzhqH1Nj2vgifNmqQD+Ry0tamede8AiuK5SpYrjMpQADB8+XH7//Xe5+uqrtTzBnejoaK3nzQpsgwEDBsjXX3+t9bSffvpplu6HiCgtDGaJiLIAGVpkWVGnum3bNvnf//4nY8aMSXWda665RnuxvvHGG9qlAJlblBE4w2XIkCKQxUQuHIrH/2Z2Ny2o2UXHA2R0R4wYIcuXL3dM8MLtMbkMQeS///4rixYtkvvuu09uvfVWKVq0qGzfvl2DWDwuMqdz587VjHBadbOodcVEMZQoHDlyxG122Z3nnntOJ7Zt2bJFJ8mhFjitxyAiyioGs0REWYCaVLTmwoQqZDXRlQD1s84QuGFCFgJWXB8Bp/NhdtTaPvbYY3oddAQA/IyAEZ0A0vPCCy/I999/r2UOmOj13XffSfXq1fV3qNedM2eOHDt2TBo2bCh9+vTRQ/yoyTV/j8dGPSsyyuhkMGzYMLnrrrvcPtbgwYM1o4uJXMi0IsubGcjoImjGGFGnizIKjJmIyJu4AhgRkc2ga8CUKVO4ZCwRETOzRERERGRnDGaJiIiIyLbYZ5aIyGZYHUZEdBkzs0RERERkWwxmiYiIiMi2GMwSERERkW0xmCUiIiIi22IwS0RERES2xWCWiIiIiGyLwSwRERER2RaDWSIiIiKyLQazRERERCR29X/rWZIqKja94gAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 📊 Comparaison des courbes ROC\n", "plt.figure(figsize=(8,6))\n", "for name, model in models.items():\n", " model.fit(X_train_scaled, y_train)\n", " if hasattr(model, \"predict_proba\"):\n", " y_score = model.predict_proba(X_test_scaled)[:,1]\n", " else:\n", " y_score = model.decision_function(X_test_scaled)\n", " fpr, tpr, _ = roc_curve(y_test, y_score)\n", " plt.plot(fpr, tpr, label=f\"{name} (AUC = {roc_auc_score(y_test, y_score):.2f})\")\n", "\n", "plt.plot([0, 1], [0, 1], linestyle=\"--\", color=\"gray\")\n", "plt.xlabel(\"Faux positifs\")\n", "plt.ylabel(\"Vrais positifs\")\n", "plt.title(\"Courbes ROC comparées\")\n", "plt.legend()\n", "plt.grid()\n", "plt.savefig(\"courbes_roc.png\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 43, "id": "e6d84ece", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 🔍 Matrice de corrélation\n", "import seaborn as sns\n", "plt.figure(figsize=(10, 8))\n", "sns.heatmap(df.corr(), annot=True, fmt=\".2f\", cmap=\"coolwarm\")\n", "plt.title(\"Matrice de corrélation\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "id": "1475e8ef", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Meilleurs hyperparamètres : {'max_depth': None, 'min_samples_split': 2, 'n_estimators': 200}\n", "Score optimal : 0.9922500000000001\n", " precision recall f1-score support\n", "\n", " 0 1.00 0.99 0.99 698\n", " 1 0.99 0.99 0.99 302\n", "\n", " accuracy 0.99 1000\n", " macro avg 0.99 0.99 0.99 1000\n", "weighted avg 0.99 0.99 0.99 1000\n", "\n", "Modèle RandomForest optimisé sauvegardé sous 'random_forest_optimise.pkl'\n" ] } ], "source": [ "# 🔧 Optimisation d'un modèle avec GridSearchCV\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "param_grid_rf = {\n", " 'n_estimators': [100, 200],\n", " 'max_depth': [None, 5, 10],\n", " 'min_samples_split': [2, 5],\n", "}\n", "\n", "grid_search = GridSearchCV(RandomForestClassifier(random_state=0), param_grid_rf, cv=5, scoring='accuracy')\n", "grid_search.fit(X_train_scaled, y_train)\n", "\n", "print(\"Meilleurs hyperparamètres :\", grid_search.best_params_)\n", "print(\"Score optimal :\", grid_search.best_score_)\n", "\n", "best_rf_model = grid_search.best_estimator_\n", "\n", "# Évaluation finale\n", "y_pred_gs = best_rf_model.predict(X_test_scaled)\n", "print(classification_report(y_test, y_pred_gs))\n", "\n", "# Sauvegarde du modèle optimisé\n", "joblib.dump(best_rf_model, \"random_forest_optimise.pkl\")\n", "print(\"Modèle RandomForest optimisé sauvegardé sous 'random_forest_optimise.pkl'\")" ] }, { "cell_type": "markdown", "id": "8df3c6f7", "metadata": {}, "source": [ "\n", "## 🧠 Modélisation avec un Réseau de Neurones Artificiel (ANN)\n", "\n", "Dans cette section, nous allons utiliser un modèle de deep learning (ANN) pour prédire les risques d'attaque cardiaque.\n", "Nous allons suivre plusieurs étapes pour construire, entraîner, évaluer et sauvegarder ce modèle.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "f8334b62", "metadata": {}, "outputs": [], "source": [ "\n", "# ÉTAPE 1 : Chargement des données\n", "import pandas as pd\n", "df = pd.read_csv(\"attaque_cardiaque.csv\")\n", "\n", "# ÉTAPE 2 : Séparation des variables explicatives et de la cible\n", "X = df.drop(\"target\", axis=1)\n", "y = df[\"target\"]\n", "\n", "# ÉTAPE 3 : Découpage du jeu de données\n", "from sklearn.model_selection import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "# ÉTAPE 4 : Normalisation des données\n", "from sklearn.preprocessing import StandardScaler\n", "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)\n", "\n", "# ÉTAPE 5 : Définition du modèle ANN\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense\n", "\n", "model = Sequential()\n", "model.add(Dense(16, input_dim=X.shape[1], activation='relu'))\n", "model.add(Dense(8, activation='relu'))\n", "model.add(Dense(1, activation='sigmoid'))\n", "\n", "# ÉTAPE 6 : Compilation du modèle\n", "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n", "\n", "# ÉTAPE 7 : Entraînement du modèle\n", "model.fit(X_train_scaled, y_train, epochs=50, batch_size=10, verbose=1)\n", "\n", "# ÉTAPE 8 : Évaluation sur les données de test\n", "loss, accuracy = model.evaluate(X_test_scaled, y_test, verbose=0)\n", "\n", "# ÉTAPE 9 : Affichage de la performance\n", "print(f\"Accuracy du modèle ANN : {accuracy:.2f}\")\n", "print(f\"Loss du modèle ANN : {loss:.2f}\")\n", "\n", "# ÉTAPE 10 : Sauvegarde du modèle et du scaler\n", "import pickle\n", "model.save(\"ann_model.h5\")\n", "with open(\"ann_model_scaler.pkl\", \"wb\") as f:\n", " pickle.dump({'scaler': scaler}, f)\n" ] } ], "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": "3.13.0" } }, "nbformat": 4, "nbformat_minor": 5 }