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breast-cancer-detection/logistic_regression.ipynb
2025-06-04 10:52:23 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "8797cb42",
"metadata": {},
"source": [
"# Étape 1 — Chargement et exploration initiale"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "391c54d2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(116, 10)\n",
" Age BMI Glucose Insulin HOMA Leptin Adiponectin Resistin \\\n",
"0 48 23.500000 70 2.707 0.467409 8.8071 9.702400 7.99585 \n",
"1 83 20.690495 92 3.115 0.706897 8.8438 5.429285 4.06405 \n",
"2 82 23.124670 91 4.498 1.009651 17.9393 22.432040 9.27715 \n",
"3 68 21.367521 77 3.226 0.612725 9.8827 7.169560 12.76600 \n",
"4 86 21.111111 92 3.549 0.805386 6.6994 4.819240 10.57635 \n",
"\n",
" MCP.1 Classification \n",
"0 417.114 1 \n",
"1 468.786 1 \n",
"2 554.697 1 \n",
"3 928.220 1 \n",
"4 773.920 1 \n",
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 116 entries, 0 to 115\n",
"Data columns (total 10 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Age 116 non-null int64 \n",
" 1 BMI 116 non-null float64\n",
" 2 Glucose 116 non-null int64 \n",
" 3 Insulin 116 non-null float64\n",
" 4 HOMA 116 non-null float64\n",
" 5 Leptin 116 non-null float64\n",
" 6 Adiponectin 116 non-null float64\n",
" 7 Resistin 116 non-null float64\n",
" 8 MCP.1 116 non-null float64\n",
" 9 Classification 116 non-null int64 \n",
"dtypes: float64(7), int64(3)\n",
"memory usage: 9.2 KB\n",
"Les variables explicative sont : ['Age', 'BMI', 'Glucose', 'Insulin', 'HOMA', 'Leptin', 'Adiponectin', 'Resistin', 'MCP.1']\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 1200x800 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Import des bibliothèques\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Chargement des données\n",
"data = pd.read_csv('breast+cancer+coimbra/dataR2.csv')\n",
"\n",
"# Aperçu des données\n",
"print(data.shape)\n",
"print(data.head())\n",
"data.info()\n",
"\n",
"# Liste des variables explicatives\n",
"features = data.columns[:-1]\n",
"print(\"Les variables explicative sont :\", list(features))\n",
"target = 'Classification'\n",
"\n",
"# Histogrammes des variables\n",
"data.hist(bins=50, figsize=(12, 8))\n",
"plt.suptitle(\"Histogrammes des variables\", fontsize=16)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "a62b9137",
"metadata": {},
"source": [
"Nous utilisons ici les données du dataset *Breast Cancer Coimbra*, qui contient des mesures biométriques de 116 patientes. Lobjectif est de prédire si une patiente est atteinte dun cancer du sein ou non, à partir de neuf variables biologiques.\n",
"\n",
"### Aperçu du dataset\n",
"\n",
"Le jeu de données contient 116 observations et 10 variables, dont :\n",
"- **9 variables explicatives** continues : `Age`, `BMI`, `Glucose`, `Insulin`, `HOMA`, `Leptin`, `Adiponectin`, `Resistin`, `MCP.1`.\n",
"- **1 variable cible** : `Classification`, qui prend la valeur `1` si la patiente est atteinte dun cancer (positive) et `2` sinon (négative).\n",
"\n",
"Les données ne présentent pas de valeurs manquantes, ce qui permet de procéder directement à lanalyse exploratoire.\n",
"\n",
"### Distribution des variables\n",
"\n",
"La distribution des variables a été visualisée à laide dhistogrammes :\n",
"\n",
"- Certaines variables présentent une **distribution asymétrique** avec des valeurs extrêmes, notamment `Insulin`, `HOMA`, `Leptin`, `Adiponectin`, `Resistin` et `MCP.1`. Cela pourra motiver une **transformation des données** ou une **normalisation** avant apprentissage.\n",
"- La variable `Classification` est **déséquilibrée**, avec une majorité de patientes saines (`2`). Cette information est importante car elle aura un impact sur le **choix des métriques dévaluation** : une simple précision (`accuracy`) ne sera pas suffisante pour juger de la qualité des modèles.\n",
"\n",
"Nous allons désormais préparer les données pour l'entraînement des modèles, en séparant les features et la cible, et en effectuant un **split stratifié** du jeu de données.\n"
]
},
{
"cell_type": "markdown",
"id": "9cb261cd",
"metadata": {},
"source": [
"# Étape 2 — Split du dataset en train et test\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3eddff01",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train : (92, 9) (92,)\n",
"Test : (24, 9) (24,)\n"
]
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"# Séparation des features et de la cible\n",
"X = data.drop(columns='Classification')\n",
"y = data['Classification'].map({2: 0, 1: 1})\n",
"# Mapping : 1 = patient malade (positif), 2 = patient sain (négatif)\n",
"# On recode pour avoir : 1 → malade (classe positive), 0 → sain\n",
"\n",
"\n",
"# Split stratifié pour préserver la distribution des classes\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y,\n",
" test_size=0.2,\n",
" random_state=42,\n",
" stratify=y)\n",
"\n",
"# Vérification de la forme\n",
"print(\"Train :\", X_train.shape, y_train.shape)\n",
"print(\"Test :\", X_test.shape, y_test.shape)\n"
]
},
{
"cell_type": "markdown",
"id": "2eec1d6e",
"metadata": {},
"source": [
"Nous commençons par séparer les variables explicatives (features) de la variable cible (`Classification`), en recodant cette dernière pour faciliter l'interprétation des résultats :\n",
"- `1` : patiente malade (classe positive),\n",
"- `0` : patiente saine (classe négative).\n",
"\n",
"Un **split stratifié** a été effectué à laide de la fonction `train_test_split` de `scikit-learn`, afin de préserver la proportion initiale des classes dans les ensembles dentraînement et de test. Cela est particulièrement important ici compte tenu du **déséquilibre de classes** observé.\n",
"\n",
"Les tailles obtenues sont :\n",
"- **Ensemble d'entraînement** : 92 observations\n",
"- **Ensemble de test** : 24 observations\n",
"\n",
"Ce découpage correspond à une répartition classique de 80% / 20%.\n"
]
},
{
"cell_type": "markdown",
"id": "02d2e734",
"metadata": {},
"source": [
"# Étape 3 — Visualisation des distributions par classe du dataset d'entrainement"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "ac59107b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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sJUuWqFu3burbt6/OnDkjLy8vvf/++3J1dbUbY69eveTm5pajPCIiQqNGjdLBgwd14sQJ+fv75znWrVu3SlKOuYizDR48WG+++aa+/PJLZWZmytnZOc/+st13332aO3eunnnmGRlj1LZtW3l4eORr3bxERETkKHN1dVXv3r316quvauvWrXr44Ydt6k+fPq3PPvtMe/fu1V9//aWLFy9KknWu+dzm05akBg0aqEqVKgWOce3atZKkhx9++IaMWZK2b9+uL7/8UseOHdO5c+dkjJEkubi46I8//tBff/2lMmXKSCr4vr/vvvu0detW9e/fX08++aQaNGggJ6fcHxf0/fff68SJE6pataoaNmyYa5vs+Zy3b9+e7/ElJiZKksqWLZtnu0OHDmnt2rU6dOiQzpw5Y53/P3v9AwcOqHbt2tb2AwcO1LvvvqulS5dq/Pjx1vKLFy8qOjpakjRo0KBct1WQfX6lzp0759pfrVq1tH//fv3+++95jvFm6tmzZ571Z8+e1RdffKHvv/9ef/75py5cuCDp8hz7kv3vSkBAgOrVq5ejvFatWpJU4DFf7+9St27drvpb1aFDhxxl3t7eKlu2rE6fPp1rffbv/okTJ3Lt88SJE/rss8+0f/9+paSkWJ+fsW/fPkmX919u/RbU8ePHdfjwYUm5/yZaLBYNHDhQY8aM0ZYtWzRhwoQcba71c5r9Hc3+zgEAgKKHJDoAAJAkDRkyJEfy5tKlS5o8ebKioqLUokULHThwQKVKlZL0d4IoKCjIbp9Vq1a1aXulLl26aMiQIVq4cKEkacGCBVdN3trbVqlSpaxJoOPHj181iX612LPjTk9P1+nTp1WhQoU8+8v26KOPasOGDYqOjlbPnj3l7Oys2rVrq3nz5nrwwQfVqlWrfPVzpdKlS6t06dK51mXH/8+HtC5cuFBjxoxRWlqa3X5TU1NzLa9cuXKBY5Sko0ePSpKCg4Ovaf0rnTp1Sj179tRXX32VZ7vU1FRrQreg+37u3Lnq1KmT3n33Xb377rsqVaqU7r33XrVq1UqPPvqoAgICrG1//fVXSdLhw4dtHkqZmz/++CPf40xJSZEkeXp65lqfmZmpkSNH6q233rIms3Pzz/eyZcuWqlKlig4cOKDt27dbT2B9+umn+uOPP9S4cWNrojfbtezzK125v66UPbb09PQ8+71ZKlSooBIlStit/+STTzRw4ECdPn3abht735WrjTkjI6MAkV7/71J+vrv2Yvbw8NDp06dzrc/+zc9tPJGRkZoxY4b1JF1u7O2/gsreP2XLlrX7ncnrmCNd++c0u/6fD8sGAABFR+6X2wAAAEgqVqyYpk+frnLlyunkyZN65513bljfp0+f1hdffGF9vWPHjhvSb17JxpvNyclJy5Yt0759+zRz5kx16tRJJ0+e1Lx589S6dWt16dLFehXxjXTlmHfv3q3HH39cGRkZevHFF/XTTz/p7NmzysrKkjFGb731Vo51ruTu7n7D4yuoIUOG6KuvvlJoaKjWr1+vxMREXbhwQebyVITy8/OTZDuGgu77WrVq6cCBA/rss8/01FNP6e6779aXX36piRMnqnr16lq2bJm1bVZWliTJ19dXEREReS5du3bN9zizT47YSzLOnj1b8+fPl4+Pj5YvX64jR47o/Pnz1v3Qt2/fHPtBunxFbvYJsSVLlljLFy9eLOnyler/dC37/Er2ruJ3tLw+z7///rt69+6t06dPa9y4cfrhhx+UkpKizMxMGWO0bt06SXfOmPPz3b1azAUZ04cffqipU6fK1dVVb731lg4ePKi0tDTrb032XRCO/E3+p2t9z7JPeOV2AgkAABQNXIkOAADy5OTkpMqVK+vPP//Uzz//bC2/6667JP19lW5usuuy22YzxujRRx/V8ePH1a1bN8XExOi1115Ty5Yt1aVLF7v9xcfH51p+5swZ65WkFStWvOqY7rrrLh0+fFi//vqr7r77brtxu7m5ydvb+6r9/VPt2rVVu3ZtPf300zLGaPPmzXr44Yf1ySef6J133sk1iWlPcnKykpOTc70a/ciRI5Jsx7xy5UoZYzRq1CiNGzcuxzrZ07ncaNlXeO7fv/+6+klLS9Pnn38uJycnff755znGnZaWpoSEBLvrF2TfFytWTB06dLBONZGamqpXX31VkZGRevzxx9W9e3eVLFlSlSpVknT5Ctgrk9LXq0KFCvrjjz/sXgX9/vvvS5LeeuutXL8Xeb2XERERmjp1qv73v/9p9uzZSk1N1RdffCF3d3f16dPHpu317vM71SeffKLz58+re/fuevHFF3PU36zvij03+3fpRsv+fM6YMUNDhw7NUX+j91/2ceT06dNKTU3N9Wp0e8ec65X9HfXx8bmh/QIAgDvH7XX5BAAAuO1kZWVZk7VXzjEdFhYmJycn7dmzRz/88EOO9U6ePGmdJ/v++++3qXvhhRf0xRdfqFatWlq2bJmWLl1qvXo2e1qQ3KxcuTLXKQXeffddSVK1atXylTzJnr/aXkL07bffliT961//UrFif19z4OLiIknWOX/zw2KxqHXr1tY5y/fs2ZPvdbNlj+9KFy5c0P/+9z9Jf49HkpKSkiRJgYGBOdZJT0/XBx98UODt50e7du0kSe+9916e08hcTfaVwJ6enrmeOFi2bFm+r2wt6L739PTU1KlTVbp0aZ07d06//PKLJOnee+9VuXLl9NNPP1nneb4R7rnnHknSTz/9lGt9Xu/lvn378hxPQECAWrdurdTUVH344YdatmyZLl26pB49esjLy8um7Y3c5/l1Ld+lG7m+lPf+NcZo+fLl19z3tbjW3yVHyWv/nTp1Shs2bMh1vWt97ypWrGidriW3fWSMsZb/85hzvfbu3StJdp+JAAAACj+S6AAAwK5Lly5p4sSJ+vPPPyXJ5mrYgIAAPfTQQzLG6PHHH7e5mjYtLU1Dhw5Venq6mjZtavNQ0ZiYGE2aNEklSpTQypUrVbJkSXXq1ElPPfWU/vrrL/Xq1cvu/LonTpzQv//9b5tpOX7++WdNmzZNkjRmzJh8jevJJ59UsWLFtGbNGptpOyRp/fr11ilP/v3vf9vUZV/xbS+R+s4772j37t05ys+cOWN9aGBuCaeree6556xJHOnyiY3//Oc/On78uCpVqmTz4MTsua6XLl2qM2fOWMvT09M1fPhwu1fzX68uXbqoQYMGOnHihB566KEcV1enp6fbTN9jj4+Pj8qUKaPk5OQcJw927Nhh86DMKxVk3587d06vvvpqrvOXf/nll0pOTpazs7P1/S5evLimTJkiY4y6d++e67zhmZmZ2rx5c4GmJcpO9MXGxuZan/1ezpkzxzqljHT5BFX//v2vmoTMfnjo4sWL85zK5Vr3+fW42nfpZq8v/b1/V61aZX2IqHT5vZw8eXKBHhJ7I1zr75KjZO+/BQsWWB/GKl0+KRMREWGdAuWfst87eyeP8pI99ueee87m5K0xRtOnT9eePXtUunRpPfbYYwXuOy/Zn4Vrea4FAAAoJAwAACjSAgMDjSTTrFkzExERYV06depkKlWqZCQZSebZZ5/Nse6ff/5p6tWrZyQZLy8v061bN/Pggw+a8uXLG0kmKCjIxMfHW9ufOnXK+Pv7G0lm8eLFNn1duHDBNGnSxEgyo0ePtqmLiIgwksz//d//GTc3NxMUFGT69OljwsPDjYuLi5FkunfvbrKysmzWW7x4sZFkIiIicsT+1ltvGScnJyPJ3HPPPebhhx82zZo1MxaLxUgyU6dOzbFOQkKCKVmypHV/DRgwwAwePNi8/fbbxhhjunbtaiQZf39/06FDB9OvXz/ToUMH4+XlZSSZu+++26SmpubrfYmPjzeSTEBAgOnevbspXry4eeCBB0yfPn1M1apVjSRTsmRJ8+WXX9qs99dff1nf07Jly5pu3bqZnj17mgoVKphSpUqZJ598Mtd9kte+yq8jR46YmjVrGkmmRIkSpm3btqZv374mLCzMeHl5mcDAQJv22e/rPz8Lr732mvVz17hxY9O3b1/re/Poo49ax3flZ6sg+/6vv/4ykoyTk5OpV6+eefDBB03fvn1NaGio9f2fPHlyjvE9/fTT1rjq1Kljunbtavr06WNatmxpSpcubSSZefPm5Xt/JSQkmOLFixs/Pz9z6dKlHPU7duywfr6rVatmevXqZdq1a2fc3d1NnTp1TPfu3XPdf9nOnz9vypQpY425cuXKOb4j17PPjTF2y7PZe49/+OEH4+TkZJycnEybNm3MwIEDzeDBg81HH310td1mjDHm008/NZKMi4uL6dSpkxk0aJAZPHiw+frrr40xf39//vmZu9LFixdNw4YNjSTj4eFhOnbsaHr16mUCAwNN8eLFzX/+8x8jybRo0cJmvS1btuRafqXsfflPLVq0MJLMli1bcl3vWn6X7O3jgmz3au9jbuP59ddfrZ/7u+66y/Ts2dN06dLFeHl5GT8/PzNo0CAjyUyZMsVmvYyMDOtxoEGDBqZ///5m8ODBZubMmVcdU1ZWlnn00UeNJFOsWDHTunVr07dvX+vvjru7u/n8888LPL689uGFCxdMuXLljJubmzl9+nSu6wMAgMKPJDoAAEVcdnLhn4uLi4sJDAw0vXv3tpt4McaYtLQ0ExUVZerXr29KlChh3NzcTK1atcyECRNMUlKStV1mZqZp27Ztnonao0ePGm9vbyPJrF692lp+ZYLju+++M507dzZly5Y1rq6upk6dOubVV181Fy9ezNHf1RLDO3bsMA8++KDx9fU1xYoVM2XLljUdO3Y069evtzvemJgY06ZNG1OmTBlrsiu7/5iYGDN69Ghz3333GV9fX+Pi4mJ8fX1NaGioeeONN8zZs2ft9vtPVyYBL168aGbMmGGCg4ONq6ur8fb2Nj179jT79u3Ldd0//vjDDB8+3FStWtW4uroaf39/88gjj5iDBw/a3Sc3IolujDFnzpwxL774orn33ntNqVKljKurqwkMDDRdunQ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"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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p06cLAOLnn3/2bcvLyxMRERGVamldddVVFWpeeuuvJSUlVajj/PHHHwsA4vXXXxdCeGqdxcXFiR49elSo5fXll18KAOKZZ57xbRs/fryvjmt5ffr0ERkZGb7ff/jhBwFAfPDBBxX2W7duXYXtxcXFIiwsTPTv379SHbHyNbeqqoF+7NixSrVaa9vGqrRr106MGjWq0vaIiAgxZcqUKo9zu92iY8eOokOHDqKoqKjK52K1Wisd+9FHHwkA4vvvv/dtq08N9Pvuu08kJiaKgoKCCtvvuusuERER4Xts72ejU6dOftvjD86rj+avjmlda6CbzWYRGRkp7r///grbc3JyRERERIXt3vf1qaeeqrBvbT9reXl5QqfTieHDh1d4P/76178KAH5fz5deekkAELm5uf5eEiKiWvF+X37zzTciPz9fnDx5Unz66aciNjZW6PV6cfLkSd++1113nejZs2eFWuOKoojLL79cpKWl+bZdfPHFlWqrns9bP9Vr4cKFAoDIz8+v8pjqaqCPHz++Qiz2xuA2bdqIwsJC3/b//ve/AoD4v//7v2rb99577wkAYs+ePRW216ady5YtEwDEa6+9Vum26mKu0+kUPXr0ENdee22F7XWtXXr8+HGhVqvFiy++WGH7nj17hEajqbD9qquuEgDE0qVLq3w+5Z3/vglRea2O+tRAf/7554XRaBSHDh2qsP2pp54SarVaZGVlCSH+fF/Dw8NFXl5ehX1r+/msy/mrl06n81tPmIioKfHG9O3bt4u33npLhIWF+WLNHXfcIa655hohhOd7u3yc9tYvP7+fWBVvLDh48KDIz88Xx44dE//4xz+EXq8X8fHxwmKxVHt8VXXEq+JyuYQkSeKxxx6rsL2oqEgAEK+88kqVx9a2T++v37lgwQIhSZI4ceJEjW2vrgZ6beOT9/274oorarWOmr98g784HYzziBUrVgiVSiV++OGHCtuXLl0qAIgtW7YIIYTYvXu3ACAefvjhCvuNHTu2ytfzgQceECEhIZW2E9UHS7jQBfnggw8QHx+Pa665BoBn2s+dd96JlStXVigz8tVXX+Gyyy5Dv379fNtiY2N9pStq45577kFYWJjv99tvvx2JiYn46quvAAA7duxAXl4eHn744Qq1vIYPH44uXbpg7dq1le5z8uTJFX6/8sorcfToUd/vn3zyCSIiInD99dejoKDA95ORkQGTyeSrp7Vx40aYzWY89dRTleqIXWht7ZraWJWzZ89WGA3oFRkZiZ9//hlnzpzxe9yuXbtw7NgxTJ8+vcLVYqDicyk/+sput6OgoACXXXYZAFQqB1MXQgisXr0aI0aMgBCiwus+dOhQlJSUVLr/8ePHX9A0vwu1ceNGFBcXY8yYMRXaq1ar0b9/f791186fQVDbz9o333wDp9OJRx55pML7cf6o/PK8n4OCgoIAPFsiau0GDx6M2NhYJCcn4/bbb4fRaMQXX3zhmzpcWFiIb7/9FqNHj4bZbPZ9n509exZDhw7F4cOHfaXVIiMjsW/fPhw+fLjWj++NTf/973+rXfOiru68884KcdM7cr2mmOstXXZ+zK1NO1evXo2YmBg88sgjlW6rKuYWFRWhpKQEV1555QXFWwD47LPPoCgKRo8eXSH2JCQkIC0trVL80uv1mDhx4gU95oX65JNPcOWVVyIqKqpCmwcPHgxZlvH9999X2H/UqFG+UXJA3T6f9Tl/9baLiKi5GD16NGw2G7788kuYzWZ8+eWXfsu3APCVyizfL6+Niy66CLGxsejYsSMefPBBdO7cGWvXrvXNxA2UwsJCCCEqxeSQkBDodDp89913fkuxArXv05ePyRaLBQUFBbj88sshhMCuXbsuqO21jU9e999/f0DXUaurQJxHfPLJJ+jatSu6dOlS4T68ZX689+HN+5xfY7+mfrDNZmvQWuvUerCEC9WbLMtYuXIlrrnmmgq1y/r374+///3v2LRpE4YMGQIAOHHiBPr371/pPi666KJaP15aWlqF3yVJQufOnX1Tx0+cOFHlfXbp0gU//vhjhW0Gg6FChwrwfMGWD6iHDx9GSUkJ4uLi/LYpLy8PwJ9T0Hr06FHr51MbtWljdYSfRaz+9re/Yfz48UhOTkZGRgaGDRuGe+65B506dQJQ++dSWFiI+fPnY+XKlb7XwaukpKRW7fMnPz8fxcXFeOedd/DOO+/43ef8x+vYsWO9Hy8QvIkfb5A/X3h4eIXfNRpNpRp1tf2seT/n5/89xMbG+r1gAvz5OQjmQqlE1HIsXrwY6enpKCkpwbJly/D9999XWJTzyJEjEEJg7ty5mDt3rt/7yMvLQ1JSEp577jnccsstSE9PR48ePXDDDTfg7rvv9k1l9ufOO+/Ee++9h0mTJuGpp57Cddddh5EjR+L222+HSlX/sSHt27ev8Lv3O7W+Mbc27czMzMRFF11UYXFrf7788ku88MIL2L17d4V6oBf6vX748GEIISrFFK/zS9ckJSUFfaH3w4cP4/fff690fuRV0zlCXT6f9Tl/FUIw3hJRsxIbG4vBgwfjww8/hNVqhSzLuP322/3u6+3XmM3mSoOtqrN69WqEh4dDq9WiXbt2leqTB9r5MVmv1+Pll1/GY489hvj4eFx22WW46aabcM899/gWSq1tPzgrKwvPPPMMvvjii0rnCBfSD65LfPJqCv3gCz2POHz4MPbv319jXD9x4gRUKlWlz05NMRlgP5gCgwl0qrdvv/0W2dnZWLlyJVauXFnp9g8++MCXQG+KanOlVlEUxMXFVbkwalVf8oFyIVeT27Rp47fTP3r0aFx55ZVYs2YNNmzYgFdeeQUvv/wyPvvsM1/du9oYPXo0tm7diieeeAK9e/eGyWSCoii44YYbLmhEoPfYv/zlLxg/frzffc5PrARz9DnwZ5tXrFjhd6X68xMjer2+UpKnIT9r3s+Bt14dEdGF6NevH/r27QsAuPXWW3HFFVdg7NixOHjwoC8WAMDjjz+OoUOH+r2Pzp07A/DUwc7MzMR///tfbNiwAe+99x4WLlyIpUuXYtKkSX6PDQkJwffff4/Nmzdj7dq1WLduHVatWoVrr70WGzZsqHfsrOo4fxejy/PWby0qKqpwcTRQ7fzhhx9w8803Y9CgQXj77beRmJgIrVaL5cuXV1jUrD4URYEkSfj666/9tuf8tVqCHW8BT5uvv/56PPnkk35vT09Pr/D7+W2uy+ezPoqLixlviajZGTt2LO6//37k5OTgxhtvrDI53qVLFwDAnj17fDO1amPQoEGN8t0YHR0NSZL89oOnT5+OESNG4PPPP8f69esxd+5cLFiwAN9++22t162QZRnXX389CgsLMWvWLHTp0gVGoxGnT5/GhAkTAtIPrkt8CnZcDsR5hKIo6NmzJ1577TW/j5GcnFzv9hUVFSE0NDTorxO1DEygU7198MEHiIuL860uXd5nn32GNWvWYOnSpQgJCUGHDh38Ts8+ePBgrR/v/OOFEDhy5IgvmdqhQwfffZ4/EvjgwYO+2+siNTUV33zzDQYOHFjtl673KujevXur7XQ15pXPLl26+F3VHAASExPx8MMP4+GHH0ZeXh4uueQSvPjii7jxxhsrPJfBgwf7Pb6oqAibNm3C/Pnz8cwzz/i2+3uPq3vO/m7zrqgty3KVj9/QqmpzVdu9r1lcXFy921zbz5r3c3z48GHfrAHAM3K/qlGSx44dQ0xMTINf8CGi1ketVmPBggW45ppr8NZbb+Gpp57yfTdptdpafSdGR0dj4sSJmDhxIsrKyjBo0CDMmzevygQ6AKhUKlx33XW47rrr8Nprr+Gll17CnDlzsHnzZgwePLjR4y3g+a7t2bNnndqZmpqKn3/+GS6Xq8qFSlevXg2DwYD169dXGOm/fPnySvvWJ34JIdCxY8dKiefGUNdzBMDT5rKysnrH27p8Put6/nr69Gk4nU7fgqhERM3FbbfdhgcffBA//fQTVq1aVeV+I0aMwIIFC/Cf//ynTgn0xqLRaJCamlplPzg1NRWPPfYYHnvsMRw+fBi9e/fG3//+d/znP/+pVZ9+z549OHToEP71r3/hnnvu8W3fuHFjpX3rGpPrev7UEIJxHpGamorffvsN1113XbXnBR06dICiKL7Ze17V5ZSOHTvGmEwBwxroVC82mw2fffYZbrrpJtx+++2VfqZOnQqz2exbpXvYsGH46aef8Msvv/juIz8/v8rRtv78+9//htls9v3+6aefIjs72zdqum/fvoiLi8PSpUsrTG/++uuvsX///mpXZ67K6NGjIcsynn/++Uq3ud1uFBcXAwCGDBmCsLAwLFiwAHa7vcJ+5UeuGY3GC5rWVRcDBgzA3r17K7wWsixXevy4uDi0bdvWt98ll1yCjh07YtGiRb7n5+V9Lt6ry+ePylu0aFGldhiNRgCodF/e287frlarMWrUKKxevRp79+6tdEx+fn7lJxtg/trl3Q5Ufi5Dhw5FeHg4XnrpJbhcrkrH1abNtf2sDR48GFqtFm+++WaF19/fa+/166+/YsCAATW2gYioPq6++mr069cPixYtgt1uR1xcHK6++mr84x//QHZ2dqX9y38neuuHe5lMJnTu3LlC7DpfYWFhpW29e/cGAN9x1cWeQMvIyIBOp8OOHTsqbK9NO0eNGoWCggK89dZblfYtH3MlSaqwtszx48fx+eefVzqmrvFr5MiRUKvVmD9/fqWYLoSo9P4EWl3PEQBPvNy2bRvWr19f6bbi4mK43e5qH7Mun8+6nr/++uuvAIDLL7+82jYQETU1JpMJS5Yswbx58zBixIgq9xswYABuuOEGvPfee37jkNPpxOOPP17rx83MzPSVTgmUAQMGVIrJVqu1Uj89NTUVYWFhvphcmz69v36wEAKvv/56pXZUFeO8dd/P316X+NRQgnEeMXr0aJw+fRrvvvtupdtsNhssFgsA+PI+b7zxRoV9qusH79y5kzGZAoYj0KlevvjiC5jNZtx8881+b7/ssssQGxuLDz74AHfeeSeefPJJrFixAjfccAMeffRRGI1GvPPOO+jQoQN+//33Wj1mdHQ0rrjiCkycOBG5ublYtGgROnfujPvvvx+A50rtyy+/jIkTJ+Kqq67CmDFjkJubi9dffx0pKSmYMWNGnZ/nVVddhQcffBALFizA7t27MWTIEGi1Whw+fBiffPIJXn/9ddx+++0IDw/HwoULMWnSJFx66aUYO3YsoqKi8Ntvv8FqteJf//oXAE8ne9WqVZg5cyYuvfRSmEymak9QLsQtt9yC559/Hv/73/98pXTMZjPatWuH22+/HRdffDFMJhO++eYbbN++HX//+98BeEbLLVmyBCNGjEDv3r0xceJEJCYm4sCBA9i3bx/Wr1+P8PBwDBo0CH/729/gcrmQlJSEDRs2+L3Sn5GRAQCYM2cO7rrrLmi1WowYMQJGoxEZGRn45ptv8Nprr6Ft27bo2LEj+vfvj//3//4fNm/ejP79++P+++9Ht27dUFhYiJ07d+Kbb77xm5QIpIyMDCxZsgQvvPACOnfujLi4OFx77bXo3bs31Go1Xn75ZZSUlECv1+Paa69FXFwclixZgrvvvhuXXHIJ7rrrLsTGxiIrKwtr167FwIED/SZHyqvtZy02NhaPP/44FixYgJtuugnDhg3Drl278PXXX/udFpmXl4fff/8dU6ZMaaiXi4gITzzxBO644w68//77mDx5MhYvXowrrrgCPXv2xP33349OnTohNzcX27Ztw6lTp/Dbb78BALp164arr74aGRkZiI6Oxo4dO/Dpp59i6tSpVT7Wc889h++//x7Dhw9Hhw4dkJeXh7fffhvt2rXDFVdcAcDTKY6MjMTSpUsRFhYGo9GI/v37N0itUIPBgCFDhuCbb77Bc889V6d23nPPPfj3v/+NmTNn4pdffsGVV14Ji8WCb775Bg8//DBuueUWDB8+HK+99hpuuOEGjB07Fnl5eVi8eDE6d+5c6RyqqrhaVSxOTU3FCy+8gNmzZ+P48eO49dZbERYWhmPHjmHNmjV44IEH6pQIqavq4mpVsfiJJ57AF198gZtuugkTJkxARkYGLBYL9uzZg08//RTHjx+vsUxAbT+fdT1/3bhxI9q3b1/rUgBERE1JVeUzz/fvf/8bQ4YMwciRIzFixAhcd911MBqNOHz4MFauXIns7Gy8+uqrtbqv6667DgB865oBnlrXK1asAABfIvyFF14A4BmFfPfdd1d7n7fccgtWrFiBQ4cO+UZFHzp0CNdddx1Gjx6Nbt26QaPRYM2aNcjNzcVdd90FALXq03fp0gWpqal4/PHHcfr0aYSHh2P16tV+ZwJ7Y++0adMwdOhQqNVq3HXXXQgJCUG3bt2watUqpKenIzo6Gj169ECPHj1qHZ8aSjDOI+6++258/PHHmDx5MjZv3oyBAwdClmUcOHAAH3/8MdavX4++ffuid+/eGDNmDN5++22UlJTg8ssvx6ZNm3DkyBG/9/vrr7+isLAQt9xyS8BfJ2qlBFE9jBgxQhgMBmGxWKrcZ8KECUKr1YqCggIhhBC///67uOqqq4TBYBBJSUni+eefF//85z8FAHHs2DHfcVdddZW46qqrfL9v3rxZABAfffSRmD17toiLixMhISFi+PDh4sSJE5Ued9WqVaJPnz5Cr9eL6OhoMW7cOHHq1KkK+4wfP14YjcZKxz777LPC35/FO++8IzIyMkRISIgICwsTPXv2FE8++aQ4c+ZMhf2++OILcfnll4uQkBARHh4u+vXrJz766CPf7WVlZWLs2LEiMjJSABAdOnQQQghx7NgxAUAsX7683m30p1evXuK+++7z/e5wOMQTTzwhLr74YhEWFiaMRqO4+OKLxdtvv13p2B9//FFcf/31vv169eol3nzzTd/tp06dErfddpuIjIwUERER4o477hBnzpwRAMSzzz5b4b6ef/55kZSUJFQqVYX3+8CBA2LQoEEiJCREABDjx4/3HZObmyumTJkikpOThVarFQkJCeK6664T77zzjm8f72fjk08+qdXrIYSo1L7ly5dX+gzm5OSI4cOHi7CwMAGgwufx3XffFZ06dRJqtVoAEJs3b67QnqFDh4qIiAhhMBhEamqqmDBhgtixY4dvn6reV6/afNZkWRbz588XiYmJIiQkRFx99dVi7969okOHDhVeQyGEWLJkiQgNDRWlpaW1fo2IiPzxfl9u37690m2yLIvU1FSRmpoq3G63EEKIzMxMcc8994iEhASh1WpFUlKSuOmmm8Snn37qO+6FF14Q/fr1E5GRkSIkJER06dJFvPjii8LpdPr2OT/ubdq0Sdxyyy2ibdu2QqfTibZt24oxY8aIQ4cOVWjTf//7X9GtWzeh0WgqxNjx48f74q8Qf8bgV155pdLz8hfT/Pnss8+EJEkiKyurzu20Wq1izpw5omPHjr54d/vtt4vMzEzfPv/85z9FWlqa0Ov1okuXLmL58uV+zweqi6tVxWIhhFi9erW44oorhNFoFEajUXTp0kVMmTJFHDx40LfPVVddJbp3717ja+Hlr33+4lRVcbW6WGw2m8Xs2bNF586dhU6nEzExMeLyyy8Xr776qu+zU937KkTtPp9C1P78VZZlkZiYKJ5++ulav0ZERMFSXUwvr0OHDmL48OGVtlutVvHqq6+KSy+9VJhMJqHT6URaWpp45JFHxJEjR3z7eWNBfn5+lfdfPiYL8Wcfz99P+VhQFYfDIWJiYsTzzz/v21ZQUCCmTJkiunTpIoxGo4iIiBD9+/cXH3/8caXja+rT//HHH2Lw4MHCZDKJmJgYcf/994vffvutUn/e7XaLRx55RMTGxgpJkirExK1bt4qMjAyh0+kqnWvUJj7V9v3z8pdvaErnEU6nU7z88suie/fuQq/Xi6ioKJGRkSHmz58vSkpKfPvZbDYxbdo00aZNG2E0GsWIESPEyZMn/Z6vzZo1S7Rv314oilKr14ioJpIQNayMRBRk3333Ha655hp88sknVa4GTv6tWLECU6ZMQVZWVp1WSW+pZFmGRqPB888/j6effjrYzWkUffr0wdVXX42FCxcGuylERC2WLMvo1q0bRo8e7bcUV2vkXZytppIqLcXnn3+OsWPHIjMzE4mJicFuDhFRq/b8889j+fLlOHz4cL0XF29JMjMz0blzZ6xYsQJ/+ctfgt2cBudwOJCSkoKnnnoKjz76aLCbQy0Ea6ATtWDjxo1D+/bt/S702hp5a8k1xgrwTcG6detw+PBhzJ49O9hNISJq0dRqNZ577jksXrwYZWVlwW5Ok5Cdnd1q4i0AvPzyy5g6dSqT50RETcCMGTNQVlaGlStXBrspTUJr6wcvX74cWq0WkydPDnZTqAXhCHRq8jgCnQLh008/xb///W98+eWX2L9/f4WVu4mIiCgwjh49ijVr1uC5557DTTfdVKcF44mIiCiwli1bhmXLlmHXrl04ffo0Z6YT1RMXESWiVuHJJ5+EJEn45z//yeQ5ERFRA/n+++8xf/58XH311XjttdeC3RwiIqJW7YEHHkB6ejo++eQTJs+JLgBHoBMRERERERERERER+cEa6EREREREREREREREfjSLEi6KouDMmTMICwuDJEnBbg4REVHACCFgNpvRtm1bqFTN/7o2YzYREbVEjNdERETNQ0PE7GaRQD9z5gySk5OD3QwiIqIGc/LkSbRr1y7YzbhgjNlERNSSMV4TERE1D4GM2c0igR4WFgbA88TDw8OD3BoiIqLAKS0tRXJysi/WNXeM2URE1BIxXhMRETUPDRGzm0UC3TulLDw8nMGdiIhapJYyfZoxm4iIWjLGayIiouYhkDG7+RdvIyIiIiIiIiIiIiJqAEygExERERERERERERH5wQQ6EREREREREREREZEfzaIGOhEREREREREREVFDk2UZLpcr2M2gauh0OqhUjTcunAl0IiIiIiIiIiIiatWEEMjJyUFxcXGwm0I1UKlU6NixI3Q6XaM8HhPoRERERERERERE1Kp5k+dxcXEIDQ2FJEnBbhL5oSgKzpw5g+zsbLRv375R3icm0FsZRRE4XWyDxemGUadBUmQIVCp+IRARUfPXkDGO8ZOIiIiqwvMEouZPlmVf8rxNmzbBbg7VIDY2FmfOnIHb7YZWq23wx2MCvRU5kmfG+r25yMwvg90tw6BRIzXWhKE94tE5LizYzSMiIqq3hohx3s7w/uxS7DhehHyzHQ5ZuaD7ZgebiIioZWE/m6hl8NY8Dw0NDXJLqDa8pVtkWWYCnQLnSJ4Zy7ccR6HFicQIA0J1IbA63dh7pgRnSmyYODCFwZ2IiJqlhohx3s7wrpNFOJRjhlsRSIww4KKEcBi0qnrdd1PvYDO5T0RELUljxLWm0s9mDG9e+H41bSzb0jw09vvEBHoroCgC6/fmotDiRFqcyfchCzNoYdJrcDivDBv25aJTjIlf2kRE1KwEKsaV78gUmB1Y+3s2zpTYkFfqACAQF6ZHic2FPadL0Ds5EmlxpjrFz6bSwa6ufU05uU9ERFQXjRHXmko/u7XG8OaahG6t7xdRc8cEeitwutiGzPwyJEYYKl2hkSQJiREGHMkrw+liG5KjOVWlJs01UBMRtQTe72Cz3YUyhxtlDjd+P1WMtpH+Y1xCuB6/nSrG94fzkRprqvCd7a9Ei92t4FCuGcVWF0K0KpTYXNCoVVCEE1GhWticbmTml6Fvh6hax8+m0sGuSlNP7hMREdVFY8W1QPaz69vHbK0xvLkmoVvr+0VNhyRJWLNmDW699dZgN6XZYQK9FbA43bC7ZYTqQvzeHqJTI7fUDovT3cgta36aa6AmImoJypdVyTprhc0lQ6UCrE4ZJTYT0uLDEG3U+fYvtDhwOLcMJ4useO/Ho4gzGXzf2QD8lmiJCNEg32yHWxaQFRUkCdCpVbA43XDKCqJDdSi0OGG2uxGq/zN+VtfxbcoXspt6cp+IiKguAh3Xqovvgepn17eP2VpjeHNKQpf//IRo1Vi3N6fVvV/UeHJycvDiiy9i7dq1OH36NOLi4tC7d29Mnz4d1113XbCbVyO73Y7Jkyfj119/xf79+3HTTTfh888/D3azfJhAbwWMOg0MGjWsTjfCDJUL69ucMvQaNYy6yh8Hjrb+U3MK1ERELY33Ozir0Ip8sx2yoiDMoEGZww2bU0ZmfhmKrE5cmhKNNiY9Ci0O7D5ZjBKrE2qVhKgQHdQqYM/pYuzPKQUAuGWBIosTWrWEaKMOxTYXjp+1wiULRIRoYHMpcMkCBq1AiFYNm0uG2eFCiFYNp6xAcgJ6jRr5Zgc2/ZFXZce3KV/IbsrJfSIiorq60LhWvv+bb3bgt5PFOJpv8RvfL6Sf7XUhfcxgxfCqcgSNkTtoThcNzr8wIssCJ4us6JIQxnOuVqCxc2nHjx/HwIEDERkZiVdeeQU9e/aEy+XC+vXrMWXKFBw4cKDBHjtQZFlGSEgIpk2bhtWrVwe7OZUwgd4KJEWGIDXWhL1nSmDSayp8WQshkF1iR8+kCCRFVuzYN7XR1sFM5jenQE1E1NJ4v4PPljnhditwywJtTHrYXTLcsgKHW4HNKaPM4YLV4cag9FgcK7Ci2OJEmVOGWiVhf3YpNGoVIkM0yC5xQK9RYUBqNI6ftSAsRAu9Rg0hBHJK7FCEgEsWUEsShPB0gMMMKug0KlgcnnioVUnILrGjbYQBX+/JQZG16o5vIDrYDaW65L4QAm5ZIL/Mgcz8slZ9EZ2IiJqHC7loXb7/W1DmwMlCK7RqFXokhaNTjKlSfO8UY6pXP9vrQvuYwbhAX1WOoEtiGA5km5GZXwabS4YiPDP7rusaj4GpMQE7f2guF/79XRg5VWTFWYsTB3PNMOo1iDbqKxzDygAtRzByaQ8//DAkScIvv/wCo9Ho2969e3fce++9VR43a9YsrFmzBqdOnUJCQgLGjRuHZ555Blqtp8/y22+/Yfr06dixYwckSUJaWhr+8Y9/oG/fvjhx4gSmTp2KH3/8EU6nEykpKXjllVcwbNgwAMDevXvxxBNP4IcffoDRaMSQIUOwcOFCxMTE+G2L0WjEkiVLAABbtmxBcXFxgF6dwGACvRVQqSQM7RGPMyU2HM7zBJsQnRo2p4zsEjuijToM6R5fIag1tdHWwU7mN5dATUTUEnm/g8MNGhw/a4HJoIHdJeNUkQ1WpwwIAUUATrdATqkdmw/mQRECZQ4FKgmID9dDp1bBKSs4WWhDqd2FyFAtim1uuBUFWrXndEgBIEmArAiU2FxQSxJkISBBgtnuglYtweFS4BYKDuWWIibMAEUIFFmr7/g+cGWnOnewG+uicVXJ/UKLA5l5FuSa7bC5ZHz0cxb2nS5lyTIiImrS6nvRunz/NyFcjzPFNigCkBUFh/PKfAnP8vF98lWmGvvZg7vFVYrnwJ/nNtWt41JTH7OxL9BXlSP46ehZrNl9GokRBsSadCiyOJFf5hm9/7+D+bjmojiMvax9QM4fzr9oIISA2e4ps6dTqxCiU8HhloOahK7qwkhUqA5RIVpY7G5k5lsQFaqr8L4Hc0AFBU4wcmmFhYVYt24dXnzxxQrJc6/IyMgqjw0LC8P777+Ptm3bYs+ePbj//vsRFhaGJ598EgAwbtw49OnTB0uWLIFarcbu3bt9yfUpU6bA6XTi+++/h9FoxB9//AGTyQQAKC4uxrXXXotJkyZh4cKFsNlsmDVrFkaPHo1vv/02oM+/sfAvs5XoHBeGiQNTfEno3FI79Bo1eiZFYEj3ip3hpjbauikk8y1ON2wuGSZZg4IyB3RqFcIMfyZBeLWYiKjheDtL4QatJ+Gt0iCr2IoyhxsqSYJWrYIkCaglwCkL5JsdAACTQYsYkw5ldhk2lxOKEJAVAbtLQYnNBSEENCoVXLICvUYNl6zA6ZYhBKBRSxBCQCVJkCTA5pJhcQACQHaxHRa7DJtLwZG8shqn4maX2ut0IbsxLxr7m6XmLX9jdbjhVoD2UaFoG2lgyTIiImry6jP7+vz+r9nuRrHVCaNODZVKQqnNhcy8MkSl6Colts/vZ+eU2CArQNvIEHRJDMOGvbk4WvBnCZjIEC0gAcVWF/LL7MjMt6DE5qq0jgvgv495fk3tTrFG7DtTWq8R8HVRVY7ApNfArSgw210w6VQosjhhd8kIM2gQFapFvtmJHzMLYHfLuPeKjhd8/lD+ooFLFjiS5ynh55YVaNQqGHVqRBl1QU1CVzX4LsygQZTRc3HmbJkDZrsb4SGeRGR93i+W2216gpVLO3LkCIQQ6NKlS52Pffrpp33/T0lJweOPP46VK1f6EuhZWVl44oknfPedlpbm2z8rKwujRo1Cz549AQCdOnXy3fbWW2+hT58+eOmll3zbli1bhuTkZBw6dAjp6el1bmuwMYHeinSOC0Onq001fsk29mjr6r74m0oyv8DswImzFhzKNUOSAI1KhehQHVLjjIg26nm1mIioAXk7S4riSXhbHG6U2l2e7+NziW61SoJRp4FeVgBJQpnDhTCdGiU2N1yyAp1GBbXkGYVucbhhccjINzsQqlOjxOaCzqhCmd0NCRJUkoBRp4bNpUARAm4FEMKTPA/VSmgbGQpFAEUWJ8wOGZKEGqfidkkIr9WF7Ma4aHx+3L2+25/J/YRwPQ7nlqHU5gIA6DRqJEYYEGbQIsygxeG8MqzfmwPdxSpYXTI7bERE1KQSefWZfX1+/ze/zIG8cxfjxbl9LHlliI8woH20sVJi29vP3pJZgE37c5FdYseR/DJ8dzAPWo0KPdp6SsCcKbZi4/5cyLJA17bhiDXpcabIhuwSOyxOGb2TIysk0c/vY/q7wB4ZooVaJdX6uQL1e7+qyhGY7W4UWV1oE6rDqWI7jDo14sP/3CfKqIXdKeN0sS0g/XbvBZKfjp5FkdWTrDcZtNAaNHC5FZwqtsGtCNiccp3uN5Cf4apK60iShM5xJpTaXThb5kCR1YlQfc3vlz/BnqHfVNSUS2rs76VgVS4QQtS8UxVWrVqFN954A5mZmSgrK4Pb7UZ4eLjv9pkzZ2LSpElYsWIFBg8ejDvuuAOpqakAgGnTpuGhhx7Chg0bMHjwYIwaNQq9evUC4Cn9snnzZt+I9PIyMzOZQKemT6WSkBwd6vsyOZRnrtVq4uWnRqklCXZXYKZF1fTF3xRKpxzJM+OrPdlwK55asLFhOrgVgTyzHWaHCxe3i8BZiytgV/eJiALh+++/xyuvvIJff/0V2dnZWLNmDW699dZqj/nuu+8wc+ZM7Nu3D8nJyXj66acxYcKERmmvP95YZXa4EGPSIeusFVEhWhwvtMCtCOjUKkAIyALQqiS4FQWmEC1CtCqY7S4UWp3QatQI0arhCyHnTjBlAfx+shjRJj2cbgVWp2cxUq1GBVkRsDpl6DQqqCQ13IoCh8uTKG8XbURkqA5CCOSW2iFJQJndjcy8MqgTJLhk4ZulZHPK0KlVKLW5cCCnFEadBg8O6oTsc53uYFw0riruXtslDgeyzfj9dDGOFpTBLQuoVJ4a8PtzzMgpdaBznAkhWhXW7snB76dLoFZJrbbDRkQUSM05ZjfFRF5dZl8DFfu/hRYnDueWwSkrMGjV0Kk95wVlDjf2nPaMateqVZUGTx0tKMO6vTkotDjRNiIE+7NLIc7NfDucZ0GoToOjBRZYHG443DJ2nyxCjEkPlywgIGB1upGZX4ao0ChIklRpRHJVF9izS+xQqzz94mKrq8bnWt/3q6qksFNW4JYVGLQqOFwyYowVy5Jo1SqUCTeiQnUB6berVBKu7x6HDX/kIL/MgYRwPbRqCS5ZQZnDjViTDuEhWnyzPxed42p3vhToz3B1pXWijTpcFG/CAeGZ3Xi8wFLt+1VVe4M9Q/98wUhWV/e+AQjK91Iw1iUAPKPCJUmq80Kh27Ztw7hx4zB//nwMHToUERERWLlyJf7+97/79pk3bx7Gjh2LtWvX4uuvv8azzz6LlStX4rbbbsOkSZMwdOhQrF27Fhs2bMCCBQvw97//HY888gjKysowYsQIvPzyy5UeNzEx8YKfczAwgd4ENPaXTU0B4vwvfG8d1EKrE25FgRCAXqNCXokDRp213u2uzRe/062g0OqETqOCEKhQNgVo+NIp3mRGkdWFfinR+O1UCYqtLpgMGkSGapFvduCXY0W4NCW61leLiYgag8ViwcUXX4x7770XI0eOrHH/Y8eOYfjw4Zg8eTI++OADbNq0CZMmTUJiYiKGDh3aCC2u6PxY5XQryDc7oFFLUAFwywKSkCFJElQqCZIkQadRIzpUB6fsWThUFgJqRXj+hQSHW0ap3Q1FABIAu1tBsdUJCZ4RZg63Aq1aBa1aBbeiwOlW4FZkqCUJKkmCTuNZSBTwXMSNDNXC4vSUcjmYa0au2eGbpRQVooVTURCq0+Cjn7PgkJUK8bZLQnil59zQF41rirvjL++AKJMWv50shknvmQKt06jgkgXyzXYUlDkghCeJcFG8CUlRoUHvsBERtQTNNWY3xUSeV21nXwN/JjwtDheO5JXBLcuIDPHEeKg9Jw0GrQout6d0W0SIDr3a/Tl4ym8JGJsLkUYddGoVCi1O/JpVhDPFNkAAITqNb/YcAJQ5ZIQongvzRVYntGpVhRHJAGq8wN7GqMOEy1OqnR12Ie9XVUlhnVoFjVrlWZMGnplr5blkBRqVZ2BBocUZkH57iFaD2DA9NCoJFqcMq9MJtUqFuHADUmON0KpVtT5faojPcE1lhGwuBcN7JmDExW3rPJuvqczQLy8YF9Gqe9/255QC8Kxp1NjfS429LoFXdHQ0hg4disWLF2PatGmV6qAXFxf7rYO+detWdOjQAXPmzPFtO3HiRKX90tPTkZ6ejhkzZmDMmDFYvnw5brvtNgBAcnIyJk+ejMmTJ2P27Nl499138cgjj+CSSy7B6tWrkZKSAo2mZaSeW8azaMaq+7LpFFO7gF/Xx6spQJRfTdzplvHbqRLYnDJMBg00KjXyzU64FRmvrN+P8BAdJBVg1GrQMykCN/RMqNWXUW2++D/6OQsqlYTMvDIcLyiDQaupUDYFqP0XUH0vUpRPZoQZtOidHPlnnTXFU2dNo1bV+nkTETWWG2+8ETfeeGOt91+6dCk6duzoG3HQtWtX/Pjjj1i4cGG1nXGHwwGHw+H7vbS0tP6NPqeqWOVwKcgz26Gcm6XoVACVJKCVPBdU48MMMGhVKLY6YNRrICsKdBrPwp+A4inJogioJECnUUERAkIALsUz+kunUSHcoIZW7ZkSbXUpyC6xQQgB57kR2epynSCdRg2tWoLFIcPh9nS2I0J1sDllHMozwy0LdI43ISrOhFCdpsaT94YctVKbuLtxXx6KrQ6oJAlRRi0MWk8nWK+RoA3VIrPAAlkB4sN0iAzVQa2SgtphIyJqKRojZgc6Xgc7kXd+LXAJqJSM9M6+rok34fnL8bMosjgQFqKDURFwynbfuYPJoIFRp8GJs1Zc2tFQYfDU+RfAnbLiW6RckiQY9RqcOGuB060gMkQLSZJgc3ku9idEGIASOwQ8ZUeOn7Ug1mSoMCL5ZKG1xgvsmfkWSJLk9wK99/W6kPerqqRwmEGDyBANDubaoZJwbsCdyjeKvszuRly4ARqVFLDEocXphk6jwmWd2sDqlH0LiHoH27kVpVbnSw31Ga5NGaGhPRLQvk3lxR5r0hRm6JcXjIto1b1vRp0a6//IBQQwtHs8VCqV77bG+F6qzxoMgbJ48WIMHDgQ/fr1w3PPPYdevXrB7XZj48aNWLJkCfbv31/pmLS0NGRlZWHlypW49NJLsXbtWqxZs8Z3u81mwxNPPIHbb78dHTt2xKlTp7B9+3aMGjUKADB9+nTceOONSE9PR1FRETZv3oyuXbsC8Cww+u6772LMmDF48sknER0djSNHjmDlypV47733oFarK7UHAP744w84nU4UFhbCbDZj9+7dAIDevXsH9gWrBybQg6imq2ZxJj2Kba6AXcWrKUAcyi3DxztO4tY+Sbg4OQKniqz45VgRHG4ZsWF6uBWBYqsLOo0KDpcbR886oFfbERWqAyTg2FkLDuSaMX1wWo1trOmLP0SrwrcH8pAcHYK4MD2KrS7oNZKvbErv5EhEhepq9QV0IVdEz09mRBt1uDQlylfORiUBZ8sciA3TV3s/VHuNNSOjKdVqJGoKtm3bhsGDB1fYNnToUEyfPr3a4xYsWID58+cHrB3VxaoObUJwrKAMeq0K7SINyCtzQAVAo1ZBVhQ4ZRkWhwtOWaCN0RMjLA4FWpXkGZGueAqZ67Sqc7FMPjeyXILTLcPulKGRJKTFh0KlUkGSPBdpAQG7ywVZEb4R6ADgdCtwyQIGjcpTTgYSSmwuqCUJoTo1rE5Ph857Al3TyXtDjlqpTYfr99PFEOdG65TYXNBr1L59XbKAogi4ZQUmgxZhBk2l4xuzw0ZEVJ2Wfp5Xn5gd6HgdzERe+f5dQZkDBWVOAAIxJj1iTPoq+3pVfS68Cc992SUosrkQr1VBr1Uj2qhFXqlndplaJcHmlqHVSOjfMRqdYv6s63t+n1GnVlVYpNxzIV6BRiVBAFDOLVKuljwz6KJNOphtLiTFhOLeKzoiNdZUY4nV8mpzgf1C36+qksLZxTZklzjOnScAx89aEBXiWTfFrQiE6DToFGNETqnDb7+9pr9Vf7d7z5dsLtm3CGd5tT1fasjPcF3LCNVWsEqE+BOsi2jVvW9lDtlzvn/u/+Ehf563N8b5an3WYAiUTp06YefOnXjxxRfx2GOPITs7G7GxscjIyMCSJUv8HnPzzTdjxowZmDp1KhwOB4YPH465c+di3rx5AAC1Wo2zZ8/innvuQW5uLmJiYjBy5EhfLJFlGVOmTMGpU6cQHh6OG264AQsXLgQAtG3bFlu2bMGsWbMwZMgQOBwOdOjQATfccIPvwoY/w4YNqzAKvk+fPgAurM57oDCBHiT+vmzEuZFwKkng1+NFMBk0uKJzDNrqK0+xDtFq6hRkVCqp2i+aIqsT+WY79p0pwaFcM6JD9b5kg0atQrHNBY1KhdgwPYosThTb3FCrJCgCMOrVUKk89WZ/O1mMj37Owpzh3ar9Uqjui18IT/ttLhntokKhVqmw+2QxLA43jHoNyuwu/JFdiliTAW1M1X8BXegVUX/JDEmSfIHabHfBoNW0yMVDm1ods0BeuW6KtRqJgi0nJwfx8fEVtsXHx6O0tBQ2mw0hIf5P1GfPno2ZM2f6fi8tLUVycnK921FVrBJC4Gi+FYoQKLMrMOg8pVacbgWKrMAlK1AUz0m7XqNGQkQIdBrPFGhZFiixuyGfK90iK54RURq1hBCd2tMploBitxtORSC31IFokw4atQStRoLZJkOrlqAoAg63pyaqEJ6Lyp6p2Cq0jQrFRfFhcCkCDpeMvadLEGaQUGR1wWx3++JGdSfvDTlqpTYdLqtThoDARQlh2HO6BIUWJ0wGT61Xm8tTRkejltA2svJ5RGN22IiIqtMazvPqE7MDHa+Dlcgr378L0apw1uKExeGGBIGzEhBj0vnt69X0uegcF4ax/drjeIEFFocMm1OGWqXCRQlhMOrVyDM7UWx1wu1W8L9D+SiyuKosgRpm8MyczjPboTOq4HArkACE6jVwuBUIIWAyaH0X5b2lSDrFGjEoLbZSnysQF9jr+36d3yccPyAFG//wvI5H8spwstAKvVaFyzpFId/sxNH8MhRYnCi1u9Ep1oTUWCPOWpx+E4c1vSdV3X59t/iAnC819Ge4LmWEatv3DlaJEH+CdRGtuvfNKSuex4fw/b+8xjhfbaiLJ7WRmJiIt956C2+99VaV+5yfiP7b3/6Gv/3tbxW2eS/G6nQ6fPTRR1Xe15tvvllte9LS0vDZZ5/V0OqKjh8/Xqf9G1Od/6qa8wInTcn5XzaFFqenNIjFs+K33S3DJXs65+EhOt90lG1Hz2LW6t8RazJArZIQoq1dkBnaIx5uRfj9oim0OLD7ZDGsDk9SPCE8BKE6NQ7lmuGUFfRpH4UwgwY6tQqKomDt3hxIEhCqVcPuViDgqYmuM+qQW+rAtqOFOFlkRYdqpiRV98VvtrtRUOaEUa+BXqNGeEjF0imyAPJKHcjoEIXRfZOr/AIKxBXRYE7BCaamVscskNO/mnKtRqLmSK/XQ68P3Cycqk6KzXY3skttsLtkONwCbUw6RIboUFDmQKndk8hWqSTEhelg0GrQp30kiqxObMssQE6pp3a67BZQwZNA99RB94wEkyTPib5KAkJ1agh4OiCyEAjRqiHOJd7LHG6cLXMgPEQLh0uBJAECAqYQLVJjjedihIBLFnArAhEGDUptrkon8FWdvNd21AoAnCys2xoktelwherUgAAMWjV6J0f61j+xONxQFM92o16DWJPB7/GN1WEjIqoKz/OqFuh4HYxEXvn+XedYI3acKIbDJSM+3PO8Ci1O5JQ6kNE+EkfyLb6+3tGCMr+fiz2ni3Eoz4zhPRPRNTEcl3Vsg2E9E7H9eCGSIkOg16jhkhX8dqoEVqcbKgDtY4xoGxFSZQlUb58xNc4Is8OFs2UOONzi3KArT0wHAJNOAwHA6ZZRZHEhRKvBdV39DwwLRJ+0Pu9XlQns7nEYoUnEsh+PQ5KAXkkRUKlUEEKgU4wJmQVm5JTYYXO6IQT8Jg5r+lu9tkscvj2QV+3ttRnlW11iujE+w7UpI1SXvndTyk8E6yJade+bZ0YoICD5/l9eY52v1uXiCTUfdf7UNNcFTpqa81f63n2yGFanG5IET83Wc6O99pwphcmgBSCw51QJjhZY4JQVFJqcSIwMQUikodZB5sYeCZW+aIQQyMyznKtxroXDrSBEq0aYQYvOsSYczbfgdLEVA1NjIEkSjp+1wH6utpwC+KaeAZ7kQ0SoFmfLHDhWYEGHNsYqA1Z1X/wOt4wyhxsdY4y+KeLlS6fYXG7kltpxa5+kak+ATxfbcCTPDJNejbMWZ4W6aLW9IhrMKTjB0tTqmAVy+lewazUSNWUJCQnIzc2tsC03Nxfh4eFVjj5vCFWdFDvcMkqsLsiygEGrQohWDb1WjVCdGg6XjLMWJyQJMBk06Bjj+fuOCtV5RnhZXVADcLllKAAk4anrDXhOpNV69blFriREhmigUanQIykCeq0aOrVnCvb+7FKcLrZBq1HBbHcjVKdGgsmAYqv6XO1Rq2d9DFmBIoBSuwsCAlq1utIJfHUn7zWNWgGAJd9l1vkCZ206XL2SIiGEwL7sUqTFmdA3RecrWaZRAVszCz2vsb5izULv8T3ahkMIgQM5pewoEFGja03neU0hZgcjkVd+EFqZQ0aR1QmTQet7bNO5hSrLHLKvr3eqyIp1e3JwqsiKpMiQczO+PaXJSmwunDhVggPZpeiWGI7OcWHomhiO7BI7Ci1OJISrcDjPjFKbCxoVEBaiRVqcCeEhnlHm3s/U5KtMlfqM4ef23Xu6FFq1ArVaA7tLQccYIyQJsLsUFFmd0EgS9FoVruwcg4GpMX6fdyD6pHV9v2rqE97QIwGldhdSY02+cgySJKF9m1AkR4cgu8SGQosLY/q3R98O0ZVmzFdfWtaM97ceh1GnQXq8/7/lgzlmjL+8Azbuy6tylG9NiemmkIyua9+7KeUngjUavrr3zaT3zCyFqPp8tbEuMNR2DQZqPur8SW6OC5zURmOXq6i40rcZZ8sccMsKbC4ZdpcClcoz2s3q8FwZd7llZJc4PCuAa1Qw6NQoKHPA4nTj4nYRKChz4v0tx2HUq5EeH+Y3yPx2shidYo3Yd6bU90VjtrtRaHXCqFfD4vAs8OFNWoeHaJEYYUB2sR2lNhciQnXAudkeQihwyYBRr4FO47na7HQrsDndcMsCihA1BqyqvvhPF9sQqlWj7XlTgbylUyQJiArVI0xf+Uu6vP05pdiXXeqbrq9RqxAVqkPnOBOijbpaXxEN5hScxhaMjoeiCOw4UYidWYVoY6w8KiaQ07+a2qIrRE3JgAED8NVXX1XYtnHjRgwYMKBR21HVSbHzXJkWAAjRanzTniVJgkGnQbgicNbihM2lIPTcibrZ7obdpaB9VCgEPKO2i20uqCTPSS0EPHXTnfDVIFUE4FYE9Fo1Ykye7yQhBGLD9OibEo2be7WFxeX2LSb2/pZj+GZ/HnQaFcIMWmgNGjjdnk7xmWI7Loo3VagXXpuT96pGrVQ1gq42Fzhrt6CVJ0GfXWr37ROqV0NyAtkldlyUcG4afL6l0vFqlYSzFicWfXO4xZZMIKKmrTWd5zWFmF1TXIkK1aJXuwgcyjMHrH9dfhCa96K1tlyM1apVsDg8F34jQ7XILbXjxyMF+GpvDhxuGaeLbNCoVTBoVbA4ZAghEBmqhawIaNWqCgPTDmSb8fupYpwqssGgVSM+3IDUWCOiz/VXzv9MVdVnvKV3EnolR8DmlLF2TzYcLk9y360ImO1uFFmdSIoMwZj+7at9fS60T1qXxGtt+oSb9ufC5nKjbRWjjw1aNZyyHdZzI+7Lq+lvNcygwb4zpRjQqU21f8sjLm6Lh65O9ZvHqW1iOpjJ6Pr2vZtKfiJYFyBq+iynx1d9vtoSB0BS42nwebZNYYGTmgSjXIX3y+a7Q3k4nGuG1emGEBIkybOoCBTPgmd2l4wTBVaE6lSQJECnUkEIIESrhk6jQqHFiaMFViRFGrDvTAku6xRd7crct12ShOySPzvGNpcMm8sNl1uFUL0GqbF/fnFLkoSLEsKQX+bAkfwypMeHIcyggVYlocTuRqhWDZNOA5tTRpHVBZvLDatThk6twle/Z8PuViCfW4ysqoA1/vIO+GT7Kew7UwqXIiMqRIdLO0QhNdaE7BI7hBD1+iI+kmfG2t+yUWZ3IzJUi/AQLVyyQL7ZjjKHG72TI6FV134l8NYyBaexOx7ev72dWUXYd6YUESFanCrSIzXuz5NTIHDTv5rSoitEDa2srAxHjhzx/X7s2DHs3r0b0dHRaN++PWbPno3Tp0/j3//+NwBg8uTJeOutt/Dkk0/i3nvvxbfffouPP/4Ya9eubdR2V3VS7JI9JcNUkoSoUG2l2OBwKTDq1OcW7/SMhHHKiq9zrZIkxIXrYXfJcMkK3LLwxFxFQAIQF65H18RwHMwxe0Zdu2W4FcV3wt3GpMcdfdtVOC9QlHIxSgh4rjJ7YrlJpz6XSHfDbHchVK+p08n7+aNWAnGBs7YdrppGwJ9/W9sIA3LNDmSX2FkygYiCpjmf5zXXmF1VXGkbYYAA8NnO0xfcvy4/0K3U5oJerYLV6fYs1KlWwSUL36wyl6xArfIs7G1zynC4FWz4IxeFFgfiww3QaVRwuRVkFVrhlgU6RIfCoFOj2OqEVqNCWoTJN7r5wUGd8GNmAf7541F0bGNC5HnnHkDlz1RNfcZOsUbfa+Vwe0bn9u/YptZJzwvtk9b2PKA2fcLTxTZAoNLoY29p2jyzHXanjI9+ycK+06UV3vua/lbVKgkuWanyeZV/3f2N8q3LOVMwk9EX0vduCvmJYI6Gr82MzWBfYKCWp8ET6E1hgZPqBKtOnkoloUtiGFZuz4LZ7oZKAnQayTfyTVaEb1q6UxYIDzFAcSkQiuJbcESSJN80tWijznfC4I83yMSG6St80RRZnVAUIDJci26JEYg26iCE8E3ZdskC6XFh6BRr8qxwbrYDkmdxUbtLwZkSK9yKgAqe2rEatac8y28ni2F3K7gqPdYXUM8PWIoCrPzlJH46ehZnLU4oQqA4xIWkqFBckRaDbw/k1euL2BswHW4FHaJDkV/mgEn/Z512T1A3IyJEi17tImt9RbQ1TMFpzI5H+b+9aKMWESFaqFUS8sx2mB0u9E6O9CXRAzX9qyktukLU0Hbs2IFrrrnG97s3ro4fPx7vv/8+srOzkZWV5bu9Y8eOWLt2LWbMmIHXX38d7dq1w3vvvReUcmv+TordikB8uAGyImBzyVCrJWjPlVcps7uh0ajQLtKA1FgTThbZYNJrKnSudWrALQukx4ehoMyBQqsTKgBQqdApJhQpsSaEaD3rbsSF6eGWBY4XWKo94T5dbEOx1YVLU6KQU+Lw1QtXq1RIbmPERYkqnCl24EyJHRqVdEEn76eKrPj9dDFCtWqY7W5fSTKgbhc4a9PhqjEBUO62EK0a//fbGZwpsbf4kglE1LQ15/O85h6zy8eFfLMDX+/JQZH1wvvX5w9006tVKChzoqDMid7JEYgK1SHfbIfOqAMAlNk9M6pNejUO55XB4VagkoCIc7OYVb6L3p7YWWR1oY0KvqR7+XiaXWpHaqwJsSYDNGqpUoIT8P+Zqq7PGIik54X2SWvThtr0CdWShLhwA7JL7L7Rx+VL08qyguQ2oZXqxftbdPV83hkBiiL8PHrNf8t1TUwHKxl9oX3vppCfCOYFiLqcr7bUAZDUuJre2QMCv8BJVYJZJ09RBA5kmxEZqkFuqXSuzIhnITOdWgWnW0Gp3bNQiQygyOKCW1EQovOs6O1tq2+amluBVq2CrFReaRioGGSSo0N9XyZmuwuf7zqDrEILokK1KLQ4fIuGuWQZNqeC1FgTRma0Rb7ZiY9+yULnOBPyzXaUWF2wOmW4FeFZ0FSnRnyYARclhOGP7FKoJAlHCyyINuoqdfJ3ZhVhx/FCHM4rg0qSkBBhgIBAqdWFb/bnIr/Mgdv6JGH/mVLsOV0Cq8uNUK0GvdpFYGiPhBprn2fml6FtpAGxYTqUOd0otDhhMmigVaug06hw4qwVl3aM5vSd8zRWx+P8vz0AOFVkR77ZM92zyOpCZr4FUaGek+FATf9qCnXuGlpjl6Oipuvqq6+utMp6ee+//77fY3bt2tWAraq980+KQ7VqfLH7DH4+Vgi3oqDI6kKZww2NSoXYMD00KhUyOkRjcNd4/GvbcRzOK0NCuB4RIRrklDigUQGheg16touAEMAvxzwXb6ONOmg1Kvx+qgQWhxshWg2uTo/Bdd3iEROmr/bvyNvx6RRjQruoUN/FZ++aG7IQ0KnLMPrS9kiIMNT7b/JInhn/2ZaFvadKYNCpoFWrER2qqzBbpy4XOGvT4apun/K3nSy04ui5KbItvWQCETVtzfk8r7nHbG9cUBSBTX/koch64f3rqga6FVicyC6xAyeBxAg9Su0u5JY6AAiYDBokhOtxJN8CvVYNtyKQHBUKl1sgz2yHzqiCLAQEPGVRbS43iq1AUlSor9xa+XiaHhcW8M9UU0h61tSG2vQJDVo1BneLw9d7c3znXIdyS2usF98pxlTj36rZ7kZKjBGldjcS6jEjvT6J6WC8L835ol95wRwNX9vzVaJAaPC/xKawwElVglEnz5vcyswvw++nitGpjRGniuyQFc/UM5csUOZwwzsR3FsxzOZyQ3duMTOD9s9R5i5ZgUqS4HDLSGljhNnurlXZk/JfJjqNCsu3HMeuk8XIK7XDLSvQa9WAkBAW4vki//fWEzBo1RACGNCpDYqsTuw7U4pDuWZohGfKerhBi/4doz3tFgIRoVoUWpww290ID/kzIBi0KmSdtcDhVqDTqNCmXILdEK7G2TIHDuWY8eORfESH6jzF4AFA8pVgr1b5gKlWSeidHOm7KGBxuH111Yb3TOT0nfM0VsfD399e5zgTyhxuFFld0GlUKCjzlAMoc7gDNv2rKS260hCCUY6KqCGdf+J7Q88EZJfacbbMgXZRnu94+VwN0TYmvW+kS/mRMHqNGirJM7rM25GzOWXER4RAUqlQZnPBbHfDqNcgpY0RbSMNyDE78PXeHEwcmFKnDmb5WAcANocbBq2nPFp9zyO8CYRTRVYYdOpz382oNFsnWJ2s5lwygYhalpZ+ntccBKp/Xd1Atz7JkQCKAeGpntbGqIMQgARxbj0lCT2TItA5zoTPd5+GUa9BapwRZocLhRbnuZncgFtRYHcpiDaqkBpr9D1G+XjaWj9Tte0TXp4ag4QIA9bvza1Tvfjk6NBqX9c2Jj3u6BJX7xnpzSUx3Zwv+p2PyWpqDRr8G6MpLHBSlcbu9JVPbuWX2ZGZb0FcmB6hOjXsLgUOtwKrww353MrgCgCNJEERAhq1hDC9Bgo8i6SFGTTQqCQUWZzQa9RoFxmKa7vWL8h0jgvD+AEpeP7LP2C2uxGqU0MRnnqwCeGe+8nML4PZ7kb/jp6FPKKNenRJDMNZiwMmvRZC8SwcqlV7kvsalQqAgFtR4JQrjorPNztgtrt9C66dv1BoWIgWZ8sc2PhHHlJjjUiNNSFUp4HV6ca+M6XILrFXO/Xv/IAZbdQjKkXnGxnodHtq4nZNDA/I+9qSNNZJor+/vWijDr2TI3EkrwxnLQ6U2lwotDiQ0SE6oNO/msqiK4EWrHJURI3p/L9fq9MNvUaNXu0iK/z9+ptO/tvJYhzNt/jKslzWsQ0KzHYcPWtBUmQI9Bq1ryyKEKJWo+QauuNTPoHQKykCTrdnLY9oow7R50qSZeZbEBmiDVonq7l0UomodWip53nNRaD61zUl4tPiTCiyODGmf3uEh2gRolVDAmB1yb7Rr6eLbVi3NwdWpxvRRv2fg6osDkgAbC4ZoToNerSN8CV6/cXu1viZqkuf0HvO9f3h/DrXi6/pde3QJrRer3tzSUy31gs0RM1VnXszzXWBE38as9N3fnLLpNfgTLHdU5pFFtCqJThcCmThKeMCAGrJU7fbqFfD5lJgc8kI12sQZtDAbHefm2quxhVpMRjbv/0FBZkQnRoxJh0SItpAp1HD6pCRXWLD/hwz3LICu1tBidWFtDiHb4SdXq1GiFYDrVqCVqdGkdUJp6ygjVGH6FAdThdbPYudqv8cMe8NWHqNCmqVClp15WCgUalQ5nBDJXnqqVdVQ72qpIa/gClJEsJDtL6kSFMImE1VY5wkVvW3F23U4dKUKGSX2FBoceHBqzqhb4fogJ80NIVFVwIpmOWoiBpbbf9+y4+E6ZIADEyNqXCMIgRe/+YwUmNNlc4BajtKrqE7PuUTCCqVyjdTx1uWLFTv6Yz+froE7aJCg9KJK2hsAACIo0lEQVTJai6dVCJqPVraeV5zEqj+de0S8QrCQ7TokuB/UNT58an8oKo8sx27ThTDaNAgMlRbYdFwf7G7NX6m6tInVKmketWLr+l1re/r3pwS063xAg1Rc1XnzHBzXuDkfI3V6fOX3BJCID7MgNxSG3QazyrhblmBRgVoVBJkISDhXF3xcAOcsoJ8swNOWcCk99QabxsZguu6xuHy1JgLDjIWpxsOWUFSlAklNheO5JfB5nTDZNBCa9CgzO5GgdmB304VIzzEM6o7zOCpx55ntsOo10BTbvGVTrGhOFlkhWfsuahwUtLGpIcQQE6pvcKq6V5WpxsuWSDaqIVeo65wW22SGs0pYDZVDX2SWN3fHgCUOWRkdIhqkOS514VOM2tKtcaDUY6KKJjq8/d7/jEHckoDMkquITs+5ycQys/UKbI64ZIV2F0yOsYY8ZfLOgSlk8WYS0RNEcsJBEeg+teBSMRXFZ8kCVAEcElKFOJMehTbXMgzO2qM3a3xM1WXPmF93/uaXtf6vu7NKTHdGi/QUPBIkoQ1a9bg1ltvDXZTmp06J9Cb+wIn5TVWp89fckuSJF8tNrfNBY1agkatguxW4FIE1CoVIkO1iA/TI0SngV4I2JwykqJCMenKTkiNNVX5pVqfIOM9SbE4XDiS50mel1/8U6eRYNJrUOaQcSSvDJem6HzPodTuRE6pHe2iQhCiU8Fsd+GsxYVeyREI1WqQVWiDIhREhujQMykCg7vFYcPeXHzx+xmY7S7oyj2OEAKlNhcAIDEixLeYS3m1SWo0p4DZVDXkSWJzT7g0tVrjrEFMVHeBnIXWUB0ff230ztQx290osjphc8qYOLAjOrQxXtBjXQjGXCIiAgJ3jh+oRHxN8alTDJOWNaltn7Ap9u+aU2K6NV6gocDLycnBiy++iLVr1+L06dOIi4tD7969MX36dFx33XXBbl6t/P7775gyZQq2b9+O2NhYPPLII3jyySeD3SwAjVADvalrjE5fVcktby22w7llOHbWAoNWDbVKBSEBiWF6RIT+mVh2umW4ZIEeSeEYlBYb8C9970nKL8fPosjigKlcbXIhBCwOGe2iQ2Bzyjhx1op2UaGIC9dDq1YhyqiHWqVCVKgOJ85aodeokRhhAARQZHVCFgJqSUJsmB6Du8YjPT4MKknCgVwzfjtZjNxSByJCtQAESqwuKAKICNEiKbLyaFqg9kmN5hQwW6PmmnBpirXGWYOYqO4CPQutITo+VbXRuxh2TqkdFydHIjkq+B0uxlwiIgICc44fyGRsTfGJScvAaYr9OyamKWgUBSg5CTjLAJ0JiEgGVKqaj6un48ePY+DAgYiMjMQrr7yCnj17wuVyYf369ZgyZQoOHDjQYI8dKKWlpRgyZAgGDx6MpUuXYs+ePbj33nsRGRmJBx54INjNYwIdaPhOX3XJrWijHl0TJUSEeGoVnyi0wO7yTMl2ygq0ahWcbgU5pQ4khhtw+yXJDdIZ9Z6k7MsuQZHNhXitCoqQ4JIVlNndCNF5Ap9bEdh5ogiFFodv8bYBndpgcNd4hOjUsDg9pV6+2pONIqsLiREGJEWFwup042SRDf/adtyXYJw+OA0f/pSFn44V4myZAwAQGaJFv45tIAHILrVDCHFBSQ0GzKatuSVcmmqtcdYgJqq7pjhSqjm2sTzGXCIiAgJzjh/IZCzjU+Npbv07ogaRfxDY/39AwWHAbQc0BiAmDeg6Aoi9qEEe8uGHH4YkSfjll19gNP45M7V79+649957qzxu1qxZWLNmDU6dOoWEhASMGzcOzzzzDLRaT+7yt99+w/Tp07Fjxw7PIs5pafjHP/6Bvn374sSJE5g6dSp+/PFHOJ1OpKSk4JVXXsGwYcMAAHv37sUTTzyBH374AUajEUOGDMHChQsRExPjty0ffPABnE4nli1bBp1Oh+7du2P37t147bXXmEBvShoyqNaU3MopdeDi5EgM7haHf209gayzVlidbpgdbjjdLjjdChLCDXjkujSkJzTcVdvOcWEY2689jhdYYHHIsDllqFUqxIUbkBprRLRRD7PdhW6J4b4Vz88PiIoisOmPPBRZXTUmGDvHheHpm7rhZJEVxwosAIBOMUa0iwrF0YIyLN9yvFkkDOjCNKcT2qZaa7y5JdmImoqmOFKqObaRiIjofIE4x2cytnlqTv07ooDLPwj8tBSwngUikgCtEXBZgOzfgZLTwGWTA55ELywsxLp16/Diiy9WSJ57RUZGVnlsWFgY3n//fbRt2xZ79uzB/fffj7CwMF/ZlHHjxqFPnz5YsmQJ1Go1du/e7UuuT5kyBU6nE99//z2MRiP++OMPmEwmAEBxcTGuvfZaTJo0CQsXLoTNZsOsWbMwevRofPvtt37bsm3bNgwaNAg6nc63bejQoXj55ZdRVFSEqKio+r5EAcEEeiOobXKrfCf5SJ4ZxTYnVJIKneNMGJWRhPR4/yuMB9LlqTEY1jMR248XIikyBHqNGmEGjW/hU+9I1qoWd6xrglGlktChjbFS7VYmDKgpasq1xvk3Q1Q/zaFz3hzaSERE1BCYjCWiZkNRPCPPrWeB2C6ANyemDwdiw4D8A8CBL4E2aQEt53LkyBEIIdClS5c6H/v000/7/p+SkoLHH38cK1eu9CXQs7Ky8MQTT/juOy0tzbd/VlYWRo0ahZ49ewIAOnXq5LvtrbfeQp8+ffDSSy/5ti1btgzJyck4dOgQ0tPTK7UlJycHHTt2rLAtPj7edxsT6K1EbZNbwe4kq1QSbuiRgOwS+7kaz2rIQsDmcNdqJGsgE4zBfi2IztfUa43zb4aofppD57w5tJGIiIiIqNUqOekp2xKR9Gfy3EuSgPAkIP+QZ7+oDgF7WCFEvY9dtWoV3njjDWRmZqKsrAxutxvh4X8O3p05cyYmTZqEFStWYPDgwbjjjjuQmpoKAJg2bRoeeughbNiwAYMHD8aoUaPQq1cvAJ7SL5s3b/aNSC8vMzPTbwK9qWu4CvZUSee4MDx0dSpmXJ+OR65Lw4zr0zH5qtRKI0O9neQuCeG+UdqN3c6JA1PQo20Eiq0uHC+woNjqQs+kiBoXSCyfYPSnrgnGYL8WROV5yzFll9grBSnvDI3Ocaag1hrn3wwRERERERFRI3OWeWqeayuXUQEA6EI9tzvLAvqwaWlpkCSpzguFbtu2DePGjcOwYcPw5ZdfYteuXZgzZw6cTqdvn3nz5mHfvn0YPnw4vv32W3Tr1g1r1qwBAEyaNAlHjx7F3XffjT179qBv37548803AQBlZWUYMWIEdu/eXeHn8OHDGDRokN/2JCQkIDc3t8I27+8JCQl1em4NgSPQG1lzGUFW35GsXMyQWjLWGiciIiIiIiKiSnQmz4KhLounbMv5nFbP7brKo7IvRHR0NIYOHYrFixdj2rRpleqgFxcX+62DvnXrVnTo0AFz5szxbTtx4kSl/dLT05Geno4ZM2ZgzJgxWL58OW677TYAQHJyMiZPnozJkydj9uzZePfdd/HII4/gkksuwerVq5GSkgKNpnap5wEDBmDOnDlwuVy+OusbN27ERRddFPTyLQBHoFM16jOS1ZtgjDbqcDivDGa7C25FgdnuwuG8MiYYqdm7kBkaRERERERERNQCRSQDMWmexULPL6siBFB6GohN9+wXYIsXL4Ysy+jXrx9Wr16Nw4cPY//+/XjjjTcwYMAAv8ekpaUhKysLK1euRGZmJt544w3f6HIAsNlsmDp1Kr777jucOHECW7Zswfbt29G1a1cAwPTp07F+/XocO3YMO3fuxObNm323TZkyBYWFhRgzZgy2b9+OzMxMrF+/HhMnToQsy37bM3bsWOh0Otx3333Yt28fVq1ahddffx0zZ84M8KtVPxyBTgHHxQyppWOtcSIiIiIiIiLyUamAriM8CfT8A56a57pQz8jz0tOAsQ3Q5aaALiDq1alTJ+zcuRMvvvgiHnvsMWRnZyM2NhYZGRlYsmSJ32NuvvlmzJgxA1OnToXD4cDw4cMxd+5czJs3DwCgVqtx9uxZ3HPPPcjNzUVMTAxGjhyJ+fPnAwBkWcaUKVNw6tQphIeH44YbbsDChQsBAG3btsWWLVswa9YsDBkyBA6HAx06dMANN9wAVRXPPyIiAhs2bMCUKVOQkZGBmJgYPPPMM3jggQcC/nrVhyQupNp8IyktLUVERARKSkoqFLOnpk1RBBOMREQ1aGkxrqU9HyIiIqDlxbeW9nyIiC6U3W7HsWPH0LFjRxgMhvrfUf5BYP//eRYUdds9ZVti0z3J89iLAtfgVq6696shYhxHoFODaS713omIiIiIiIiIiC5Y7EVAmzSg5KRnwVCdyVO2pQFGnlPjYQKdiIiIiIiIiIiIKBBUKiCqQ7BbQQHEyx9ERERERERERERERH4wgU5ERERERERERERE5AcT6ERERERERERERNTqCSGC3QSqhcZ+n5hAJyIiIiIiIiIiolZLq9UCAKxWa5BbQrXhdDoBAGq1ulEej4uIEhERERERERERUaulVqsRGRmJvLw8AEBoaCgkSQpyq8gfRVGQn5+P0NBQaDSNk9pmAp2IiIiIiIiIiIhatYSEBADwJdGp6VKpVGjfvn2jXeRgAp2IiIiIiIiIiIhaNUmSkJiYiLi4OLhcrmA3h6qh0+mgUjVeZXIm0ImIiIiIiIiIiIjgKefSWLW1qXngIqJERERERERERERERH4wgU5ERERERERERERE5AcT6EREREREREREREREfjCBTkRERERERERERETkBxPoRERERERERERERER+MIFOREREREREREREROQHE+hERERERERERERERH4wgU5ERERERERERERE5AcT6EREREREREREREREfjCBTkRERERERERERETkBxPoRERERERERERERER+MIFOREREREREREREROQHE+hERERERERERERERH4wgU5ERERERERERERE5AcT6EREREREREREREREfjCBTkRERERERERERETkBxPoRERELdjixYuRkpICg8GA/v3745dffql2/0WLFuGiiy5CSEgIkpOTMWPGDNjt9kZqLRERUevFmE1ERNQ0MYFORETUQq1atQozZ87Es88+i507d+Liiy/G0KFDkZeX53f/Dz/8EE899RSeffZZ7N+/H//85z+xatUq/PWvf23klhMREbUujNlERERNFxPoRERELdRrr72G+++/HxMnTkS3bt2wdOlShIaGYtmyZX7337p1KwYOHIixY8ciJSUFQ4YMwZgxY2ocAUdEREQXhjGbiIio6WICnYiIqAVyOp349ddfMXjwYN82lUqFwYMHY9u2bX6Pufzyy/Hrr7/6Ot9Hjx7FV199hWHDhlX5OA6HA6WlpRV+iIiIqPYaI2YzXhMREdWfJtgNICIiosArKCiALMuIj4+vsD0+Ph4HDhzwe8zYsWNRUFCAK664AkIIuN1uTJ48udrp4AsWLMD8+fMD2nYiIqLWpDFiNuM1ERFR/dVrBDoXNyEiImp5vvvuO7z00kt4++23sXPnTnz22WdYu3Ytnn/++SqPmT17NkpKSnw/J0+ebMQWExERtU51jdmM10RERPVX5xHo3sVNli5div79+2PRokUYOnQoDh48iLi4uEr7exc3WbZsGS6//HIcOnQIEyZMgCRJeO211wLyJIiIiKiimJgYqNVq5ObmVtiem5uLhIQEv8fMnTsXd999NyZNmgQA6NmzJywWCx544AHMmTMHKlXl6+56vR56vT7wT4CIiKiVaIyYzXhNRERUf3Uegd4Yi5uwPhsREdGF0el0yMjIwKZNm3zbFEXBpk2bMGDAAL/HWK3WSh1utVoNABBCNFxjiYiIWjHGbCIioqatTgn0xlqQbMGCBYiIiPD9JCcn16WZREREBGDmzJl499138a9//Qv79+/HQw89BIvFgokTJwIA7rnnHsyePdu3/4gRI7BkyRKsXLkSx44dw8aNGzF37lyMGDHC1yknIiKiwGPMJiIiarrqVMKlsRYkmz17NmbOnOn7vbS0lEl0IiKiOrrzzjuRn5+PZ555Bjk5OejduzfWrVvni+NZWVkVRq89/fTTkCQJTz/9NE6fPo3Y2FiMGDECL774YrCeAhERUavAmE1ERNR0SaIO87vOnDmDpKQkbN26tcJUsieffBL/+9//8PPPP1c65rvvvsNdd92FF154Af3798eRI0fw6KOP4v7778fcuXNr9bilpaWIiIhASUkJwsPDa9tcIiKiJq+lxbiW9nyIiIiAlhffWtrzISIi8mqIGFenEeiNtSAZEREREREREREREVGw1Sl7zcVNiIiIiIiIiIiIiKi1qNMIdMCzuMn48ePRt29f9OvXD4sWLaq0uElSUhIWLFgAwLO4yWuvvYY+ffr4SrhwcRMiIiIiIiIiIiIiaurqnEDn4iZERERERERERERE1BrUaRHRYOECJ0RE1FK1tBjX0p4PERER0PLiW0t7PkRERF4NEeO4gicRERERERERERERkR9MoBMRERERERERERER+cEEOhERERERERERERGRH0ygExERERERERERERH5wQQ6EREREREREREREZEfTKATEREREREREREREfnBBDoRERERERERERERkR9MoBMRERERERERERER+cEEOhERERERERERERGRH0ygExERERERERERERH5wQQ6EREREREREREREZEfTKATEREREREREREREfnBBDoRERERERERERERkR9MoBMRERERERERERER+cEEOhERERERERERERGRH0ygExERERERERERERH5wQQ6EREREREREREREZEfTKATEREREREREREREfnBBDoRERERERERERERkR9MoBMRERERERERERER+cEEOhERERERERERERGRH0ygExERERERERERERH5wQQ6EREREREREREREZEfTKATEREREREREREREfnBBDoRERERERERERERkR9MoBMRERERERERERER+cEEOhERERERERERERGRH0ygExERERERERERERH5wQQ6EREREREREREREZEfTKATEREREREREREREfnBBDoRERERERERERERkR9MoBMRERERERERERER+cEEOhERERERERERERGRH0ygExERERERERERERH5wQQ6EREREREREREREZEfTKATEREREREREREREfnBBDoRERERERFRkC1evBgpKSkwGAzo378/fvnll2r3Ly4uxpQpU5CYmAi9Xo/09HR89dVXjdRaIiKi1oMJdCIiohaMnXEiIqKmb9WqVZg5cyaeffZZ7Ny5ExdffDGGDh2KvLw8v/s7nU5cf/31OH78OD799FMcPHgQ7777LpKSkhq55URERC2fJtgNICIioobh7YwvXboU/fv3x6JFizB06FAcPHgQcXFxlfb3dsbj4uLw6aefIikpCSdOnEBkZGTjN56IiKgVee2113D//fdj4sSJAIClS5di7dq1WLZsGZ566qlK+y9btgyFhYXYunUrtFotACAlJaUxm0xERNRqcAQ6ERFRC1W+M96tWzcsXboUoaGhWLZsmd/9vZ3xzz//HAMHDkRKSgquuuoqXHzxxY3cciIiotbD6XTi119/xeDBg33bVCoVBg8ejG3btvk95osvvsCAAQMwZcoUxMfHo0ePHnjppZcgy7Lf/R0OB0pLSyv8EBERUe3UK4HO6eBERERNW2N0xgF2yImIiC5UQUEBZFlGfHx8he3x8fHIycnxe8zRo0fx6aefQpZlfPXVV5g7dy7+/ve/44UXXvC7/4IFCxAREeH7SU5ODvjzICIiaqnqnEBnbTYiIqKmrzE64wA75ERERMGgKAri4uLwzjvvICMjA3feeSfmzJmDpUuX+t1/9uzZKCkp8f2cPHmykVtMRETUfNW5BjprsxEREbVM5TvjarUaGRkZOH36NF555RU8++yzfo+ZPXs2Zs6c6fu9tLSUSXQiIqI6iImJgVqtRm5uboXtubm5SEhI8HtMYmIitFot1Gq1b1vXrl2Rk5MDp9MJnU5XYX+9Xg+9Xh/4xhMREbUCdUqge6eDz54927etLtPB//vf/yI2NhZjx47FrFmzKgT78hwOBxwOh+93TgcnIvJPlmW4XK5gN4OqcX7ntrE0RmccYIeciIjoQul0OmRkZGDTpk249dZbAXguam/atAlTp071e8zAgQPx4YcfQlEUqFSeieWHDh1CYmKi33hNRERE9VenBHp108EPHDjg95ijR4/i22+/xbhx4/DVV1/hyJEjePjhh+FyuaoczbZgwQLMnz+/Lk0jImpVhBDIyclBcXFxsJtCtRAZGYmEhARIktRoj8nOOBERUfMxc+ZMjB8/Hn379kW/fv2waNEiWCwW38zve+65B0lJSViwYAEA4KGHHsJbb72FRx99FI888ggOHz6Ml156CdOmTQvm0yAiImqR6lzCpa44HZyIKPC8yfO4uDiEhoY2amKWak8IAavV6lsnJDExsVEfn51xIiKi5uHOO+9Efn4+nnnmGeTk5KB3795Yt26db/BaVlaW7+I2ACQnJ2P9+vWYMWMGevXqhaSkJDz66KOYNWtWsJ4CERFRi1WnBDqngxMRBZ8sy77keZs2bYLdHKpBSEgIACAvLw9xcXGNWs6FnXEiIqLmY+rUqVXOEvvuu+8qbRswYAB++umnBm4VERER1SmBzungRETB5615HhoaGuSWUG153yuXy9Xo9dDZGSciIiIiIiKqP1XNu1Q0c+ZMvPvuu/jXv/6F/fv346GHHqo0Hbz8IqMPPfQQCgsL8eijj+LQoUNYu3YtXnrpJUyZMiVwz4KIqBVi2Zbmg+8VERERERERUfNU5xronA5ORERERERERERERK1BvRYR5XRwIiIiIiIiIiIiImrp6lzChYiIqKFJkoTPP/882M0gIiIiIiIiolaOCXQiolZMUQROFlpxIKcUJwutUBTR4I+Zk5ODRx55BJ06dYJer0dycjJGjBiBTZs2NfhjB4LdbseECRPQs2dPaDQa36LaRERERERERNTy1KuECxERNX9H8sxYvzcXmfllsLtlGDRqpMaaMLRHPDrHhTXIYx4/fhwDBw5EZGQkXnnlFfTs2RMulwvr16/HlClTcODAgQZ53ECSZRkhISGYNm0aVq9eHezmEBEREREREVED4gh0IqJW6EieGcu3HMfeMyWIDNWiU4wJkaFa7D1TguVbjuNInrlBHvfhhx+GJEn45ZdfMGrUKKSnp6N79+6YOXNmtWtlzJo1C+np6QgNDUWnTp0wd+5cuFwu3+2//fYbrrnmGoSFhSE8PBwZGRnYsWMHAODEiRMYMWIEoqKiYDQa0b17d3z11Ve+Y/fu3Ysbb7wRJpMJ8fHxuPvuu1FQUFBlW4xGI5YsWYL7778fCQkJAXhViIiIiIiIiKipYgKdiKiVURSB9XtzUWhxIi3OhDCDFmqVhDCDFmlxJhRanNiwLzfg5VwKCwuxbt06TJkyBUajsdLtkZGRVR4bFhaG999/H3/88Qdef/11vPvuu1i4cKHv9nHjxqFdu3bYvn07fv31Vzz11FPQarUAgClTpsDhcOD777/Hnj178PLLL8NkMgEAiouLce2116JPnz7YsWMH1q1bh9zcXIwePTqgz52IiIiIiIiImieWcCEiamVOF9uQmV+GxAgDJEmqcJskSUiMMOBIXhlOF9uQHB0asMc9cuQIhBDo0qVLnY99+umnff9PSUnB448/jpUrV+LJJ58EAGRlZeGJJ57w3XdaWppv/6ysLIwaNQo9e/YEAHTq1Ml321tvvYU+ffrgpZde8m1btmwZkpOTcejQIaSnp9e5rURERERERETUcjCBTkTUylicbtjdMkJ1IX5vD9GpkVtqh8XpDujjClH/Ee2rVq3CG2+8gczMTJSVlcHtdiM8PNx3+8yZMzFp0iSsWLECgwcPxh133IHU1FQAwLRp0/DQQw9hw4YNGDx4MEaNGoVevXoB8JR+2bx5s29EenmZmZlMoBMRERERERG1cizhQkTUyhh1Ghg0alirSJDbnDL0GjWMusBeY01LS4MkSXVeKHTbtm0YN24chg0bhi+//BK7du3CnDlz4HQ6ffvMmzcP+/btw/Dhw/Htt9+iW7duWLNmDQBg0qRJOHr0KO6++27s2bMHffv2xZtvvgkAKCsrw4gRI7B79+4KP4cPH8agQYMC9+SJiIiIiIiIqFliAp2IqJVJigxBaqwJ2SX2SqPChRDILrGjc5wJSZH+R6jXV3R0NIYOHYrFixfDYrFUur24uNjvcVu3bkWHDh0wZ84c9O3bF2lpaThx4kSl/dLT0zFjxgxs2LABI0eOxPLly323JScnY/Lkyfjss8/w2GOP4d133wUAXHLJJdi3bx9SUlLQuXPnCj/+6rQTERERERERUevCBDoRUSujUkkY2iMe0UYdDueVwWx3wa0oMNtdOJxXhmijDkO6x0Olkmq+szpavHgxZFlGv379sHr1ahw+fBj79+/HG2+8gQEDBvg9Ji0tDVlZWVi5ciUyMzPxxhtv+EaXA4DNZsPUqVPx3Xff4cSJE9iyZQu2b9+Orl27AgCmT5+O9evX49ixY9i5cyc2b97su23KlCkoLCzEmDFjsH37dmRmZmL9+vWYOHEiZFmu8nn88ccf2L17NwoLC1FSUuIbuU5ERERERERELQtroBMRtUKd48IwcWAK1u/NRWZ+GXJL7dBr1OiZFIEh3ePROS6sQR63U6dO2LlzJ1588UU89thjyM7ORmxsLDIyMrBkyRK/x9x8882YMWMGpk6dCofDgeHDh2Pu3LmYN28eAECtVuPs2bO45557kJubi5iYGIwcORLz588HAMiyjClTpuDUqVMIDw/HDTfcgIULFwIA2rZtiy1btmDWrFkYMmQIHA4HOnTogBtuuAEqVdXXmIcNG1ZhFHyfPn0AXFiddyIiIiIiIiJqeiTRDHr7paWliIiIQElJSYVF44iIWiO73Y5jx46hY8eOMBgMF3RfiiJwutgGi9MNo06DpMiQBhl53tpV9561tBjX0p4PERER0PLiW0t7PkRERF4NEeM4Ap2IqBVTqSQkR4cGuxlERERERERERE0Sa6ATEREREREREREREfnBBDoRERERERERERERkR9MoBMRERERERERERER+cEEOhERERERERERERGRH0ygExERERERERERERH5wQQ6EREREREREREREZEfTKATEREREREREREREfnBBDoRERERERERERERkR9MoBMRUZMjSRI+//zzYDeDiIiIiIiIiFo5JtCJiFozRQGKTgC5+zz/KkqDP2ROTg4eeeQRdOrUCXq9HsnJyRgxYgQ2bdrU4I8dKL///juuvPJKGAwGJCcn429/+1uwm0REREREREREDUAT7AYQEVGQ5B8E9v8fUHAYcNsBjQGISQO6jgBiL2qQhzx+/DgGDhyIyMhIvPLKK+jZsydcLhfWr1+PKVOm4MCBAw3yuIFUWlqKIUOGYPDgwVi6dCn27NmDe++9F5GRkXjggQeC3TwiIiIiIiIiCiCOQCciao3yDwI/LQWyfwdCo4E2aZ5/s3/3bM8/2CAP+/DDD0OSJPzyyy8YNWoU0tPT0b17d8ycORM//fRTlcfNmjUL6enpCA0NRadOnTB37ly4XC7f7b/99huuueYahIWFITw8HBkZGdixYwcA4MSJExgxYgSioqJgNBrRvXt3fPXVV75j9+7dixtvvBEmkwnx8fG4++67UVBQUGVbPvjgAzidTixbtgzdu3fHXXfdhWnTpuG1114LwCtERERERERERE0JE+hERK2NonhGnlvPArFdAH04oFJ7/o3t4tl+4MuAl3MpLCzEunXrMGXKFBiNxkq3R0ZGVnlsWFgY3n//ffzxxx94/fXX8e6772LhwoW+28eNG4d27dph+/bt+PXXX/HUU09Bq9UCAKZMmQKHw4Hvv/8ee/bswcsvvwyTyQQAKC4uxrXXXos+ffpgx44dWLduHXJzczF69Ogq27Jt2zYMGjQIOp3Ot23o0KE4ePAgioqK6vqyEBEREREREVETxhIuREStTclJT9mWiCRAkireJklAeBKQf8izX1SHgD3skSNHIIRAly5d6nzs008/7ft/SkoKHn/8caxcuRJPPvkkACArKwtPPPGE777T0tJ8+2dlZWHUqFHo2bMnAKBTp06+29566y306dMHL730km/bsmXLkJycjEOHDiE9Pb1SW3JyctCxY8cK2+Lj4323RUVF1fn5EREREREREVHTxAQ6EVFr4yzz1DzXVh4FDgDQhQLmM579AkgIUe9jV61ahTfeeAOZmZkoKyuD2+1GeHi47/aZM2di0qRJWLFiBQYPHow77rgDqampAIBp06bhoYcewoYNGzB48GCMGjUKvXr1AuAp/bJ582bfiPTyMjMz/SbQiYiIiIiIiKj1YAkXIqLWRmfyLBjqsvi/3Wn13K6rnFS+EGlpaZAkqc4LhW7btg3jxo3DsGHD8OWXX2LXrl2YM2cOnE6nb5958+Zh3759GD58OL799lt069YNa9asAQBMmjQJR48exd133409e/agb9++ePPNNwEAZWVlGDFiBHbv3l3h5/Dhwxg0aJDf9iQkJCA3N7fCNu/vCQkJdXpuRERERERERNS0MYFORNTaRCQDMWlAyWng/FHhQgClp4HYdM9+ARQdHY2hQ4di8eLFsFgqJ++Li4v9Hrd161Z06NABc+bMQd++fZGWloYTJ05U2i89PR0zZszAhg0bMHLkSCxfvtx3W3JyMiZPnozPPvsMjz32GN59910AwCWXXIJ9+/YhJSUFnTt3rvDjr047AAwYMADff/99hUVMN27ciIsuuojlW4iIiIiIiIhaGCbQiYhaG5UK6DoCCG0D5B8A7KWA4vb8m38AMLYButzk2S/AFi9eDFmW0a9fP6xevRqHDx/G/v378cYbb2DAgAF+j0lLS0NWVhZWrlyJzMxMvPHGG77R5QBgs9kwdepUfPfddzhx4gS2bNmC7du3o2vXrgCA6dOnY/369Th27Bh27tyJzZs3+26bMmUKCgsLMWbMGGzfvh2ZmZlYv349Jk6cCFmW/bZn7Nix0Ol0uO+++7Bv3z6sWrUKr7/+OmbOnBngV4uIiIiIiIiIgo0JdCKi1ij2IuCyyUBiL8BWCJw94vm37cVA/8me2xtAp06dsHPnTlxzzTV47LHH0KNHD1x//fXYtGkTlixZ4veYm2++GTNmzMDUqVPRu3dvbN26FXPnzvXdrlarcfbsWdxzzz1IT0/H6NGjceONN2L+/PkAAFmWMWXKFHTt2hU33HAD0tPT8fbbbwMA2rZtiy1btkCWZQwZMgQ9e/bE9OnTERkZCVUVFxAiIiKwYcMGHDt2DBkZGXjsscfwzDPP4IEHHgjwq0VEREREREREwSaJC1nVrZGUlpYiIiICJSUlFRaNIyJqjex2O44dO4aOHTvCYDBc2J0pClBy0rNgqM7kKdvSACPPW7vq3rOWFuNa2vMhIiICWl58a2nPh4iIyKshYpwmIPdCRETNk0oFRHUIdiuIiIiIiIiIiJokDjMkIiIiIiIiIiIiIvKDCXQiIiIiIiIiIiIiIj+YQCciaqaawRIWdA7fKyIiIiIiIqLmiQl0IqJmRqvVAgCsVmuQW0K15X2vvO8dERER0fkWL16MlJQUGAwG9O/fH7/88kutjlu5ciUkScKtt97asA0kIiJqpbiIKBFRM6NWqxEZGYm8vDwAQGhoKCRJCnKryB8hBKxWK/Ly8hAZGQm1Wh3sJhEREVETtGrVKsycORNLly5F//79sWjRIgwdOhQHDx5EXFxclccdP34cjz/+OK688spGbC0REVHrwgQ6EVEzlJCQAAC+JDo1bZGRkb73rLEtXrwYr7zyCnJycnDxxRfjzTffRL9+/Wo8buXKlRgzZgxuueUWfP755w3fUCIiolbstddew/3334+JEycCAJYuXYq1a9di2bJleOqpp/weI8syxo0bh/nz5+OHH35AcXFxI7aYiIio9WACnYioGZIkCYmJiYiLi4PL5Qp2c6gaWq02aCPPOZqNiIio6XM6nfj1118xe/Zs3zaVSoXBgwdj27ZtVR733HPPIS4uDvfddx9++OGHah/D4XDA4XD4fi8tLb3whhMREbUS9UqgczQbEVHToFarWRaEqsTRbERERE1fQUEBZFlGfHx8he3x8fE4cOCA32N+/PFH/POf/8Tu3btr9RgLFizA/PnzL7SpRERErVKdFxH1jmZ79tlnsXPnTlx88cUYOnRojWUEOJqNiIio8XhHsw0ePNi3ra6j2WrD4XCgtLS0wg8RERE1HLPZjLvvvhvvvvsuYmJianXM7NmzUVJS4vs5efJkA7eSiIio5ajzCPTGGM3G6WVEREQXpjFGswEc0UZERHShYmJioFarkZubW2F7bm6u3zVUMjMzcfz4cYwYMcK3TVEUAIBGo8HBgweRmppa4Ri9Xg+9Xt8ArSciImr56jQCvbFGsy1YsAARERG+n+Tk5Lo0k4iIiOqoPqPZAI5oIyIiulA6nQ4ZGRnYtGmTb5uiKNi0aRMGDBhQaf8uXbpgz5492L17t+/n5ptvxjXXXIPdu3ez/0xERBRgdRqB3lij2WbPno2ZM2f6fi8tLeVJABERUR00xmg2gCPaiIiIAmHmzJkYP348+vbti379+mHRokWwWCy+md/33HMPkpKSsGDBAhgMBvTo0aPC8ZGRkQBQaTsRERFduHotIlpb9R3Nxs44ERHRhSk/mu3WW28F8OdotqlTp1ba3zuarbynn34aZrMZr7/+Oi9kExERNaA777wT+fn5eOaZZ5CTk4PevXtj3bp1vsFrWVlZUKnqvIQZERERBUCdEuiNNZqNiIiILhxHsxERETUfU6dO9XuRGwC+++67ao99//33A98gIiIiAlDHBDpHsxERETUfHM1GREREREREdGHqXMKFo9mIiIiaD45mIyIiIiIiIqq/OifQOZqNiIiIiIiIiIiIiFoDSQghgt2ImpSWliIiIgIlJSUIDw8PdnOIiP5/e3ceH1V974//NUtmsidkhYQQAiagyCYIpVRtK19AuS6VWku51WrVqwUVaRGtFbV9IIpVW5WL1l61v1bF9lbtrdaFouCGymIQlF0gJGQhgezLZGY+vz/ec2ZJziSTZCaz5PV8PHgAM2dmzmfOmc/y/mxEQRNrZVyspYeIiAiIvfIt1tJDRESkCUUZx6HiREREREREREREREQ6GEAnIiIiIiIiIiIiItLBADoRERERERERERERkQ4G0ImIiIiIiIiIiIiIdDCATkRERERERERERESkgwF0IiIiIiIiIiIiIiIdDKATEREREREREREREelgAJ2IiIiIiIiIiIiISAcD6EREREREREREREREOhhAJyIiIiIiIiIiIiLSwQA6EREREREREREREZEOBtCJiIiIiIiIiIiIiHQwgE5EREREREREREREpIMBdCIiIiIiIiIiIiIiHQygExERERERERERERHpYACdiIiIiIiIiIiIiEgHA+hERERERERERERERDoYQCciIiIiIiIiIiIi0sEAOhERERERERERERGRDgbQiYiIiIiIiIiIiIh0MIBORERERERERERERKSDAXQiIiIiIiIiIiIiIh0MoBMRERERERERERER6WAAnYiIiIiIiIiIiIhIBwPoREREREREREREREQ6GEAnIiIiIiIiIiIiItLBADoRERERERERERERkQ4G0ImIiIiIiIiIiIiIdDCATkRERERERERERESkgwF0IiIiIiIiIiIiIiIdDKATEREREREREREREelgAJ2IiIiIiIiIiIiISAcD6EREREREREREREREOhhAJyIiIiIiIiIiIiLSwQA6EREREREREREREZEOBtCJiIiIiIiIiIiIiHQwgE5EREREREREREREpIMBdCIiIiIiIiIiIiIiHQygExEREREREYXZunXrMHr0aMTHx2PmzJn47LPP/B77zDPP4LzzzsOwYcMwbNgwzJkzp8fjiYiIqP8YQCciIiIiIiIKo5dffhnLly/Hvffei507d2Ly5MmYN28eampqdI/fvHkzFi1ahPfeew9bt25FQUEB5s6di4qKikE+cyIiotjHADoREVEM42g2IiKiyPfoo4/ihhtuwLXXXouzzjoLTz31FBITE/Hss8/qHv/CCy/gZz/7GaZMmYLx48fjj3/8I5xOJzZt2qR7fEdHBxobG33+EBERUWD6FUBnY5yIiCjycTQbERFR5LPZbNixYwfmzJnjfsxoNGLOnDnYunVrQO/R2tqKzs5OZGRk6D6/Zs0apKWluf8UFBQE5dyJiIiGgj4H0NkYJyIiig6hHs0GcEQbERHRQNXW1sLhcCA3N9fn8dzcXFRVVQX0HitXrkReXp5PEN7bXXfdhYaGBvef48ePD/i8iYiIhoo+B9DZGCciIop8gzGaDeCINiIionB78MEHsWHDBrz66quIj4/XPcZqtSI1NdXnDxEREQWmTwF0NsaJiIiiw2CMZgM4oo2IiGigsrKyYDKZUF1d7fN4dXU1hg8f3uNrf/vb3+LBBx/EO++8g0mTJoXyNImIiIasPgXQ2RgnIiIaGgIZzQZwRBsREdFAWSwWTJs2zWeWtjZre9asWX5ft3btWvzmN7/BW2+9henTpw/GqRIREQ1J5sH8MK0xvnnz5l4b41ardRDPjIiIKLYEYzTbv//9b45mIyIiGgTLly/HNddcg+nTp2PGjBn43e9+h5aWFlx77bUAgKuvvhr5+flYs2YNAOChhx7CqlWr8OKLL2L06NHuAW3JyclITk4OWzqIiIhiUZ9GoHNqGRERUXTgaDYiIqLocdVVV+G3v/0tVq1ahSlTpqC0tBRvvfWWe/Z3WVkZKisr3cevX78eNpsN3//+9zFixAj3n9/+9rfhSgIREVHM6tMIdO/G+OWXXw7A0xhfunSp39etXbsWq1evxttvv83GOBER0SDhaDYiIqLosXTpUr/t6s2bN/v8/+jRo6E/ISIiIgLQjyVc2BgnIiKKDldddRVOnjyJVatWoaqqClOmTOk2ms1o9ExG8x7N5u3ee+/FfffdN5inTkRERERERBQR+hxAZ2OciIgoenA0GxEREREREVH/9WsTUTbGiYiIiIiIiIiIiCjW9WkTUSIiIiIiIiIiIiKioYIBdCIiIiIiIiIiIiIiHQygExERERERERERERHpYACdiIiIiIiIiIiIiEgHA+hERERERERERERERDoYQCciIiIiIiIiIiIi0sEAOhERERERERERERGRDgbQiYiIiIiIiIiIiIh0MIBORERERERERERERKSDAXQiIiIiIiIiIiIiIh0MoBMRERERERERERER6WAAnYiIiIiIiIiIiIhIBwPoREREREREREREREQ6zOE+ASIiIiIioljncDjQ2dkZ7tOgHlgsFhiNHGNGREREvhhAJyIiIiIiChGlFKqqqlBfXx/uU6FeGI1GFBUVwWKxhPtUiIiIKIIwgE5ERERERBQiWvA8JycHiYmJMBgM4T4l0uF0OnHixAlUVlZi1KhRvE5ERETkxgA6ERERERFRCDgcDnfwPDMzM9ynQ73Izs7GiRMnYLfbERcXF+7TISIiogjBBd6IiIiIiIhCQFvzPDExMcxnQoHQlm5xOBxhPhMiIiKKJAygExERERERhRCXA4kOvE5ERESkhwF0IiIiIiIiIiIiIiIdDKATEREREREREREREelgAJ2IiIiIiIj6xWAw4LXXXgv3aRARERGFDAPoREREREREEc7pVDh+qhX7qhpx/FQrnE4V8s+sqqrCLbfcgjFjxsBqtaKgoACXXHIJNm3aFPLPDob29nb85Cc/wcSJE2E2m3H55ZeH+5SIiIgoCpnDfQJEREREUcfpBBqOA7ZmwJIMpBUARo5LIKLQOFTThLf3VOPwyWa02x2IN5swNjsZ887OxRk5KSH5zKNHj2L27NlIT0/Hww8/jIkTJ6KzsxNvv/02lixZgn379oXkc4PJ4XAgISEBt956K/7+97+H+3SIiIgoSrGlR0RERNHN6QROHwOqv5S/nc7Qft7J/cCHjwLvPQBsWSt/f/ioPE5EFGSHaprw3EdHsedEA9IT4zAmKxnpiXHYc6IBz310FIdqmkLyuT/72c9gMBjw2WefYeHChSgpKcGECROwfPlyfPLJJ35ft3LlSpSUlCAxMRFjxozBPffcg87OTvfzu3btwne+8x2kpKQgNTUV06ZNw/bt2wEAx44dwyWXXIJhw4YhKSkJEyZMwL/+9S/3a/fs2YOLLroIycnJyM3NxY9//GPU1tb6PZekpCSsX78eN9xwA4YPHx6Eb4WIiIiGIo5AJyIiouh1cj+w959A7UHA3g6Y44GsYuDMS4DscaH5vE+eAlrrgLR8IC4J6GwBKr8AGiqAb9wUms8loiHJ6VR4e081TrXYUJyTDIPBAABIiY9DstWMgzXNeOfLaozJSobRaAja5546dQpvvfUWVq9ejaSkpG7Pp6en+31tSkoKnn/+eeTl5WH37t244YYbkJKSgjvuuAMAsHjxYkydOhXr16+HyWRCaWkp4uLiAABLliyBzWbD+++/j6SkJHz11VdITk4GANTX1+O73/0urr/+ejz22GNoa2vDypUr8YMf/ADvvvtu0NJORERE1BUD6NQ/nLpOREThNtjBbKdTgvWtdUD2eMAVyII1FchOAU7uA/a9DmQWs0wkoqCoqG/D4ZPNGJEW7w6eawwGA0akxeNQTTMq6ttQkJEYtM89dOgQlFIYP358n1/7q1/9yv3v0aNH4xe/+AU2bNjgDqCXlZVhxYoV7vcuLi52H19WVoaFCxdi4sSJAIAxY8a4n3vyyScxdepUPPDAA+7Hnn32WRQUFODAgQMoKSnp87kSDQjbxEREQwYD6NR3gz3aj4iIqKtwBLMbjkvZl5bv+TyNwQCk5gMnD8hxwwqD85lENKS12OxotzuQaEnQfT7BYkJ1YztabPagfq5S/d+g9OWXX8bjjz+Ow4cPo7m5GXa7Hampqe7nly9fjuuvvx5//vOfMWfOHFx55ZUYO3YsAODWW2/FzTffjHfeeQdz5szBwoULMWnSJACy9Mt7773nHpHu7fDhwwyg0+Bim9gjUjoSIuU8iCgmMTehvtFG+1V+ASRmSGAiMUP+/8lTXP+ViIgGR1+C2cFia5ZGclz35QwAAJZEed7WHLzPJKIhLcliRrzZhFY/AfI2mwNWswlJluCOiyouLobBYOjzRqFbt27F4sWLcfHFF+P111/H559/jrvvvhs2m819zH333Ycvv/wSCxYswLvvvouzzjoLr776KgDg+uuvx9dff40f//jH2L17N6ZPn44nnngCANDc3IxLLrkEpaWlPn8OHjyI888/P3iJJ+oN28Qeve0LM1j71HB/GiIKMY5AD4VQ9HyGoze162em5g/OaL++ppU9zUREQ08gweymE8ENZluSZYRZZ4uUfd3OqVWet3QfHenGMouI+iA/PQFjs5Ox50QDkq1mn2VclFKobGjHxPw05Kfrj1Dvr4yMDMybNw/r1q3Drbfe2m0d9Pr6et110D/++GMUFhbi7rvvdj927NixbseVlJSgpKQEt99+OxYtWoTnnnsO3/ve9wAABQUFuOmmm3DTTTfhrrvuwjPPPINbbrkF55xzDv7+979j9OjRMJvZjKUw4XJuHr0tpVcyD6jeE/pR+tyfhogGAWsewRaKqVzhmB6m95lJOUDdQSCjKHRT1/uaVk6dG5oYgCKiYASz+yqtQMqYyi+kkexdFioFNFYAeZPlOD0ss4ioj4xGA+adnYsTDW04WCNroSdYTGizOVDZ0I6MJAvmTsgN6gaimnXr1mH27NmYMWMGfv3rX2PSpEmw2+3YuHEj1q9fj71793Z7TXFxMcrKyrBhwwace+65eOONN9yjywGgra0NK1aswPe//30UFRWhvLwc27Ztw8KFCwEAy5Ytw0UXXYSSkhKcPn0a7733Hs4880wAssHoM888g0WLFuGOO+5ARkYGDh06hA0bNuCPf/wjTCaTbjq++uor2Gw2nDp1Ck1NTSgtLQUATJkyJbhfGAUm2uvxgc6Aqy+T/0drOnvTW0dC+Tbg/bXyfaSNDF1Qmx0aRNEvSsoFBtCDaaA9n3o3Td1Bz3um5gFOO9DRCJR9AjSUA9+4OfiNbn/pqN4NnD4CpIzQD1YMdLRfIN9fZrHnO2quAb78B9B2Kvg9zVHyAx6SGIAiImDgwez+MBolr2mokAZZar6UfbZW+bykTGD8f+iXFxwdRUT9dEZOCq6dPRpv76nG4ZPNqG5sh9VswsT8NMydkIszclJC8rljxozBzp07sXr1avz85z9HZWUlsrOzMW3aNKxfv173NZdeeiluv/12LF26FB0dHViwYAHuuece3HfffQAAk8mEuro6XH311aiurkZWVhauuOIK3H///QAAh8OBJUuWoLy8HKmpqZg/fz4ee+wxAEBeXh4++ugjrFy5EnPnzkVHRwcKCwsxf/58GHuop1988cU+o+CnTp0KYGDrvFM/edfjO9sA5ZA27riLgaILIqO91Vs7MJAZcLX7gU/WAe2Ng9teGcw2bE8dCQBgawGaqoH86Z7YQSiC2sHen4ZxAKLBFUXxHQbQg2WgPZ96N03mGfJ+rXVAUpasG9ZaJ0F0g0kC6OYEYN7q4GXqPaUjq0TOr+ZLICm7ewHlb7RfIIVQIN/fjueAhCzpVOhsA059DTg7gcLZwS2Uo+gHPOT0FoCacaMrmMUKD1HMG0gweyCyx0mwWysnmk5IOZE3WT5Pr5zoTx2BDTgi8nJGTgrGfDsZFfVtaLHZkWQxIz89ISQjz72NGDECTz75JJ588km/x3QNRK9duxZr1671eWzZsmUAAIvFgpdeesnve2nrnftTXFyMV155pZez9nX06NE+HU8h4l2PtyQAraeAlmqgYidwaBNQPBeYfm3w2lv9KUcDaQf2NgOuoRw4fRSAEcguHrwO88Fuw/bUkdDRAHQ0ASaLtNe9BXvT9WAt6ed0Ake2AAfelOtkMAFxCYwDEIVSlA0wYgA9WAbS8+nvpin7FDj9tdwwFTskaGxNkYLIYZNKx8G3gZK5wNjvhD4d8ekyQqChAmhvABLSPc/5G+0XaEHe2/cXlwAceAfIGCOvd3QCNXsBZZfvJn+6dDJox/v7vnurSEXZD3hI6S0AVbENePsuWWrI0cGOD6KhoD/B7J4E2tjOHuc7I0rbJ6SxQjq7u762r3WESO7IZWCfKGyMRgMKMhLDfRpEfeddj0/K8mrbpgIJmUBzNfD1ZinzgjHDuj/laKDtwJ5mwDmdQOUuaa/nTfWUj6FeTiQcbdieOhLsNsDeAZit8l10e20AQe1A6xvBWNLv5H5g+7PAwY1yX1qSgeQcIL0guuMA3FuOIlkULr/EAHqw9Lfns6ebJr1ANt2o+hKIswKJ2YBWPputQHIuUH9MekmDNeWtp3QYDEDuBFk65eR+IOdMCWw3V7tG+2UDJRd7zqMvBXlPn6uU9OR3tsn6adZUoKVGzicxV5ZwqT0IJGZ6vj+977u3ilQU/oBjkr+Cu6cAVFsd0Fgl98LIJCAlDzCaorvCQ0SB0Qtm+6vw99QwCKSM6PparYP25H7go9/5f23XMk4pGZ1ltwFmizze1A7UHpBy/8tXpeEZyjVD+yOSA/tERBS5tHp8ap50NHe2+bbdEjMk0NlQPvD2lncbNDUPcDqkzD32CVBfDszSCdD3tR3obwZc3UEZ6FZwbvfzD/bI6/6ee7D01JFgssiApuQswJrW/bUdLTKrvrHS/6C2QOsbwdifZut64PhWAApIL5RR8y0npf6WPw1oqY2+OAD3lqNI5x3fAYD2esk/TRbJN0KRXw7Q0Augh6pXrbeeT3chcSLwoKDZAsTFS4YdP9oTPHenpVPeq6EieDdVb+kwJ0jgPPMMoO6QTE/rbJVKgzke2P+GpCuzuG8FeU+f29EgQXtLsnQcAPKjMprlO7CmAK21clx8ujzftac5kGC+OT6466dR3/VUcDvt+p0sSgEnPgeaqwCHHajaA5w6IpXyzGKgoUxGFMy8SSpE0VLpocjEkRmRyWjsPV+u3guUvgjUHZDGdEIGkF0i+QvQcxlRMk8C23p5U2+v/cZNvmWc3SaBcm1JNqNZpgnb24DtzwOnDsu052FFMvrJmhp4I7gv92df72XO0Io8zI+IKFpoHclOh5Qj1q4B1zhZDz1x2MDaW11HunsvgWo0A43HAUs8MPcB3/yyrzPF/M2AyxwLKCeQ6idYqw3yam8ETh8Lzsjgvpx7WkHwyo0el9I7IYP9LDqD41pOAsc+BoxxwM7/r/syKX2tbwxkST/tfmkol7pYQoYcZ7QCJqvEGOoOAtkToisO0NfvsC/Hs+5BwaKVC51tQOVuVzynU8qD5OFA1hnyfH/3WAyBoRVAD2WvWk89ny0ngWMfyY2w88++hYS/oCAgvS7x6dIz2zV6rpQ0sJNzJbMP1k0VSA9uwblAyXzgg8eApFxZyiU+TSo9J3ZJJnvWpX2rhPT0uXabpC9zjKcH25omAdLmainonE1ynPd5aj3NgfbKnzE3OOunUf/0VnCfdal+J0v9UaDua7n/TGapeBtMQH2Z3IMmC1CzTypGeVPZi079x5EZ0Wv/W8CWh6Qz1mSRztj2RqD1pIxGi4vveXmoLWul3ErvOiK8XN6rt/Llm7fJvXL0I5kp416SLU7O49RBaahljQNgkJF4LTVAeRMwcjqQmBXYcnCB3p99vZfd5WitbCRub5cAgTVN0n1yL/D5X4BJP5C0szEVesyPiCiaaB3JHQ3S/jXF+T7v6JQAtzXNM/K3P7RgsiWhyxKocfIZradkWdDieb5LoPZnNrneDDjlBDY/2PNyIvYO4IuXJZ0DGRk8boGcV+Uu12j7kT2fe/UeYPffgltu+OtIyJ8CTF0MHHjbN6jdUA6UbQVgAAonS0eDd3tv5o3AvjdkAGFqHtDZtb7hZyBBb0v6ZRbrd1ho90tShgy68r4vDZB7p6UOyLJHXCDPr77OSOjL8XUHWfeg4LEkS3545H1ZIlo5Pc+1nZbfcVZJz8svDbKhE0AP9cgpfz2fDeVA2ScAlATvUkcGFhQEJPNKGykZVftpGZGuFf4dTRKI16Y7BOumCqQHt+RiGWneWgfAKeen9eonZkrBcuBNqbAEWgnR+1xteZjaQ/LeqSPlO9GmvidlScWjqUq+F6NJAhFde5pPHwssmD9q1sDXT6P+CaTgrtghBXeVVyeLUjITwmGTIJYlRWZJ2NtkZkRnq7yHJUn+cKQk9RdH30YGf6NeehoNU7NXAuBNVRL8NVslz2iv94x6sDUDhd/qXkYAQEezlEUjz+2+YfWJnUBTNTB6ds/lS2MFMH6BNAobT0hZqZzS8dtcDRjipMO8qVLK04Q0yc9aa2W0eoFrmrt32emd5uYa4Mt/SHC+t/uzP/dyw3GgfLsEHuoO+5b5yTny3Vbuku86MTO0jSmOfBo6+ZHDDpR/JoGUpCxg5AzpKNfwXiCKHtpgqWOfSPnh6PTMLFaQtm1KLmAwD6y9ZWuWcr31VPdlYsxWKbPqy4ADb/kugWpJlo7spkpXm9u1hID22q7twK75T/aZnvpIT4PRavcBbQ0y+rpbp7xO/l29F/jwEVdAOR/IOAOwt8rgvH1vyGA6p13qCu2NwIiJ0unu8524gvZ7XpX6T6DL2gSqp6X0Mop8g9p1h4G4RKDwm7L8K+Db3it9ETh5EGg/JTPyvOsbWSU9DyTwdx51B4EPH+15hnNSTvf7EpAYQ0eTfFfREgfo62yKQI8/sgX46v9iv+5Bgyc1X+6npkr5fZmtMhBSOSTPaqqU+l9qfrjP1G1oBNAHa12wrj2fjRWylERcgv9ComKnLIdStVu/kIUByDkL6GiUSkBHkzS641OBjLESIMyb4rum10AbFP56cEdMBvLPARrLpZeo5aQUvt69+s3VUvgo1+N9CUZ7f275ds/yMHGu5WEqS+UzWk56puI5HZLOhGESQIhL6L55XKAjCqwpA1s/LRxipfEYSMFdexCY/EO5Dloni7NTRgXAIB0oSRny75Y6uTcsKXLtLUlyj6SncS176jvujxA+XYPE5dul08y7AZR7tv/lVTKLgc9fkLIpJU/2EwFcm1q5puYqB9BWL2VKVx0NUu5qQXdvBoPMeKnZJ/mNHu+Ad3ONvJfTIQ0NA6QBDQUMK5DOv/YGeZ3WgNNGPmlLlGllZ3MNsP9NSXNnG3Dqa8kPC2d3D/J7359A/+7l6j0SHDdZpP6hbWbeUObZNNVk9nS6h2rKL0ddR15+FKp6yP63gE+fkntbm86bMUaWYxs3n/cCxax169bh4YcfRlVVFSZPnownnngCM2bM8Hv83/72N9xzzz04evQoiouL8dBDD+Hiiy8exDMOkDZYqr5cllFpPSXBbKfdMzAss1jKzIG0tyzJUq63VEu+2LVd4bS7lkAt9w3CdrbKzK/ag9L2NMVJ0Da7RDY59W4H9pb/jF8gdYPjn0nbJjlXyurGcqlvxKfLkqi95d81e4G37/KcU3ONp+O6pU7axKY4YNS3JFZQf1zOp+BcTxBdKflce7vUOZKze1/Wpj/5ur+l9LyD2rUHgB3Py/vFd1kXXWvvVeyUGEBcoqu+4RVj6GiUAYk9jQTveh6BznA2mjyz200Wz7VxdEpAr/U0UDgrsuIA/vR1NkUgxzdWyADJSKl7UGxoOC55otEkHaneFOTx1tNyXEZRGE6wu6ERQO9rL9xA+BQSB4Edz3kKia6bhqXkSUEy+YcyIk1vxHdylkx/2v+W9Fh3NEkB3HJKRr0l5wBTFge+CVp/0uEduNi1QUaanSiVAjetwNNLq+2y3XJSCp/scVIw9SUYrW3UdnIfkDJcvo/k4UBTBfD1FuDg21LpSM4BYJUfnCVRflCTr5JAStdCPtCdua2p/V8/LRxiqfEYaEGfnOPbudNcI5U/bXSJORFwuEaUmi0AjBLksaZ6RpF0/b3HSicEhc5gliHk4Z3HtZyUBpUpTjqNM4slTz/6EfDFX+XaZI/XbxjVHpTyydxlurg2NbfttGskVqPkJd4cNhkBYY535SldWNPkfdrrJd+wd3g2vzFbAWXwBLx3PA/YWjz3iL1DXtfRLI1aUxxgcO0J0tEk76GNfHLYPGVnWh7w1T8k+JCWL427mr2AsstMnfzpMloD6H5/An2/l51O4NhWV16b5bUXiVWec3QATitgTZalcEI15XeojLruTSTlR6Gqh+x/C9i4Su79pCwJpHS2yudtXCWBLy0ANJTvBYo5L7/8MpYvX46nnnoKM2fOxO9+9zvMmzcP+/fvR05OTrfjP/74YyxatAhr1qzBf/zHf+DFF1/E5Zdfjp07d+Lss88OQwp6kT1ORjrHWYGDG2UkuCUZSMmRmcYttQNvb6UVyAjrip0S+NYoJeWutja69xKoJ/cDn/4BgEHa7FrQtKnStXTZcGDYaDmvuoOB7Zlia5b1fE9/LXnYsNGSPzo6PYGg9npPXKDrhnn2dmDLb6V8t6ZIGQuDtMNrD8p3mJIndQh7C5A7UdLXXCOzdQvPcwXtKyRvdnQC1sTel7VJzQt+vq4FtW3NEj/wN4o7LsE1E69Tzq9rjKG1Dqj+Sr7LQEaC93WGc1ax1AW1NfqNcfLdmK2yKkAkxQF6EmjsQ/sOAzleuQZ/pI8Kf92DYkfdYcmP0gokL+tsA5RN2kPWFMCaBLQ3yXHRHECPup7x/qxpNhB6hURLbfdNwxKGeaaS9bRml1ZYVX0hAWOzVQqY+BxJ04G3PTeU3wK9HDjrMvksvSChvyDisEKpVHhP1wFkFLyzE2iuBAx58h0CriBmgnQU5E8Dyj7tWzDa6ZTlYew2maqrZdBpo2TqfUeTVA5sLfIdpo+UQq+lVj6n5KLu76m3vrq7M6NDvptRszxpDuRahFusBRL6UtAPK+w+ksGSLNe/tdbVg+kAlFnezxgnszy0e8n79x5LnRAUOoNdhpBvHpeaJ/m0UvKnZh8QlyzBbm3kmqNTZpwYDL4NowNvudZatXaflgtI49HplIZp6ykgfbRvw8AYJ8Hr5GzPHhzeDGYp8yp2uKagN3hGy1rTpFFc9G2gfIdsJp4wTCqFWjlujgfaD0gHQfIIKdcyzwBq90sj0hgn599SB9QdkbJTKTlXrTHYUuMaDZ8rS7jUHvSdst512ZfWOldw3+k7Pb3rsZqG49IgT8t31UFcI7PcnZUJgK1JGpfadzTQKb9d6ySp+ZE16jqcIiU/ClU9xGGXkecdTfJ7NGrXOkV+96ePAFvXAcPPliUThvK9QDHn0UcfxQ033IBrr70WAPDUU0/hjTfewLPPPos777yz2/G///3vMX/+fKxYsQIA8Jvf/AYbN27Ek08+iaeeeqrb8R0dHejo6HD/v7GxMUQp6UH2OGDeGtlP68Cbkl8YXSGJYLS3jEZg3MXAoU0yoCsxwzVj9aQEYgxGAMq1hFqN5CNa+TLyXPlba7MbjLIsSspw4NwbJV/58NFe9kx5SPbnSsqUWWH2dmn7WpOBghnSadDZDlTt8Y0LJGbKBqT2dvnM0r9I3aKjWToQW+ukPLQku2IMRqlr2JokLck50oFetVuC7FW7Je15k+Vcd70M1Ff0vKzNrpck2K910PvL1/s7+Ki39l5ztXwfySPkvc3xnm3gDAap5zVWAKNmBjYSPNAZzpOukoGKp76W9207LfeGrVnqamO+A0z/yeC3Dfv7PQeyp533QMZAjk/LBxqrwl/3oBjjGnZujgfih0nbwumQeI4pXpblNTSh+/D08OlzAD0qe8b72gsX7M9tPC4N/q69vY0nJINqrpFNTPytHeZ0Sk92ar4U7A6vnmpAGgt7X5fGsF6BntQhO12X75BAu95O1/6CiJnF8pz3Rh5Oh/QCK6c0dFpPSWFrgNzb9jZZMiNngkyz6ksw2l9B19Eg5zasSN5/xGSpFGiNf5PVf69n1/XV4xIkGONdMGaOde2wPa7nddwiwWBM3w6kwA7myO2+FvRa505agay7W/mFdNjUHvSsIayULCkwbLT80XgvgcB13CgQ4SpDgiTqOr275nEdDdKYSczwjECqPQjkmD0jyVpPeZY5ATwNo4YyV6UsRYK/3tNyAWl0OjtlDXNTXPcO36ZKaVjqNRiUAur2Sz7T1uRqNBg9y5u01khj79TXstlx1hkyWtt7erA53jUKvkEeSxsl95HBLI3m9gYAShr+iVnSiK7cJd+LxmSRxrc2Yqu11ve78M7zDm2SwEDdYSn7tOnp2lRvvXvZ1iznnTNB1nzXRmY5Ol2bvhklyKDtU6Lp75RfvTpJUrYs3ZNRxJFPkZAfhbIeUv6Z/GaSsjzBc43RNTq0oQwwTOa9QDHFZrNhx44duOuuu9yPGY1GzJkzB1u3btV9zdatW7F8+XKfx+bNm4fXXntN9/g1a9bg/vvvD9o595vRKG3fogtC094qugAongt8vVmm/7fVupZATQESs11Lo7bITPHmaskztLZnUpaUjdqscYfN1Umf2HNAFgCaa6W8T8qRY91rd7sGex3/TNrStZ9KW6XrMqitdVIPOPI+8OVrMmDMYQMckHK2s03OHQbXgDLXYD1thlxSFjD6WzLo7pwfS3s5rUDORb3Y87I2cUkywzx9FJB3jv98XRvs1p/BR7219xoqJKaQN0WWbm2t9f2OOhqkzjXqG4HdJ4F0ONful3pKR7N0PHS2ysCA1BFAzngZnOe9Vv5gGcggr0D2tPMeyBjQHngXyUoEUdoWogiVWQwkpEsbLcU1sEijII8npHuWoYwAfQ6gh7pnPCT6GpwL5udmngHs+V/5HO/eXpNVCjyjSaaYaRmzXmVfK6zTR+pnWKn50qgFuk+raa2V3mt7B2BySIFubwOOfChB/bOvkCl0Pa0LVr5dRrVpG3koJ+SOVjLSt6NJpqABro1D44H0Qlm3zHu0cCCVI38Fnd3m2lgtWRry1mRPcADovddTW199+3PAwXdcnRnJso58ej7QWCkjqbSgqb9rEQlCPX07kAI72CO3+1rQ672upVYCPFnjgONbJViUkgeMmOL5nrTf+4hJ0qHE0YwUiHCVIUEQlZ3eXfM4hyv/14LOWpC4zTVyy5osFSxtmZOOBvm3wSR/UnOlQaRN3dYaY/ZOCZCnjgBmLZXfercO3ymyTNqBt3XyJtdapsm50tiqPwbAIGWkybVcTEqefG5LtSt/KvGdHmyKk4phe70cZ0kEKrbL8/YOAEoazY5OGWlua5Yyt/mka53YqTJFXVu3MyEDcLpGowGe+zM1XzYZba2TkXStp11BddeaoiOnd1/jVaMFbOPiZXSbNjLP3ibnZ4wDrBkyBd9bf6b81uwF3n9E8vO0fM9maVV7ZORxynD9etBQGvkUCflRKOshLbVyv8cl6j+vzRpRTv3nh9K9EEEMBgNeffVVXH755eE+lahVW1sLh8OB3Nxcn8dzc3Oxb98+3ddUVVXpHl9VVaV7/F133eUTcG9sbERBQRjrLqFqbxmNwPRrpb139APpzE7KljpBW60EseOSgOPbZEkQg0nWt9bKF4PB08502qUDV8tT/AVk64/KKG6nXQLa8elSF9HK2ezxEqBtr5dBAd4zbMxWwGgBTh2UoHnNl9JxDqMnjzWa5L07W+Eelt3RKO/jPUNOG2E+YrLnu/W3rA3g2cA1IU2Wh03M8J+vH98m5bTd1r/BR72195KzpK5hSZR6yUlXfaOjydUZMUzOPzfA+mhvHc4N5bI8IIxAdrHU05qr5PySsoBp18pa9U4ncPrY4A2sC8YML3972vkbyNjb8ZnFElOKwrYQRbD0UdLpt/9fkud573vQ3ijtiMLz5LgI0acA+mD0jAMhmF7W3+DcQBmNkvnvekkyFodNGppaA9iSCAyfKI3RnhoZPfWeKuVaSqVGGtlZ432fO3lACtLkXAkUnNgp7+W0y4jriu0yOtd7uRTvIOKul7psHBYnhWbbadc0dYuc3+mjUvnQpscPK+o+WhjoedSy0ymj7eztrqCGV8PM7Bph19kmf5u6rEUbSK9nZrFUKIaNAdILPKP4tSVdoiVoGsrp24EU2EBopm33taD39zp7u9xXJquMVDNZ5H73/r3nT5Ne9EhYQ5YiX7jKkCAYjE7voJfZXfM4bYS1w+ZaBzPOtaE2fMsFWwtQe8gzJVopOf6MOTJbCgBMLa4lXzokQJ06Ajj/DiD3THneX4dvRlH3vGnYaCkHEzOlDE4vlDatNvVQm5GVNhKoPyKNsrSRvkHojiY5z9SRUl+o2uNZ/1PZXYHrBNfyZe0SNDTHA3A15hwOoGC6jCLvaPRs5G00ScWzsUIaw3BKR3jOmUBrjpT9tmYJKnQ0yGi15OHSYOx6L/sEbMfLkmfayLyq3dIATc0DLKme9VxNFpll15cpv9V7PZulWZKkwyAxUzodssdJnaXmKxkI0DXfHkojnyIhPwplPSQpS37jna3SydSV96wH3XOL8XshDPu2VFVVYfXq1XjjjTdQUVGBnJwcTJkyBcuWLcOFF14Y0s8Oli+++AJLlizBtm3bkJ2djVtuuQV33HFHuE9r0FmtVlit1t4PjAXZ44AJl0vQz2CSPMXpkOC50ewK1CbI8mr2JuD4p0DhNz0zsjRd8xS9gKxSUnY5bdL5F5fgmmVm9WxY3lguezUZza4Rl3W+o6tba6Vj39kkdQC4lmhRDjlvbakXp91Tx7EkSfncdaBQ10Cm3rI27lHdTa4ZaVkSQNcLNANyzOmj0pGtFzeo2Qt8/hdg4g8kZuAvb+qpvTfuYmDfG93rG1oMpalSBjYEGqTtqcPZ6ZQZfSaLDEbQzjVtpKsduE+Cegr9H3HfH8Gc4dXXWfW9HR/uugfFHq2zs7laOjNbaiUfMxgkzxk+TZZPiqD7qk8B9MHoGQdCNL2sv8G5gUrOkUa2vcPT66ytj2o0SyZktvbcyPDXe9paK0G+pippOBtMgPoAGDFRCsGOBs8ot45GCU4rh/zfkgjAADQck/PIGOvZdAyQmzYlD/j6XVmLKDHTExyPi5fCReuNNxglQG8ySyZq75AR3dqSKJqeRi0D8tzJAxIUqNojQficcZIWa5qcQ90hWW7Fu6c90F7PhuPy+uzi7pWD/gZNw7EBZaimbwdSYO/9p1QkQjVyu7/L5+i9rrNVKmF6v3enPTLWkKXoEa4yZAAGq9M76GV21zxOy/+bqz1rmRvN0gDUyoWUEVLGaEulGeNk1LfTNctr3HxZCu3kAQkkG0wSdJ7yIwkqa/yNhtPLYzoagfd/6xkVZrZ2GZHjlGPjU6VBrY0E7zo9vP44UPgNYMIVwDu/AqCkrmBrcwUSW+T9TPHSqDY5ABhdo8YaJRhfMEs6Bo99LGlvrpGKZ95kmYrt3WGYlOUbxFdOaTQXfAOY+p/d72XdgG0ygFaZDt+RKuX+kS2efUocHVIvKP5/sjxNb+VVcw1Q+oJr/fYMCQpoU9o7GiVtqflyDu31spa8+3segiOfwp0fhXIZmZEzgIwx8nuOS/ZdxsWppC6bPNy114kaWqPgwrBvy9GjRzF79mykp6fj4YcfxsSJE9HZ2Ym3334bS5Ys8dv+iySNjY2YO3cu5syZg6eeegq7d+/Gddddh/T0dNx4443hPj23rKwsmEwmVFdX+zxeXV2N4cOH675m+PDhfTp+yEnOkfwkOUfK6fLtno3Dm6oAGKTjOylHZpSd3A+Myuw5IK0XkO1okE5rbY8Tk1cnhQFSL2mqAVKHu5YOnSEdwq118hlx8VKmx6dJ3tbWLgO9lNM1aMxrVplSruVo0lztb52BQnqBTO9lbbQZYkYzkJIr9ZvTZUBiumc9+q6aq6Vt5T3ATdNaJ89X7ZJAurZsjb+8qaf2nsHYvb7hTptOJ39PeupwrjsogfmCc7u/X7BG3PdHsGd49XWWR0/Hh7vuQbEpe5zsQ/DJU0DdAc/GyslF8niE3Vd9XsJlMIRselk41ra2JMuUMUDWaLUkuwLYydIQ9l4HPXeC/nvo9Z621kolwNYqo9Qyi6XBqu3aXXCua6NPu6yl2lAhveI2k7zGYHQ1+iGFR9dNxwB5X1urBLC7buQRlyhT1jvbAUu8NHC1joH4dKB2r6wrN/cB+X57Gtlc/aVrRRiHPDdqlowCOHVYeucLZspnGc3SWNdGH/a11zPYI6bCtQFlqKZvB1Jgn/hc/h/KHbj7O51T73VZ4/R/76ePhX8NWYo+kb4/QheD1ekd9DJbL4/TRli3nJRyLTVP1qvU8t62UwAM0ph0dsr/rakSeG2plenQs5dJ/tjfa9c1j9HyEafDd4S8Rgv0K6d0pFuTfRtwMEqZOKxAyg17m2u5GldHt60VgJLR80aTpE+5/pjjJO3GDFnOpbFCysVR3+i+YfjJvd3LPu8gfmeb1EUm/SDwmT5ao2n0t6SDo/QFqceYLK4NybIkCF6xU4LdDRX+y6sRk6U+01IrdQtLstfIPYtrzftD0tHRUi2B/+wzOfIpnPlRKJeRMZmBmTcBG1fJkgiJWTJK1NYmdd+EVNnMr/rLoTUKLkybx//sZz+DwWDAZ599hqQkTx4yYcIEXHfddX5ft3LlSrz66qsoLy/H8OHDsXjxYqxatQpxcXEAgF27dmHZsmXYvn07DAYDiouL8fTTT2P69Ok4duwYli5dig8//BA2mw2jR4/Gww8/7N6LY8+ePVixYgU++OADJCUlYe7cuXjssceQlZWley4vvPACbDYbnn32WVgsFkyYMAGlpaV49NFHIyqAbrFYMG3aNGzatMm9FI7T6cSmTZuwdOlS3dfMmjULmzZtwrJly9yPbdy4EbNmzRqEM44CcUmu5UYbZZZaw3F53GyRjnSHTcpAR7uUP6eOyGyylOFd1n++2JPX5k+TmVfe+U/bKQkuW5KlE7sro1lem1ogv+GavXI+WiegMU7K+bgk17KoBgmqd7a5Rp6bXIH2BFc9wQSce4OkI9BApjbS094u5584zDUT2yyvTx8pe7U0nui+Trr3+uTJXTpnWmpds9paXMvm5Un531ve1NOAhWAGaf29X+ZYqZ+l+imnehtxH6qZ65GyUbg/UdYWoihwcr8slWlNkQ17tZk27Y3yeEZRRAXR+xRAH6ye8ZBOLxvsta3TCiST2fO/0ihOzZfHHe2uKeVK1jyr2NHzBhX502Sq9ImdMlq8Zp/cVKY4mTat3VQOmzRiq74Acie7CryjsoaoySqNboNJKhO2FgmSw9h90zFA3h+QkcZ1h3w38nAHLiwS1DaYXKPsXB0DraeAA+8AxfMkXf5GNmclA/v+Kf8ff4mk35oqQfTaA7KR1PFPgdyJQNG3ZG2y6j39K1CDOWIqTA0ZAKGbvh1IgW1zjYSM1EK9K3+/90hYQ5aiUyTvjxAmQS+z9fK4+HQpPyp3SaC58YRU3uMSpKHWWCEdrc1V0kGcmClLpCVlezaZbqzo/7XTm23kzkd2ydrjLTXyWQa41mJvkoB+e6N0apdc7JkGrFd+nT7matB3SHlqMEoFEgqeXbqN8v3EpwEdRgBOoL1ZyueCGfplob+yz73Gq+v78jdtW5M9Tuof5Z9Jg1kbyf7x4zIrbeS5rhHyFt9Nzi15MqrcX3mV7xohn5ov9RfvjgjvNe/TCyRwnlks3zVHPoUvPwr1MjLj5svfnz4l9cDWWql75owHZvyXPO89iCHW74XB2Dxex6lTp/DWW29h9erVPsFzTXp6ut/XpqSk4Pnnn0deXh52796NG264ASkpKe5lUxYvXoypU6di/fr1MJlMKC0tdQfXlyxZApvNhvfffx9JSUn46quvkJwsdfP6+np897vfxfXXX4/HHnsMbW1tWLlyJX7wgx/g3Xff1T2XrVu34vzzz4fF4ln+cd68eXjooYdw+vRpDBs2TPd14bB8+XJcc801mD59OmbMmIHf/e53aGlpcS/DdvXVVyM/Px9r1qwBANx222244IIL8Mgjj2DBggXYsGEDtm/fjj/84Q/hTEZkOLkf+Or/ZGR1a60Eo22t0qlrNLuWQbXL/w1m6eS2meVYbeBY3mRpe3ZdwiMhXQLFback/3HapbNP21fLe58Th6tdHJcAjJoJ7PiTLEWSMkLKcodNytTWU0CiHUgaLp/jsEn5bW+T93DaJZZgMstrpyySYH9fApnZ44Bv3OzJO1tO+uadgLRve1qf3N4KmFz1BaWkvd7ZJvmRvV3SOdC8KdhBWr33U05g84P+4wI9jbgP5XKfkbBReG/YFqJg8a7f5Jzp+1tLjcwllvsUQGfPeD8YjcDIacCuF+Gelt3u6gV3utbzSiuQ0Vf1x6TB7F1Q1B30FHLaxmH1ZTKFNT5VeoGzij3Lr+RPl0B7UxVgPSoN2c4OV8Ug1evGM8tjJrMEzs0Wz6ZjgBSIradkKldStlQUvDfy0HrDYZY0pIzw2uTEKqPf6suAA2/JyDt/I5ttjVIZMLj+rQXwtdFx6aOkUjH9JzK93GiU6Wf1ZfLdwCA9yOkBZOLBCpqGqSHjIxRTqAIpsC2uBlQkF+qBiIQ1ZIlCLKqng/vL48Z8G6j7WhqW1mSZit1wXMqljiYJvManSydv7UFPkLinjr3eluLyDtR1tnlmS5VcBIxbIPmIrVnKxJYaCeTb2zxrtydnefLlbD+zYgBPGVW9B4DRtfa5qyNbKflck9nT8M8aL0Hl1jpg9m2eMrKr3sq+hnIgY7TUTU4f899I1Zt1te9f0sGeUeR/k/PWU8DkH8pAgZ6W1Mo4w3epHu00tVlnDRXAmPOAb942sJkE4RSOZd9CJdRTucfNl/0LvDtsRs6Q34D2+UNlFFyoN4/349ChQ1BKYfz48X1+7a9+9Sv3v0ePHo1f/OIX2LBhgzuAXlZWhhUrVrjfu7i42H18WVkZFi5ciIkTJwIAxowZ437uySefxNSpU/HAAw+4H3v22WdRUFCAAwcOoKSkpNu5VFVVoaioyOcxbaZVVVVVRAXQr7rqKpw8eRKrVq1CVVUVpkyZgrfeest9vmVlZTB63ePf/OY38eKLL+JXv/oVfvnLX6K4uBivvfba4G36Ham8BzoNPws4sUva4MopZZ012VWmWqTObzDJ41klwDeXSGBbWw7y0z90HzDVUCEd55N/KG3euCRg99+kDZ4/TX6v3ptfmq1Sf2mu8SzTYmuW368pToLtzdVSxxhxNgCnbCjq7JT3Ntld9Z4UV1v4Qmn79ieQ2VveGdD65K66hLZcrCUFsDXJcjBaB/pA86ZgB2m7vp/T2UvdyM+Ie02oBo1xkBcNJWGq3wxEn5dwGRI948Fu4GjroLfVy0gabYRWwjBXb22brBm2+QEARq/e7WGyLqnWWE8rkHOq+FwK5OGTZDSY982WlCVTqqu+AM65Wgr+TatdPdedgMEi72e3yWj0xAzpfW53bdDhvYaa91Surht5dLYDh9+V90zI7H7DO+3y3TWUA3WH/Y9sdtjgHl3nHcDXxCXIaDxbq+cx706FviydEqygaaT80IPdeAyowJ4ql6sqBgp1ruNGMS7qO7275nFaA7XRNdW4YoeUq+3NnpHanQ75Oy7es3529nj/HXu9LcXl3Qi3JLrW+ayRpUkO/lvW+C6ZJ0Hv8u0y3bejQY5NHyUjz73zE60Bp9UzTu71zbunLpZ1zJsqJfBvb3eNRGuXzmoty7WmyH4eLbXAqBn+g+faZ45fIDPXjn8mZVdyrjTUT+6T8t/ZCXzwW//lqb9ZV1V7gNNHZIqzXgBda2Am5wDfWt7zklr2Vs9SPT4z3lpk0IHWEWEyR0wluk/CtexbKIU6iG0yy6Z+/gyVUXBhmtKvlOr3a19++WU8/vjjOHz4MJqbm2G325Ga6skjli9fjuuvvx5//vOfMWfOHFx55ZUYO3YsAODWW2/FzTffjHfeeQdz5szBwoULMWnSJACy9Mt7773nHpHu7fDhw7oB9GizdOlSv2X05s2buz125ZVX4sorrwzxWUURvYFOdpu0d5VytWNbZMR4UqYESZ2uPUvS8z3lqdMJfPiolEcpIzwbeVvT5H1P7pOZ4bNvl+PPulTqJy21MmpduZYgaD0ldZaSeTLbKme8nI/3ZuJGs3Qga8uh5k2R82mt9Wx6HhcPWJOAnLOAadcOLJ/tbZ3rQNcn72yTmICjU/KhrBLftmGkzUz21ltcQG/EvbdQDRrjIC8aSiJ9ySIdfQ6gx3zPeCgaOJZk16aeTa6geYo0CkyuDcdaT8smW+U7ZHS1JVlukq83S8F0xoWehml8mhSqjeVSsGWM7f55nW1SCI+YLO+TdYYEsdtPedZStSbJMSarNPbTC6TwqzvUy1SuZMnAm2ul5731pBT03hQkrSk5ro1IlP+RzSYL3BEBs2dqJVpqpWLRVCXp2fEcUFkK5J4tayH1d+mUYARNI+mHHszGYyAFtrbha2OMFOpDaQQbDUlR3+ntncedPiZlVGqerH/cVi+dxHbXvh6ANI7tNglAZxRL3lS5C5h4ZfeOvd6W4pp5o4y2aq2TzumKHVIexadK+dlSDXy9RWZ5feO/5DPaG2UUljVFyju9/KSnekbOmcAFdwBbHpJAvdkKOBIkncoBwCKjzrJcwfNA8tyT+yUdtmZZ4ub01xIwSMyS7y4hTUaQ+ytPe5x1NU46tWu+kk3Yus0y82pgBrSk1nhg5HTPjLf2Rkl7dglw3s+jN9AczmXfQm2oBLHDKUxT+ouLi2EwGPq8UejWrVuxePFi3H///Zg3bx7S0tKwYcMGPPLII+5j7rvvPvzoRz/CG2+8gTfffBP33nsvNmzYgO9973u4/vrrMW/ePLzxxht45513sGbNGjzyyCO45ZZb0NzcjEsuuQQPPfRQt88dMWKE7vn4m1mlPUcxRm+gU3KOlFGJdtdSYZ3yWzLHS3BaW2Kl5CJPedpwXDrGW09JO9pp9wS6s0u6D5jq2sbUyvfRs3xnW8UlyWd7byZutkgg+shmzz4fhbOAqi+BhjIJ5GYWA0XnD06na6Drk7fWSUdBYpYsm5fYZR+CSJ+Z3FNcQG/EvSbUg8Y4yIuGimhYsqiLPgfQgRjuGQ9VAyetQAruYx/JNKA4r7Vinco15dvi2rFbuZZGcY3KNhpl86zELE/GHZ8mhXZDhUxHS/Caetg1Q284Lp+dnCOjhm2um1PbxLS5Rv7/7V/KUiiBTuXKnyIj7z76nYzyS8zwrPPW0SSVkNSR8vrMYv8jmy2prvS6/g14NiPRNk7JKJTzObFLposnpAH55/Z/6ZSBBk2j8IcesEAL7Fgq1Nn4pxgWU53eWuel0yHltMPmmsUE6Yx12iXIbDAC9k4JoluS5LH8c3zz+ECW4ip9UWaBaQH7zjZXWex6j4QMeayhHNj/LxmFNqyXciSQesa4+RIkL31RdqN3Olwj5lol8K0tdRZInuv9eRlFMiquuUrOubVWlmjrrTztadZVX+oj/uh13o48V+oWjRVyjt9aLp0L0SgSln2j6BamKf0ZGRmYN28e1q1bh1tvvbXbOuj19fW666B//PHHKCwsxN133+1+7NixY92OKykpQUlJCW6//XYsWrQIzz33HL73ve8BAAoKCnDTTTfhpptuwl133YVnnnkGt9xyC8455xz8/e9/x+jRo2E2B9aMnTVrFu6++250dna611nfuHEjxo0bF1HLt1CQ6A10sqZJR3hztZSvjRUyA7y1U5ZvMVtl87qiCzyvqd4jm32aLNJxbrK49hpzzW7Lmyqf4z1gqqc2pjbbSms/uvch0TT67vNhb5dyu/AbskF47tmRMcjHO40djcCuv8qGzwmZvsdFy8zkvoy4H8xBYxzkRUNBFC5Z1K8AekwKZQPHaJRe5L3/lILGkOq7qYjTAaSO8DSSAflbOYD4Yd03+DQYgNyzZPSb1kvtL0P3vilHzfL0Fred8qzJNvbbsi6bv3T5y8ABGXX29Wb5bOWQ90zJdRX+tXLDp4/qeWRzzpnSX1C7H0jJc00pb5T3ik+V6xGfJj+iEzs961966+vSKQMJmkbhD71PAimwWagTRY2Y6fTWOi87GiRwbbe5Zjl1uP4GpDBx/W1rkfInPlU6kb0FuhSXcsjrtQ3BvA/V1uZOzAis7OlLPSP3TOD/3e+bx6bm923tb3+flzZSXr/vdc++Fv7Sr32+v1lXfamP9KRb561r5F7RedHZMestUpZ9o+gVxin969atw+zZszFjxgz8+te/xqRJk2C327Fx40asX78ee/fu7faa4uJilJWVYcOGDTj33HPxxhtv4NVXX3U/39bWhhUrVuD73/8+ioqKUF5ejm3btmHhwoUAgGXLluGiiy5CSUkJTp8+jffeew9nnikdaEuWLMEzzzyDRYsW4Y477kBGRgYOHTqEDRs24I9//CNMJlO38/nRj36E+++/Hz/96U+xcuVK7NmzB7///e/x2GOPBf37ogigN9DJYPAsEdbeKB3g+ecAcMpM8LSRst+W9htyOoFjWz2bg2obW5utMuCttRao+RJIL+o+YCqg2VZ+2o8F50bHPh/eaTRZ/G88Gi0zkwMdcT/Yg8Y4yItiXRQuWcQAuibUDZzcsyVQ3HpKCkT3emfD4F7ixN7hWtIEns3H4NohvOv64OYE315qfxm6903pb022QNZR85eBT79WGtYN5ZIWa5psTtp0wveG760AAuS5E59LD31cApA6XNZS06aDOWxSaWlv9O1Q0AzW0ilR+EPvs0AKbBbqRDSYtMbnsU+kXFZ2wBQPwCCNT0BGaJviZZNuSwowrEjyqq4N3ECW4lIOmSHV0SjlsFY+axydno7elpO9lz19rWfo5bF9yXN7+ry+lKe9zboKtD7Sm1jtmI2kZd8oeoUpkDNmzBjs3LkTq1evxs9//nNUVlYiOzsb06ZNw/r163Vfc+mll+L222/H0qVL0dHRgQULFuCee+7BfffdBwAwmUyoq6vD1VdfjerqamRlZeGKK67A/fffDwBwOBxYsmQJysvLkZqaivnz57uD3Xl5efjoo4+wcuVKzJ07Fx0dHSgsLMT8+fN9ZlN5S0tLwzvvvIMlS5Zg2rRpyMrKwqpVq3DjjTcG/wuj8PMXqE7Mkg0+j30se4p0tkl7s3BW999Qw3GZpZ2WL8vFmS2e9zHAtc/XCVkvPdABU4G2H6Ntn49wB5lDLVbrJkSRIsryEAbQNaFu4KQVyLqelbuAlCmejUQVgKMfSOGcPtKzc7U1TdZGayiXwt17ffC+9lL3tibbQG7K7HHAN272vHfLSf83fG8FUGYxcHgTYFsHZJ4howO8G/1mi/T829s9I/W9DebSKVH2Qyciinpa47O+XDbkdtgBk2vZM3u7lKnmBClfLUkyYrzttJR1XRu4gSzFlZAhm22e3CtTvB02zyg0paQjPHm4dBoHUvYMdiC1p8/rS3k6mKPmYrFjNpaXfaPBFaZAzogRI/Dkk0/iySef9HtM1w1H165di7Vr1/o8pm1ObbFY8NJLL/l9ryeeeKLH8ykuLsYrr7zSy1n7mjRpEj744IM+vYaiVE+B6pZaWQ7lrMtkZpq/35CtWTbvzJkgs5+1WWju5UobJdA96ht9+/3Favsx1oPMsVg3IYokUZSHMICuCXUDx7swb6ryFOYdLTLKTTnkpnH3bhukwVp/THb8VgYZAdffXupQ3pR9ee+eCiCjUUacJ+dKBaXriDlrmlReOhpl5IC3cCydEkU/dCKimJA9Dph1swR/d/8VaG9wTam2SN7r6PDanFpJx7TejKBAl+IquRj47GnXmuGnpHxyeu31kXWGNIADKXsGO5Da0+f1pTyN1VFzgyXWl32jwcVADlHvBhqo1srPuHggf7osUdZa55lBnpAhy7fl9mN/mFhtPzJvIqKBiJI8hAF0zWA0cPwV5mO/IxuVtdTKlGrvXvL8adJD3nYaaK4cWC91KG/KYL13T9cBkFGFKbmyOZzBFP6lU6Lkh05EFDOyxwHz1wDDJwBb/1vKR5MZ6OxwdTgrz/4e067VLysDDQprs6zM8cDBd6RT25IsgfS0fCmnAy17BjuQGszyNFZHzQ2GobDsGxFRpBlIoNqn/Bwv+4h1NMiSqiYL0HgCyJ/S//Ka7UcioqjEALpmsBo4/grzuoP+G6ax2EvtT2/XIWM0UDxPdkZnI56IaGgyGoFzrgZGngt8/oKUB8ohDdv0AqBkPlB0Qc9lZaBB4exxwLwHgJJ5wP5/ScPZ4Nqori9lz2AHUoNdnsbqqLnBwA4IIqLB199AtW75mQzAVX4mZ7Hjk4hoCDKorovWRaDGxkakpaWhoaEBqak6056D6eT+7muFZ5cMTgPH6WTDVNPbdeB3RUQxYlDLuEEw6OkZaHnQl9cHo+wZ7HoGy9PIwe96SGpvb8eRI0dQVFSE+Pj4cJ8O9aKn68XyeogJZ1yAiIgGJBRlHEegdxXOEVaczuXR23Xgd0VERMDAy4O+vD4YZc9g1zNYnkYOftdDmtPpDPcpUACiYGwZDRbOvCIiIi8MoOthAycy8DoQEVEsGuzyjeUpUdhYLBYYjUacOHEC2dnZsFgsMHTdk4AiglIKJ0+ehMFgQFxcXO8voNjH8pOIiFwYQCciIiIiIgoBo9GIoqIiVFZW4sSJE+E+HeqFwWDAyJEjYTKZwn0qREREFEEYQCciIiIiIgoRi8WCUaNGwW63w+FwhPt0qAdxcXEMnhMREVE3DKATERERERGFkLYsCJcGISIiIoo+3AGDiIiIiIiIiIiIiEgHA+hERERERERERERERDoYQCciIiIiIiIiIiIi0hEVa6ArpQAAjY2NYT4TIiKi4NLKNq2si3Yss4mIKBaxvCYiIooOoSizoyKA3tTUBAAoKCgI85kQERGFRlNTE9LS0sJ9GgPGMpuIiGIZy2siIqLoEMwy26CioAvd6XTixIkTSElJgcFgCPfpDJrGxkYUFBTg+PHjSE1NDffpDBqme2ilGxi6aR+q6QaGbtr10q2UQlNTE/Ly8mA0Rv/Kat5ldlNTU8xc51i6Z5mWyBMr6QCYlkjFtAxcLJfX/trYsXTfBIppjv00D7X0AkMvzUMtvQDT3DXNoSizo2IEutFoxMiRI8N9GmGTmpo6ZH4A3pjuoWeopn2ophsYumnvmu5YGMmm8S6ztQZ5LF1npiUyxUpaYiUdANMSqZiWgYnV8ro3sXTfBIppjn1DLb3A0EvzUEsvwDR7C3aZHf1d50REREREREREREREIcAAOhERERERERERERGRDgbQI5jVasW9994Lq9Ua7lMZVEz30Eo3MHTTPlTTDQzdtA+1dMdSepmWyBQraYmVdABMS6RiWqg/huJ3zTTHvqGWXmDopXmopRdgmgdDVGwiSkREREREREREREQ02DgCnYiIiIiIiIiIiIhIBwPoREREREREREREREQ6GEAnIiIiIiIiIiIiItLBADoRERERERERERERkQ4G0ImIiIiIiIiIiIiIdDCAHmHuu+8+GAwGnz/jx48P92mFxPvvv49LLrkEeXl5MBgMeO2113yeV0ph1apVGDFiBBISEjBnzhwcPHgwPCcbRL2l+yc/+Um3e2D+/PnhOdkgWrNmDc4991ykpKQgJycHl19+Ofbv3+9zTHt7O5YsWYLMzEwkJydj4cKFqK6uDtMZB08gaf/2t7/d7brfdNNNYTrj4Fi/fj0mTZqE1NRUpKamYtasWXjzzTfdz8fq9e4t3bF4rf1Zt24dRo8ejfj4eMycOROfffZZuE+pV7FSNsVSnhurecmDDz4Ig8GAZcuWuR+LprT0VmeNprRUVFTgP//zP5GZmYmEhARMnDgR27dvdz8fLb/70aNHd7smBoMBS5YsARBd18ThcOCee+5BUVEREhISMHbsWPzmN7+BUsp9TLRcl2gWjeW4nmDVxcvKyrBgwQIkJiYiJycHK1asgN1uH8ykBCwYeXQ0pbe3/C8Wrm8w6qinTp3C4sWLkZqaivT0dPz0pz9Fc3OzzzFffPEFzjvvPMTHx6OgoABr164NddJ09ZTezs5OrFy5EhMnTkRSUhLy8vJw9dVX48SJEz7voXdfPPjggz7HREp6geDEiqLpGgO9p1nvd20wGPDwww+7jxms68wAegSaMGECKisr3X8+/PDDcJ9SSLS0tGDy5MlYt26d7vNr167F448/jqeeegqffvopkpKSMG/ePLS3tw/ymQZXb+kGgPnz5/vcAy+99NIgnmFobNmyBUuWLMEnn3yCjRs3orOzE3PnzkVLS4v7mNtvvx3//Oc/8be//Q1btmzBiRMncMUVV4TxrIMjkLQDwA033OBz3cNZkAXDyJEj8eCDD2LHjh3Yvn07vvvd7+Kyyy7Dl19+CSB2r3dv6QZi71rrefnll7F8+XLce++92LlzJyZPnox58+ahpqYm3KfWo1gpm2Ipz43FvGTbtm14+umnMWnSJJ/Hoy0tPdVZoyUtp0+fxuzZsxEXF4c333wTX331FR555BEMGzbMfUy0/O63bdvmcz02btwIALjyyisBRM81AYCHHnoI69evx5NPPom9e/fioYcewtq1a/HEE0+4j4mW6xKtorUc1xOMurjD4cCCBQtgs9nw8ccf409/+hOef/55rFq1arCTE7CB5NHRlt7e8j8g+q9vMOqoixcvxpdffomNGzfi9ddfx/vvv48bb7zR/XxjYyPmzp2LwsJC7NixAw8//DDuu+8+/OEPfwh5+rrqKb2tra3YuXMn7rnnHuzcuROvvPIK9u/fj0svvbTbsb/+9a99rvstt9zifi6S0gsEJ1YUTdcY6D3N3mmtrKzEs88+C4PBgIULF/ocNyjXWVFEuffee9XkyZPDfRqDDoB69dVX3f93Op1q+PDh6uGHH3Y/Vl9fr6xWq3rppZfCcIah0TXdSil1zTXXqMsuuyws5zOYampqFAC1ZcsWpZRc37i4OPW3v/3NfczevXsVALV169ZwnWZIdE27UkpdcMEF6rbbbgvfSQ2SYcOGqT/+8Y9D6nor5Um3UkPnWs+YMUMtWbLE/X+Hw6Hy8vLUmjVrwnhWfRNLZVOs5bnRnJc0NTWp4uJitXHjRp/8INrS0lOdNZrSsnLlSvWtb33L7/PR/Lu/7bbb1NixY5XT6Yyqa6KUUgsWLFDXXXedz2NXXHGFWrx4sVIquq9LtIiFctyf/tTF//Wvfymj0aiqqqrcj61fv16lpqaqjo6OUJ5uvww0j4629Hblnf8pFXvXtz911K+++koBUNu2bXMf8+abbyqDwaAqKiqUUkr993//txo2bJhPmleuXKnGjRsX4hT1TC9u0tVnn32mAKhjx465HyssLFSPPfaY39dEanqV6l+sKJqvsVKBXefLLrtMffe73/V5bLCuM0egR6CDBw8iLy8PY8aMweLFi1FWVhbuUxp0R44cQVVVFebMmeN+LC0tDTNnzsTWrVvDeGaDY/PmzcjJycG4ceNw8803o66uLtynFHQNDQ0AgIyMDADAjh070NnZ6XPNx48fj1GjRsXcNe+ads0LL7yArKwsnH322bjrrrvQ2toajtMLCYfDgQ0bNqClpQWzZs0aMte7a7o1sXytAcBms2HHjh0+19doNGLOnDlRfX2juWyKlTw3FvKSJUuWYMGCBT7nDETnNfFXZ42mtPzf//0fpk+fjiuvvBI5OTmYOnUqnnnmGffz0fq7t9ls+Mtf/oLrrrsOBoMhqq4JAHzzm9/Epk2bcODAAQDArl278OGHH+Kiiy4CEL3XJVrEajmu6U9dfOvWrZg4cSJyc3Pdj82bNw+NjY0+swwjyUDy6GhMr6Zr/qeJtevrLZA8cevWrUhPT8f06dPdx8yZMwdGoxGffvqp+5jzzz8fFovFfcy8efOwf/9+nD59epBS0z8NDQ0wGAxIT0/3efzBBx9EZmYmpk6diocffthnWZ5oTG9PsaJYv8bV1dV444038NOf/rTbc4Nxnc0DO30KtpkzZ+L555/HuHHjUFlZifvvvx/nnXce9uzZg5SUlHCf3qCpqqoCAJ8CTPu/9lysmj9/Pq644goUFRXh8OHD+OUvf4mLLroIW7duhclkCvfpBYXT6cSyZcswe/ZsnH322QDkmlsslm4FXqxdc720A8CPfvQjFBYWIi8vD1988QVWrlyJ/fv345VXXgnj2Q7c7t27MWvWLLS3tyM5ORmvvvoqzjrrLJSWlsb09faXbiB2r7W32tpaOBwO3Tx83759YTqrgYvWsikW8txYyUs2bNiAnTt3Ytu2bd2ei7Zr0lOdNZrS8vXXX2P9+vVYvnw5fvnLX2Lbtm249dZbYbFYcM0110Tt7/61115DfX09fvKTnwCIvvvrzjvvRGNjI8aPHw+TyQSHw4HVq1dj8eLFAKI3P44WsVqOA/2vi1dVVel+H9pzkWageXS0pddb1/wPiL3r21UgeWJVVRVycnJ8njebzcjIyPA5pqioqNt7aM95L28WSdrb27Fy5UosWrQIqamp7sdvvfVWnHPOOcjIyMDHH3+Mu+66C5WVlXj00UcBRF96e4sVxfI1BoA//elPSElJ6bb83GBdZwbQI4w2qgIAJk2ahJkzZ6KwsBB//etfdXtZKPb88Ic/dP974sSJmDRpEsaOHYvNmzfjwgsvDOOZBc+SJUuwZ8+emF3fvyf+0u69LtnEiRMxYsQIXHjhhTh8+DDGjh072KcZNOPGjUNpaSkaGhrwv//7v7jmmmuwZcuWcJ9WyPlL91lnnRWz15oiVyzkubGQlxw/fhy33XYbNm7ciPj4+HCfzoD1VGdNSEgI45n1jdPpxPTp0/HAAw8AAKZOnYo9e/bgqaeewjXXXBPms+u///mf/8FFF12EvLy8cJ9Kv/z1r3/FCy+8gBdffBETJkxAaWkpli1bhry8vKi+LhR+Q6UuHit5dH/o5X+xdn3Jo7OzEz/4wQ+glML69et9nlu+fLn735MmTYLFYsF//dd/Yc2aNbBarYN9qgM2FGJFPXn22WexePHibvXowbrOXMIlwqWnp6OkpASHDh0K96kMquHDhwNAt53Aq6ur3c8NFWPGjEFWVlbM3ANLly7F66+/jvfeew8jR450Pz58+HDYbDbU19f7HB9L19xf2vXMnDkTAKL+ulssFpxxxhmYNm0a1qxZg8mTJ+P3v/99zF9vf+nWEyvX2ltWVhZMJlPM5eHRWDbFSp4bC3nJjh07UFNTg3POOQdmsxlmsxlbtmzB448/DrPZjNzc3KhJix7vOms0XZcRI0a4ZwhpzjzzTPdSB9H4uz927Bj+/e9/4/rrr3c/Fk3XBABWrFiBO++8Ez/84Q8xceJE/PjHP8btt9+ONWvWAIjO6xJNYrUcH0hdfPjw4brfh/ZcpOtrHh2t6dXL//TE2vUNJE8cPnx4t02A7XY7Tp06FbXXXQueHzt2DBs3bvQZfa5n5syZsNvtOHr0KIDoS29XXWNFsXiNNR988AH279/f628bCN11ZgA9wjU3N+Pw4cMYMWJEuE9lUBUVFWH48OHYtGmT+7HGxkZ8+umnPusIDwXl5eWoq6uL+ntAKYWlS5fi1VdfxbvvvtttCs20adMQFxfnc83379+PsrKyqL/mvaVdT2lpKQBE/XXvyul0oqOjI6avtx4t3Xpi8VpbLBZMmzbN5/o6nU5s2rQpqq9vNJVNsZ7nRmNecuGFF2L37t0oLS11/5k+fToWL17s/ne0pEWPd501mq7L7NmzsX//fp/HDhw4gMLCQgDR9bvXPPfcc8jJycGCBQvcj0XTNQGA1tZWGI2+TVWTyQSn0wkgOq9LNIm1cjwYdfFZs2Zh9+7dPsEpLWDXtRMuEvU1j47W9Orlf3pi7foGkifOmjUL9fX12LFjh/uYd999F06n092hMGvWLLz//vvo7Ox0H7Nx40aMGzcu4pb20ILnBw8exL///W9kZmb2+prS0lIYjUb3MifRlF49XWNFsXaNvf3P//wPpk2bhsmTJ/d6bMiuc5+2HKWQ+/nPf642b96sjhw5oj766CM1Z84clZWVpWpqasJ9akHX1NSkPv/8c/X5558rAOrRRx9Vn3/+uXvX5AcffFClp6erf/zjH+qLL75Ql112mSoqKlJtbW1hPvOB6SndTU1N6he/+IXaunWrOnLkiPr3v/+tzjnnHFVcXKza29vDfeoDcvPNN6u0tDS1efNmVVlZ6f7T2trqPuamm25So0aNUu+++67avn27mjVrlpo1a1YYzzo4ekv7oUOH1K9//Wu1fft2deTIEfWPf/xDjRkzRp1//vlhPvOBufPOO9WWLVvUkSNH1BdffKHuvPNOZTAY1DvvvKOUit3r3VO6Y/Va69mwYYOyWq3q+eefV1999ZW68cYbVXp6uqqqqgr3qfUoVsqmWMpzYzkvueCCC9Rtt93m/n80paW3Omu0pOWzzz5TZrNZrV69Wh08eFC98MILKjExUf3lL39xHxMtv3ullHI4HGrUqFFq5cqV3Z6LlmuilFLXXHONys/PV6+//ro6cuSIeuWVV1RWVpa644473MdE03WJRtFajusJRl3cbrers88+W82dO1eVlpaqt956S2VnZ6u77rorXMnq0UDz6GhLr1L+879Yub7BqKPOnz9fTZ06VX366afqww8/VMXFxWrRokXu5+vr61Vubq768Y9/rPbs2aM2bNigEhMT1dNPPx1R6bXZbOrSSy9VI0eOVKWlpT6/646ODqWUUh9//LF67LHHVGlpqTp8+LD6y1/+orKzs9XVV18dkentLc2Bxoqi6Ror1ft9rZRSDQ0NKjExUa1fv77b6wfzOjOAHmGuuuoqNWLECGWxWFR+fr666qqr1KFDh8J9WiHx3nvvKQDd/lxzzTVKKaWcTqe65557VG5urrJarerCCy9U+/fvD+9JB0FP6W5tbVVz585V2dnZKi4uThUWFqobbrghKiuqXemlGYB67rnn3Me0tbWpn/3sZ2rYsGEqMTFRfe9731OVlZXhO+kg6S3tZWVl6vzzz1cZGRnKarWqM844Q61YsUI1NDSE98QH6LrrrlOFhYXKYrGo7OxsdeGFF7oDXkrF7vXuKd2xeq39eeKJJ9SoUaOUxWJRM2bMUJ988km4T6lXsVI2xVKeG8t5SdcAejSlpbc6azSl5Z///Kc6++yzldVqVePHj1d/+MMffJ6Plt+9Ukq9/fbbCoDu+UXTNWlsbFS33XabGjVqlIqPj1djxoxRd999tzswolR0XZdoFY3luJ5g1cWPHj2qLrroIpWQkKCysrLUz3/+c9XZ2RmGFPUuGHl0NKVXKf/5X6xc32DUUevq6tSiRYtUcnKySk1NVddee61qamryOWbXrl3qW9/6lrJarSo/P189+OCDg5VEHz2l98iRI35/1++9955SSqkdO3aomTNnqrS0NBUfH6/OPPNM9cADD3QbmBgp6VUqOLGiaLrGSvV+Xyul1NNPP60SEhJUfX19t9cP5nU2KKVU4OPViYiIiIiIiIiIiIiGBq6BTkRERERERERERESkgwF0IiIiIiIiIiIiIiIdDKATEREREREREREREelgAJ2IiIiIiIiIiIiISAcD6EREREREREREREREOhhAJyIiIiIiIiIiIiLSwQA6EREREREREREREZEOBtCJiIiIiIiIiIiIiHQwgE5EREREREREREREpIMBdCIiIiIiIiIiIiIiHQygExERERERERERERHp+P8BL/7IurHVrZ4AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Fusion temporaire pour les visualisations\n",
"train_data = X_train.copy()\n",
"train_data['Classification'] = y_train\n",
"\n",
"variables = X_train.columns.tolist()\n",
"n_cols = 3\n",
"n_rows = int(np.ceil(len(variables) / n_cols))\n",
"\n",
"\n",
"# Histogrammes\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, col in enumerate(variables):\n",
" for classe in y_train.unique():\n",
" axes[i].hist(X_train[y_train == classe][col], bins=30, alpha=0.5, label=f\"Classe {classe}\")\n",
" axes[i].set_title(f\"{col} selon la classe\")\n",
" axes[i].legend()\n",
" \n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Histogrammes par classe (avant tranformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n",
"\n",
"# Boxplots\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, col in enumerate(variables):\n",
" sns.boxplot(x=y_train, y=X_train[col], ax=axes[i])\n",
" axes[i].set_title(f\"Boxplot de {col}\")\n",
" axes[i].set_xlabel(\"Classe\")\n",
" axes[i].set_ylabel(col)\n",
"\n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Boxplots par classe (avant tranformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n",
"\n",
"# Scatter plots\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, col in enumerate(variables):\n",
" for classe in y_train.unique():\n",
" axes[i].scatter(\n",
" X_train[y_train == classe][col],\n",
" np.random.normal(loc=classe, scale=0.02, size=X_train[y_train == classe][col].shape),\n",
" alpha=0.5,\n",
" label=f\"Classe {classe}\"\n",
" )\n",
" axes[i].set_title(f\"{col} (scatter jittered)\")\n",
" axes[i].legend()\n",
"\n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Scatter plots (jittered) par classe (avant tranformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "066377f6",
"metadata": {},
"source": [
"Afin de mieux comprendre les différences entre les patientes malades (`Classe 1`) et les patientes saines (`Classe 0`), nous avons représenté les distributions des variables explicatives en les segmentant par classe. Trois types de visualisations complémentaires ont été produits : histogrammes, boxplots et scatter plots jittered.\n",
"\n",
"### Histogrammes par classe\n",
"\n",
"Les histogrammes permettent d'observer la distribution des valeurs au sein de chaque classe. Plusieurs variables présentent des décalages notables entre les deux groupes, notamment :\n",
"- **Age** : les patientes malades ont tendance à être légèrement plus âgées.\n",
"- **Resistin**, **MCP.1** et **Adiponectin** semblent présenter des décalages de densité entre les deux classes, suggérant un potentiel pouvoir discriminant.\n",
"- À l'inverse, des variables comme **BMI** ou **Leptin** montrent une forte superposition entre les classes.\n",
"\n",
"Ces observations qualitatives suggèrent que certaines variables pourraient être informatives, mais **aucune ne permet à elle seule une séparation nette**.\n",
"\n",
"### Boxplots par classe\n",
"\n",
"Les boxplots permettent une évaluation visuelle plus précise des différences de distribution :\n",
"- La majorité des variables présentent une **forte dispersion** avec de nombreux **outliers** visibles dans les deux classes, en particulier pour `Insulin`, `Leptin` et `MCP.1`.\n",
"- **Les médianes sont proches**, mais on note quelques différences de tendance (ex. `Resistin` plus élevée pour la classe 1).\n",
"\n",
"Ces éléments indiquent une **variance importante intra-classe**, ce qui pourrait affecter les performances de modèles sensibles aux échelles non standardisées.\n",
"\n",
"### Scatter plots (jittered)\n",
"\n",
"Ces visualisations montrent explicitement la séparation verticale entre les classes (0 ou 1) :\n",
"- Aucune variable seule ne suffit à séparer totalement les classes.\n",
"- Certains regroupements apparaissent (ex. des valeurs faibles de `Insulin`, `HOMA`, `Adiponectin` associées à la classe 0), mais avec un **chevauchement significatif**.\n",
"\n",
"---\n",
"\n",
"### Bilan de lanalyse exploratoire\n",
"\n",
"- Les variables semblent contenir **un signal partiel**, mais nécessiteront dêtre **combinées dans un modèle multivarié** pour exploiter au mieux les interactions.\n",
"- La présence d**outliers**, de **distributions asymétriques** et de **valeurs sur des échelles très différentes** justifie :\n",
" - une **standardisation préalable** des variables,\n",
" - et éventuellement une **transformation** logarithmique pour certaines (ex. `Insulin`, `Leptin`, `HOMA`).\n",
"- Enfin, la forte **superposition inter-classe** implique que la séparation linéaire pourrait être limitée, ce qui motivera lusage de modèles non linéaires.\n",
"\n",
"Cette étape exploratoire permet donc de motiver rigoureusement les choix de **prétraitement** et de **modélisation supervisée** qui suivront.\n"
]
},
{
"cell_type": "markdown",
"id": "09e7c056",
"metadata": {},
"source": [
"# Étape 4 — Matrice de corrélation et scatter matrix (train uniquement)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "9ff82466",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 81 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pandas.plotting import scatter_matrix\n",
"# Matrice de corrélation (sur les données d'entraînement)\n",
"corr_matrix = X_train.corr()\n",
"\n",
"plt.figure(figsize=(10, 8))\n",
"sns.heatmap(corr_matrix, annot=True, fmt=\".2f\", cmap='coolwarm', square=True)\n",
"plt.title(\"Matrice de corrélation (X_train)\")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# DataFrame combiné pour visualisation colorée\n",
"X_train_visu = X_train.copy()\n",
"X_train_visu['Classification'] = y_train.values\n",
"\n",
"# Scatter matrix colorée\n",
"scatter_matrix(X_train_visu.drop(columns='Classification'),\n",
" figsize=(12, 8),\n",
" diagonal='kde',\n",
" c=X_train_visu['Classification'],\n",
" cmap='coolwarm',\n",
" alpha=0.7)\n",
"plt.suptitle(\"Matrice de dispersion colorée (X_train)\", y=1.02)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "a358c6aa",
"metadata": {},
"source": [
"Afin dexaminer la redondance potentielle entre les variables et danticiper les risques de multicolinéarité, nous avons étudié les relations linéaires entre les variables explicatives à laide de deux outils complémentaires :\n",
"\n",
"### Matrice de corrélation\n",
"\n",
"La matrice de corrélation permet didentifier les relations linéaires entre les variables continues. On observe notamment :\n",
"\n",
"- Une **corrélation très forte** entre `Insulin` et `HOMA` (ρ ≈ 0.93), ce qui est attendu puisque HOMA est une fonction de linsuline et de la glycémie (`HOMA = (Glucose × Insulin) / 405`).\n",
"- Des corrélations modérées entre :\n",
" - `Glucose` et `HOMA` (ρ ≈ 0.70),\n",
" - `BMI` et `Leptin` (ρ ≈ 0.60).\n",
"- Les autres paires présentent des corrélations relativement faibles (ρ < 0.4), ce qui suggère que **la majorité des variables apportent une information complémentaire**.\n",
"\n",
"Cette analyse nous incite à envisager éventuellement une **réduction de dimension** ou une **sélection de variables**, en particulier si certaines méthodes sont sensibles à la colinéarité (ex. régression logistique).\n",
"\n",
"### Matrice de dispersion colorée\n",
"\n",
"La scatter matrix, colorée selon la classe (`Classification`), donne une vision globale des interactions deux-à-deux entre variables, tout en mettant en évidence les regroupements selon la classe.\n",
"\n",
"- On note un **chevauchement significatif** entre les deux classes dans la majorité des projections planes.\n",
"- Quelques combinaisons de variables, comme (`Resistin`, `MCP.1`) ou (`Adiponectin`, `HOMA`), montrent des séparations partielles entre les classes, sans pour autant être suffisantes pour une séparation nette.\n",
"\n",
"---\n",
"\n",
"### Conclusion de cette étape\n",
"\n",
"- Il nexiste pas de **séparation linéaire évidente** entre les deux classes sur les paires de variables.\n",
"- La structure du jeu de données suggère que des méthodes multivariées pourront tirer profit de **relations complexes**, éventuellement **non linéaires**.\n",
"- La **standardisation** sera nécessaire avant dappliquer certaines méthodes sensibles aux échelles (SVM, k-NN, PCA...).\n",
"\n",
"Nous passons maintenant à létape de prétraitement (standardisation des données), avant de comparer différentes méthodes dapprentissage supervisé.\n"
]
},
{
"cell_type": "markdown",
"id": "556f426b",
"metadata": {},
"source": [
"# Étape 5 — Transformation logarithmique "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "af21af16",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Liste des variables à transformer (asymétriques)\n",
"variables_log = ['Insulin', 'HOMA', 'MCP.1', 'Resistin']\n",
"\n",
"# Comparaison avant / après (1 figure par variable)\n",
"for col in variables_log:\n",
" fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
"\n",
" # Avant transformation\n",
" axes[0].hist(X_train[col], bins=30, alpha=0.6, color='salmon', edgecolor='black')\n",
" axes[0].set_title(f\"{col} (avant transformation)\")\n",
" axes[0].set_xlabel(col)\n",
" axes[0].set_ylabel(\"Fréquence\")\n",
"\n",
" # Après transformation log1p\n",
" transformed = np.log1p(X_train[col])\n",
" axes[1].hist(transformed, bins=30, alpha=0.6, color='steelblue', edgecolor='black')\n",
" axes[1].set_title(f\"{col} après transformation log({col} + 1)\")\n",
" axes[1].set_xlabel(f\"log1p({col})\")\n",
" axes[1].set_ylabel(\"Fréquence\")\n",
"\n",
" plt.suptitle(f\"Comparaison avant / après transformation : {col}\", fontsize=14)\n",
" plt.tight_layout(rect=[0, 0, 1, 0.93])\n",
" plt.show()\n",
"\n",
"# Application de la transformation à X_train\n",
"X_train_transformed = X_train.copy()\n",
"for col in variables_log:\n",
" X_train_transformed[col + '_log'] = np.log1p(X_train[col])\n",
"X_train_transformed = X_train_transformed.drop(columns=variables_log)\n",
"\n",
"# Mise à jour des features transformées\n",
"features = X_train_transformed.columns.tolist()\n",
"\n",
"# Fusion avec y_train pour faciliter les visualisations\n",
"train_data2 = X_train_transformed.copy()\n",
"train_data2['Classification'] = y_train.values\n",
"\n",
"# Histogrammes par classe\n",
"n_cols = 3\n",
"n_rows = int(np.ceil(len(features) / n_cols))\n",
"\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, col in enumerate(features):\n",
" for classe in [0, 1]:\n",
" axes[i].hist(train_data2[train_data2['Classification'] == classe][col], \n",
" bins=30, alpha=0.5, label=f\"Classe {classe}\")\n",
" axes[i].set_title(f\"{col} selon la classe\")\n",
" axes[i].legend()\n",
"\n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Histogrammes par classe (après transformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n",
"\n",
"# Boxplots par classe\n",
"\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, col in enumerate(features):\n",
" sns.boxplot(x='Classification', y=col, data=train_data2, ax=axes[i])\n",
" axes[i].set_title(f\"Boxplot de {col}\")\n",
" axes[i].set_xlabel(\"Classe\")\n",
" axes[i].set_ylabel(col)\n",
"\n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Boxplots par classe (après transformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n",
"\n",
"# Scatter plots jittered par classe\n",
"\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, col in enumerate(features):\n",
" for classe in [0, 1]:\n",
" values = train_data2[train_data2['Classification'] == classe][col]\n",
" jittered_y = np.random.normal(loc=classe, scale=0.02, size=values.shape)\n",
" axes[i].scatter(values, jittered_y, alpha=0.5, label=f\"Classe {classe}\")\n",
" axes[i].set_title(f\"{col} (scatter jittered)\")\n",
" axes[i].legend()\n",
"\n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Scatter plots (jittered) par classe (après transformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "c582a520",
"metadata": {},
"source": [
"\n",
"### Objectif\n",
"\n",
"L'analyse exploratoire initiale a révélé une **asymétrie marquée** (distribution fortement étalée à droite) pour plusieurs variables : `Insulin`, `HOMA`, `MCP.1` et `Resistin`. \n",
"Ces distributions comportaient de nombreuses valeurs extrêmes susceptibles de nuire à lapprentissage de certains modèles (régression logistique, k-NN, SVM...) sensibles aux écarts de grandeur ou à la non-normalité.\n",
"\n",
"Afin de rendre ces distributions plus symétriques et de réduire limpact des valeurs extrêmes, nous avons appliqué une **transformation logarithmique** de type `log(x + 1)` à laide de la fonction `np.log1p`.\n",
"\n",
"---\n",
"\n",
"### Comparaison avant / après transformation\n",
"\n",
"Pour chaque variable transformée, nous avons comparé la distribution **avant et après transformation** à laide dun histogramme :\n",
"\n",
"- On observe que les longues traînes à droite sont **fortement atténuées**.\n",
"- Les distributions deviennent **plus compactes, moins asymétriques** et souvent plus proches dune forme gaussienne.\n",
"- Cela améliore lhomogénéité du jeu de données et facilite les étapes de **standardisation** ultérieures.\n",
"\n",
"Ces figures constituent une **justification visuelle explicite** de lintérêt de la transformation logarithmique.\n",
"\n",
"---\n",
"\n",
"### Mise à jour du jeu de données\n",
"\n",
"Les nouvelles variables transformées (`Insulin_log`, `HOMA_log`, `MCP.1_log`, `Resistin_log`) ont été ajoutées au jeu de données, et les anciennes supprimées pour éviter toute redondance.\n",
"\n",
"---\n",
"\n",
"### Visualisation des variables transformées par classe\n",
"\n",
"Afin dobserver leffet de cette transformation sur la répartition des valeurs dans les deux classes (malade / sain), nous avons reproduit plusieurs visualisations sur les variables transformées :\n",
"\n",
"#### • Histogrammes par classe \n",
"Ces histogrammes permettent de visualiser les densités relatives dans chaque classe, après transformation. \n",
"On constate que certaines variables, notamment `Insulin_log` et `Resistin_log`, présentent toujours des différences de densité entre les classes, mais avec une **distribution beaucoup plus régulière**.\n",
"\n",
"#### • Boxplots par classe \n",
"La transformation log réduit clairement l'impact des **outliers visibles** dans les boxplots. \n",
"Les médianes sont plus représentatives et les intervalles interquartiles moins éclatés.\n",
"\n",
"#### • Scatter plots jittered \n",
"Ces visualisations montrent que les points restent bien séparés verticalement entre les classes 0 et 1, tout en bénéficiant dune **distribution horizontale plus contrôlée**, ce qui est favorable aux modèles à base de distance.\n",
"\n",
"---\n",
"\n",
"### Conclusion\n",
"\n",
"Lapplication de la transformation logarithmique a permis de :\n",
"- Réduire les effets des valeurs extrêmes,\n",
"- Stabiliser la variance,\n",
"- Améliorer la structure géométrique du jeu de données en vue de la standardisation et de l'apprentissage.\n",
"\n",
"Ces transformations constituent une **étape essentielle du pipeline de prétraitement** avant la construction des modèles.\n"
]
},
{
"cell_type": "markdown",
"id": "184a592b",
"metadata": {},
"source": [
"# Étape 6 — Standardisation (StandardScaler)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4b77fbe5",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Age</th>\n",
" <td>1.037817e-16</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BMI</th>\n",
" <td>-8.447349e-17</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glucose</th>\n",
" <td>1.995309e-16</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Leptin</th>\n",
" <td>6.033821e-17</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Adiponectin</th>\n",
" <td>1.436049e-16</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Insulin_log</th>\n",
" <td>2.292852e-16</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HOMA_log</th>\n",
" <td>-3.891814e-16</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MCP.1_log</th>\n",
" <td>-7.406515e-16</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Resistin_log</th>\n",
" <td>-1.680419e-16</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean std\n",
"Age 1.037817e-16 1.005479\n",
"BMI -8.447349e-17 1.005479\n",
"Glucose 1.995309e-16 1.005479\n",
"Leptin 6.033821e-17 1.005479\n",
"Adiponectin 1.436049e-16 1.005479\n",
"Insulin_log 2.292852e-16 1.005479\n",
"HOMA_log -3.891814e-16 1.005479\n",
"MCP.1_log -7.406515e-16 1.005479\n",
"Resistin_log -1.680419e-16 1.005479"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"# Initialisation du scaler\n",
"scaler = StandardScaler()\n",
"\n",
"# Entraînement du scaler sur le jeu transformé\n",
"X_train_scaled = pd.DataFrame(\n",
" scaler.fit_transform(X_train_transformed),\n",
" columns=X_train_transformed.columns,\n",
" index=X_train_transformed.index\n",
")\n",
"\n",
"X_train_scaled.describe().T[['mean', 'std']]\n"
]
},
{
"cell_type": "markdown",
"id": "3e525eb2",
"metadata": {},
"source": [
"### Objectif\n",
"\n",
"Après transformation logarithmique des variables asymétriques, nous appliquons une **standardisation** à lensemble des variables explicatives du jeu dentraînement. \n",
"Cette étape vise à **mettre toutes les variables sur une même échelle**, en les centrant autour de 0 et en les réduisant à une variance unitaire.\n",
"\n",
"La standardisation est particulièrement importante pour les modèles sensibles aux distances ou aux écarts déchelle, tels que :\n",
"- la régression logistique (convergence plus stable),\n",
"- le SVM,\n",
"- les k plus proches voisins (k-NN),\n",
"- les méthodes de régularisation (Ridge, Lasso),\n",
"- ou encore les techniques de réduction de dimension (PCA, etc.).\n",
"\n",
"---\n",
"### Méthode\n",
"\n",
"La transformation utilisée est la standardisation classique (Z-score), via la formule :\n",
"\n",
"$$\n",
"X^{(i)}_{\\text{std}} = \\frac{X^{(i)} - \\mu^{(i)}}{\\sigma^{(i)}}\n",
"$$\n",
"\n",
"où \\( \\mu^{(i)} \\) et \\( \\sigma^{(i)} \\) désignent respectivement la moyenne et lécart-type de la variable \\( X^{(i)} \\) sur lensemble dentraînement.\n",
"\n",
"Nous utilisons loutil `StandardScaler` de `scikit-learn`, appliqué uniquement sur les données dentraînement (`fit_transform`) pour éviter toute fuite dinformation.\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "d374b93f",
"metadata": {},
"source": [
"# Étape 7 — Préparation de X_test"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "28a4ffe0",
"metadata": {},
"outputs": [],
"source": [
"# Copie de X_test\n",
"X_test_transformed = X_test.copy()\n",
"\n",
"# Appliquer les mêmes log-transforms\n",
"for col in variables_log:\n",
" X_test_transformed[col + '_log'] = np.log1p(X_test_transformed[col])\n",
"\n",
"# Supprimer les colonnes originales\n",
"X_test_transformed = X_test_transformed.drop(columns=variables_log)\n",
"\n",
"# Standardiser avec le scaler déjà entraîné sur X_train\n",
"X_test_scaled = pd.DataFrame(\n",
" scaler.transform(X_test_transformed),\n",
" columns=X_test_transformed.columns,\n",
" index=X_test_transformed.index\n",
")\n",
"\n",
"# Vérifie que les colonnes de X_test sont identiques (et dans le même ordre) à celles de X_train, pour éviter des erreurs de prédiction\n",
"if list(X_train_scaled.columns) != list(X_test_scaled.columns):\n",
" print( \"Mismatch between train and test columns\")\n"
]
},
{
"cell_type": "markdown",
"id": "c4a5689a",
"metadata": {},
"source": [
"Les transformations précédemment appliquées sur le jeu d'entraînement (logarithmisation + standardisation) doivent être reproduites **exactement à lidentique** sur le jeu de test, sans réestimer les paramètres.\n",
"\n",
"### Étapes réalisées :\n",
"1. **Transformation logarithmique** sur les mêmes variables (`Insulin`, `HOMA`, `MCP.1`, `Resistin`), via `log(x + 1)` ;\n",
"2. **Suppression des variables brutes** pour éviter la redondance ;\n",
"3. **Standardisation avec les mêmes paramètres** (`μ`, `σ`) appris sur `X_train`, à laide de `scaler.transform()`.\n",
"\n",
"Nous avons également vérifié que les **colonnes de `X_test_scaled` sont strictement les mêmes (et dans le même ordre)** que celles de `X_train_scaled`, afin de garantir la compatibilité avec les modèles dapprentissage.\n",
"\n",
"---\n",
"\n",
"Cette étape complète le pipeline de prétraitement et nous permet désormais de passer à la **modélisation supervisée**.\n"
]
},
{
"cell_type": "markdown",
"id": "5fd9b3f0",
"metadata": {},
"source": [
"# Étape 8 — Modélisation avec LogisticRegression"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "d58417ad",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Évaluation du modèle simple (régression logistique)\n",
"Accuracy : 0.792\n",
"F1-score : 0.783\n",
"\n",
"Classification report :\n",
" precision recall f1-score support\n",
"\n",
" 0 0.83 0.77 0.80 13\n",
" 1 0.75 0.82 0.78 11\n",
"\n",
" accuracy 0.79 24\n",
" macro avg 0.79 0.79 0.79 24\n",
"weighted avg 0.80 0.79 0.79 24\n",
"\n"
]
}
],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.metrics import accuracy_score, f1_score, classification_report\n",
"\n",
"# Initialisation et entraînement du modèle sans régularisation explicite\n",
"logreg_simple = LogisticRegression(random_state=42)\n",
"logreg_simple.fit(X_train_scaled, y_train)\n",
"\n",
"# Prédictions sur le jeu de test\n",
"y_pred_simple = logreg_simple.predict(X_test_scaled)\n",
"\n",
"# Évaluation des performances de base\n",
"print(\"Évaluation du modèle simple (régression logistique)\")\n",
"print(\"Accuracy :\", round(accuracy_score(y_test, y_pred_simple), 3))\n",
"print(\"F1-score :\", round(f1_score(y_test, y_pred_simple), 3))\n",
"print(\"\\nClassification report :\\n\", classification_report(y_test, y_pred_simple))\n"
]
},
{
"cell_type": "markdown",
"id": "76d3da3a",
"metadata": {},
"source": [
"Nous commençons par entraîner un modèle de régression logistique simple, sans régularisation explicite, sur les données prétraitées (après transformation log et standardisation).\n",
"\n",
"### Objectif\n",
"\n",
"Prédire la probabilité quune patiente soit atteinte dun cancer à partir des neuf variables explicatives. \n",
"La régression logistique est un modèle linéaire interprétable, particulièrement adapté pour une première approche supervisée.\n",
"\n",
"### Résultats sur le jeu de test\n",
"\n",
"Le modèle a été évalué sur lensemble de test après entraînement sur les données standardisées. Les résultats sont les suivants :\n",
"\n",
"- **Accuracy** : 0.792\n",
"- **F1-score** : 0.783\n",
"\n",
"### Détails du rapport de classification :\n",
"\n",
"| Classe | Précision | Rappel | F1-score | Support |\n",
"|--------|-----------|--------|----------|---------|\n",
"| 0 (sain) | 0.83 | 0.77 | 0.80 | 13 |\n",
"| 1 (malade) | 0.75 | 0.82 | 0.78 | 11 |\n",
"\n",
"- **Macro avg F1** : 0.79\n",
"- **Weighted avg F1** : 0.79\n",
"\n",
"Ces résultats montrent un bon équilibre entre précision et rappel, ce qui est important dans un contexte médical. \n",
"Cependant, ce modèle simple ne prend pas en compte déventuelles interactions entre variables ni doptimisation des hyperparamètres, ce qui sera abordé dans les étapes suivantes.\n",
"\n",
"---\n"
]
},
{
"cell_type": "markdown",
"id": "4b7c1cdf",
"metadata": {},
"source": [
"# Étape 9 — Validation croisée sur les données d'entraînement\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d8804f23",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Validation croisée (10 folds)\n",
"F1-score moyen : 0.696 ± 0.187\n",
"Accuracy moyen : 0.731 ± 0.175\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import cross_val_score\n",
"\n",
"# Validation croisée (10 folds) sur le modèle simple\n",
"f1_scores = cross_val_score(logreg_simple, X_train_scaled, y_train, cv=10, scoring='f1')\n",
"acc_scores = cross_val_score(logreg_simple, X_train_scaled, y_train, cv=10, scoring='accuracy')\n",
"\n",
"# Résumé\n",
"print(\"Validation croisée (10 folds)\")\n",
"print(f\"F1-score moyen : {f1_scores.mean():.3f} ± {f1_scores.std():.3f}\")\n",
"print(f\"Accuracy moyen : {acc_scores.mean():.3f} ± {acc_scores.std():.3f}\")\n",
"\n",
"# Visualisation des scores par fold\n",
"folds = range(1, len(f1_scores) + 1)\n",
"plt.figure(figsize=(8, 5))\n",
"plt.plot(folds, f1_scores, marker='o', label='F1-score')\n",
"plt.plot(folds, acc_scores, marker='s', label='Accuracy')\n",
"plt.title(\"Scores par fold (validation croisée)\")\n",
"plt.xlabel(\"Fold\")\n",
"plt.ylabel(\"Score\")\n",
"plt.ylim(0, 1)\n",
"plt.grid(True)\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "8407908d",
"metadata": {},
"source": [
"Afin d'évaluer la stabilité du modèle de régression logistique et sa capacité de généralisation, nous avons effectué une **validation croisée à 10 plis** (k-fold CV). \n",
"Deux métriques principales ont été suivies : **le F1-score** (adapté au contexte de déséquilibre de classes) et **l'accuracy** (exactitude globale).\n",
"\n",
"### Résultats de la validation croisée\n",
"\n",
"- **F1-score moyen** : 0.696 ± 0.187\n",
"- **Accuracy moyenne** : 0.731 ± 0.175\n",
"\n",
"### Analyse\n",
"\n",
"La dispersion importante des scores (écarts types > 0.17) reflète une **sensibilité à la composition des folds**, probablement due à la **petite taille du jeu d'entraînement** (92 observations). \n",
"Cela justifie l'intérêt dune future **régularisation ou sélection de variables**.\n",
"\n",
"### Visualisation\n",
"\n",
"La figure suivante présente les scores individuels obtenus sur chaque fold. On note une **variabilité significative dun pli à lautre**, notamment sur les F1-scores (certains folds tombant à 0.40.5, d'autres dépassant 0.8), ce qui confirme le besoin doptimiser le modèle pour gagner en robustesse.\n",
"\n",
"---\n",
"\n",
"Cette étape permet de constituer un point de référence pour les performances du modèle simple avant denvisager une **optimisation par recherche dhyperparamètres**.\n"
]
},
{
"cell_type": "markdown",
"id": "5c8f1ec9",
"metadata": {},
"source": [
"# Étape 10 — Optimisation des hyperparamètres (GridSearchCV)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "ba6b4fd9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best parameters : {'C': 100.0, 'penalty': 'l1', 'solver': 'liblinear'}\n",
"Best F1-score (cross-val) : 0.737\n"
]
}
],
"source": [
"from sklearn.model_selection import GridSearchCV\n",
"\n",
"# Grille dhyperparamètres\n",
"param_grid = {\n",
" 'penalty': ['l1', 'l2'],\n",
" 'C': np.logspace(-2, 4, 10), # de 0.01 à 10000 (échelle log)\n",
" 'solver': ['liblinear'] # nécessaire pour 'l1'\n",
"}\n",
"\n",
"# Initialisation du modèle + recherche par validation croisée\n",
"logreg_grid = LogisticRegression(random_state=42, max_iter=1000)\n",
"grid_search = GridSearchCV(logreg_grid, param_grid, cv=10, scoring='f1')\n",
"grid_search.fit(X_train_scaled, y_train)\n",
"\n",
"# Meilleur modèle\n",
"best_logreg = grid_search.best_estimator_\n",
"\n",
"print(\"Best parameters :\", grid_search.best_params_)\n",
"print(\"Best F1-score (cross-val) :\", round(grid_search.best_score_, 3))\n"
]
},
{
"cell_type": "markdown",
"id": "090475a0",
"metadata": {},
"source": [
"Afin d'améliorer les performances du modèle, nous avons mis en œuvre une **recherche par grille (GridSearchCV)** pour identifier la meilleure combinaison dhyperparamètres de la régression logistique. \n",
"Lobjectif est de sélectionner automatiquement le niveau optimal de régularisation, afin déquilibrer la capacité dapprentissage du modèle et sa généralisation.\n",
"\n",
"---\n",
"\n",
"### Grille dhyperparamètres testée\n",
"\n",
"Les combinaisons suivantes ont été évaluées dans le cadre dune validation croisée à 10 plis :\n",
"\n",
"- **Type de régularisation (`penalty`)** : \n",
" `'l1'` (Lasso, régularisation favorisant la sparsité) et `'l2'` (Ridge, régularisation quadratique classique),\n",
"- **Coefficient de régularisation (`C`)** : \n",
" `[0.01, 0.1, 1, 10, 100]` \n",
" *(plus `C` est grand, plus la pénalisation est faible ; `C` est linverse du poids de régularisation)*,\n",
"- **Solveur (`solver`)** : \n",
" `'liblinear'`, choisi car cest le seul compatible avec la régularisation `l1` dans `scikit-learn`.\n",
"\n",
"La métrique dévaluation choisie pour guider la sélection est le **F1-score**, bien adaptée aux problèmes de classification binaire avec déséquilibre de classes.\n",
"\n",
"---\n",
"\n",
"### Résultats de la recherche\n",
"\n",
"- **Meilleurs hyperparamètres identifiés** : \n",
" `{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}`\n",
"\n",
"- **F1-score moyen en validation croisée (10 folds)** : \n",
" **0.737**\n",
"\n",
"---\n",
"\n",
"### Analyse et interprétation\n",
"\n",
"Le modèle optimal utilise :\n",
"- une **régularisation L1 faible** (`C = 100`), ce qui réduit leffet de la pénalisation tout en permettant la mise à zéro automatique de certains coefficients (sparsité),\n",
"- une formulation **plus parcimonieuse**, limitant potentiellement le surapprentissage sur un petit jeu de données,\n",
"- une structure **interprétable**, les coefficients non nuls pouvant être analysés directement comme poids des variables.\n",
"\n",
"Le fait que la meilleure valeur de `C` se situe à lextrémité supérieure de la grille initiale a motivé une extension du domaine de recherche, mais celle-ci a confirmé que `C = 100` restait optimal. Cela suggère que la régularisation, bien que contrôlée, **na pas dimpact significatif** sur les performances dans ce contexte.\n",
"\n",
"---\n",
"\n",
"### Impact attendu\n",
"\n",
"Le modèle régularisé ainsi obtenu sera évalué dans létape suivante (étape 11) sur le jeu de test. \n",
"Lobjectif est de vérifier si cette optimisation permet **un gain significatif de performance** par rapport au modèle de base (non régularisé) de létape 8.\n"
]
},
{
"cell_type": "markdown",
"id": "57f03133",
"metadata": {},
"source": [
"# Étape 11 — Évaluation du modèle optimisé"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bd749019",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Évaluation sur le jeu de test :\n",
"Accuracy : 0.792\n",
"F1-score : 0.762\n",
"\n",
"Classification Report :\n",
" precision recall f1-score support\n",
"\n",
" 0 0.79 0.85 0.81 13\n",
" 1 0.80 0.73 0.76 11\n",
"\n",
" accuracy 0.79 24\n",
" macro avg 0.79 0.79 0.79 24\n",
"weighted avg 0.79 0.79 0.79 24\n",
"\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import confusion_matrix, roc_curve, auc\n",
"\n",
"# Prédictions\n",
"y_pred_best = best_logreg.predict(X_test_scaled)\n",
"\n",
"# Évaluation globale\n",
"print(\"\\nÉvaluation sur le jeu de test :\")\n",
"print(\"Accuracy :\", round(accuracy_score(y_test, y_pred_best), 3))\n",
"print(\"F1-score :\", round(f1_score(y_test, y_pred_best), 3))\n",
"print(\"\\nClassification Report :\")\n",
"print(classification_report(y_test, y_pred_best))\n",
"\n",
"# Matrice de confusion\n",
"cm = confusion_matrix(y_test, y_pred_best)\n",
"plt.figure(figsize=(6, 5))\n",
"sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', cbar=False,\n",
" xticklabels=['Négatif', 'Positif'], yticklabels=['Négatif', 'Positif'])\n",
"plt.title(\"Matrice de confusion\")\n",
"plt.xlabel(\"Prédictions\")\n",
"plt.ylabel(\"Réel\")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Courbe ROC et AUC\n",
"y_proba_best = best_logreg.predict_proba(X_test_scaled)[:, 1]\n",
"fpr, tpr, thresholds = roc_curve(y_test, y_proba_best)\n",
"roc_auc = auc(fpr, tpr)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.plot(fpr, tpr, label=f'AUC = {roc_auc:.2f}', color='blue')\n",
"plt.plot([0, 1], [0, 1], linestyle='--', color='red')\n",
"plt.title(\"Courbe ROC - Modèle optimisé\")\n",
"plt.xlabel(\"Taux de faux positifs (FPR)\")\n",
"plt.ylabel(\"Taux de vrais positifs (TPR)\")\n",
"plt.grid(True)\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "6bcbfdc8",
"metadata": {},
"source": [
"Après avoir sélectionné le meilleur modèle de régression logistique par validation croisée (cf. étape 10), nous lavons évalué sur le **jeu de test**, resté totalement indépendant durant lentraînement.\n",
"\n",
"---\n",
"\n",
"### Résultats globaux\n",
"\n",
"- **Accuracy** : 0.792 \n",
"- **F1-score** : 0.762\n",
"\n",
"**Rapport de classification :**\n",
"\n",
"| Classe | Précision | Rappel | F1-score | Support |\n",
"|--------|-----------|--------|----------|---------|\n",
"| 0 (sain) | 0.79 | 0.85 | 0.81 | 13 |\n",
"| 1 (malade) | 0.80 | 0.73 | 0.76 | 11 |\n",
"| **Moyenne (macro)** | 0.79 | 0.79 | 0.79 | 24 |\n",
"\n",
"Le **compromis entre précision et rappel est bien équilibré**, et les performances globales sont comparables (légèrement inférieures en F1) à celles obtenues avec le modèle simple (étape 8), malgré une régularisation L1 imposée.\n",
"\n",
"---\n",
"\n",
"### Matrice de confusion\n",
"\n",
"La matrice ci-dessous permet de visualiser les performances de prédiction classe par classe :\n",
"\n",
"| | Prédit : 0 | Prédit : 1 |\n",
"|---------|------------|------------|\n",
"| **Réel : 0** | 11 | 2 |\n",
"| **Réel : 1** | 3 | 8 |\n",
"\n",
"- **11 vrais négatifs** et **8 vrais positifs** correctement identifiés\n",
"- **2 faux positifs** et **3 faux négatifs**\n",
"\n",
"Le modèle présente une **bonne capacité à identifier les deux classes**, même si quelques cas malades sont encore manqués (ce qui est toujours critique dans un contexte médical).\n",
"\n",
"---\n",
"\n",
"### Courbe ROC et AUC\n",
"\n",
"La courbe ROC du modèle sur le jeu de test confirme une **bonne capacité discriminante**, avec une **aire sous la courbe (AUC) de 0.81**.\n",
"\n",
"Cela signifie quen moyenne, le modèle classe un individu malade avec une probabilité plus élevée quun individu sain dans **81 % des cas**.\n",
"\n",
"La courbe ROC est bien au-dessus de la diagonale (modèle aléatoire), ce qui valide la qualité du modèle.\n",
"\n",
"---\n",
"\n",
"### Conclusion\n",
"\n",
"Le modèle optimisé offre un **compromis robuste entre performance et parcimonie**, avec :\n",
"- une régularisation L1 qui limite le surajustement,\n",
"- une stabilité démontrée par la validation croisée,\n",
"- des performances solides sur le test.\n",
"\n",
"Cette évaluation confirme que la régression logistique constitue un **modèle fiable et interprétable** sur ce jeu de données, bien quil soit possible denvisager des modèles non linéaires pour améliorer encore les résultats.\n"
]
},
{
"cell_type": "markdown",
"id": "918960cc",
"metadata": {},
"source": [
"# Étape 12 — Comparaison des variantes de régression logistique\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e9c2a95f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Modèle Accuracy F1-score AUC\n",
"0 LogReg simple 0.792 0.783 0.811\n",
"1 LogReg optimisé (L1, C=100) 0.792 0.762 0.811\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 1000x600 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>y_test</th>\n",
" <th>Pred_simple</th>\n",
" <th>Pred_optimisé</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" y_test Pred_simple Pred_optimisé\n",
"66 0 1 1\n",
"5 1 0 0\n",
"80 0 1 0\n",
"16 1 1 0\n",
"103 0 1 1\n",
"13 1 0 0"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import (roc_auc_score)\n",
"\n",
"# 1. Calcul des probabilités \n",
"y_proba_simple = logreg_simple.predict_proba(X_test_scaled)[:, 1]\n",
"y_proba_best = best_logreg.predict_proba(X_test_scaled)[:, 1]\n",
"\n",
"# 2. Récapitulatif des scores\n",
"results = pd.DataFrame({\n",
" 'Modèle': ['LogReg simple', 'LogReg optimisé (L1, C=100)'],\n",
" 'Accuracy': [\n",
" accuracy_score(y_test, y_pred_simple),\n",
" accuracy_score(y_test, y_pred_best)\n",
" ],\n",
" 'F1-score': [\n",
" f1_score(y_test, y_pred_simple),\n",
" f1_score(y_test, y_pred_best)\n",
" ],\n",
" 'AUC': [\n",
" roc_auc_score(y_test, y_proba_simple),\n",
" roc_auc_score(y_test, y_proba_best)\n",
" ]\n",
"})\n",
"print(results.round(3))\n",
"\n",
"# 3. Courbes ROC superposées\n",
"fpr_simple, tpr_simple, _ = roc_curve(y_test, y_proba_simple)\n",
"fpr_best, tpr_best, _ = roc_curve(y_test, y_proba_best)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.plot(fpr_simple, tpr_simple, '--', label=f'Simple (AUC={roc_auc_score(y_test, y_proba_simple):.2f})')\n",
"plt.plot(fpr_best, tpr_best, '-', label=f'Optimisé (AUC={roc_auc_score(y_test, y_proba_best):.2f})')\n",
"plt.plot([0, 1], [0, 1], linestyle=':', color='grey')\n",
"plt.title(\"Comparaison des courbes ROC\")\n",
"plt.xlabel(\"Taux de faux positifs (FPR)\")\n",
"plt.ylabel(\"Taux de vrais positifs (TPR)\")\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# 4. Comparaison des coefficients\n",
"coef_df = pd.DataFrame({\n",
" 'Feature': X_train_scaled.columns,\n",
" 'LogReg simple': logreg_simple.coef_[0],\n",
" 'LogReg optimisé (L1)': best_logreg.coef_[0]\n",
"}).set_index('Feature')\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"coef_df.T.plot(kind='barh', colormap='viridis')\n",
"plt.axvline(x=0, color='black', linestyle='--')\n",
"plt.title(\"Comparaison des coefficients entre les deux modèles\")\n",
"plt.xlabel(\"Coefficient\")\n",
"plt.ylabel(\"Modèle / Feature\")\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# 5. Distribution des probabilités prédites (classe 1)\n",
"plt.figure(figsize=(7, 5))\n",
"plt.hist(y_proba_simple, bins=10, alpha=0.5, label=\"Simple\", density=True)\n",
"plt.hist(y_proba_best, bins=10, alpha=0.5, label=\"Optimisé\", density=True)\n",
"plt.title(\"Distribution des probabilités prédites (classe positive)\")\n",
"plt.xlabel(\"Probabilité prédite\")\n",
"plt.ylabel(\"Densité\")\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# 6. Analyse des erreurs par individu\n",
"erreurs = pd.DataFrame({\n",
" 'y_test': y_test.values,\n",
" 'Pred_simple': y_pred_simple,\n",
" 'Pred_optimisé': y_pred_best\n",
"}, index=y_test.index)\n",
"\n",
"# Afficher uniquement les cas mal classés par au moins un des deux modèles\n",
"diff = erreurs.query(\"Pred_simple != y_test or Pred_optimisé != y_test\")\n",
"display(diff)\n"
]
},
{
"cell_type": "markdown",
"id": "a30c65a7",
"metadata": {},
"source": [
"Nous avons comparé deux versions du modèle de régression logistique :\n",
"- un **modèle simple**, sans régularisation explicite (paramètres par défaut),\n",
"- un **modèle optimisé**, avec régularisation L1 (`penalty='l1'`, `C=100`), déterminé via validation croisée.\n",
"\n",
"---\n",
"\n",
"### Performances globales\n",
"\n",
"| Modèle | Accuracy | F1-score | AUC |\n",
"|-----------------------------|----------|----------|-------|\n",
"| LogReg simple | 0.792 | 0.783 | 0.811 |\n",
"| LogReg optimisé (L1, C=100) | 0.792 | 0.762 | 0.811 |\n",
"\n",
"Les deux modèles atteignent une **précision identique (0.792)** et une **capacité discriminante équivalente (AUC = 0.811)**. \n",
"Le **modèle simple obtient un F1-score légèrement supérieur**, indiquant un meilleur équilibre entre rappel et précision sur la classe positive.\n",
"\n",
"---\n",
"\n",
"### Courbes ROC\n",
"\n",
"Les courbes ROC confirment que les deux modèles sont très proches en termes de performance globale. \n",
"Ils possèdent la même AUC (0.81), et suivent des trajectoires similaires sur lensemble de test.\n",
"\n",
"---\n",
"\n",
"### Comparaison des coefficients\n",
"\n",
"Le graphe ci-dessous compare les poids attribués à chaque variable par les deux modèles.\n",
"\n",
"- Le modèle optimisé par L1 **modifie fortement certains coefficients**, en particulier ceux de `Insulin_log` et `HOMA_log`, ce qui indique une régularisation efficace.\n",
"- D'autres variables comme `Glucose` ou `BMI` conservent un rôle dominant dans les deux modèles.\n",
"\n",
"Cette comparaison renforce lidée que le **modèle régularisé est plus parcimonieux**, tout en conservant lessentiel du signal prédictif.\n",
"\n",
"---\n",
"\n",
"### Distribution des probabilités `predict_proba`\n",
"\n",
"Nous avons visualisé les distributions des probabilités prédites pour la classe positive par les deux modèles.\n",
"\n",
"- Les deux distributions couvrent des plages similaires, mais le modèle régularisé produit **des prédictions légèrement plus extrêmes** (plus proches de 0 ou 1),\n",
"- Cela peut indiquer une **plus grande confiance dans certaines décisions**, ou une **meilleure séparation des classes**.\n",
"\n",
"---\n",
"\n",
"### Comparaison des erreurs\n",
"\n",
"Nous avons identifié les cas où les prédictions diffèrent entre les deux modèles. \n",
"Seulement quelques individus sont classés différemment, ce qui explique les scores très proches. \n",
"Exemple :\n",
"\n",
"| id | Vérité | Simple | Optimisé |\n",
"|----|--------|--------|----------|\n",
"| 80 | 0 | 1 | 0 |\n",
"| 5 | 1 | 0 | 0 |\n",
"\n",
"Cela confirme que la **structure des erreurs est différente**, même si les performances agrégées sont proches.\n",
"\n",
"---\n",
"\n",
"### Analyse finale\n",
"\n",
"Les deux modèles sont proches en termes de performance, mais présentent :\n",
"- des **différences structurelles dans les coefficients**,\n",
"- des **légères différences de comportement** sur les individus en bord de décision,\n",
"- et une **forme de décision plus régulière** dans le cas du modèle L1.\n",
"\n",
"---\n",
"\n",
"### Conclusion\n",
"\n",
"| Modèle | Avantage principal |\n",
"|---------------------------|--------------------|\n",
"| **LogReg simple** | Légère supériorité en F1-score |\n",
"| **LogReg optimisé (L1)** | Parcimonie, coefficients régularisés, meilleure interprétabilité |\n",
"\n",
"En pratique, les deux modèles peuvent être retenus selon le compromis souhaité entre performance brute et simplicité structurelle. \n",
"Le modèle L1 est particulièrement pertinent dans un objectif de généralisation ou de sélection automatique de variables.\n"
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