breast-cancer-detection/logistic_regression.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8797cb42",
   "metadata": {},
   "source": [
    "# Étape 1 — Chargement et exploration initiale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": {
      "image/png": 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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": "9cb261cd",
   "metadata": {},
   "source": [
    "# Étape 2 — Split du dataset en train et test\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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",
    "\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": "02d2e734",
   "metadata": {},
   "source": [
    "# Étape 3 — Visualisation des distributions par classe du dataset d'entrainement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2ad4fd85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAIAlyv3DE/n5+frhhx/k7+/PV9MAAADchDFG586dU2hoqCpVuvE5uXIPdj/88ANfGA0AAOCizMxM1a1b94Ztyj3Y+fv7S/pPcWX13Y0AAAC2yMnJUb169RwZ6kbKPdhdv/waEBBAsAMAACim4tzCxocnAAAALEGwAwAAsATBDgAAwBJ8VywAAJbLy8vT1atXK7oMFMHLy0uenp5uWRfBDgAASxljdPz4cWVlZVV0KbiJwMBAhYSElPoZvwQ7AAAsdT3UBQcHq0qVKnwxwC3IGKOLFy/q5MmTkqQ6deqUan0EOwAALJSXl+cIdTVr1qzocnADfn5+kqSTJ08qODi4VJdl+fAEAAAWun5PXZUqVSq4EhTH9feptPdCEuwAALAYl19vD+56nwh2AAAAliDYAQCA246Hh4eWLVtW0WXccvjwBAAAvyAz1xws1+2NeSjc5T7Hjx/XtGnTtGLFCh09elTBwcG65557NHr0aHXv3r0MqnSvy5cv64UXXtCOHTv03XffqXfv3uUWQl06Y9ewYUN5eHgUmGJiYsqqPgAA8Aty+PBhtWvXTuvWrdMbb7yhPXv2aNWqVeratettkzfy8vLk5+enkSNHKioqqly37VKwS05O1rFjxxzTmjVrJEn9+/cvk+IAAMAvy/Dhw+Xh4aFt27apX79+Cg8PV6tWrRQbG6utW7cW2W/8+PEKDw9XlSpVFBYWpkmTJjl9wnT37t3q2rWr/P39FRAQoHbt2mn79u2SpCNHjqhPnz6qUaOGqlatqlatWunLL7909N27d6969uypatWqqXbt2nrqqad0+vTpImupWrWq5syZo2effVYhISFuGJXic+lSbFBQkNPr119/XY0bN9YDDzzg1qIAAMAvz9mzZ7Vq1SpNmzZNVatWLbA8MDCwyL7+/v5asGCBQkNDtWfPHj377LPy9/fXuHHjJEmDBg1SmzZtNGfOHHl6emrXrl3y8vKSJMXExOjKlSvauHGjqlatqm+//VbVqlWTJGVlZalbt24aNmyYZs6cqUuXLmn8+PEaMGCA1q1b5/5BKKUS32N35coV/eMf/1BsbCwfpQYAAKWWmpoqY4yaN2/uct8//OEPjn83bNhQL7/8shISEhzBLiMjQ6+88opj3U2bNnW0z8jIUL9+/RQRESFJCgsLcyz7y1/+ojZt2mj69OmOeR988IHq1aungwcPKjzc9XsIy1KJg92yZcuUlZWlIUOG3LBdbm6ucnNzHa9zcnJKukkAAGAxY0yJ+y5atEizZs1SWlqazp8/r2vXrikgIMCxPDY2VsOGDdOHH36oqKgo9e/fX40bN5YkjRw5Ui+++KJWr16tqKgo9evXT61bt5b0n0u4SUlJjjN4P5WWlmZPsHv//ffVs2dPhYaG3rBdfHy8pk6dWtLNAHZIii95365x7qsDAG5hTZs2lYeHh/bv3+9Svy1btmjQoEGaOnWqoqOjVb16dSUkJOjNN990tJkyZYqefPJJrVixQitXrtTkyZOVkJCgvn37atiwYYqOjtaKFSu0evVqxcfH680339RLL72k8+fPq0+fPpoxY0aB7Zb2e13LQomeY3fkyBF99dVXGjZs2E3bxsXFKTs72zFlZmaWZJMAAMByd9xxh6KjozV79mxduHChwPKsrKxC+23evFkNGjTQxIkT1b59ezVt2lRHjhwp0C48PFxjxozR6tWr9dhjj2n+/PmOZfXq1dMLL7ygJUuWaOzYsZo3b54kqW3bttq3b58aNmyoJk2aOE2F3QdY0UoU7ObPn6/g4GD16tXrpm19fHwUEBDgNAEAABRm9uzZysvL07333qtPP/1UKSkp+u677zRr1ixFRkYW2qdp06bKyMhQQkKC0tLSNGvWLC1dutSx/NKlSxoxYoTWr1+vI0eOaNOmTUpOTlaLFi0kSaNHj1ZiYqLS09O1c+dOJSUlOZbFxMTo7NmzGjhwoJKTk5WWlqbExEQ988wzysvLK3I/vv32W+3atUtnz55Vdna2du3apV27drlvoIrg8qXY/Px8zZ8/X4MHD1blyjzfGAAAuE9YWJh27typadOmaezYsTp27JiCgoLUrl07zZkzp9A+Dz/8sMaMGaMRI0YoNzdXvXr10qRJkzRlyhRJkqenp86cOaOnn35aJ06cUK1atfTYY485bhXLy8tTTEyMvv/+ewUEBOjXv/61Zs6cKUkKDQ3Vpk2bNH78ePXo0UO5ublq0KCBfv3rX6tSpaLPj/3mN79xOmvYpk0bSaW7j7A4PIyLW1i9erWio6N14MCBEt0wmJOTo+rVqys7O5uzd/jl4B47AOXs8uXLSk9PV6NGjeTr61vR5eAmbvR+uZKdXD7l1qNHjzJPmwAAAHBdie6xAwAAwK2HYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQCA246Hh4eWLVtW0WXccviyVwAAfklK8xWHJVGCr0U8fvy4pk2bphUrVujo0aMKDg7WPffco9GjR6t79+5lUKT7ffPNN4qJiVFycrKCgoL00ksvady4cWW+XYIdAAC4ZRw+fFgdO3ZUYGCg3njjDUVEROjq1atKTExUTEyM9u/fX9El3lROTo569OihqKgozZ07V3v27NHQoUMVGBio5557rky3zaVYAABwyxg+fLg8PDy0bds29evXT+Hh4WrVqpViY2O1devWIvuNHz9e4eHhqlKlisLCwjRp0iRdvXrVsXz37t3q2rWr/P39FRAQoHbt2mn79u2SpCNHjqhPnz6qUaOGqlatqlatWunLL7909N27d6969uypatWqqXbt2nrqqad0+vTpImtZuHChrly5og8++ECtWrXSE088oZEjR+qtt95ywwjdGMEOAADcEs6ePatVq1YpJiZGVatWLbA8MDCwyL7+/v5asGCBvv32W73zzjuaN2+eZs6c6Vg+aNAg1a1bV8nJydqxY4cmTJggLy8vSVJMTIxyc3O1ceNG7dmzRzNmzFC1atUkSVlZWerWrZvatGmj7du3a9WqVTpx4oQGDBhQZC1btmxRly5d5O3t7ZgXHR2tAwcO6Mcff3R1WFzCpVgAAHBLSE1NlTFGzZs3d7nvH/7wB8e/GzZsqJdfflkJCQmO+9oyMjL0yiuvONbdtGlTR/uMjAz169dPERERkqSwsDDHsr/85S9q06aNpk+f7pj3wQcfqF69ejp48KDCw8ML1HL8+HE1atTIaV7t2rUdy2rUqOHy/hUXwQ4AANwSjDEl7rto0SLNmjVLaWlpOn/+vK5du6aAgADH8tjYWA0bNkwffvihoqKi1L9/fzVu3FiSNHLkSL344otavXq1oqKi1K9fP7Vu3VrSfy7hJiUlOc7g/VRaWlqhwa4icSkWAADcEpo2bSoPDw+XPyCxZcsWDRo0SL/5zW/0xRdf6N///rcmTpyoK1euONpMmTJF+/btU69evbRu3Tq1bNlSS5culSQNGzZMhw4d0lNPPaU9e/aoffv2+vOf/yxJOn/+vPr06aNdu3Y5TSkpKerSpUuh9YSEhOjEiRNO866/DgkJcWnfXEWwAwAAt4Q77rhD0dHRmj17ti5cuFBgeVZWVqH9Nm/erAYNGmjixIlq3769mjZtqiNHjhRoFx4erjFjxmj16tV67LHHNH/+fMeyevXq6YUXXtCSJUs0duxYzZs3T5LUtm1b7du3Tw0bNlSTJk2cpsLuA5SkyMhIbdy40enDG2vWrFGzZs3K9DKsRLADAAC3kNmzZysvL0/33nuvPv30U6WkpOi7777TrFmzFBkZWWifpk2bKiMjQwkJCUpLS9OsWbMcZ+Mk6dKlSxoxYoTWr1+vI0eOaNOmTUpOTlaLFi0kSaNHj1ZiYqLS09O1c+dOJSUlOZbFxMTo7NmzGjhwoJKTk5WWlqbExEQ988wzysvLK7SeJ598Ut7e3vqv//ov7du3T4sWLdI777yj2NhYN49WQQQ7AABwywgLC9POnTvVtWtXjR07VnfddZceeughrV27VnPmzCm0z8MPP6wxY8ZoxIgRuueee7R582ZNmjTJsdzT01NnzpzR008/rfDwcA0YMEA9e/bU1KlTJUl5eXmKiYlRixYt9Otf/1rh4eF69913JUmhoaHatGmT8vLy1KNHD0VERGj06NEKDAxUpUqFx6jq1atr9erVSk9PV7t27TR27Fi9+uqrZf4MO0nyMKW5U7EEcnJyVL16dWVnZzvd1AhYrTRPei/BU9sB4PLly0pPT1ejRo3k6+tb0eXgJm70frmSnThjBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AABbLz8+v6BJQDO56n/iuWAAALOTt7a1KlSrphx9+UFBQkLy9veXh4VHRZeFnjDG6cuWKTp06pUqVKsnb27tU6yPYAQBgoUqVKqlRo0Y6duyYfvjhh4ouBzdRpUoV1a9fv8iHHhcXwQ4AAEt5e3urfv36unbtWpFff4WK5+npqcqVK7vljCrBDgAAi3l4eMjLy0teXl4VXQrKAR+eAAAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIuB7ujR4/qd7/7nWrWrCk/Pz9FRERo+/btZVEbAAAAXFDZlcY//vijOnbsqK5du2rlypUKCgpSSkqKatSoUVb1AQAAoJhcCnYzZsxQvXr1NH/+fMe8Ro0aub0oAAAAuM6lS7HLly9X+/bt1b9/fwUHB6tNmzaaN29eWdUGAAAAF7gU7A4dOqQ5c+aoadOmSkxM1IsvvqiRI0fq73//e5F9cnNzlZOT4zQBAADA/Vy6FJufn6/27dtr+vTpkqQ2bdpo7969mjt3rgYPHlxon/j4eE2dOrX0lQJwXVJ8yfp1jXNvHQCAcuHSGbs6deqoZcuWTvNatGihjIyMIvvExcUpOzvbMWVmZpasUgAAANyQS2fsOnbsqAMHDjjNO3jwoBo0aFBkHx8fH/n4+JSsOgAAABSbS2fsxowZo61bt2r69OlKTU3VRx99pL/+9a+KiYkpq/oAAABQTC4Fu1/96ldaunSp/vnPf+quu+7Sa6+9prfffluDBg0qq/oAAABQTC5dipWk3r17q3fv3mVRCwAAAEqB74oFAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACzhUrCbMmWKPDw8nKbmzZuXVW0AAABwQWVXO7Rq1UpfffXV/62gssurAAAAQBlwOZVVrlxZISEhZVELAAAASsHle+xSUlIUGhqqsLAwDRo0SBkZGTdsn5ubq5ycHKcJAAAA7ufSGbsOHTpowYIFatasmY4dO6apU6eqc+fO2rt3r/z9/QvtEx8fr6lTp7qlWAAAblUz1xx0y3rGPBTulvXgl8mlM3Y9e/ZU//791bp1a0VHR+vLL79UVlaWFi9eXGSfuLg4ZWdnO6bMzMxSFw0AAICCSvXJh8DAQIWHhys1NbXINj4+PvLx8SnNZgAAAFAMpXqO3fnz55WWlqY6deq4qx4AAACUkEvB7uWXX9aGDRt0+PBhbd68WX379pWnp6cGDhxYVvUBAACgmFy6FPv9999r4MCBOnPmjIKCgtSpUydt3bpVQUFBZVUfAAAAismlYJeQkFBWdQAAAKCU+K5YAAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASpQp2r7/+ujw8PDR69Gg3lQMAAICSKnGwS05O1nvvvafWrVu7sx4AAACUUImC3fnz5zVo0CDNmzdPNWrUcHdNAAAAKIESBbuYmBj16tVLUVFRN22bm5urnJwcpwkAAADuV9nVDgkJCdq5c6eSk5OL1T4+Pl5Tp051uTCUvZlrDrplPWMeCnfLem4LSfEVXQFQMiU9drvGubeOsvZL2U+gCC6dscvMzNSoUaO0cOFC+fr6FqtPXFycsrOzHVNmZmaJCgUAAMCNuXTGbseOHTp58qTatm3rmJeXl6eNGzfqL3/5i3Jzc+Xp6enUx8fHRz4+Pu6pFgAAAEVyKdh1795de/bscZr3zDPPqHnz5ho/fnyBUAcAAIDy41Kw8/f311133eU0r2rVqqpZs2aB+QAAAChffPMEAACAJVz+VOzPrV+/3g1lAAAAoLQ4YwcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWMKlYDdnzhy1bt1aAQEBCggIUGRkpFauXFlWtQEAAMAFLgW7unXr6vXXX9eOHTu0fft2devWTY888oj27dtXVvUBAACgmCq70rhPnz5Or6dNm6Y5c+Zo69atatWqlVsLAwAAgGtcCnY/lZeXp48//lgXLlxQZGRkke1yc3OVm5vreJ2Tk1PSTQIAAOAGXA52e/bsUWRkpC5fvqxq1app6dKlatmyZZHt4+PjNXXq1FIVWdFmrjnolvWMeSjcLetBKSXFV3QFwG3JXb8L3YXfqUBBLn8qtlmzZtq1a5f+9a9/6cUXX9TgwYP17bffFtk+Li5O2dnZjikzM7NUBQMAAKBwLp+x8/b2VpMmTSRJ7dq1U3Jyst555x299957hbb38fGRj49P6aoEAADATZX6OXb5+flO99ABAACgYrh0xi4uLk49e/ZU/fr1de7cOX300Udav369EhMTy6o+AAAAFJNLwe7kyZN6+umndezYMVWvXl2tW7dWYmKiHnroobKqDwAAAMXkUrB7//33y6oOAAAAlBLfFQsAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWMKlYBcfH69f/epX8vf3V3BwsB599FEdOHCgrGoDAACAC1wKdhs2bFBMTIy2bt2qNWvW6OrVq+rRo4cuXLhQVvUBAACgmCq70njVqlVOrxcsWKDg4GDt2LFDXbp0cWthAAAAcI1Lwe7nsrOzJUl33HFHkW1yc3OVm5vreJ2Tk1OaTQIAAKAIJQ52+fn5Gj16tDp27Ki77rqryHbx8fGaOnVqSTeD28DMNQfdsp4xD4W7ZT3usuXQGbesJzKsplvWU66S4kvet2tcsZtW+LFTRvtZ4ft1i7gv469lu4GkW+Rn6/8fR/dluP47Y2v95wrMu2WPn3L6vXCjbbrye7mwsb3udv/ZupESfyo2JiZGe/fuVUJCwg3bxcXFKTs72zFlZmaWdJMAAAC4gRKdsRsxYoS++OILbdy4UXXr1r1hWx8fH/n4+JSoOAAAABSfS8HOGKOXXnpJS5cu1fr169WoUaOyqgsAAAAucinYxcTE6KOPPtJnn30mf39/HT9+XJJUvXp1+fn5lUmBAAAAKB6X7rGbM2eOsrOz9eCDD6pOnTqOadGiRWVVHwAAAIrJ5UuxAAAAuDXxXbEAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCVcDnYbN25Unz59FBoaKg8PDy1btqwMygIAAICrXA52Fy5c0N13363Zs2eXRT0AAAAoocqudujZs6d69uxZFrUAAACgFFwOdq7Kzc1Vbm6u43VOTk5ZbxIAAOAXqcyDXXx8vKZOnVrWmynUzDUHK2S7Za2s9uu+jL+WuO/W+s+Veptb3i/x5p1EhtV0z4rcZMuhM6Xqv/Vayd/v+zJKt+0bKXKck+KLvQ631ZdUAe/5DfbzZvtV0p8XV8b2p0p1DB562fHP+0q+ljJR2p+tn7pVf84q2k//3pRmPyO7uqMa93HX39ExD4W7ZT3uVOafio2Li1N2drZjyszMLOtNAgAA/CKV+Rk7Hx8f+fj4lPVmAAAAfvF4jh0AAIAlXD5jd/78eaWmpjpep6ena9euXbrjjjtUv359txYHAACA4nM52G3fvl1du/7fXZCxsbGSpMGDB2vBggVuKwwAAACucTnYPfjggzLGlEUtAAAAKAXusQMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALFGiYDd79mw1bNhQvr6+6tChg7Zt2+buugAAAOAil4PdokWLFBsbq8mTJ2vnzp26++67FR0drZMnT5ZFfQAAACgml4PdW2+9pWeffVbPPPOMWrZsqblz56pKlSr64IMPyqI+AAAAFFNlVxpfuXJFO3bsUFxcnGNepUqVFBUVpS1bthTaJzc3V7m5uY7X2dnZkqScnJyS1OuSyxfOl/k2XOGufS6r/bpwKffmjYpQ0ppKs82i5Fy47Jb1lEVtJVGa97ss98Ed4+yu+tz1nrvLzfaruO9pgd8ZJdzPW+VYvpVV1M9ZWf6dcsffnJ/WV5r9LHEtPzvmXamhPDJAeWSZn27HGHPzxsYFR48eNZLM5s2bnea/8sor5t577y20z+TJk40kJiYmJiYmJiamUkyZmZk3zWounbEribi4OMXGxjpe5+fn6+zZs6pZs6Y8PDzKevO3vJycHNWrV0+ZmZkKCAio6HJue4ynezGe7seYuhfj6V6Mp3u5azyNMTp37pxCQ0Nv2talYFerVi15enrqxIkTTvNPnDihkJCQQvv4+PjIx8fHaV5gYKArm/1FCAgI4IfIjRhP92I83Y8xdS/G070YT/dyx3hWr169WO1c+vCEt7e32rVrp7Vr1zrm5efna+3atYqMjHStQgAAALiVy5diY2NjNXjwYLVv31733nuv3n77bV24cEHPPPNMWdQHAACAYnI52D3++OM6deqUXn31VR0/flz33HOPVq1apdq1a5dFfdbz8fHR5MmTC1yuRskwnu7FeLofY+pejKd7MZ7uVRHj6WGK9dlZAAAA3Or4rlgAAABLEOwAAAAsQbADAACwBMEOAADAEgS7cjJnzhy1bt3a8ZDCyMhIrVy50rH88uXLiomJUc2aNVWtWjX169evwIOgUbjXX39dHh4eGj16tGMe4+maKVOmyMPDw2lq3ry5Yznj6bqjR4/qd7/7nWrWrCk/Pz9FRERo+/btjuXGGL366quqU6eO/Pz8FBUVpZSUlAqs+NbVsGHDAsenh4eHYmJiJHF8uiovL0+TJk1So0aN5Ofnp8aNG+u1115z+h5Sjk/XnDt3TqNHj1aDBg3k5+en+++/X8nJyY7l5TqernxXLEpu+fLlZsWKFebgwYPmwIED5ve//73x8vIye/fuNcYY88ILL5h69eqZtWvXmu3bt5v77rvP3H///RVc9a1v27ZtpmHDhqZ169Zm1KhRjvmMp2smT55sWrVqZY4dO+aYTp065VjOeLrm7NmzpkGDBmbIkCHmX//6lzl06JBJTEw0qampjjavv/66qV69ulm2bJnZvXu3efjhh02jRo3MpUuXKrDyW9PJkyedjs01a9YYSSYpKckYw/HpqmnTppmaNWuaL774wqSnp5uPP/7YVKtWzbzzzjuONhyfrhkwYIBp2bKl2bBhg0lJSTGTJ082AQEB5vvvvzfGlO94EuwqUI0aNczf/vY3k5WVZby8vMzHH3/sWPbdd98ZSWbLli0VWOGt7dy5c6Zp06ZmzZo15oEHHnAEO8bTdZMnTzZ33313ocsYT9eNHz/edOrUqcjl+fn5JiQkxLzxxhuOeVlZWcbHx8f885//LI8Sb2ujRo0yjRs3Nvn5+RyfJdCrVy8zdOhQp3mPPfaYGTRokDGG49NVFy9eNJ6enuaLL75wmt+2bVszceLEch9PLsVWgLy8PCUkJOjChQuKjIzUjh07dPXqVUVFRTnaNG/eXPXr19eWLVsqsNJbW0xMjHr16uU0bpIYzxJKSUlRaGiowsLCNGjQIGVkZEhiPEti+fLlat++vfr376/g4GC1adNG8+bNcyxPT0/X8ePHnca0evXq6tChA2N6E1euXNE//vEPDR06VB4eHhyfJXD//fdr7dq1OnjwoCRp9+7d+vrrr9WzZ09JHJ+uunbtmvLy8uTr6+s038/PT19//XW5j6fL3zyBktuzZ48iIyN1+fJlVatWTUuXLlXLli21a9cueXt7KzAw0Kl97dq1dfz48Yop9haXkJCgnTt3Ot3DcN3x48cZTxd16NBBCxYsULNmzXTs2DFNnTpVnTt31t69exnPEjh06JDmzJmj2NhY/f73v1dycrJGjhwpb29vDR482DFuP//GHsb05pYtW6asrCwNGTJEEj/vJTFhwgTl5OSoefPm8vT0VF5enqZNm6ZBgwZJEseni/z9/RUZGanXXntNLVq0UO3atfXPf/5TW7ZsUZMmTcp9PAl25ahZs2batWuXsrOz9cknn2jw4MHasGFDRZd128nMzNSoUaO0Zs2aAv9DQslc/5+6JLVu3VodOnRQgwYNtHjxYvn5+VVgZben/Px8tW/fXtOnT5cktWnTRnv37tXcuXM1ePDgCq7u9vb++++rZ8+eCg0NrehSbluLFy/WwoUL9dFHH6lVq1batWuXRo8erdDQUI7PEvrwww81dOhQ3XnnnfL09FTbtm01cOBA7dixo9xr4VJsOfL29laTJk3Url07xcfH6+6779Y777yjkJAQXblyRVlZWU7tT5w4oZCQkIop9ha2Y8cOnTx5Um3btlXlypVVuXJlbdiwQbNmzVLlypVVu3ZtxrOUAgMDFR4ertTUVI7PEqhTp45atmzpNK9FixaOy9vXx+3nn9xkTG/syJEj+uqrrzRs2DDHPI5P173yyiuaMGGCnnjiCUVEROipp57SmDFjFB8fL4njsyQaN26sDRs26Pz588rMzNS2bdt09epVhYWFlft4EuwqUH5+vnJzc9WuXTt5eXlp7dq1jmUHDhxQRkaGIiMjK7DCW1P37t21Z88e7dq1yzG1b99egwYNcvyb8Syd8+fPKy0tTXXq1OH4LIGOHTvqwIEDTvMOHjyoBg0aSJIaNWqkkJAQpzHNycnRv/71L8b0BubPn6/g4GD16tXLMY/j03UXL15UpUrOf/49PT2Vn58vieOzNKpWrao6deroxx9/VGJioh555JHyH0+3fxwDhZowYYLZsGGDSU9PN998842ZMGGC8fDwMKtXrzbG/Ofj+vXr1zfr1q0z27dvN5GRkSYyMrKCq759/PRTscYwnq4aO3asWb9+vUlPTzebNm0yUVFRplatWubkyZPGGMbTVdu2bTOVK1c206ZNMykpKWbhwoWmSpUq5h//+Iejzeuvv24CAwPNZ599Zr755hvzyCOP8DiJG8jLyzP169c348ePL7CM49M1gwcPNnfeeafjcSdLliwxtWrVMuPGjXO04fh0zapVq8zKlSvNoUOHzOrVq83dd99tOnToYK5cuWKMKd/xJNiVk6FDh5oGDRoYb29vExQUZLp37+4IdcYYc+nSJTN8+HBTo0YNU6VKFdO3b19z7NixCqz49vLzYMd4uubxxx83derUMd7e3ubOO+80jz/+uNMz1xhP133++efmrrvuMj4+PqZ58+bmr3/9q9Py/Px8M2nSJFO7dm3j4+Njunfvbg4cOFBB1d76EhMTjaRCx4jj0zU5OTlm1KhRpn79+sbX19eEhYWZiRMnmtzcXEcbjk/XLFq0yISFhRlvb28TEhJiYmJiTFZWlmN5eY6nhzE/edQ0AAAAblvcYwcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFji/wHEU9yzkkPklQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 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 640x480 with 1 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 640x480 with 1 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 640x480 with 1 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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fusion temporaire pour affichage\n",
    "train_data = X_train.copy()\n",
    "train_data['Classification'] = y_train\n",
    "\n",
    "# Histogrammes par classe pour chaque variable\n",
    "# Afficher les histogrammes par classe pour chaque variable\n",
    "for col in X_train.columns:\n",
    "    plt.figure()\n",
    "    for classe in y_train.unique():\n",
    "        plt.hist(X_train[y_train == classe][col], bins=30, alpha=0.5, label=f\"Classe {classe}\")\n",
    "    plt.title(f\"{col} selon la classe\")\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09e7c056",
   "metadata": {},
   "source": [
    "# Étape 4 — Matrice de corrélation et scatter matrix (train uniquement)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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": "556f426b",
   "metadata": {},
   "source": [
    "# Étape 5 — Transformation logarithmique "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "48c22de4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Variables à transformer (forte asymétrie identifiée précédemment) \n",
    "variables_log = ['Insulin', 'HOMA', 'MCP.1', 'Resistin']\n",
    "\n",
    "# Copie de X_train pour transformation\n",
    "X_train_transformed = X_train.copy()\n",
    "\n",
    "# Transformation log(x + 1)\n",
    "for col in variables_log:\n",
    "    X_train_transformed[col + '_log'] = np.log1p(X_train_transformed[col])\n",
    "    \n",
    "# Suppression des colonnes d'origine (optionnelle mais recommandée)\n",
    "X_train_transformed = X_train_transformed.drop(columns=variables_log)\n",
    "\n",
    "# Mise à jour de la liste des variables\n",
    "features = X_train_transformed.columns.tolist()\n",
    "\n",
    "for col in variables_log:\n",
    "    plt.figure(figsize=(6, 4))\n",
    "    plt.hist(np.log1p(X_train[col]), bins=30, alpha=0.5, label=f'{col}_log', color='steelblue')\n",
    "    plt.title(f\"Transformation log({col} + 1)\")\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "184a592b",
   "metadata": {},
   "source": [
    "# Étape 6 — Standardisation (StandardScaler)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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": 6,
     "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": "d374b93f",
   "metadata": {},
   "source": [
    "# Étape 7 — Préparation de X_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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": "5fd9b3f0",
   "metadata": {},
   "source": [
    "# Étape 8 — Modélisation avec LogisticRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a2e1af5c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nombre de prédictions positives : 12\n",
      "Nombre réel de cas positifs dans y_test : 11\n"
     ]
    }
   ],
   "source": [
    "# Entraînement initial du modèle de régression logistique (sans régularisation explicite)\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "# Initialisation du modèle\n",
    "logreg_simple = LogisticRegression(random_state=42)\n",
    "\n",
    "# Entraînement sur les données standardisées\n",
    "logreg_simple.fit(X_train_scaled, y_train)\n",
    "\n",
    "# Prédictions sur le test\n",
    "y_pred = logreg_simple.predict(X_test_scaled)\n",
    "\n",
    "# Évaluation des performances (jsp si c'est utile de faire ça ici)\n",
    "print(\"Nombre de prédictions positives :\", y_pred.sum())\n",
    "print(\"Nombre réel de cas positifs dans y_test :\", y_test.sum())\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6562cf4a",
   "metadata": {},
   "source": [
    "# Étape 9 — Validation croisée (cross-validation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7afddd86",
   "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": {
      "image/png": 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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",
    "# Initialisation du modèle\n",
    "logreg_cv = LogisticRegression(random_state=42)\n",
    "\n",
    "# Validation croisée avec scoring F1\n",
    "f1_scores = cross_val_score(logreg_cv , X_train_scaled, y_train, cv=10, scoring='f1')\n",
    "acc_scores = cross_val_score(logreg_cv , 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",
    "\n",
    "# Visualisation des scores de validation croisée\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",
    "\n",
    "plt.title(\"Performance par fold (validation croisée)\")\n",
    "plt.xlabel(\"Fold\")\n",
    "plt.ylabel(\"Score\")\n",
    "plt.ylim(0, 1)\n",
    "plt.xticks(folds)\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7c68db8",
   "metadata": {},
   "source": [
    "Afin d’évaluer la robustesse du modèle de régression logistique, nous avons effectué une validation croisée à 10 folds.  \n",
    "Chaque fold permet d’entraîner le modèle sur 90 % des données d’entraînement, puis de l’évaluer sur les 10 % restants.\n",
    "\n",
    "Nous avons suivi l’évolution du **F1-score** et de l’**accuracy** à chaque fold, ce qui permet d’observer la stabilité du modèle.\n",
    "\n",
    "- Le **F1-score moyen** est de **0.696**, avec un écart-type de **0.187**\n",
    "- L'**accuracy moyenne** est de **0.731**, avec un écart-type de **0.175**\n",
    "\n",
    "Ces résultats montrent que le modèle présente des performances correctes mais **variables** selon la partition des données.  \n",
    "Cette variabilité est attendue dans le cas d’un **petit jeu de données**, et justifie la suite de la démarche par une **optimisation via régularisation**.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96408f32",
   "metadata": {},
   "source": [
    "# Étape 10 — Évaluation du modèle sur le test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d0267905",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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.metrics import accuracy_score, f1_score, classification_report\n",
    "\n",
    "# Accuracy\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(\"Accuracy : \", round(accuracy, 3))\n",
    "\n",
    "# F1-score (binaire par défaut)\n",
    "f1 = f1_score(y_test, y_pred)\n",
    "print(\"F1-score :\",round(f1, 3))\n",
    "\n",
    "# Rapport complet\n",
    "print(\"\\nClassification Report :\")\n",
    "print(classification_report(y_test, y_pred))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dc106736",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Coefficients du modèle :\n",
      "        Feature  Coefficient\n",
      "1           BMI     0.815422\n",
      "0           Age     0.286680\n",
      "5   Insulin_log     0.048883\n",
      "3        Leptin     0.026291\n",
      "7     MCP.1_log    -0.290218\n",
      "4   Adiponectin    -0.301358\n",
      "6      HOMA_log    -0.583908\n",
      "8  Resistin_log    -0.700961\n",
      "2       Glucose    -1.673655\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/kz/yn6r06915yl8rm1zpm_51j800000gn/T/ipykernel_67750/2534653591.py:23: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x='Coefficient', y='Feature', data=coefficients, palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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n5efnl+aPB/7+/nfcZnbcuo+pQeu/p1T/tz1131N/7unVVblyZX377bc2/SpWrJimn7+/v80fOo4cOaK4uLgMb/T1999/Z7gfR44cUWxsrPVa2Vvd+rP9r4xqzJ8/v8qXL59j20n10EMPpbk5YGbHTf19LFeunM3yW38//+vWvkeOHJFhGOn+TCRZT+EvV66cBg8erHfeeUfLly9Xw4YN1aZNG3Xt2tV6PHTo0EELFixQ79699eqrr6pp06Z65pln9OyzzypfvvTnWW537AQEBGjjxo1pbvh2u9/FrHy3nDx5UiVLlkzzR8eAgACb2rLzOadq1KiR2rVrp3HjxmnatGlq3LixQkND1blz5yzd4fy/NefLly/NZTN3852Q2WMAQN5F6AYAO3J3d1fJkiX1888/Z2m9jGaQU6XOci1btkw+Pj5pltv7bryp9XXt2tV6I7db3XpNZUZ3JDZuueFSegICAnT48GGtX79eGzZs0OrVqzVr1iyNHj3a+qigu5XRzyQ5OTnTd1POqN/d7Ht2paSkqHjx4hleF50atDJat3r16nrnnXfSXX7rHxGyKye24+LiYsq4md1eSkqKLBaLvvzyy3R/zqn3JZCkqVOnKjw8XJ9++qk2bdqkgQMHKiIiQt9//71KlSolFxcX7dixQ9u2bdPnn3+uDRs26KOPPtLjjz+uTZs25dhdve1xPGaXxWLRxx9/rO+//16fffaZNm7cqJ49e2rq1Kn6/vvvbT5fM7adnuTkZJv3WTkGAORNhG4AsLOnnnpK8+bN086dO1W/fv3b9i1TpoxSUlJ05MgR62yQ9O9NyS5duqQyZcpIknUWplixYjbP3jZDhQoVtGvXLt24cSPTMzKpd/1NTk7O0fpu98cIV1dXdejQQR06dND169f1zDPPaOLEiRo5cmSGj1AqU6aMfv75ZxmGYTP24cOH0/QtXLiwLl26lKb95MmTaWZoc1rqz/3w4cNpzm44fPiwdXnq/6aeCXFrv/+qUKGCtmzZourVq2f5sVYVKlTQ/v371bRp0zv+gehW/63xv/ty48YNHT9+XDVq1MiR7dxOZsdN/X08fvy4zSzlf++qn5ltGYahcuXKqVKlSnfsX716dVWvXl2vvfaavvvuOwUHB2vOnDl64403JEn58uVT06ZN1bRpU73zzjt68803NWrUKG3bti3d37X/Hju3OnTokIoWLWraY83KlCmjLVu26PLlyzaz3YcOHbKpLSc+50ceeUSPPPKIJk6cqBUrVqhLly768MMP1bt37ywdO6m1pJ7hkyqr3wn/ldVjAEDewzXdAGBnw4cPl6urq3r37q1z586lWX7s2DHNmDFDktSyZUtJ0vTp0236pM7Ipd5BNyQkRO7u7nrzzTfTvY7xdqcGZ1W7du30zz//KDIyMs2yjGa+HBwc1K5dO61evTrdWf7s1ufq6mrz+KRU58+ft3lfoEABValSRYZh3PY6z5YtW+rPP//Uxx9/bG1LTExM95T4ChUq6Pvvv9f169etbevXr8+VR/7Url1bxYoV05w5c2weafXll18qNjbWelyUKFFCQUFBWrJkSZrHTB08eNBmzPbt2ys5OTndMwGuX79+29P627dvrz/++EPz589Ps+zq1atKSEi47b54e3trzpw5Np9lVFRUmgBzN9u5ncyOGxISIkmaNWuWTZ+ZM2dmelvPPPOMHBwcNG7cuDS/L4ZhWI/d+Ph43bx502Z59erVlS9fPuvPPL1HuQUFBUlSho9Q++8x8d/P9+eff9amTZus3zlmaNmypZKTk9N8d0ybNk0Wi0UtWrSQdHef88WLF9N8rrd+JqnPZU8vIN8qtaZ3333Xpv3W72Tp3++EuLg4/fTTT9a2M2fOpHlEX2aPAQB5FzPdAGBnFSpU0IoVK9ShQwcFBASoe/fuqlatmq5fv67vvvtOq1atsj7/uUaNGgoLC9O8efN06dIlNWrUSLt379aSJUsUGhqqJk2aSPr3tPXZs2erW7duevjhh9WxY0d5e3vr1KlT+vzzzxUcHJxuSM6O7t27a+nSpRo8eLB2796thg0bKiEhQVu2bNGLL76otm3bprvepEmTtG3bNtWrV099+vRRlSpVdOHCBe3bt09btmzJ1LOgb1WrVi199NFHGjx4sOrUqSM3Nze1bt1aTz75pHx8fBQcHKzixYsrNjZWkZGRatWq1W1vYtenTx9FRkaqe/fu+uGHH1SiRAktW7bM+h/p/9W7d299/PHHat68udq3b69jx47p/fffz/CRaTkpf/78mjx5snr06KFGjRqpU6dO1keGlS1bVq+88oq1b0REhFq1aqVHH31UPXv21IULF6zPML9y5Yq1X6NGjfT888/rrbfe0k8//aSQkBA5Ojrq119/1apVqxQZGWlzg7n/6tatm1auXKkXXnhB27ZtU3BwsJKTk3Xo0CGtXLlSGzduVO3atTPclzfeeEPPP/+8Hn/8cXXo0EHHjx/X4sWL05wxcDfbuZ3MjlurVi21a9dO06dP1/nz562Psvr1118l3fkyEOnf3/833nhDI0eO1IkTJxQaGqpChQrp+PHj+uSTT9S3b18NHTpUX331lQYMGKDnnntOlSpV0s2bN7Vs2TLrH7Akafz48dqxY4datWqlMmXK6K+//tKsWbNUqlQpm2eC3+qtt95SixYtVL9+ffXq1cv6yDAPDw+b507ntNatW6tJkyYaNWqUTpw4oRo1amjTpk369NNP9fLLL1t/d+7mc16yZIlmzZqlp59+WhUqVNDly5c1f/58ubu7W/+g4OLioipVquijjz5SpUqV5OXlpWrVqqlatWppxgsKClKnTp00a9YsxcXFqUGDBtq6dWu6s+4dO3bUiBEj9PTTT2vgwIHWxzZWqlTJ5v4JmT0GAORhuX27dABA+n799VejT58+RtmyZY0CBQoYhQoVMoKDg42ZM2ca165ds/a7ceOGMW7cOKNcuXJG/vz5DV9fX2PkyJE2fVJt27bNCAkJMTw8PAxnZ2ejQoUKRnh4uLF3715rn7t9ZJhhGEZiYqIxatQoa00+Pj7Gs88+axw7dszaR+k8kufcuXNG//79DV9fX+t6TZs2NebNm2ezD0rnUUnpPfroypUrRufOnQ1PT0+bR2DNnTvXeOyxx4wiRYoYTk5ORoUKFYxhw4YZcXFxaX8Qtzh58qTRpk0bo2DBgkbRokWNQYMGGRs2bEjzyDDDMIypU6caDz30kOHk5GQEBwcbe/fuzdIjw/r375/uPr711ls27Rl9Jh999JFRs2ZNw8nJyfDy8jK6dOlinD59Os22Vq9ebQQEBBhOTk5GlSpVjDVr1mT4eKN58+YZtWrVMlxcXIxChQoZ1atXN4YPH278+eef1j7p7eP169eNyZMnG1WrVjWcnJyMwoULG7Vq1TLGjRuXqc991qxZRrly5QwnJyejdu3axo4dO3J8O40aNcrwUXKZHTchIcHo37+/4eXlZbi5uRmhoaHG4cOHDUnGpEmTrP0y+n1KtXr1auPRRx81XF1dDVdXV6Ny5cpG//79jcOHDxuGYRi//fab0bNnT6NChQqGs7Oz4eXlZTRp0sTYsmWLdYytW7cabdu2NUqWLGkUKFDAKFmypNGpUyfj119/tfZJ7/fGMAxjy5YtRnBwsOHi4mK4u7sbrVu3Ng4ePGjTJ6N9uPUxXRlJ7xi7fPmy8corrxglS5Y08ufPb1SsWNF46623bB43mJXP+dZa9u3bZ3Tq1MkoXbq04eTkZBQrVsx46qmnbL4DDcMwvvvuO6NWrVpGgQIFbL6rbn28l2EYxtWrV42BAwcaRYoUMVxdXY3WrVsbv//+e7rfcZs2bTKqVatmFChQwPD39zfef//9dMc0jDsfAwDyLoth3IN3vQAAAMijYmJiVLNmTb3//vvq0qWLvcu5b91rn7PFYtGYMWNMPTsAQN7ENd0AAADZdPXq1TRt06dPV758+fTYY4/ZoaL7E58zgLyMa7oBAACyacqUKfrhhx/UpEkTOTo66ssvv9SXX36pvn375tij0cDnDCBvI3QDAABkU4MGDbR582ZNmDBBV65cUenSpTV27FiNGjXK3qXdV/icAeRlXNMNAAAAAIBJuKYbAAAAAACTELoBAAAAADAJoRsAAAAAAJNwI7UHQEpKiv78808VKlRIFovF3uUAAAAAQJ5nGIYuX76skiVLKl++jOezCd0PgD///JPHaQAAAACACX7//XeVKlUqw+WE7gdAoUKFJP17MLi7u9u5GgAAAADI++Lj4+Xr62vNWxkhdD8AUk8pd3d3J3QDAAAAQA660yW83EgNAAAAAACTELoBAAAAADAJp5cDAADgnteyxgB7lwDATr7YH2nvEu4KM90AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNBtsvDwcFksFuurSJEiat68uX766Sdrn9Rl33//vc26SUlJKlKkiCwWi7Zv327Tf+3atbm0BwAAAACA7CJ054LmzZvrzJkzOnPmjLZu3SpHR0c99dRTNn18fX21ePFim7ZPPvlEbm5uuVkqAAAAACAHEbpzgZOTk3x8fOTj46OgoCC9+uqr+v333/X3339b+4SFhenDDz/U1atXrW2LFi1SWFiYPUoGAAAAAOQAQncuu3Llit5//335+fmpSJEi1vZatWqpbNmyWr16tSTp1KlT2rFjh7p162avUgEAAAAAd8nR3gU8CNavX289TTwhIUElSpTQ+vXrlS+f7d88evbsqUWLFqlr166KiopSy5Yt5e3tneXtJSUlKSkpyfo+Pj7+7nYAAAAAAJAtzHTngiZNmigmJkYxMTHavXu3QkJC1KJFC508edKmX9euXbVz50799ttvioqKUs+ePbO1vYiICHl4eFhfvr6+ObEbAAAAAIAsInTnAldXV/n5+cnPz0916tTRggULlJCQoPnz59v0K1KkiJ566in16tVL165dU4sWLbK1vZEjRyouLs76+v3333NiNwAAAAAAWcTp5XZgsViUL18+m5umperZs6datmypESNGyMHBIVvjOzk5ycnJ6W7LBAAAAADcJUJ3LkhKStLZs2clSRcvXlRkZKSuXLmi1q1bp+nbvHlz/f3333J3d8/tMgEAAAAAOYzQnQs2bNigEiVKSJIKFSqkypUra9WqVWrcuHGavhaLRUWLFs3lCgEAAAAAZiB0mywqKkpRUVG37WMYRobLPD090yy/XX8AAAAAwL2DG6kBAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJnG0dwEAAADAnXyxP9LeJQBAtjDTDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJjE0d4FAAAAAHfSqvUYe5fwQPj8s3H2LgG47zDTDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3SbbuXOnHBwc1KpVK3uXAgAAAADIZYRuky1cuFAvvfSSduzYoT///NPe5QAAAAAAchGh20RXrlzRRx99pH79+qlVq1aKioqyWb5u3TpVrFhRzs7OatKkiZYsWSKLxaJLly5Z+3z77bdq2LChXFxc5Ovrq4EDByohISF3dwQAAAAAkC2EbhOtXLlSlStXlr+/v7p27apFixbJMAxJ0vHjx/Xss88qNDRU+/fv1/PPP69Ro0bZrH/s2DE1b95c7dq1008//aSPPvpI3377rQYMGGCP3QEAAAAAZBGh20QLFy5U165dJUnNmzdXXFycvv76a0nS3Llz5e/vr7feekv+/v7q2LGjwsPDbdaPiIhQly5d9PLLL6tixYpq0KCB3n33XS1dulTXrl3LcLtJSUmKj4+3eQEAAAAAch+h2ySHDx/W7t271alTJ0mSo6OjOnTooIULF1qX16lTx2adunXr2rzfv3+/oqKi5ObmZn2FhIQoJSVFx48fz3DbERER8vDwsL58fX1zeO8AAAAAAJnhaO8C7lcLFy7UzZs3VbJkSWubYRhycnJSZGRkpsa4cuWKnn/+eQ0cODDNstKlS2e43siRIzV48GDr+/j4eII3AAAAANgBodsEN2/e1NKlSzV16lQ9+eSTNstCQ0P1wQcfyN/fX1988YXNsj179ti8f/jhh3Xw4EH5+fllaftOTk5ycnLKXvEAAAAAgBxD6DbB+vXrdfHiRfXq1UseHh42y9q1a6eFCxdq5cqVeueddzRixAj16tVLMTEx1rubWywWSdKIESP0yCOPaMCAAerdu7dcXV118OBBbd68OdOz5QAAAAAA++GabhMsXLhQzZo1SxO4pX9D9969e3X58mV9/PHHWrNmjQIDAzV79mzr3ctTZ6kDAwP19ddf69dff1XDhg1Vs2ZNjR492uaUdQAAAADAvYuZbhN89tlnGS6rW7eu9bFhgYGBatOmjXXZxIkTVapUKTk7O1vb6tSpo02bNplXLAAAAADANIRuO5o1a5bq1KmjIkWKKDo6Wm+99RbP4AYAAACA+wih246OHDmiN954QxcuXFDp0qU1ZMgQjRw50t5lAQAAAAByCKHbjqZNm6Zp06bZuwwAAAAAgEm4kRoAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACZxtHcBAAAAwJ18/tk4e5cAANnCTDcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkd7FwAAAADcSZPwCXe1/rao13OoEgDIGma6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQuv/jxIkTslgsiomJkSRt375dFotFly5dypHxw8PDFRoamiNjAQAAAADuffd86LZnUG3QoIHOnDkjDw8Pu2wfAAAAAJC3Odq7gHtZgQIF5OPjY+8yAAAAAAB51D0/0/1fjRs31sCBAzV8+HB5eXnJx8dHY8eOtS43DENjx45V6dKl5eTkpJIlS2rgwIHW5RaLRWvXrrUZ09PTU1FRUelu79bTy6OiouTp6amNGzcqICBAbm5uat68uc6cOZOt/UlKStLAgQNVrFgxOTs769FHH9WePXts+qxbt04VK1aUs7OzmjRpoiVLluToKe8AAAAAAPPkqdAtSUuWLJGrq6t27dqlKVOmaPz48dq8ebMkafXq1Zo2bZrmzp2rI0eOaO3atapevXqObj8xMVFvv/22li1bph07dujUqVMaOnRotsYaPny4Vq9erSVLlmjfvn3y8/NTSEiILly4IEk6fvy4nn32WYWGhmr//v16/vnnNWrUqJzcHQAAAACAifLc6eWBgYEaM2aMJKlixYqKjIzU1q1b9cQTT+jUqVPy8fFRs2bNlD9/fpUuXVp169bN0e3fuHFDc+bMUYUKFSRJAwYM0Pjx47M8TkJCgmbPnq2oqCi1aNFCkjR//nxt3rxZCxcu1LBhwzR37lz5+/vrrbfekiT5+/vr559/1sSJE287dlJSkpKSkqzv4+Pjs1wfAAAAAODu5bmZ7sDAQJv3JUqU0F9//SVJeu6553T16lWVL19effr00SeffKKbN2/m6PYLFixoDdy3bj8rjh07phs3big4ONjalj9/ftWtW1exsbGSpMOHD6tOnTo262XmjwgRERHy8PCwvnx9fbNcHwAAAADg7uW50J0/f36b9xaLRSkpKZIkX19fHT58WLNmzZKLi4tefPFFPfbYY7px44a1r2EYNuunLrub7d86pr2NHDlScXFx1tfvv/9u75IAAAAA4IGU50L3nbi4uKh169Z69913tX37du3cuVMHDhyQJHl7e9vc9OzIkSNKTEy0S50VKlRQgQIFFB0dbW27ceOG9uzZoypVqkj693TyvXv32qx3643W0uPk5CR3d3ebFwAAAAAg9+W5a7pvJyoqSsnJyapXr54KFiyo999/Xy4uLipTpowk6fHHH1dkZKTq16+v5ORkjRgxIs3MdW5xdXVVv379NGzYMHl5eal06dKaMmWKEhMT1atXL0nS888/r3feeUcjRoxQr169FBMTY73TusVisUvdAAAAAIDMu69muj09PTV//nwFBwcrMDBQW7Zs0WeffaYiRYpIkqZOnSpfX181bNhQnTt31tChQ1WwYEG71Ttp0iS1a9dO3bp108MPP6yjR49q48aNKly4sCSpXLly+vjjj7VmzRoFBgZq9uzZ1ruXOzk52a1uAAAAAEDmWIx77YJk3NbEiRM1Z86cLF2nHR8fLw8PD8XFxXGqOQAAyJOahE+4q/W3Rb2eQ5UAwL8ym7Puq9PL70ezZs1SnTp1VKRIEUVHR+utt97SgAED7F0WAAAAACATCN05yM3NLcNlX375pRo2bJjlMY8cOaI33nhDFy5cUOnSpTVkyBCNHDnybsoEAAAAAOQSQncOiomJyXDZQw89lK0xp02bpmnTpmWzIgAAAACAPRG6c5Cfn5+9SwAAAAAA3EPuq7uXAwAAAABwLyF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJHexcAAAAA3Mm2qNftXQIAZAsz3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJHO1dAAAAAHAn9QZPuGOfXe+8nguVAEDWMNMNAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQfQ+JioqSp6envcsAAAAAAOQQQncGwsPDFRoaatr4ZcuW1fTp023aOnTooF9//dW0bQIAAAAAcpejvQvA/3NxcZGLi4u9ywAAAAAA5BBmurPh559/VosWLeTm5qbixYurW7du+ueff6zLGzdurAEDBmjAgAHy8PBQ0aJF9frrr8swDOvykydP6pVXXpHFYpHFYpGU9vTysWPHKigoSMuWLVPZsmXl4eGhjh076vLly7m6vwAAAACA7CF0Z9GlS5f0+OOPq2bNmtq7d682bNigc+fOqX379jb9lixZIkdHR+3evVszZszQO++8owULFkiS1qxZo1KlSmn8+PE6c+aMzpw5k+H2jh07prVr12r9+vVav369vv76a02aNMnUfQQAAAAA5AxOL8+iyMhI1axZU2+++aa1bdGiRfL19dWvv/6qSpUqSZJ8fX01bdo0WSwW+fv768CBA5o2bZr69OkjLy8vOTg4qFChQvLx8bnt9lJSUhQVFaVChQpJkrp166atW7dq4sSJGa6TlJSkpKQk6/v4+Pi72WUAAAAAQDYx051F+/fv17Zt2+Tm5mZ9Va5cWdK/s9KpHnnkEetp45JUv359HTlyRMnJyVnaXtmyZa2BW5JKlCihv/7667brREREyMPDw/ry9fXN0jYBAAAAADmDme4sunLlilq3bq3JkyenWVaiRIkc317+/Plt3lssFqWkpNx2nZEjR2rw4MHW9/Hx8QRvAAAAALADQncWPfzww1q9erXKli0rR8eMP75du3bZvP/+++9VsWJFOTg4SJIKFCiQ5VnvzHJycpKTk5MpYwMAAAAAMo/Ty28jLi5OMTExNq++ffvqwoUL6tSpk/bs2aNjx45p48aN6tGjh02IPnXqlAYPHqzDhw/rgw8+0MyZMzVo0CDr8rJly2rHjh36448/bO58DgAAAAC4fzDTfRvbt29XzZo1bdp69eql6OhojRgxQk8++aSSkpJUpkwZNW/eXPny/f/fMLp3766rV6+qbt26cnBw0KBBg9S3b1/r8vHjx+v5559XhQoVlJSUZH2cGAAAAADg/mExSHs5rnHjxgoKCtL06dPtXYqkf6/p9vDwUFxcnNzd3e1dDgAAQJbVGzzhjn12vfN6LlQCAP/KbM7i9HIAAAAAAExC6AYAAAAAwCRc022C7du327sEAAAAAMA9gJluAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABM4mjvAgAAAIA72fXO6/YuAQCyhZluAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSO2V1x2bJlmjNnjo4fP66dO3eqTJkymj59usqVK6e2bdvmZI0AAAD3pKA3xtq7hAdGzGtj7V0CAGRLtma6Z8+ercGDB6tly5a6dOmSkpOTJUmenp6aPn16TtYHAAAAAECela3QPXPmTM2fP1+jRo2Sg4ODtb127do6cOBAjhUHAAAAAEBelq3Qffz4cdWsWTNNu5OTkxISEu66KAAAAAAA7gfZCt3lypVTTExMmvYNGzYoICDgbmsCAAAAAOC+kK0bqQ0ePFj9+/fXtWvXZBiGdu/erQ8++EARERFasGBBTtcIAAAAAECelK3Q3bt3b7m4uOi1115TYmKiOnfurJIlS2rGjBnq2LFjTtcIAAAAAECelOXQffPmTa1YsUIhISHq0qWLEhMTdeXKFRUrVsyM+gAAAAAAyLOyfE23o6OjXnjhBV27dk2SVLBgQQI3AAAAAADpyNaN1OrWrasff/wxp2sBAAAAAOC+kq1rul988UUNGTJEp0+fVq1ateTq6mqzPDAwMEeKAwAAAAAgL8tW6E69WdrAgQOtbRaLRYZhyGKxKDk5OWeqAwAAAAAgD8tW6D5+/HhO1wEAAAAAwH0nW6G7TJkyOV0HAAAAAAD3nWyF7qVLl952effu3bNVDAAAAAAA95Nshe5BgwbZvL9x44YSExNVoEABFSxYkNANAAAAAICy+ciwixcv2ryuXLmiw4cP69FHH9UHH3yQ0zUCAAAAAJAnZSt0p6dixYqaNGlSmllw/L+xY8cqKCjI3mUAAAAAAHJJjoVuSXJ0dNSff/6Zk0OmER4eLovFohdeeCHNsv79+8tisSg8PNzadvbsWb300ksqX768nJyc5Ovrq9atW2vr1q3WPmXLlpXFYpHFYpGrq6sefvhhrVq1Ks34165dU3h4uKpXry5HR0eFhoaasYsAAAAAgPtEtq7pXrdunc17wzB05swZRUZGKjg4OEcKux1fX199+OGHmjZtmlxcXCT9G4hXrFih0qVLW/udOHFCwcHB8vT01FtvvaXq1avrxo0b2rhxo/r3769Dhw5Z+44fP159+vRRfHy8pk6dqg4dOuihhx5SgwYNrH2Sk5Pl4uKigQMHavXq1abvJwAAAAAgb8vWTHdoaKjN65lnntHYsWMVGBioRYsW5XSNaTz88MPy9fXVmjVrrG1r1qxR6dKlVbNmTWvbiy++KIvFot27d6tdu3aqVKmSqlatqsGDB+v777+3GbNQoULy8fFRpUqV9N5778nFxUWfffaZTR9XV1fNnj1bffr0kY+Pz13vR0pKisaPH69SpUrJyclJQUFB2rBhg02f7777TkFBQXJ2dlbt2rW1du1aWSwWxcTE3PX2AQAAAADmylboTklJsXklJyfr7NmzWrFihUqUKJHTNaarZ8+eWrx4sfX9okWL1KNHD+v7CxcuaMOGDerfv79cXV3TrO/p6Znh2I6OjsqfP7+uX7+eozXfasaMGZo6darefvtt/fTTTwoJCVGbNm105MgRSVJ8fLxat26t6tWra9++fZowYYJGjBhhak0AAAAAgJyTrdA9fvx4JSYmpmm/evWqxo8ff9dFZUbXrl317bff6uTJkzp58qSio6PVtWtX6/KjR4/KMAxVrlw5S+Nev35dERERiouL0+OPP57TZdt4++23NWLECHXs2FH+/v6aPHmygoKCNH36dEnSihUrZLFYNH/+fFWpUkUtWrTQsGHD7jhuUlKS4uPjbV4AAAAAgNyXrdA9btw4XblyJU17YmKixo0bd9dFZYa3t7datWqlqKgoLV68WK1atVLRokWtyw3DyNJ4I0aMkJubmwoWLKjJkydr0qRJatWqVU6XbRUfH68///wzzTXwwcHBio2NlSQdPnxYgYGBcnZ2ti6vW7fuHceOiIiQh4eH9eXr65uzxQMAAAAAMiVbN1IzDEMWiyVN+/79++Xl5XXXRWVWz549NWDAAEnSe++9Z7OsYsWKslgsNjdLu51hw4YpPDxcbm5uKl68eLr7l1eMHDlSgwcPtr6Pj48neAMAAACAHWRpprtw4cLy8vKSxWJRpUqV5OXlZX15eHjoiSeeUPv27c2qNY3mzZvr+vXrunHjhkJCQmyWeXl5KSQkRO+9954SEhLSrHvp0iWb90WLFpWfn598fHxyJXC7u7urZMmSio6OtmmPjo5WlSpVJEn+/v46cOCAkpKSrMv37Nlzx7GdnJzk7u5u8wIAAAAA5L4szXRPnz5dhmGoZ8+eGjdunDw8PKzLChQooLJly6p+/fo5XmRGHBwcrKdiOzg4pFn+3nvvKTg4WHXr1tX48eMVGBiomzdvavPmzZo9e7Z13YxERkbqk08+sXmm98GDB3X9+nVduHBBly9ftt5FPCgoKMv1Dxs2TGPGjFGFChUUFBSkxYsXKyYmRsuXL5ckde7cWaNGjVLfvn316quv6tSpU3r77bclKU/PxAMAAADAgyJLoTssLEySVK5cOTVo0ED58+c3paisuN0sbvny5bVv3z5NnDhRQ4YM0ZkzZ+Tt7a1atWpp9uzZdxz7n3/+0bFjx2zaWrZsqZMnT1rfpz6iLKvXkEvSwIEDFRcXpyFDhuivv/5SlSpVtG7dOlWsWNG6b5999pn69eunoKAgVa9eXaNHj1bnzp1trvMGAAAAANybLEZ20uJ/XLt2Lc2jtTid2TzLly9Xjx49FBcXJxcXl0ytEx8fLw8PD8XFxfGzAQAgBwW9MdbeJTwwYl4ba+8SAMBGZnNWtm6klpiYqOHDh2vlypU6f/58muXJycnZGRbpWLp0qcqXL6+HHnpI+/fv14gRI9S+fftMB24AAAAAgP1k65Fhw4YN01dffaXZs2fLyclJCxYs0Lhx41SyZEktXbo0p2vMM6pWrSo3N7d0X6nXaWfV2bNn1bVrVwUEBOiVV17Rc889p3nz5uVw5QAAAAAAM2Tr9PLSpUtr6dKlaty4sdzd3bVv3z75+flp2bJl+uCDD/TFF1+YUes97+TJk7px40a6y4oXL65ChQrlckX/4vRyAADMwenluYfTywHca0w9vfzChQsqX768pH+v375w4YIk6dFHH1W/fv2yM+R9oUyZMvYuAQAAAABwD8nW6eXly5fX8ePHJUmVK1fWypUrJUmfffaZPD09c6w4AAAAAADysmyF7h49emj//v2SpFdffVXvvfeenJ2d9corr2jYsGE5WiAAAAAAAHlVtk4vf+WVV6z/btasmQ4dOqQffvhBfn5+CgwMzLHiAAAAAADIy7IVuv/r2rVrKlOmDNczAwAAAABwi2ydXp6cnKwJEybooYcekpubm3777TdJ0uuvv66FCxfmaIEAAAAAAORV2QrdEydOVFRUlKZMmaICBQpY26tVq6YFCxbkWHEAAAAAAORl2QrdS5cu1bx589SlSxc5ODhY22vUqKFDhw7lWHEAAAAAAORl2Qrdf/zxh/z8/NK0p6Sk6MaNG3ddFAAAAAAA94Nshe4qVarom2++SdP+8ccfq2bNmnddFAAAAAAA94Ns3b189OjRCgsL0x9//KGUlBStWbNGhw8f1tKlS7V+/fqcrhEAAAAAgDwpSzPdv/32mwzDUNu2bfXZZ59py5YtcnV11ejRoxUbG6vPPvtMTzzxhFm1AgAAAACQp2RpprtixYo6c+aMihUrpoYNG8rLy0sHDhxQ8eLFzaoPAAAAAIA8K0uh2zAMm/dffvmlEhIScrQgAACAvCLmtbH2LgEAcI/L1o3UUt0awgEAAAAAwP/LUui2WCyyWCxp2gAAAAAAQFpZPr08PDxcTk5OkqRr167phRdekKurq02/NWvW5FyFAAAAAADkUVkK3WFhYTbvu3btmqPFAAAAAABwP8lS6F68eLFZdQAAAAAAcN+5qxupAQAAAACAjBG6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJNk6e7lAAAAD7rac163dwkPpL0vTLB3CQCQLcx0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACbJc6F77NixCgoKsr4PDw9XaGio3erJaRaLRWvXrrV3GQAAAACAHHBPhO6dO3fKwcFBrVq1yvK6M2bMUFRUVM4XZbJb/3iQ6syZM2rRokXuFwQAAAAAyHH3ROheuHChXnrpJe3YsUN//vlnltb18PCQp6enOYXZgY+Pj5ycnOxdBgAAAAAgB9g9dF+5ckUfffSR+vXrp1atWqWZtZ40aZKKFy+uQoUKqVevXrp27ZrN8ltPL2/cuLEGDBigAQMGyMPDQ0WLFtXrr78uwzCsfS5evKju3burcOHCKliwoFq0aKEjR45Yl0dFRcnT01MbN25UQECA3Nzc1Lx5c505c8Zm2wsWLFBAQICcnZ1VuXJlzZo1y2b56dOn1alTJ3l5ecnV1VW1a9fWrl27FBUVpXHjxmn//v2yWCyyWCzW/f7v6eUnTpyQxWLRmjVr1KRJExUsWFA1atTQzp07s/lpAwAAAAByk91D98qVK1W5cmX5+/ura9euWrRokTUgr1y5UmPHjtWbb76pvXv3qkSJEmmCbXqWLFkiR0dH7d69WzNmzNA777yjBQsWWJeHh4dr7969WrdunXbu3CnDMNSyZUvduHHD2icxMVFvv/22li1bph07dujUqVMaOnSodfny5cs1evRoTZw4UbGxsXrzzTf1+uuva8mSJZL+/WNCo0aN9Mcff2jdunXav3+/hg8frpSUFHXo0EFDhgxR1apVdebMGZ05c0YdOnTIcH9GjRqloUOHKiYmRpUqVVKnTp108+bNLH/WAAAAAIDc5WjvAhYuXKiuXbtKkpo3b664uDh9/fXXaty4saZPn65evXqpV69ekqQ33nhDW7ZsSTPbfStfX19NmzZNFotF/v7+OnDggKZNm6Y+ffroyJEjWrdunaKjo9WgQQNJ/wZoX19frV27Vs8995wk6caNG5ozZ44qVKggSRowYIDGjx9v3caYMWM0depUPfPMM5KkcuXK6eDBg5o7d67CwsK0YsUK/f3339qzZ4+8vLwkSX5+ftb13dzc5OjoKB8fnzt+RkOHDrVe7z5u3DhVrVpVR48eVeXKldPtn5SUpKSkJOv7+Pj4O24DAAAAAJDz7DrTffjwYe3evVudOnWSJDk6OqpDhw5auHChJCk2Nlb16tWzWad+/fp3HPeRRx6RxWKxWefIkSNKTk5WbGysHB0dbcYtUqSI/P39FRsba20rWLCgNXBLUokSJfTXX39JkhISEnTs2DH16tVLbm5u1tcbb7yhY8eOSZJiYmJUs2ZNa+C+G4GBgTZ1SLLWkp6IiAh5eHhYX76+vnddAwAAAAAg6+w6071w4ULdvHlTJUuWtLYZhiEnJydFRkbasTIpf/78Nu8tFov1tPcrV65IkubPn5/mjwIODg6SJBcXF1NqSf1jQkpKSob9R44cqcGDB1vfx8fHE7wBAAAAwA7sNtN98+ZNLV26VFOnTlVMTIz1tX//fpUsWVIffPCBAgICtGvXLpv1vv/++zuOnd46FStWlIODgwICAnTz5k2bPufPn9fhw4dVpUqVTNVevHhxlSxZUr/99pv8/PxsXuXKlZP07+x0TEyMLly4kO4YBQoUUHJycqa2l1VOTk5yd3e3eQEAAAAAcp/dZrrXr1+vixcvqlevXvLw8LBZ1q5dOy1cuFBDhw5VeHi4ateureDgYC1fvly//PKLypcvf9uxT506pcGDB+v555/Xvn37NHPmTE2dOlWSVLFiRbVt21Z9+vTR3LlzVahQIb366qt66KGH1LZt20zXP27cOA0cOFAeHh5q3ry5kpKStHfvXl28eFGDBw9Wp06d9Oabbyo0NFQREREqUaKEfvzxR5UsWVL169dX2bJldfz4ccXExKhUqVIqVKgQjwoDAAAAgPuM3Wa6Fy5cqGbNmqUJ3NK/oXvv3r0KCAjQ66+/ruHDh6tWrVo6efKk+vXrd8exu3fvrqtXr6pu3brq37+/Bg0apL59+1qXL168WLVq1dJTTz2l+vXryzAMffHFF2lOKb+d3r17a8GCBVq8eLGqV6+uRo0aKSoqyjrTXaBAAW3atEnFihVTy5YtVb16dU2aNMl6+nm7du3UvHlzNWnSRN7e3vrggw8yvW0AAAAAQN5gMf77AOv7QOPGjRUUFKTp06fbu5R7Rnx8vDw8PBQXF8ep5gAA3KXac163dwkPpL0vTLB3CQBgI7M5y+7P6QYAAAAA4H5F6AYAAAAAwCR2fWSYGbZv327vEgAAAAAAkMRMNwAAAAAApiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJnG0dwEAAAB5yd4XJti7BABAHsJMNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASR3sXAAAAcs6znw63dwmAKT5uO8XeJQBAtjDTDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0J2LLBaL1q5da+8yAAAAAAC5JM+E7vDwcIWGhqZp3759uywWiy5duiRJSk5O1rRp01S9enU5OzurcOHCatGihaKjo23Wi4qKksViUUBAQJoxV61aJYvForJly6ZZdvXqVXl5ealo0aJKSkrKiV0DAAAAANyn8kzozgzDMNSxY0eNHz9egwYNUmxsrLZv3y5fX181btw4zSyzq6ur/vrrL+3cudOmfeHChSpdunS621i9erWqVq2qypUrM2sNAAAAALit+yp0r1y5Uh9//LGWLl2q3r17q1y5cqpRo4bmzZunNm3aqHfv3kpISLD2d3R0VOfOnbVo0SJr2+nTp7V9+3Z17tw53W0sXLhQXbt2VdeuXbVw4cK7qvfAgQN6/PHH5eLioiJFiqhv3766cuWKdfnNmzc1cOBAeXp6qkiRIhoxYoTCwsLSnfEHAAAAANx77qvQvWLFClWqVEmtW7dOs2zIkCE6f/68Nm/ebNPes2dPrVy5UomJiZL+Pe28efPmKl68eJoxjh07pp07d6p9+/Zq3769vvnmG508eTJbtSYkJCgkJESFCxfWnj17tGrVKm3ZskUDBgyw9pk8ebKWL1+uxYsXKzo6WvHx8cyuAwAAAEAekqdC9/r16+Xm5mbzatGihXX5r7/+mu412pKs7b/++qtNe82aNVW+fHl9/PHHMgxDUVFR6tmzZ7pjLFq0SC1atFDhwoXl5eWlkJAQLV68OFv7smLFCl27dk1Lly5VtWrV9PjjjysyMlLLli3TuXPnJEkzZ87UyJEj9fTTT6ty5cqKjIyUp6fnHcdOSkpSfHy8zQsAAAAAkPvyVOhu0qSJYmJibF4LFiyw6WMYRpbH7dmzpxYvXqyvv/5aCQkJatmyZZo+ycnJWrJkibp27Wpt69q1q6KiopSSkpLlbcbGxqpGjRpydXW1tgUHByslJUWHDx9WXFyczp07p7p161qXOzg4qFatWnccOyIiQh4eHtaXr69vlusDAAAAANw9R3sXkBWurq7y8/OzaTt9+rT135UqVVJsbGy666a2V6pUKc2yLl26aPjw4Ro7dqy6desmR8e0H8vGjRv1xx9/qEOHDjbtycnJ2rp1q5544oks749ZRo4cqcGDB1vfx8fHE7wBAAAAwA7y1Ez3nXTs2FFHjhzRZ599lmbZ1KlTVaRIkXTDsZeXl9q0aaOvv/46w1PLFy5cqI4dO6aZae/YsWO2bqgWEBCg/fv329zYLTo6Wvny5ZO/v788PDxUvHhx7dmzx7o8OTlZ+/btu+PYTk5Ocnd3t3kBAAAAAHLffRe6n376aYWFhWnhwoU6ceKEfvrpJz3//PNat26dFixYYHM6939FRUXpn3/+UeXKldMs+/vvv/XZZ58pLCxM1apVs3l1795da9eu1YULF7JUa5cuXeTs7KywsDD9/PPP2rZtm1566SV169bNehO3l156SREREfr00091+PBhDRo0SBcvXpTFYsn6hwMAAAAAyHX3Vei2WCxauXKl/ve//2natGny9/dXw4YNdfLkSW3fvv22j9pKfWxXepYuXSpXV1c1bdo0zbKmTZvKxcVF77//fpZqLViwoDZu3KgLFy6oTp06evbZZ9W0aVNFRkZa+4wYMUKdOnVS9+7dVb9+fbm5uSkkJETOzs5Z2hYAAAAAwD4sRnbuPAa7SElJUUBAgNq3b68JEyZker34+Hh5eHgoLi6OU80B4D737KfD7V0CYIqP206xdwkAYCOzOStP3UjtQXPy5Elt2rRJjRo1UlJSkiIjI3X8+HF17tzZ3qUBAAAAADLhvjq93J6WL1+e5hniqa+qVatma8x8+fIpKipKderUUXBwsA4cOKAtW7Zk+CxyAAAAAMC9hZnuHNKmTRvVq1cv3WX58+fP1pi+vr6Kjo6+m7IAAAAAAHZE6M4hhQoVUqFChexdBgAAAADgHsLp5QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkc7V0AAADIOR+3nWLvEgAAwH8w0w0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYxNHeBQAAkJeN29HT3iUAD4Qxjy2ydwkAkC3MdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmuW9D94kTJ2SxWBQTE5PtMcLDwxUaGppjNVksFq1duzbHxgMAAAAA3NvsGrrDw8NlsVhksViUP39+lStXTsOHD9e1a9fuemxfX1+dOXNG1apVu2PfjAL6jBkzFBUVdde1AAAAAAAeTI72LqB58+ZavHixbty4oR9++EFhYWGyWCyaPHnyXY3r4OAgHx+fuxrDw8PjrtYHAAAAADzY7H56uZOTk3x8fOTr66vQ0FA1a9ZMmzdvliSlpKQoIiJC5cqVk4uLi2rUqKGPP/7Yuu7FixfVpUsXeXt7y8XFRRUrVtTixYslpZ29vl3fcuXKSZJq1qwpi8Wixo0bS0p7ennjxo01cOBADR8+XF5eXvLx8dHYsWOzve8HDhzQ448/LhcXFxUpUkR9+/bVlStXrMtv3rypgQMHytPTU0WKFNGIESMUFhaWo6e8AwAAAADMY/fQ/V8///yzvvvuOxUoUECSFBERoaVLl2rOnDn65Zdf9Morr6hr1676+uuvJUmvv/66Dh48qC+//FKxsbGaPXu2ihYtmu7Yt+u7e/duSdKWLVt05swZrVmzJsMalyxZIldXV+3atUtTpkzR+PHjrX8kyIqEhASFhISocOHC2rNnj1atWqUtW7ZowIAB1j6TJ0/W8uXLtXjxYkVHRys+Pp5rwgEAAAAgD7H76eXr16+Xm5ubbt68qaSkJOXLl0+RkZFKSkrSm2++qS1btqh+/fqSpPLly+vbb7/V3Llz1ahRI506dUo1a9ZU7dq1JUlly5bNcDu36+vt7S1JKlKkyB1PSQ8MDNSYMWMkSRUrVlRkZKS2bt2qJ554Ikv7vWLFCl27dk1Lly6Vq6urJCkyMlKtW7fW5MmTVbx4cc2cOVMjR47U008/bV3+xRdf3HHspKQkJSUlWd/Hx8dnqTYAAAAAQM6we+hu0qSJZs+erYSEBE2bNk2Ojo5q166dfvnlFyUmJqYJs9evX1fNmjUlSf369VO7du20b98+PfnkkwoNDVWDBg3S3U5W+t5OYGCgzfsSJUror7/+yvI4sbGxqlGjhjVwS1JwcLBSUlJ0+PBhOTs769y5c6pbt651uYODg2rVqqWUlJTbjh0REaFx48ZluSYAAAAAQM6y++nlrq6u8vPzU40aNbRo0SLt2rVLCxcutF7b/PnnnysmJsb6OnjwoPW67hYtWujkyZN65ZVX9Oeff6pp06YaOnRoutvJSt/byZ8/v817i8VyxxCc20aOHKm4uDjr6/fff7d3SQAAAADwQLJ76P6vfPny6X//+59ee+01ValSRU5OTjp16pT8/PxsXr6+vtZ1vL29FRYWpvfff1/Tp0/XvHnzMhw/o76p15AnJyebu4P/ERAQoP379yshIcHaFh0drXz58snf318eHh4qXry49uzZY12enJysffv23XFsJycnubu727wAAAAAALnP7qeX3+q5557TsGHDNHfuXA0dOlSvvPKKUlJS9OijjyouLk7R0dFyd3dXWFiYRo8erVq1aqlq1apKSkrS+vXrFRAQkO64t+tbrFgxubi4aMOGDSpVqpScnZ1Nf1xYly5dNGbMGIWFhWns2LH6+++/9dJLL6lbt24qXry4JOmll15SRESE/Pz8VLlyZc2cOVMXL16UxWIxtTYAAAAAQM6450K3o6OjBgwYoClTpuj48ePy9vZWRESEfvvtN3l6eurhhx/W//73P0n/zlCPHDlSJ06ckIuLixo2bKgPP/ww3XFv19fR0VHvvvuuxo8fr9GjR6thw4bavn27qftZsGBBbdy4UYMGDVKdOnVUsGBBtWvXTu+88461z4gRI3T27Fl1795dDg4O6tu3r0JCQuTg4GBqbQAAAACAnGExDMOwdxHInJSUFAUEBKh9+/aaMGFCpteLj4+Xh4eH4uLiONUcAHLYuB097V0C8EAY89gie5cAADYym7PuuZlu/L+TJ09q06ZNatSokZKSkhQZGanjx4+rc+fO9i4NAAAAAJAJ99SN1PKy5cuXy83NLd1X1apVszVmvnz5FBUVpTp16ig4OFgHDhzQli1bMrxuHQAAAABwb2GmO4e0adNG9erVS3fZrY8ZyyxfX19FR0ffTVkAAAAAADsidOeQQoUKqVChQvYuAwAAAABwD+H0cgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSO9i4AAIC8bMxji+xdAgAAuIcx0w0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYxNHeBQCf7HrM3iUAAIB73NP1dti7BADIFma6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQutNhsVi0du1ae5cBAAAAAMjjHrjQffbsWQ0aNEh+fn5ydnZW8eLFFRwcrNmzZysxMdHe5QEAAAAA7iOO9i4gN/32228KDg6Wp6en3nzzTVWvXl1OTk46cOCA5s2bp4ceekht2rSxd5kAAAAAgPvEAzXT/eKLL8rR0VF79+5V+/btFRAQoPLly6tt27b6/PPP1bp16zTrbN++XRaLRZcuXbK2xcTEyGKx6MSJE9a26OhoNW7cWAULFlThwoUVEhKiixcvSpKSkpI0cOBAFStWTM7Oznr00Ue1Z88e67oXL15Uly5d5O3tLRcXF1WsWFGLFy+2Lv/999/Vvn17eXp6ysvLS23btrXZNgAAAADg3vTAhO7z589r06ZN6t+/v1xdXdPtY7FYsjV2TEyMmjZtqipVqmjnzp369ttv1bp1ayUnJ0uShg8frtWrV2vJkiXat2+f/Pz8FBISogsXLkiSXn/9dR08eFBffvmlYmNjNXv2bBUtWlSSdOPGDYWEhKhQoUL65ptvFB0dLTc3NzVv3lzXr1/PVr0AAAAAgNzxwJxefvToURmGIX9/f5v2okWL6tq1a5Kk/v37a/LkyVkee8qUKapdu7ZmzZplbatataokKSEhQbNnz1ZUVJRatGghSZo/f742b96shQsXatiwYTp16pRq1qyp2rVrS5LKli1rHeejjz5SSkqKFixYYP2jwOLFi+Xp6ant27frySefTFNPUlKSkpKSrO/j4+OzvE8AAAAAgLv3wMx0Z2T37t2KiYlR1apVbYJqVqTOdKfn2LFjunHjhoKDg61t+fPnV926dRUbGytJ6tevnz788EMFBQVp+PDh+u6776x99+/fr6NHj6pQoUJyc3OTm5ubvLy8dO3aNR07dizdbUZERMjDw8P68vX1zdZ+AQAAAADuzgMz0+3n5yeLxaLDhw/btJcvX16S5OLiku56+fL9+3cJwzCsbTdu3LDpk9G6mdWiRQudPHlSX3zxhTZv3qymTZuqf//+evvtt3XlyhXVqlVLy5cvT7Oet7d3uuONHDlSgwcPtr6Pj48neAMAAACAHTwwM91FihTRE088ocjISCUkJGR6vdRge+bMGWtbTEyMTZ/AwEBt3bo13fUrVKigAgUKKDo62tp248YN7dmzR1WqVLHZTlhYmN5//31Nnz5d8+bNkyQ9/PDDOnLkiIoVKyY/Pz+bl4eHR7rbdHJykru7u80LAAAAAJD7HpjQLUmzZs3SzZs3Vbt2bX300UeKjY3V4cOH9f777+vQoUNycHBIs46fn598fX01duxYHTlyRJ9//rmmTp1q02fkyJHas2ePXnzxRf300086dOiQZs+erX/++Ueurq7q16+fhg0bpg0bNujgwYPq06ePEhMT1atXL0nS6NGj9emnn+ro0aP65ZdftH79egUEBEiSunTpoqJFi6pt27b65ptvdPz4cW3fvl0DBw7U6dOnzf/QAAAAAADZ9kCF7goVKujHH39Us2bNNHLkSNWoUUO1a9fWzJkzNXToUE2YMCHNOvnz59cHH3ygQ4cOKTAwUJMnT9Ybb7xh06dSpUratGmT9u/fr7p166p+/fr69NNP5ej479n7kyZNUrt27dStWzc9/PDDOnr0qDZu3KjChQtLkgoUKKCRI0cqMDBQjz32mBwcHPThhx9KkgoWLKgdO3aodOnSeuaZZxQQEKBevXrp2rVrzGADAAAAwD3OYvz3YmXcl+Lj4+Xh4aG4uLh7Mqh/susxe5cAAADucU/X22HvEgDARmZz1gM10w0AAAAAQG4idAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkd7FwA8XW+HvUsAAAAAAFMw0w0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhBupPQAMw5AkxcfH27kSAAAAALg/pOar1LyVEUL3A+Dy5cuSJF9fXztXAgAAAAD3l8uXL8vDwyPD5RbjTrEceV5KSor+/PNPFSpUSBaLxd7lPBDi4+Pl6+ur33//Xe7u7vYuBw8AjjnkNo455CaON+Q2jjlkhmEYunz5skqWLKl8+TK+cpuZ7gdAvnz5VKpUKXuX8UByd3fnixq5imMOuY1jDrmJ4w25jWMOd3K7Ge5U3EgNAAAAAACTELoBAAAAADAJoRswgZOTk8aMGSMnJyd7l4IHBMccchvHHHITxxtyG8ccchI3UgMAAAAAwCTMdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3kEMmTpyoBg0aqGDBgvL09MzUOuHh4bJYLDav5s2bm1so7hvZOeYMw9Do0aNVokQJubi4qFmzZjpy5Ii5heK+cOHCBXXp0kXu7u7y9PRUr169dOXKlduu07hx4zTfcS+88EIuVYy85r333lPZsmXl7OysevXqaffu3bftv2rVKlWuXFnOzs6qXr26vvjii1yqFPeLrBxzUVFRab7PnJ2dc7Fa5GWEbiCHXL9+Xc8995z69euXpfWaN2+uM2fOWF8ffPCBSRXifpOdY27KlCl69913NWfOHO3atUuurq4KCQnRtWvXTKwU94MuXbrol19+0ebNm7V+/Xrt2LFDffv2veN6ffr0sfmOmzJlSi5Ui7zmo48+0uDBgzVmzBjt27dPNWrUUEhIiP766690+3/33Xfq1KmTevXqpR9//FGhoaEKDQ3Vzz//nMuVI6/K6jEnSe7u7jbfZydPnszFipGXcfdyIIdFRUXp5Zdf1qVLl+7YNzw8XJcuXdLatWtNrwv3r8wec4ZhqGTJkhoyZIiGDh0qSYqLi1Px4sUVFRWljh075kK1yItiY2NVpUoV7dmzR7Vr15YkbdiwQS1bttTp06dVsmTJdNdr3LixgoKCNH369FysFnlRvXr1VKdOHUVGRkqSUlJS5Ovrq5deekmvvvpqmv4dOnRQQkKC1q9fb2175JFHFBQUpDlz5uRa3ci7snrMZeW/74BbMdMN2Nn27dtVrFgx+fv7q1+/fjp//ry9S8J96vjx4zp79qyaNWtmbfPw8FC9evW0c+dOO1aGe93OnTvl6elpDdyS1KxZM+XLl0+7du267brLly9X0aJFVa1aNY0cOVKJiYlml4s85vr16/rhhx9svpvy5cunZs2aZfjdtHPnTpv+khQSEsJ3GTIlO8ecJF25ckVlypSRr6+v2rZtq19++SU3ysV9wNHeBQAPsubNm+uZZ55RuXLldOzYMf3vf/9TixYttHPnTjk4ONi7PNxnzp49K0kqXry4TXvx4sWty4D0nD17VsWKFbNpc3R0lJeX122Pnc6dO6tMmTIqWbKkfvrpJ40YMUKHDx/WmjVrzC4Zecg///yj5OTkdL+bDh06lO46Z8+e5bsM2ZadY87f31+LFi1SYGCg4uLi9Pbbb6tBgwb65ZdfVKpUqdwoG3kYM93Abbz66qtpbppx6yujL+fM6Nixo9q0aaPq1asrNDRU69ev1549e7R9+/ac2wnkKWYfc8B/mX289e3bVyEhIapevbq6dOmipUuX6pNPPtGxY8dycC8AwHz169dX9+7dFRQUpEaNGmnNmjXy9vbW3Llz7V0a8gBmuoHbGDJkiMLDw2/bp3z58jm2vfLly6to0aI6evSomjZtmmPjIu8w85jz8fGRJJ07d04lSpSwtp87d05BQUHZGhN5W2aPNx8fnzQ3F7p586YuXLhgPa4yo169epKko0ePqkKFClmuF/enokWLysHBQefOnbNpP3fuXIbHl4+PT5b6A/+VnWPuVvnz51fNmjV19OhRM0rEfYbQDdyGt7e3vL29c217p0+f1vnz520CER4sZh5z5cqVk4+Pj7Zu3WoN2fHx8dq1a1eW77qP+0Nmj7f69evr0qVL+uGHH1SrVi1J0ldffaWUlBRrkM6MmJgYSeI7DjYKFCigWrVqaevWrQoNDZX0702ttm7dqgEDBqS7Tv369bV161a9/PLL1rbNmzerfv36uVAx8rrsHHO3Sk5O1oEDB9SyZUsTK8X9gtPLgRxy6tQpxcTE6NSpU0pOTlZMTIxiYmJsnmNbuXJlffLJJ5L+vRnHsGHD9P333+vEiRPaunWr2rZtKz8/P4WEhNhrN5CHZPWYs1gsevnll/XGG29o3bp1OnDggLp3766SJUta/6MDSE9AQICaN2+uPn36aPfu3YqOjtaAAQPUsWNH653L//jjD1WuXNn6nNtjx45pwoQJ+uGHH3TixAmtW7dO3bt312OPPabAwEB77g7uQYMHD9b8+fO1ZMkSxcbGql+/fkpISFCPHj0kSd27d9fIkSOt/QcNGqQNGzZo6tSpOnTokMaOHau9e/dmOjABWT3mxo8fr02bNum3337Tvn371LVrV508eVK9e/e21y4gLzEA5IiwsDBDUprXtm3brH0kGYsXLzYMwzASExONJ5980vD29jby589vlClTxujTp49x9uxZ++wA8pysHnOGYRgpKSnG66+/bhQvXtxwcnIymjZtahw+fDj3i0eec/78eaNTp06Gm5ub4e7ubvTo0cO4fPmydfnx48dtjr9Tp04Zjz32mOHl5WU4OTkZfn5+xrBhw4y4uDg77QHudTNnzjRKly5tFChQwKhbt67x/fffW5c1atTICAsLs+m/cuVKo1KlSkaBAgWMqlWrGp9//nkuV4y8LivH3Msvv2ztW7x4caNly5bGvn377FA18iKe0w0AAAAAgEk4vRwAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAA5IqzZ8/qiSeekKurqzw9PTNss1gsWrt2babGHDt2rIKCgkypFwCAnEDoBgAAOnv2rF566SWVL19eTk5O8vX1VevWrbV169Yc28a0adN05swZxcTE6Ndff82w7cyZM2rRokWmxhw6dGiO1ihJUVFR1j8AAABwtxztXQAAALCvEydOKDg4WJ6ennrrrbdUvXp13bhxQxs3blT//v116NChHNnOsWPHVKtWLVWsWPG2bT4+Ppke083NTW5ubjlSHwAAZmCmGwCAB9yLL74oi8Wi3bt3q127dqpUqZKqVq2qwYMH6/vvv5cknTp1Sm3btpWbm5vc3d3Vvn17nTt3zmacTz/9VA8//LCcnZ1Vvnx5jRs3Tjdv3pQklS1bVqtXr9bSpUtlsVgUHh6ebpuU9vTy06dPq1OnTvLy8pKrq6tq166tXbt2SUr/9PIFCxYoICBAzs7Oqly5smbNmmVdduLECVksFq1Zs0ZNmjRRwYIFVaNGDe3cuVOStH37dvXo0UNxcXGyWCyyWCwaO3ZsDn7aAIAHDTPdAAA8wC5cuKANGzZo4sSJcnV1TbPc09NTKSkp1sD99ddf6+bNm+rfv786dOig7du3S5K++eYbde/eXe+++64aNmyoY8eOqW/fvpKkMWPGaM+ePerevbvc3d01Y8YMubi46Pr162nabnXlyhU1atRIDz30kNatWycfHx/t27dPKSkp6e7P8uXLNXr0aEVGRqpmzZr68ccf1adPH7m6uiosLMzab9SoUXr77bdVsWJFjRo1Sp06ddLRo0fVoEEDTZ8+XaNHj9bhw4cliZl0AMBdIXQDAPAAO3r0qAzDUOXKlTPss3XrVh04cEDHjx+Xr6+vJGnp0qWqWrWq9uzZozp16mjcuHF69dVXrcG2fPnymjBhgoYPH64xY8bI29tbTk5OcnFxsTl9PL22/1qxYoX+/vtv7dmzR15eXpIkPz+/DGsdM2aMpk6dqmeeeUaSVK5cOR08eFBz5861Cd1Dhw5Vq1atJEnjxo1T1apVdfToUVWuXFkeHh6yWCxZOs0dAICMELoBAHiAGYZxxz6xsbHy9fW1Bm5JqlKlijw9PRUbG6s6depo//79io6O1sSJE619kpOTde3aNSUmJqpgwYLZqi8mJkY1a9a0Bu7bSUhI0LFjx9SrVy/16dPH2n7z5k15eHjY9A0MDLT+u0SJEpKkv/7667Z/fAAAIDsI3QAAPMAqVqwoi8Vy1zdLu3LlisaNG2edYf4vZ2fnbI+b3innt6tBkubPn6969erZLHNwcLB5nz9/fuu/LRaLJGV4yjoAAHeD0A0AwAPMy8tLISEheu+99zRw4MA013VfunRJAQEB+v333/X7779bZ7sPHjyoS5cuqUqVKpKkhx9+WIcPH77tqd/ZERgYqAULFujChQt3nO0uXry4SpYsqd9++01dunTJ9jYLFCig5OTkbK8PAMB/cfdyAAAecO+9956Sk5NVt25drV69WkeOHFFsbKzeffdd1a9fX82aNVP16tXVpUsX7du3T7t371b37t3VqFEj1a5dW5I0evRoLV26VOPGjdMvv/yi2NhYffjhh3rttdfuqrZOnTrJx8dHoaGhio6O1m+//abVq1db7zZ+q3HjxikiIkLvvvuufv31Vx04cECLFy/WO++8k+ltli1bVleuXNHWrVv1zz//KDEx8a72AQDwYCN0AwDwgCtfvrz27dunJk2aaMiQIapWrZqeeOIJbd26VbNnz5bFYtGnn36qwoUL67HHHlOzZs1Uvnx5ffTRR9YxQkJCtH79em3atEl16tTRI488omnTpqlMmTJ3VVuBAgW0adMmFStWTC1btlT16tU1adKkNKeLp+rdu7cWLFigxYsXq3r16mrUqJGioqJUrly5TG+zQYMGeuGFF9ShQwd5e3trypQpd7UPAIAHm8XIzB1UAAAAAABAljHTDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmOT/AOTxx23NC3etAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 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": [
    "# Matrice de confusion\n",
    "from sklearn.metrics import confusion_matrix\n",
    "cm = confusion_matrix(y_test, y_pred)\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",
    "\n",
    "# Coefficients du modèle\n",
    "coefficients = pd.DataFrame({\n",
    "    'Feature': X_train_scaled.columns,\n",
    "    'Coefficient': logreg_simple.coef_[0]\n",
    "}).sort_values(by='Coefficient', ascending=False)\n",
    "print(\"\\nCoefficients du modèle :\")\n",
    "print(coefficients)\n",
    "# Visualisation des coefficients\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='Coefficient', y='Feature', data=coefficients, palette='viridis')\n",
    "plt.title(\"Coefficients du modèle de régression logistique\")\n",
    "plt.xlabel(\"Coefficient\")\n",
    "plt.ylabel(\"Feature\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "#Courbe ROC et AUC\n",
    "from sklearn.metrics import roc_curve, auc\n",
    "# Calcul des probabilités de prédiction\n",
    "y_proba = logreg_simple.predict_proba(X_test_scaled)[:, 1]\n",
    "# Calcul de la courbe ROC\n",
    "fpr, tpr, thresholds = roc_curve(y_test, y_proba)\n",
    "# Calcul de l'AUC\n",
    "roc_auc = auc(fpr, tpr)  \n",
    "# Affichage de la courbe ROC\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(fpr, tpr, color='blue', label=f'AUC = {roc_auc:.2f}')\n",
    "plt.plot([0, 1], [0, 1], color='red', linestyle='--')  # Diagonale\n",
    "plt.title('Courbe ROC')\n",
    "plt.xlabel('Taux de faux positifs (FPR)')\n",
    "plt.ylabel('Taux de vrais positifs (TPR)')\n",
    "plt.xlim([0.0, 1.0])\n",
    "plt.ylim([0.0, 1.05])\n",
    "plt.grid()\n",
    "plt.legend(loc='lower right')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e3cf2bb",
   "metadata": {},
   "source": [
    "###  Analyse finale du modèle de régression logistique\n",
    "\n",
    "L'évaluation complète du modèle sur le jeu de test montre des **résultats satisfaisants**, malgré la taille réduite du dataset :\n",
    "\n",
    "-  **Matrice de confusion** : le modèle identifie correctement **9 cas positifs sur 11**, et limite les fausses alertes à **3 faux positifs**.\n",
    "-  **Courbe ROC** : l'AUC atteint **0.81**, ce qui traduit une **bonne capacité de discrimination** entre patients atteints et non atteints.\n",
    "-  **Analyse des coefficients** :\n",
    "  - Les variables les plus influentes sont `BMI` (positif) et `Glucose` (négatif).\n",
    "  - Cela donne une **lecture interprétable** du comportement du modèle.\n",
    "-  **Équilibre des performances** : la **précision** et le **rappel** sont proches sur les deux classes, ce qui reflète un bon compromis.\n",
    "\n",
    "Ces résultats montrent que la régression logistique, bien prétraitée (transformation + standardisation), permet d'obtenir un modèle à la fois **efficace** et **interprétable**, ce qui est essentiel dans un contexte biomédical.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f05ce0b4",
   "metadata": {},
   "source": [
    "# Étape 11: Régularisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ff150ac7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best params : {'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}\n",
      "Best F1-score : 0.7371428571428572\n",
      "\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"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "# Grille d’hyperparamètres à tester\n",
    "param_grid = {\n",
    "    'penalty': ['l1', 'l2'],\n",
    "    'C': [0.01, 0.1, 1, 10, 100],\n",
    "    'solver': ['liblinear']  # nécessaire pour l1\n",
    "}\n",
    "# Initialisation du modèle de régression logistique pour la recherche de grille\n",
    "logreg_grid = LogisticRegression(random_state=42, max_iter=1000)\n",
    "\n",
    "# Recherche de grille avec validation croisée\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",
    "# Prédictions finales\n",
    "y_pred_best = best_logreg.predict(X_test_scaled)\n",
    "\n",
    "# Meilleurs paramètres\n",
    "print(\"Best params :\", grid_search.best_params_)\n",
    "print(\"Best F1-score :\", grid_search.best_score_)\n",
    "\n",
    "\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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5dc01116",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIYITgAAAIZsC05lypTR0aNHJUk9e/bU6dOn7SoFAADAiG3BKSsrS6dOnZIkTZkyRefOnbOrFAAAACPF7bpwdHS0Hn30UUVFRcmyLMXHx8vPzy/fvpMnT77B1QEAAORlW3CaPn263n//fe3Zs0cOh0NpaWncdQIAAB7NYVmWZXcR4eHhWrduncqWLVtoY/rdM6DQxgJw8zixdozdJQDwQL6Gt5Jsu+P0ZykpKXaXAAAAcFm2BaekpCT17t1bvr6+SkpKumTf+Pj4G1QVAABAwWybqvvz9Fx4eHiB/RwOh/bu3XvF4zNVByA/TNUByI/HT9X9eXqOqToAAFAUeMTO4YmJicrIyMjTfvbsWSUmJtpQEQAAQF4e8ak6Ly8vpaamKjg42K392LFjCg4OVk5OzhWPyVQdgPwwVQcgP6ZTdR5xx8myLDkcjjztmzZtUpkyZWyoCAAAIC9btyMICgqSw+GQw+FQtWrV3MJTTk6O0tPT1bdvXxsrBAAA+C9bg9OoUaNkWZZ69uypIUOGKDAw0HXOx8dHYWFhio6OtrFCAACA/7I1OPXo0UPSha0JGjRoIG9vbzvLAQAAuCSP2Dk8JibG9e9z584pKyvL7XypUqVudEkAAAB5eMTi8IyMDA0YMEDBwcHy9/dXUFCQ2w9wOQ3vjdDsUX20d9FbOrthjB5uepfb+bYP3K2vxvbXwaUjdHbDGN1VrZJNlQKw06SPP1KXTh0Ufd89ato4Ws8/+4z2pVz5Jsu4dXlEcHrppZf03Xffady4cXI6nZo4caKGDBmiihUraurUqXaXhyLA38+pX3b+rueHz8r3fAk/H/24cY9eS5p7YwsD4FHWrf1JnR/vqmmffqaPPk5Wdna2+vZ6Kt+9BIH8eMRU3VdffaWpU6eqadOmevLJJ9W4cWNFRkYqNDRUM2bMUNeuXe0uER5u0cqtWrRya4HnP/16rSTpjtvZ3gK4lY2bMMntOPGtt9WscbS2bd2iqHr32VQVihKPuON0/PhxValSRdKF9UzHjx+XJDVq1Ejff/+9naUBAG5i6adPS5JK/elT3cCleERwqlKliuv76mrUqKHPPvtM0oU7UaVLl7axMgDAzSo3N1cjRwxT3XvuVdWq1ewuB0WER0zVPfnkk9q0aZNiYmI0aNAgPfzwwxozZozOnz+v995777KPz8zMVGZmplublZsjRzGv61UyAKCIGzZ0iPbs2qVPps20uxQUIR4RnAYOHOj6d2xsrLZv366ff/5ZkZGRuuuuuy7xyAuGDx+uIUOGuLV5lb9P3rfXL/RaAQBF37Chifp++TJNnjJd5StUsLscFCEeEZz+KjQ0VKGhocb9ExIS9MILL7i1BTd+pbDLAgAUcZZlafhbb+q7bxdr0ifTVLlyiN0loYjxiOCUlJSUb7vD4ZCvr68iIyPVpEkTeXnlP/XmdDrldDrdH8s03S3F389HESHlXMdhlcrqrmqVdOJUhn47dEJBpUoopEKQbg++sAC0Wlh5SdJ/jp3Sf46dtqVmADfesDeH6N8L5mvUB2PlX8JfR48ckSQFlCwpX19fm6tDUeCwLMuyu4jw8HAdOXJEGRkZrg0vT5w4oRIlSiggIECHDx9WlSpVtHTpUoWEmP114HfPgOtZMjxM46iqWjTxuTzt0+atVu/Xp6vbw/fr48Qn8pwfOn6B3vpowY0oER7ixNoxdpcAG91du3q+7YlDh6ttu/Y3uBp4El/DW0keEZw+/fRTTZgwQRMnTlRERIQkaffu3erTp4969+6thg0b6rHHHlOFChU0e/ZsozEJTgDyQ3ACkJ8iFZwiIiI0Z84c1a1b1619w4YN6tChg/bu3asff/xRHTp0UGpqqtGYBCcA+SE4AciPaXDyiH2cUlNTlZ2dnac9Oztbhw4dkiRVrFhRp0+zFgUAANjHI4JTs2bN1KdPH23YsMHVtmHDBvXr108PPPCAJOmXX35ReHi4XSUCAAB4RnCaNGmSypQpo6ioKNcn5OrVq6cyZcpo0qQL3ysUEBCgd9991+ZKAQDArcwj1jhdtH37du3cuVOSVL16dVWvnv+nH0ywxglAfljjBCA/pmucPGIfp4uqVKkih8OhiIgIFS/uUaUBAAB4xlRdRkaGnnrqKZUoUUK1a9fWgQMHJEnPPvus3n77bZurAwAAuMCW4PTRRx9p/fr1ruOEhARt2rRJy5Ytc9u5NTY2VrNmzbKjRAAAgDxsCU41atRQ27ZttWjRIknSl19+qTFjxqhRo0ZyOByufrVr19aePXvsKBEAACAPW4JTTEyMli9frsGDB0uSjh49quDg4Dz9zpw54xakAAAA7GTbGqcqVaro+++/lyTVq1dPX3/9tevcxbA0ceJERUdH21IfAADAX9n60TUfHx9J0rBhw9SqVStt3bpV2dnZGj16tLZu3aoff/xRy5cvt7NEAAAAF4/4VF2jRo20ceNGZWdnq06dOlq0aJGCg4O1atUqRUVF2V0eAACAJA/bALMwsQEmgPywASaA/BSJDTCLFSt22cXfDocj3y8ABgAAuNFsDU5ffvllgedWrVqlpKQk5ebm3sCKAAAACmZrcGrbtm2eth07dmjQoEH66quv1LVrVyUmJtpQGQAAQF4esThckv744w/16tVLderUUXZ2tjZu3KgpU6YoNDTU7tIAAAAkeUBwSktL0yuvvKLIyEht2bJF3377rb766ivdeeeddpcGAADgxtapupEjR2rEiBGqUKGCPv3003yn7gAAADyFrdsRFCtWTH5+foqNjZWXl1eB/b744osrHpvtCADkh+0IAOSnSGxH0L17d76LDgAAFBm2BqdPPvnEzssDAABcEdsXhwMAABQVBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDBCcAAABDxU07vvDCC8aDvvfee1dVDAAAgCczDk4bNmww6udwOK66GAAAAE9mHJyWLl16PesAAADweNe0xmn37t1auHChzp49K0myLKtQigIAAPBEVxWcjh07pgcffFDVqlVT69atlZqaKkl66qmn9OKLLxZqgQAAAJ7iqoLTwIED5e3trQMHDqhEiRKu9s6dO+ubb74ptOIAAAA8ifEapz9btGiRFi5cqMqVK7u1V61aVfv37y+UwgAAADzNVd1xOnPmjNudpouOHz8up9N5zUUBAAB4oqsKTo0bN9bUqVNdxw6HQ7m5uRo5cqSaNWtWaMUBAAB4kquaqhs5cqQefPBBrVu3TllZWXr55Ze1ZcsWHT9+XCtXrizsGgEAADzCVd1xuvPOO7Vz5041bNhQbdu21ZkzZ9S+fXtt2LBBERERhV0jAACAR3BYN+nmSweOZ9pdAgAP1GnCartLAOCBVg+KMep31Rtg/vDDD+rWrZsaNGig33//XZI0bdo0rVix4mqHBAAA8GhGwWnNmjU6f/6863jOnDlq0aKF/Pz8tH79emVmXri7k5aWpmHDhl2fSgEAAGxmHJyaN2+u06dPS5KGDh2q8ePH6+OPP5a3t7erX8OGDbV+/frrUykAAIDNjD5VFx8fr/PnzysmJkbr16/Xjh071KRJkzz9AgMDdfLkycKuEQAAwCMYb0fw4osvKjo6WpJUoUIF7d69W2FhYW59VqxYoSpVqhRqgQAAAJ7iihaHN2jQQJLUq1cvPffcc1qzZo0cDof++OMPzZgxQy+++KL69et3XQoFAACw21VtgDlo0CDl5ubqwQcfVEZGhpo0aSKn06mXXnpJTz/9dGHXCAAA4BGuajsCh8OhV199VcePH9evv/6q1atX68iRIwoMDFR4eHhh1wgAAOARrig4ZWZmKiEhQfXq1VPDhg21YMEC1apVS1u2bFH16tU1evRoDRw48HrVCgAAYKsrmqobPHiwPvroI8XGxurHH39Ux44d9eSTT2r16tV699131bFjR3l5eV2vWgEAAGx1RcHp888/19SpU/XII4/o119/1V133aXs7Gxt2rRJDofjetUIAADgEa5oqu7gwYOKioqSdOGLfp1OpwYOHEhoAgAAt4QrCk45OTny8fFxHRcvXlwBAQGFXhQAAIAnuqKpOsuyFBcXJ6fTKUk6d+6c+vbtK39/f7d+X3zxReFVCAAA4CGuKDj16NHD7bhbt26FWgwAAIAnu6LglJycfL3qAAAA8HhXtQEmAADArYjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYIjgBAAAYMi24FSmTBkdPXpUktSzZ0+dPn3arlIAAACM2BacsrKydOrUKUnSlClTdO7cObtKAQAAMFLcrgtHR0fr0UcfVVRUlCzLUnx8vPz8/PLtO3ny5BtcHQAAQF62Bafp06fr/fff1549e+RwOJSWlsZdJwAA4NEclmVZdhcRHh6udevWqWzZsoU25oHjmYU2FoCbR6cJq+0uAYAHWj0oxqifbXec/iwlJcXuEgAAAC7LtuCUlJSk3r17y9fXV0lJSZfsGx8ff4OqAgAAKJhtU3V/np4LDw8vsJ/D4dDevXuveHym6gDkh6k6APnx+Km6P0/PMVUHAACKAo/YOTwxMVEZGRl52s+ePavExEQbKgIAAMjLIz5V5+XlpdTUVAUHB7u1Hzt2TMHBwcrJybniMZmqA5AfpuoA5Md0qs4j7jhZliWHw5GnfdOmTSpTpowNFQEAAORl63YEQUFBcjgccjgcqlatmlt4ysnJUXp6uvr27WtjhSiqvvpilr764jP9J/UPSVJolQh169lH9aMb21wZADsVc0hPNwpTy9rBKuPvo6PpWfr6l0NK/vGA3aWhiLA1OI0aNUqWZalnz54aMmSIAgMDXed8fHwUFham6OhoGytEUXVbufJ66pnnVSnkDsmytGjBPL3+8nMaN+UzhVWJtLs8ADZ54m93qP09FZX49XalHD2jGhVK6rXW1XUmM0ef/fy73eWhCLA1OPXo0UPSha0JGjRoIG9vbzvLwU0kunFTt+OefeM1/4vPtO3XzQQn4BZWp1Ipfb/rqH7cc1ySlJqWqea1glXr9pI2V4aiwrY1TqdOnXL9+5577tHZs2d16tSpfH+Aa5GTk6Oli/+tc+fOqladu+0uB4CNfvn9lO4LC1JI0IUvlY8M9tfdlQO1au9xmytDUWHbHaegoCDXJ+lKly6d7+Lwi4vGr+ZTdUDK7p2K7/2EsrKy5OdXQq+/PUqh4RF2lwXARlNXHZC/j5dm9b5PubmWihVzaPzyFC3cetju0lBE2BacvvvuO9cn5pYuXXpNY2VmZiozM/MvbZLT6bymcVG0VQ4N1/gpn+vMmXT98N1i/fPN1/Tu2MmEJ+AW9mDNcmpRO1iD521TytEMVQ3218DYSB1Nz9KCX/9jd3koAmwLTjExMfn++2oMHz5cQ4YMcWt7/uVXNfCV/3dN46Jo8/b2vrA4XFK1GrW0Y9uv+nLWDD0/aLDNlQGwy7PNqmjq6t+0ZNsRSdKeI2d0e6CvukffQXCCEY/Yx+mbb77RihUrXMcffvih6tatqy5duujEiROXfXxCQoLS0tLcfp55/uXrWTKKIMvKVdb5LLvLAGAjX28v/XXf55xcS8XyrhYB8uURwemll15yLQL/5Zdf9MILL6h169ZKSUnRCy+8cNnHO51OlSpVyu2Habpb26Sxo7V5wzodSv1dKbt3atLY0dq0fp0ebNHG7tIA2GjF7mOKiw5Vg4gyuj3QqZhqZfV4/cpavvOo3aWhiLB1O4KLUlJSVKtWLUnSnDlz9PDDD2vYsGFav369WrdubXN1KIpOnjiukYmv6fixI/IPCFB4RDUNHzVeUfXZFwy4lb27eLd6Nw7TS82rKqiEt46mZ2nuhlRNWrnf7tJQRHhEcPLx8XF9ye+SJUvUvXt3SVKZMmXYjgBX5cVXh1y+E4BbTkZWjkZ9u0ejvt1jdykoojwiODVq1EgvvPCCGjZsqJ9++kmzZs2SJO3cuVOVK1e2uToAAIALPGKN05gxY1S8eHHNnj1b48aNU6VKlSRJ//73v9WyZUubqwMAALjAYf314wU3iQPHMy/fCcAtp9OE1XaXAMADrR5ktjWSR0zVSRe+FmPu3Lnatm2bJKl27dp65JFH5OXlZXNlAAAAF3hEcNq9e7dat26t33//XdWrV5d0YVPLkJAQff3114qIYKdnAABgP49Y4xQfH6+IiAj99ttvWr9+vdavX68DBw4oPDxc8fHxdpcHAAAgyUPuOC1fvlyrV692fXedJJUtW1Zvv/22GjZsaGNlAAAA/+URd5ycTqdOnz6dpz09PV0+Pj42VAQAAJCXRwSnhx56SL1799aaNWtkWZYsy9Lq1avVt29fPfLII3aXBwAAIMlDglNSUpIiIyPVoEED+fr6ytfXVw0bNlRkZKRGjx5td3kAAACSbF7jlJubq3/+85+aN2+esrKy9Oijj6pHjx5yOByqWbOmIiMj7SwPAADAja3B6a233tIbb7yh2NhY+fn5acGCBQoMDNTkyZPtLAsAACBftk7VTZ06VWPHjtXChQs1d+5cffXVV5oxY4Zyc3PtLAsAACBftganAwcOqHXr1q7j2NhYORwO/fHHHzZWBQAAkD9bg1N2drZ8fX3d2ry9vXX+/HmbKgIAACiYrWucLMtSXFycnE6nq+3cuXPq27ev/P39XW1ffPGFHeUBAAC4sTU49ejRI09bt27dbKgEAADg8mwNTsnJyXZeHgAA4Ip4xAaYAAAARQHBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwBDBCQAAwJDDsizL7iKA6yUzM1PDhw9XQkKCnE6n3eUA8BC8N+BqEZxwUzt16pQCAwOVlpamUqVK2V0OAA/BewOuFlN1AAAAhghOAAAAhghOAAAAhghOuKk5nU69/vrrLP4E4Ib3BlwtFocDAAAY4o4TAACAIYITAACAIYITiqRly5Zp3LhxdpcBALjFEJxQ5Ozdu1fdunXTfffdd8OuGRYWplGjRrmODx06pP/5n/+Rv7+/SpcufcPqAHB9LFu2TA6HQydPnrxkP94LQHCC7eLi4uRwOPT222+7tc+dO1cOh8OtLTMzU4899pg+/vhj1atXr9Br+eSTT/J981u7dq169+7tOn7//feVmpqqjRs3aufOnYVeB4D8XXy/cDgc8vHxUWRkpBITE5WdnX1N4zZo0ECpqakKDAyUxHsBClbc7gIASfL19dWIESPUp08fBQUFFdjP6XTqp59+uoGVXVCuXDm34z179igqKkpVq1a94bUAt7qWLVsqOTlZmZmZWrBggfr37y9vb28lJCRc9Zg+Pj6qUKHCZfvxXgDuOMEjxMbGqkKFCho+fHiBfVasWKHGjRvLz89PISEhio+P15kzZ1znU1NT1aZNG/n5+Sk8PFwzZ87Mc1v9vffeU506deTv76+QkBA988wzSk9Pl3ThVv2TTz6ptLQ011+0b7zxhiT32/NhYWGaM2eOpk6dKofDobi4uMJ+OQBcgtPpVIUKFRQaGqp+/fopNjZW8+bN04kTJ9S9e3cFBQWpRIkSatWqlXbt2uV63P79+/Xwww8rKChI/v7+ql27thYsWCDJfaqO9wJcCsEJHsHLy0vDhg3TBx98oIMHD+Y5v2fPHrVs2VIdOnTQ5s2bNWvWLK1YsUIDBgxw9enevbv++OMPLVu2THPmzNGECRN0+PBht3GKFSumpKQkbdmyRVOmTNF3332nl19+WdKFW/WjRo1SqVKllJqaqtTUVP3jH//IU8vatWvVsmVLderUSampqRo9enQhvxoAroSfn5+ysrIUFxendevWad68eVq1apUsy1Lr1q11/vx5SVL//v2VmZmp77//Xr/88otGjBihgICAPOPxXoBLYaoOHqNdu3aqW7euXn/9dU2aNMnt3PDhw9W1a1c9//zzkqSqVasqKSlJMTExGjdunPbt26clS5Zo7dq1rrVPEydOzHP7/OLjpQt/LQ4dOlR9+/bV2LFj5ePjo8DAQDkcjkvesi9XrpycTqf8/PyMbu0DuD4sy9K3336rhQsXqlWrVpo7d65WrlypBg0aSJJmzJihkJAQzZ07Vx07dtSBAwfUoUMH1alTR5JUpUqVfMflvQCXQnCCRxkxYoQeeOCBPH/dbdq0SZs3b9aMGTNcbZZlKTc3VykpKdq5c6eKFy+ue++913U+MjIyz3qpJUuWaPjw4dq+fbtOnTql7OxsnTt3ThkZGSpRosT1fXIACsX8+fMVEBCg8+fPKzc3V126dFH79u01f/583X///a5+ZcuWVfXq1bVt2zZJUnx8vPr166dFixYpNjZWHTp00F133WXX00ARxVQdPEqTJk3UokWLPIs809PT1adPH23cuNH1s2nTJu3atUsRERFGY+/bt08PPfSQ7rrrLs2ZM0c///yzPvzwQ0lSVlZWoT8XANdHs2bNtHHjRu3atUtnz57VlClT8nwCNz9PP/209u7dqyeeeEK//PKL6tWrpw8++OAGVIybCXec4HHefvtt1a1bV9WrV3e13Xvvvdq6dasiIyPzfUz16tWVnZ2tDRs2KCoqSpK0e/dunThxwtXn559/Vm5urt59910VK3bhb4bPPvvMbRwfHx/l5OQU9lMCUIj8/f3zvBfUrFlT2dnZWrNmjWuq7tixY9qxY4dq1arl6hcSEqK+ffuqb9++SkhI0Mcff6xnn302zzV4L0BBuOMEj1OnTh117dpVSUlJrrZXXnlFP/74owYMGOD6S/Nf//qXa3F4jRo1FBsbq969e+unn37Shg0b1Lt3b/n5+bn+Eo2MjNT58+f1wQcfaO/evZo2bZrGjx/vdu2wsDClp6fr22+/1dGjR5WRkXHjnjiAq1a1alW1bdtWvXr10ooVK7Rp0yZ169ZNlSpVUtu2bSVdWOO4cOFCpaSkaP369Vq6dKlq1qyZ73i8F6AgBCd4pMTEROXm5rqO77rrLi1fvlw7d+5U48aNdc8992jw4MGqWLGiq8/UqVNVvnx5NWnSRO3atVOvXr1UsmRJ+fr6SpLuvvtuvffeexoxYoTuvPNOzZgxI8/2Bw0aNFDfvn3VuXNnlStXTiNHjrwxTxjANUtOTlZUVJQeeughRUdHy7IsLViwQN7e3pKknJwc9e/fXzVr1lTLli1VrVo1jR07Nt+xeC9AQRyWZVl2FwFcDwcPHlRISIiWLFmiBx980O5yAAA3AYITbhrfffed0tPTVadOHaWmpurll1/W77//rp07d7r+4gQA4FqwOBw3jfPnz+t///d/tXfvXpUsWVINGjTQjBkzCE0AgELDHScAAABDLA4HAAAwRHACAAAwRHACAAAwRHACAAAwRHAC4LH27dunoUOHKj093e5SAEASwQmAh8rMzFTHjh112223KSAg4JJ94+Li9Oijj7qOmzZtqueff/6arl8YYwC4+RCcAFw3cXFxcjgccjgc8vHxUWRkpBITE5WdnX3Zxw4cOFDNmzdX3759r/i6X3zxhd58802jvsuWLZPD4dDJkyevegwAtw42wARwXbVs2VLJycnKzMzUggUL1L9/f3l7eyshIcGtX1ZWlnx8fFzHBX2HmIkyZcpc9WMLcwwANx/uOAG4rpxOpypUqKDQ0FD169dPsbGxmjdvnmt67a233lLFihVVvXp1SdJvv/2mTp06qXTp0ipTpozatm2rffv2ucbLycnRCy+8oNKlS6ts2bJ6+eWX9dd9fP86zZaZmalXXnlFISEhcjqdioyM1KRJk7Rv3z41a9ZMkhQUFCSHw6G4uLh8xzhx4oS6d++uoKAglShRQq1atdKuXbtc5z/55BOVLl1aCxcuVM2aNRUQEKCWLVsqNTXV1WfZsmWqX7++/P39Vbp0aTVs2FD79+8vpFcawI1AcAJwQ/n5+SkrK0uS9O2332rHjh1avHix5s+fr/Pnz6tFixYqWbKkfvjhB61cudIVQC4+5t1339Unn3yiyZMna8WKFTp+/Li+/PLLS16ze/fu+vTTT5WUlKRt27bpo48+UkBAgEJCQjRnzhxJ0o4dO5SamqrRo0fnO0ZcXJzWrVunefPmadWqVbIsS61bt9b58+ddfTIyMvTOO+9o2rRp+v7773XgwAH94x//kCRlZ2fr0UcfVUxMjDZv3qxVq1apd+/ecjgc1/yaArhxmKoDcENYlqVvv/1WCxcu1LPPPqsjR47I399fEydOdE3RTZ8+Xbm5uZo4caIrUCQnJ6t06dJatmyZmjdvrlGjRikhIUHt27eXJI0fP14LFy4s8Lo7d+7UZ599psWLFys2NlaSVKVKFdf5i1NywcHBKl26dL5j7Nq1S/PmzdPKlSvVoEEDSdKMGTMUEhKiuXPnqmPHjpIufF/i+PHjFRERIUkaMGCAEhMTJUmnTp1SWlqaHnroIdf5mjVrXvkLCcBW3HECcF3Nnz9fAQEB8vX1VatWrdS5c2e98cYbkqQ6deq4rWvatGmTdu/erZIlSyogIEABAQEqU6aMzp07pz179igtLU2pqam6//77XY8pXry46tWrV+D1N27cKC8vL8XExFz1c9i2bZuKFy/udt2yZcuqevXq2rZtm6utRIkSrlAkSbfffrsOHz4s6UJAi4uLU4sWLfTwww9r9OjRbtN4AIoG7jgBuK6aNWumcePGycfHRxUrVlTx4v992/H393frm56erqioKM2YMSPPOOXKlbuq6/v5+V3V466Gt7e327HD4XBbf5WcnKz4+Hh98803mjVrll577TUtXrxYf/vb325YjQCuDXecAFxX/v7+ioyM1B133OEWmvJz7733ateuXQoODlZkZKTbT2BgoAIDA3X77bdrzZo1rsdkZ2fr559/LnDMOnXqKDc3V8uXL8/3/MU7Xjk5OQWOUbNmTWVnZ7td99ixY9qxY4dq1ap1yef0V/fcc48SEhL0448/6s4779TMmTOv6PEA7EVwAuAxunbtqttuu01t27bVDz/8oJSUFC1btkzx8fE6ePCgJOm5557T22+/rblz52r79u165pln8uzB9GdhYWHq0aOHevbsqblz57rG/OyzzyRJoaGhcjgcmj9/vo4cOZLvLuVVq1ZV27Zt1atXL61YsUKbNm1St27dVKlSJbVt29bouaWkpCghIUGrVq3S/v37tWjRIu3atYt1TkARQ3AC4DFKlCih77//XnfccYfat2+vmjVr6qmnntK5c+dUqlQpSdKLL76oJ554Qj169FB0dLRKliypdu3aXXLccePG6e9//7ueeeYZ1ahRQ7169dKZM2ckSZUqVdKQIUM0aNAglS9fXgMGDMh3jOTkZEVFRemhhx5SdHS0LMvSggUL8kzPXeq5bd++XR06dFC1atXUu3dv9e/fX3369LmCVwiA3RzWXzdAAQAAQL644wQAAGCI4AQAAGCI4AQAAGCI4AQAAGCI4AQAAGCI4AQAAGCI4AQAAGCI4AQAAGCI4AQAAGCI4AQAAGCI4AQAAGCI4AQAAGDo/wMcNgxASvgiEgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Coefficients du modèle :\n",
      "        Feature  Coefficient\n",
      "5   Insulin_log     2.661888\n",
      "1           BMI     1.017807\n",
      "0           Age     0.423608\n",
      "3        Leptin    -0.014790\n",
      "4   Adiponectin    -0.374322\n",
      "7     MCP.1_log    -0.434532\n",
      "8  Resistin_log    -0.844157\n",
      "2       Glucose    -1.678957\n",
      "6      HOMA_log    -3.778132\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/kz/yn6r06915yl8rm1zpm_51j800000gn/T/ipykernel_67750/3329826649.py:22: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x='Coefficient', y='Feature', data=coefficients, palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 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": [
    "# 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",
    "\n",
    "# Coefficients du modèle\n",
    "coefficients = pd.DataFrame({\n",
    "    'Feature': X_train_scaled.columns,\n",
    "    'Coefficient': best_logreg.coef_[0]\n",
    "}).sort_values(by='Coefficient', ascending=False)\n",
    "print(\"\\nCoefficients du modèle :\")\n",
    "print(coefficients)\n",
    "# Visualisation des coefficients\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='Coefficient', y='Feature', data=coefficients, palette='viridis')\n",
    "plt.title(\"Coefficients du modèle de régression logistique\")\n",
    "plt.xlabel(\"Coefficient\")\n",
    "plt.ylabel(\"Feature\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "#Courbe ROC et AUC\n",
    "# Calcul des probabilités de prédiction\n",
    "y_proba_grid = best_logreg.predict_proba(X_test_scaled)[:, 1]\n",
    "# Calcul de la courbe ROC\n",
    "fpr, tpr, thresholds = roc_curve(y_test, y_proba_grid)\n",
    "# Calcul de l'AUC\n",
    "roc_auc = auc(fpr, tpr)  \n",
    "# Affichage de la courbe ROC\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(fpr, tpr, color='blue', label=f'AUC = {roc_auc:.2f}')\n",
    "plt.plot([0, 1], [0, 1], color='red', linestyle='--')  # Diagonale\n",
    "plt.title('Courbe ROC')\n",
    "plt.xlabel('Taux de faux positifs (FPR)')\n",
    "plt.ylabel('Taux de vrais positifs (TPR)')\n",
    "plt.xlim([0.0, 1.0])\n",
    "plt.ylim([0.0, 1.05])\n",
    "plt.grid()\n",
    "plt.legend(loc='lower right')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "622c579f",
   "metadata": {},
   "source": [
    "###  Analyse finale du modèle régularisé (Logistic Regression + GridSearchCV)\n",
    "\n",
    "Après optimisation des hyperparamètres par validation croisée (GridSearchCV), le modèle final de régression logistique a été évalué sur le jeu de test. Voici les principaux résultats :\n",
    "\n",
    "####  Matrice de confusion :\n",
    "- Le modèle détecte **8 vrais positifs** sur 11, et **11 vrais négatifs** sur 13.\n",
    "- Cela montre un bon équilibre entre sensibilité et spécificité.\n",
    "\n",
    "#### Coefficients du modèle :\n",
    "- Les variables ayant le plus d'influence sont :\n",
    "  - **Insulin_log** (positif) → facteur prédictif fort de la classe 1 (cancer),\n",
    "  - **BMI** (positif) et **Age** (positif),\n",
    "  - **Glucose**, **HOMA_log** et **Resistin_log** (coefficients négatifs) → indicateurs protecteurs selon le modèle.\n",
    "- Ces coefficients sont **interprétables** grâce à la régression linéaire et confirment des liens biomédicaux plausibles.\n",
    "\n",
    "#### Courbe ROC :\n",
    "- L'aire sous la courbe (**AUC**) est de **0.81**, indiquant une **bonne capacité de discrimination** du modèle.\n",
    "- La courbe ROC montre que le modèle est capable de bien différencier les patients atteints ou non de cancer.\n",
    "\n",
    "---\n",
    "\n",
    "Ces résultats sont encourageants, d'autant plus que le dataset est **petit**.  \n",
    "Le modèle a été rigoureusement entraîné avec :\n",
    "- Prétraitement des variables (log + standardisation),\n",
    "- Validation croisée,\n",
    "- Optimisation par régularisation (`l1`/`l2` via `GridSearchCV`),\n",
    "- Évaluation finale sur un jeu de test.\n",
    "\n",
    "**Conclusion** : La régression logistique régularisée est un **modèle performant, stable et interprétable**, bien adapté à cette tâche de détection binaire.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "378032aa",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ffe2bff1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Comparaison des modèles :\n",
      "                   Accuracy  F1-score    AUC\n",
      "Modèle simple         0.792     0.783  0.811\n",
      "Modèle CV             0.792     0.783  0.811\n",
      "Modèle régularisé     0.792     0.762  0.811\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score, f1_score, roc_auc_score\n",
    "\n",
    "# Liste des modèles à comparer\n",
    "model_names = [\"Modèle simple\", \"Modèle CV\", \"Modèle régularisé\"]\n",
    "models = [logreg_simple, logreg_cv, best_logreg]\n",
    "\n",
    "# Dictionnaires pour stocker les résultats\n",
    "results = {\n",
    "    \"Accuracy\": [],\n",
    "    \"F1-score\": [],\n",
    "    \"AUC\": []\n",
    "}\n",
    "\n",
    "# Évaluation de chaque modèle\n",
    "logreg_cv.fit(X_train_scaled, y_train)\n",
    "\n",
    "for model in models:\n",
    "    y_pred = model.predict(X_test_scaled)\n",
    "    y_proba = model.predict_proba(X_test_scaled)[:, 1]\n",
    "    \n",
    "    results[\"Accuracy\"].append(accuracy_score(y_test, y_pred))\n",
    "    results[\"F1-score\"].append(f1_score(y_test, y_pred))\n",
    "    results[\"AUC\"].append(roc_auc_score(y_test, y_proba))\n",
    "\n",
    "# Affichage sous forme de DataFrame\n",
    "df_results = pd.DataFrame(results, index=model_names)\n",
    "print(\"\\nComparaison des modèles :\")\n",
    "print(df_results.round(3))\n",
    "\n",
    "# Visualisation\n",
    "df_results.plot(kind='bar', figsize=(10, 6))\n",
    "plt.title(\"Comparaison des performances sur le jeu de test\")\n",
    "plt.ylabel(\"Score\")\n",
    "plt.ylim(0, 1.05)\n",
    "plt.grid(axis='y')\n",
    "plt.xticks(rotation=0)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}