Files
breast-cancer-detection/main2.ipynb
2025-05-31 19:53:00 +02:00

750 lines
932 KiB
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{
"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"
]
},
{
"data": {
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cCS7FzwUAAFgVZ2IBAAAAAADA8ihiAQAAAAAAwPK4nBAAAAAAPMCql3PDfepNXiN7OaPZHaWW0z5Xeqbtiv2LK66Cyo7fHevyhCtt//L8c/l76caZWAAAAAAAALC8MncmlreryMgpv59JXlV0b/8FozDV/eKIubhuxluWb/pbXO8JV9/7ZSH3AAAAAMo2zsQCAAAAAACA5VHEAgAAAAAAgOWVucsJAQBA8XL1cmp3X2buzstti+OS4pIWb2HXB8/i5wUAKI04EwsAAAAAAACWRxELAAAAAAAAlkcRCwAAAAAAAJbnsSLW/PnzVa9ePfn5+SkyMlJfffWVpzYFACjBOF4AQNnj6r5/5cqVatq0qfz8/NSqVSutXbu2mCIFAFiJR4pY7733niZNmqSpU6fq66+/Vps2bdSnTx+dPHnSE5sDAJRQHC8AoOxxdd+/fft2DR06VKNHj9bevXvVv39/9e/fX/Hx8cUcOQDA2zxSxHr55Zc1duxYjRo1Ss2bN9fChQsVEBCgN9980xObAwCUUBwvAKDscXXfP2/ePN1www169NFH1axZM82cOVNt27bVa6+9VsyRAwC8ze1FrAsXLmjPnj2Kjo7+30Z8fBQdHa24uDh3bw4AUEJxvACAsqcw+/64uDin/pLUp08fjhUAUAaVd/cKf//9d2VmZio0NNSpPTQ0VD/++GOO/unp6UpPT3dMp6SkSJJOnz6tc+fO6dSpU/L19XUphvIXzxYi8rKjfJbRuXNZKp/ho8wsm7fDydepU6dybS/Mz7i41lUc+XV1LHn1L6zi2s7lMjIyCr1fcBd3jj2/915x/ozT0tIkScaYQq+jMFw9Xkj5HzP8/PwK9f7gmPGXknJsKMy+3J37pvw+g67uo4pjX1qYbbjzuOgqK+znS7JL8+epz0RRjxmF2fcnJibm2j8xMTHP7eR3vMjIyHDqW9D3nVWPFyVl/52Xkh6/VPLHkB1/Xp8Bbx4XCrL9y/Pv6e8k7maFY19RfifJK36Pfccwbvbrr78aSWb79u1O7Y8++qjp2LFjjv5Tp041knjx4sWLl5dfx44dc/chIV+uHi+M4ZjBixcvXlZ5FfaYUZh9v6+vr1m+fLlT2/z5801ISEie2+F4wYsXL17WeLn7O4bbz8SqUaOGypUrp6SkJKf2pKQkhYWF5eg/ZcoUTZo0yTGdlZWl06dPy9fXV3Xr1tWxY8cUFBTk7jDLtNTUVNWpU4fcegj59Rxy6xnGGKWlpSk8PLxYt+vq8ULK+5hRvXp1paWl8f4oAj5fRUcOi44cFk1x5K+ox4zC7PvDwsJc6i/lf7yw2ZzPlCnp7zvi976SPgbi967SGr+nvmO4vYhVoUIFtWvXThs3blT//v0l/XXQ2Lhxo8aPH5+jv91ul91ud2qrUqWKUlNTJUlBQUEl8gdZEpBbzyK/nkNu3a9y5crFvk1XjxdS3scMSY4vJbw/iob8FR05LDpyWDSezl9RjhmF2fdHRUVp48aNmjhxoqMtNjZWUVFReW4nv+NFXkr6+474va+kj4H4vas0xu+J7xhuL2JJ0qRJkzRixAi1b99eHTt21Ny5c3X27FmNGjXKE5sDAJRQHC8AoOy50r5/+PDhqlWrlmJiYiRJEyZMULdu3fTSSy+pX79+WrFihXbv3q3Fixd7cxgAAC/wSBFr8ODB+u233/T0008rMTFRV199tdatW5fjhowAgLKN4wUAlD1X2vcfPXpUPj7/e4h6p06dtHz5cj355JN6/PHH1bhxY61evVotW7b01hAAAF7ikSKWJI0fPz7PU4ILwm63a+rUqTlOA0bRkVvPIr+eQ25Lp6IeL7Lx/iga8ld05LDoyGHRlKT85bfv37x5c462gQMHauDAgR6JpSTlLTfE730lfQzE713E7xqbMcX8THUAAAAAAADART5X7gIAAAAAAAB4F0UsAAAAAAAAWB5FLAAAAAAAAFieJYtY8+fPV7169eTn56fIyEh99dVX3g6pRNq6datuvvlmhYeHy2azafXq1U7zjTF6+umnVbNmTfn7+ys6OloHDhzwTrAlTExMjDp06KDAwECFhISof//+2r9/v1Of8+fPa9y4capevboqVaqk22+/XUlJSV6KuORYsGCBWrduraCgIAUFBSkqKkqfffaZYz55RW44bhQc+y/3mjVrlmw2myZOnOhoI39X9uuvv+quu+5S9erV5e/vr1atWmn37t2O+fyOkrfMzEw99dRTql+/vvz9/dWwYUPNnDlTl97mlvy5xorHkILsq7t37y6bzeb0uv/++536HD16VP369VNAQIBCQkL06KOP6uLFix6Pf9q0aTlia9q0qWN+QfaT3oo9W7169XKMwWazady4cZKsl393fPc7ffq0hg0bpqCgIFWpUkWjR4/WmTNnnPp8++23uu666+Tn56c6depo9uzZHo8/IyNDjz32mFq1aqWKFSsqPDxcw4cP1/Hjx53WkdvPbNasWV6PX5JGjhyZI7YbbrjBqY9V8y8p18+CzWbTCy+84OhTbPk3FrNixQpToUIF8+abb5rvv//ejB071lSpUsUkJSV5O7QSZ+3ateaJJ54wH3zwgZFkPvzwQ6f5s2bNMpUrVzarV68233zzjbnllltM/fr1zZ9//umdgEuQPn36mCVLlpj4+Hizb98+c+ONN5q6deuaM2fOOPrcf//9pk6dOmbjxo1m9+7d5tprrzWdOnXyYtQlw8cff2zWrFljfvrpJ7N//37z+OOPG19fXxMfH2+MIa/IieOGa9h/uc9XX31l6tWrZ1q3bm0mTJjgaCd/+Tt9+rSJiIgwI0eONDt37jQ///yz+fzzz83BgwcdffgdJW/PPvusqV69uvn0009NQkKCWblypalUqZKZN2+eow/5KzirHkMKsq/u1q2bGTt2rDlx4oTjlZKS4ph/8eJF07JlSxMdHW327t1r1q5da2rUqGGmTJni8finTp1qWrRo4RTbb7/95ph/pf2kN2PPdvLkSaf4Y2NjjSSzadMmY4z18u+O73433HCDadOmjdmxY4f5z3/+Yxo1amSGDh3qmJ+SkmJCQ0PNsGHDTHx8vHn33XeNv7+/WbRokUfjT05ONtHR0ea9994zP/74o4mLizMdO3Y07dq1c1pHRESEmTFjhtPP5NLPjLfiN8aYESNGmBtuuMEpttOnTzv1sWr+jTFOcZ84ccK8+eabxmazmUOHDjn6FFf+LVfE6tixoxk3bpxjOjMz04SHh5uYmBgvRlXyXf5GzMrKMmFhYeaFF15wtCUnJxu73W7effddL0RYsp08edJIMlu2bDHG/JVLX19fs3LlSkef//73v0aSiYuL81aYJVbVqlXNP//5T/KKXHHcKBr2X4WTlpZmGjdubGJjY023bt0cRSzyd2WPPfaY6dKlS57z+R0lf/369TP33HOPU9uAAQPMsGHDjDHkz1Ul5Rhy+b7aGOO078nN2rVrjY+Pj0lMTHS0LViwwAQFBZn09HRPhmumTp1q2rRpk+u8guwnvRl7XiZMmGAaNmxosrKyjDHWzn9hvvv98MMPRpLZtWuXo89nn31mbDab+fXXX40xxrz++uumatWqTvE/9thjpkmTJh6NPzdfffWVkWSOHDniaIuIiDBz5szJcxlvxj9ixAhz66235rlMScv/rbfeaq6//nqntuLKv6UuJ7xw4YL27Nmj6OhoR5uPj4+io6MVFxfnxchKn4SEBCUmJjrlunLlyoqMjCTXhZCSkiJJqlatmiRpz549ysjIcMpv06ZNVbduXfLrgszMTK1YsUJnz55VVFQUeUUOHDeKjv1X4YwbN079+vVzypNE/gri448/Vvv27TVw4ECFhITommuu0T/+8Q/HfH5HyV+nTp20ceNG/fTTT5Kkb775Rtu2bVPfvn0lkT9XlKRjyOX76mzLli1TjRo11LJlS02ZMkXnzp1zzIuLi1OrVq0UGhrqaOvTp49SU1P1/fffezzmAwcOKDw8XA0aNNCwYcN09OhRSQXbT3o79stduHBB77zzju655x7ZbDZHu5Xzf6mC7Bfi4uJUpUoVtW/f3tEnOjpaPj4+2rlzp6NP165dVaFCBUefPn36aP/+/frjjz+KaTR/SUlJkc1mU5UqVZzaZ82aperVq+uaa67RCy+84HT5prfj37x5s0JCQtSkSRM98MADOnXqlFNsJSX/SUlJWrNmjUaPHp1jXnHkv3zRwnev33//XZmZmU4fdEkKDQ3Vjz/+6KWoSqfExERJyjXX2fNQMFlZWZo4caI6d+6sli1bSvorvxUqVMixUyW/BfPdd98pKipK58+fV6VKlfThhx+qefPm2rdvH3mFE44bRcP+q3BWrFihr7/+Wrt27coxj/xd2c8//6wFCxZo0qRJevzxx7Vr1y499NBDqlChgkaMGMHvKFcwefJkpaamqmnTpipXrpwyMzP17LPPatiwYZL4Hc8VJeUYktu+WpLuvPNORUREKDw8XN9++60ee+wx7d+/Xx988IGkv94LuY0te54nRUZGaunSpWrSpIlOnDih6dOn67rrrlN8fHyB9pPejD03q1evVnJyskaOHOlos3L+L1eQ/UJiYqJCQkKc5pcvX17VqlVz6lO/fv0c68ieV7VqVY/Ef7nz58/rscce09ChQxUUFORof+ihh9S2bVtVq1ZN27dv15QpU3TixAm9/PLLXo//hhtu0IABA1S/fn0dOnRIjz/+uPr27au4uDiVK1euROX/rbfeUmBgoAYMGODUXlz5t1QRCyiJxo0bp/j4eG3bts3boZQaTZo00b59+5SSkqJVq1ZpxIgR2rJli7fDAkod9l+uO3bsmCZMmKDY2Fj5+fl5O5wSKSsrS+3bt9dzzz0nSbrmmmsUHx+vhQsXasSIEV6Ozvref/99LVu2TMuXL1eLFi20b98+TZw4UeHh4eSvlMprX33vvfc6/t+qVSvVrFlTPXv21KFDh9SwYcPiDtNJ9pmBktS6dWtFRkYqIiJC77//vvz9/b0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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",
"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",
"\n",
"# Séparation des features et de la cible\n",
"X = data.drop(columns='Classification')\n",
"y = data['Classification']\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",
"\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"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "2ad4fd85",
"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"
},
{
"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"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 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",
"for col in X_train.columns:\n",
" plt.figure(figsize=(6, 4))\n",
" for class_label in y_train.unique():\n",
" plt.hist(train_data[train_data['Classification'] == class_label][col],\n",
" bins=30, alpha=0.5, label=f'Classe {class_label}')\n",
" plt.title(f\"Distribution de {col} selon la classe\")\n",
" plt.xlabel(col)\n",
" plt.ylabel(\"Fréquence\")\n",
" plt.legend()\n",
" plt.tight_layout()\n",
" plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "09e7c056",
"metadata": {},
"source": [
"# Étape 4 — Matrice de corrélation et scatter matrix (train uniquement)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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": 8,
"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": 9,
"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>-2.003229e-16</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BMI</th>\n",
" <td>-6.389816e-16</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glucose</th>\n",
" <td>8.326673e-17</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Leptin</th>\n",
" <td>-5.068409e-17</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Adiponectin</th>\n",
" <td>8.839547e-17</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Insulin_log</th>\n",
" <td>-1.194697e-16</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HOMA_log</th>\n",
" <td>-2.256649e-16</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MCP.1_log</th>\n",
" <td>1.128324e-15</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Resistin_log</th>\n",
" <td>6.552729e-16</td>\n",
" <td>1.005479</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean std\n",
"Age -2.003229e-16 1.005479\n",
"BMI -6.389816e-16 1.005479\n",
"Glucose 8.326673e-17 1.005479\n",
"Leptin -5.068409e-17 1.005479\n",
"Adiponectin 8.839547e-17 1.005479\n",
"Insulin_log -1.194697e-16 1.005479\n",
"HOMA_log -2.256649e-16 1.005479\n",
"MCP.1_log 1.128324e-15 1.005479\n",
"Resistin_log 6.552729e-16 1.005479"
]
},
"execution_count": 9,
"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": 10,
"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",
"assert list(X_train_scaled.columns) == list(X_test_scaled.columns), \"Mismatch between train and test columns\"\n"
]
},
{
"cell_type": "markdown",
"id": "5fd9b3f0",
"metadata": {},
"source": [
"# Étape 8 — Modélisation avec LogisticRegression"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "a2e1af5c",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"# Initialisation du modèle\n",
"logreg = LogisticRegression(random_state=42)\n",
"\n",
"# Entraînement sur les données standardisées\n",
"logreg.fit(X_train_scaled, y_train)\n",
"\n",
"# Prédictions sur le test\n",
"y_pred = logreg.predict(X_test_scaled)\n"
]
},
{
"cell_type": "markdown",
"id": "96408f32",
"metadata": {},
"source": [
"# Étape 9 — Évaluation du modèle"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d0267905",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy : 0.750\n",
"F1-score : 0.750\n",
"\n",
"Classification Report :\n",
" precision recall f1-score support\n",
"\n",
" 1 0.69 0.82 0.75 11\n",
" 2 0.82 0.69 0.75 13\n",
"\n",
" accuracy 0.75 24\n",
" macro avg 0.76 0.76 0.75 24\n",
"weighted avg 0.76 0.75 0.75 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(f\"Accuracy : {accuracy:.3f}\")\n",
"\n",
"# F1-score (binaire par défaut)\n",
"f1 = f1_score(y_test, y_pred)\n",
"print(f\"F1-score : {f1:.3f}\")\n",
"\n",
"# Rapport complet\n",
"print(\"\\nClassification Report :\")\n",
"print(classification_report(y_test, y_pred))\n"
]
},
{
"cell_type": "markdown",
"id": "6562cf4a",
"metadata": {},
"source": [
"# Étape 10 — Validation croisée (cross-validation)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "7afddd86",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Validation croisée (5 folds)\n",
"F1-score moyen : 0.749 ± 0.119\n",
"Accuracy moyen : 0.784 ± 0.087\n"
]
}
],
"source": [
"from sklearn.model_selection import cross_val_score\n",
"\n",
"# Initialisation du modèle\n",
"logreg = LogisticRegression(random_state=42)\n",
"\n",
"# Validation croisée avec scoring F1\n",
"f1_scores = cross_val_score(logreg, X_train_scaled, y_train, cv=5, scoring='f1')\n",
"acc_scores = cross_val_score(logreg, X_train_scaled, y_train, cv=5, scoring='accuracy')\n",
"\n",
"# Résumé\n",
"print(\"Validation croisée (5 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"
]
},
{
"cell_type": "markdown",
"id": "5e3cf2bb",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "ff150ac7",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "3d724867",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "4747c628",
"metadata": {},
"outputs": [],
"source": [
"# Créer une copie de X_test pour transformation\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 anciennes colonnes\n",
"X_test_transformed = X_test_transformed.drop(columns=[col for col in variables_log if col in X_test_transformed.columns])\n",
"\n",
"# ✅ Supprimer aussi les variables non conservées dans le train\n",
"X_test_transformed = X_test_transformed.drop(columns=['Adiponectin', 'Leptin'])\n",
"\n",
"# Standardiser\n",
"X_test_scaled = pd.DataFrame(scaler.transform(X_test_transformed),\n",
" columns=X_test_transformed.columns,\n",
" index=X_test_transformed.index)\n",
"\n",
"# Prédiction\n",
"y_pred = mod_logReg.predict(X_test_scaled)"
]
}
],
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