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breast-cancer-detection/logistic_regression.ipynb
2025-06-04 13:47:58 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "8797cb42",
"metadata": {},
"source": [
"# Step 1 — Initial loading and exploration\n"
]
},
{
"cell_type": "code",
"execution_count": 66,
"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",
"The explanatory variables are: ['Age', 'BMI', 'Glucose', 'Insulin', 'HOMA', 'Leptin', 'Adiponectin', 'Resistin', 'MCP.1']\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 1200x800 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Import libraries\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Load data\n",
"data = pd.read_csv('breast+cancer+coimbra/dataR2.csv')\n",
"\n",
"# Data overview\n",
"print(data.shape)\n",
"print(data.head())\n",
"data.info()\n",
"\n",
"# List of explanatory variables\n",
"features = data.columns[:-1]\n",
"print(\"The explanatory variables are:\", list(features))\n",
"target = 'Classification'\n",
"\n",
"# Histograms of variables\n",
"data.hist(bins=50, figsize=(12, 8))\n",
"plt.suptitle(\"Histograms of variables\", fontsize=16)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "a62b9137",
"metadata": {},
"source": [
"We use data from the *Breast Cancer Coimbra* dataset, which contains biometric measurements of 116 patients. The goal is to predict whether a patient has breast cancer or not, based on nine biological variables.\n",
"\n",
"### Dataset overview\n",
"\n",
"The dataset contains 116 observations and 10 variables, including:\n",
"- **9 continuous explanatory variables**: `Age`, `BMI`, `Glucose`, `Insulin`, `HOMA`, `Leptin`, `Adiponectin`, `Resistin`, `MCP.1`.\n",
"- **1 target variable**: `Classification`, which takes the value `1` if the patient has cancer (positive) and `2` otherwise (negative).\n",
"\n",
"There are no missing values in the data, allowing us to proceed directly with exploratory analysis.\n",
"\n",
"### Variable distributions\n",
"\n",
"The distribution of the variables was visualized using histograms:\n",
"\n",
"- Some variables exhibit **asymmetric distributions** with extreme values, notably `Insulin`, `HOMA`, `Leptin`, `Adiponectin`, `Resistin`, and `MCP.1`. This may motivate **data transformation** or **normalization** prior to modeling.\n",
"- The `Classification` variable is **imbalanced**, with a majority of healthy patients (`2`). This is important information as it will affect the **choice of evaluation metrics**: simple accuracy will not be sufficient to assess model quality.\n",
"\n",
"We will now prepare the data for model training by separating features and target and performing a **stratified split** of the dataset.\n"
]
},
{
"cell_type": "markdown",
"id": "9cb261cd",
"metadata": {},
"source": [
"# Step 2 — Split the dataset into training and testing sets\n"
]
},
{
"cell_type": "code",
"execution_count": 67,
"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",
"# Separate features and target variable\n",
"X = data.drop(columns='Classification')\n",
"y = data['Classification'].map({2: 0, 1: 1})\n",
"# Mapping: 1 = patient with cancer (positive class), 2 = healthy patient (negative class)\n",
"# We recode to: 1 → positive, 0 → negative\n",
"\n",
"# Stratified split to preserve class distribution\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",
"# Check shapes of the splits\n",
"print(\"Train:\", X_train.shape, y_train.shape)\n",
"print(\"Test :\", X_test.shape, y_test.shape)\n"
]
},
{
"cell_type": "markdown",
"id": "2eec1d6e",
"metadata": {},
"source": [
"We start by separating the explanatory variables (features) from the target variable (`Classification`), recoding the latter to facilitate result interpretation:\n",
"- `1`: patient with cancer (positive class),\n",
"- `0`: healthy patient (negative class).\n",
"\n",
"A **stratified split** was performed using the `train_test_split` function from `scikit-learn` to preserve the original class proportions in both training and testing sets. This is particularly important given the observed **class imbalance**.\n",
"\n",
"The resulting dataset sizes are:\n",
"- **Training set**: 92 observations\n",
"- **Test set**: 24 observations\n",
"\n",
"This corresponds to a classical 80% / 20% split.\n"
]
},
{
"cell_type": "markdown",
"id": "02d2e734",
"metadata": {},
"source": [
"# Step 3 — Visualization of distributions by class in the training dataset\n"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "ac59107b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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SihQpojFjxuiBBx5wYGS4WyQlJUm6Mq1uTrLKs9oBQGGT7yT6yy+/rFatWmnfvn26fPmy3nzzTe3bt0/btm3Tli1bbkaMAAAAAO4Ame4llVm8jKPDAO46np6eOnr0qIKDg23Kjx07phIlSjgoKtxNvL29JUnx8fEKDg5WXFyckpKS5O3trZCQEMXHx9u0A4DCJt9J9CZNmmjPnj2aMWOGatWqZZ1/LTY2VrVq1boZMQIAgFzk9RZuHgQFAMCdqUePHho4cKBee+01NWrUSJL07bffavTo0erVq5eDo8PdICQkRL6+vnrrrbeUnJysxMREa52Pj49KliwpPz8/hYSEODBKAHCcfCfRJaly5cpasGBBQccCAACuQ9OmTa3TqxljcmzDnOgAANy5XnvtNVksFvXt21eXL1+WJBUtWlRDhgzRjBkzHBwd7gbOzs5q2rSpli9frlKlSun5559XaGioYmNj9d5772n//v3q2bMnDxUFUGjlO4mempqaY7nFYpGrq6tcXFxuOCgAAJB3pUqVUokSJdS/f3898cQTKlOGqRQAALibuLi46M0339T06dN16NAhSVcGtxUrVszBkeFukZGRoc2bN6tatWpKSUnRv//9b2udn5+fqlWrpi1btuipp54ikQ6gUMp3Er1kyZLW0W45KV++vPr376/IyMhsT3QGAAAF7+TJk1q1apXee+89zZw5U61bt9bAgQPVsmXLXM/ZAADgzpCSkqKMjAx5e3vbTKOalJSkIkWKyNPT04HR4W4QFxenhIQETZgwIcc50X/99VdFREQoLi5OdevWdXS4AHDL5TvLvXjxYvn7+2vcuHFavXq1Vq9erXHjxumee+7R3LlzNXjwYL311lvcUgYAwC3i4uKiHj16aN26dfr1118VEhKiYcOGqUKFCnrppZest30DAIA7U8+ePbV8+fJs5R999JF69uzpgIhwt0lKSpIkBQUFydnZWXXr1lWzZs1Ut25dOTs7KygoyKYdABQ2+U6iL1myRP/+9781ZcoUtWvXTu3atdOUKVP02muv6cMPP9RLL72kt956S++///7NiBcAAOQiICBAEydO1MaNG3XvvfdqxowZdqdiAwAAd4YdO3bokUceyVbetGlT7dixwwER4W7j7e0tSYqPj8+xPqs8qx0AFDb5TqJv27Ytx1t36tatq9jYWElSkyZNdPTo0RuPDgAA5Fl6erqWLVum5s2b67777lOZMmX0xRdf8McOAAB3uPT09BzvLLt06ZIuXLjggIhwtwkJCZGvr6+io6OVmZlpU5eZmano6Gj5+fkpJCTEQRECgGPlO4leoUIFLVy4MFv5woULVaFCBUnS6dOnVapUqRuPDgAAXNN3332nIUOGyNfXV6+++qrat2+vY8eO6aOPPlLLli0dHR4AALhBDz74oObPn5+tfN68eapXr54DIsLdxtnZWUOHDlVsbKzGjx+vvXv36vz589q7d6/Gjx+v2NhYDRkyhIeKAii08v1g0ddee03dunXTmjVrVL9+fUnSrl279Msvv+jjjz+WJO3cuVM9evQo2EgBAECOGjZsqICAAD377LPWP6S3bt2arV379u1vdWgAAKAATJ06Vc2bN9ePP/6oZs2aSZK++uor7dy5U+vXr3dwdLhbhIWFKSoqSnPmzFFERIS13M/PT1FRUQoLC3NgdADgWPlOordv31779+/XvHnz9Ntvv0mSWrVqpdWrV+vs2bOSpCFDhhRslAAAIFdHjx7VlClT7NZbLBZlZGTcwogAAEBBady4sWJjY/Xqq6/qo48+kru7u0JCQrRw4UJVrVrV0eHhLhIWFqbGjRsrLi5OSUlJ8vb2VkhICCPQARR6+U6iS1LFihU1Y8YMSVJqaqr+85//qEePHtq1axd/oAMAcIv9c95KAABw96lTp46io6MdHQYKAWdn5xyfhQcAhdl1JdElKSYmRgsXLtTHH38sf39/de7cWe+8805BxgYAAPLh9OnTKl26tCTp2LFjWrBggdLS0tSuXTs99NBDDo4OAABcr6NHj+ZaHxAQcIsiAQCgcMpXEj0hIUGLFy/WwoULlZqaqu7duys9PV2rV69WjRo1blaMAAAgFz/99JPatWunY8eOqWrVqlq+fLlatmypc+fOycnJSa+//rpWrlypjh07OjpUAABwHSpWrCiLxWK3njvCAQC4uZzy2rBdu3aqVq2a4uLiNGvWLJ04cUJvv/32zYwNAADkwZgxY1SrVi3FxMSoadOmatu2rdq0aaOUlBT9/fffevrpp63TsAEAgDvPDz/8oO+//9667NixQ/PmzdO9996rFStWODo8AADuenkeib5mzRo9++yzGjJkCA8uAQDgNrJz5059/fXXCgkJUe3atTV//nwNHTpUTk5XrpUPHz5cDRs2dHCUAADgetWuXTtb2QMPPCB/f3+9+uqr6ty5swOiAgCg8MjzSPStW7fqzJkzqlevnho0aKB33nlHf/31182MDQAA5EFSUpJ8fX0lSR4eHipevLhKlSplrS9VqpTOnDnjqPAAAMBNUq1aNe3cudPRYQAAcNfLcxK9YcOGWrBggU6ePKmnn35ay5cvl7+/vzIzM7Vhwwb+OAcAwIH+OU9qbvOmAgCAO0tqaqrNkpKSol9//VXjx4/nTnEAAG6BfD1YVJKKFy+uAQMGaMCAAdq/f78WLlyoGTNm6MUXX9Rjjz2mTz/99GbECQAActG/f3+5urpKktLS0vTMM8+oePHikqT09HRHhgYAAG5QyZIls10gN8aoQoUKWr58uYOiAgCg8Mh3Ev1q1apV08yZMzV9+nR99tlneu+99woqLgAAkEf9+vWzef34449na9O3b99bFQ4AAChgmzZtsnnt5OSksmXLqkqVKipS5Ib+rAcAAHlQIGdbZ2dndezYUR07diyI7gAAQD4sWrSowPqaPn26PvnkE/36669yd3dXo0aN9Morr6hatWqSpMOHDysoKCjHdT/66CN169Ytx7r+/ftryZIlNmXh4eFau3ZtgcUOAMDd6uGHH3Z0CAAAFGpcsgYAAFZbtmxRRESE6tevr8uXL2vcuHFq0aKF9u3bp+LFi6tChQo6efKkzTrz58/Xq6++qlatWuXad8uWLW0S/lnTz9wOnC4kOzoEIBuOS6Bwy89Uqe3bt89Tu5iYGL366qvavXu3Tp48qVWrVlkHw126dEnjx4/Xl19+qd9//11eXl5q3ry5ZsyYIX9/f2sfSUlJGj58uD777DM5OTmpS5cuevPNN+Xh4ZGv/QMA4E5CEh0AAFj9c2T44sWLVa5cOe3evVthYWFydnaWr6+vTZtVq1ape/fu1/zj2dXVNdu6twv3+BhHhwAAgI283ultsViUkZGRp7bnzp1T7dq1NWDAAHXu3Nmm7vz58/r+++81YcIE1a5dW3///beee+45tW/fXrt27bK269Onj06ePKkNGzbo0qVLevLJJzV48GAtW7Ysz/sGAMCdhiQ6AACwKyUlRZLk7e2dY/3u3bu1Z88ezZ49+5p9bd68WeXKlVOpUqX06KOPaurUqSpdurTd9unp6TYPRU1NTc1n9Hl3IShMme4lb1r/wPVwupDMBR6gEMvMzCzwPlu1amX3zjEvLy9t2LDBpuydd97Rgw8+qKNHjyogIEC//PKL1q5dq507d+qBBx6QJL399ttq3bq1XnvtNZsR6wAA3E1IogMAgBxlZmZqxIgRaty4se67774c2yxcuFDVq1dXo0aNcu2rZcuW6ty5s4KCgnTo0CGNGzdOrVq1UmxsrJydnXNcZ/r06YqKirrh/ciLTPeSyixe5pZsCwCAvEpLS9PGjRvVtm1bSdLYsWNtLjAXKVJEkydPlpub203ZfkpKiiwWi0qWLClJio2NVcmSJa0JdElq3ry5nJyctGPHDnXq1CnHfm7lhXEAuF1kZGQoLi5OSUlJ8vb2VkhIiN2/fXD7I4l+A5inErcrjk0ABSEiIkI///yztm7dmmP9hQsXtGzZMk2YMOGaffXs2dP6/7Vq1VJISIgqV66szZs3q1mzZjmuM3bsWI0aNcr6OjU1VRUqVMjnXgAAcOdavHixvvjiC2sS/Z133lHNmjXl7u4uSfr111/l6+trc74sKGlpaXrhhRfUq1cveXp6SpISEhJUrlw5m3ZFihSRt7e3EhIS7PZ1Ky+MA8DtICYmRnPmzLH5bfT19dXQoUMVFhbmwMhwvUii3wBurwUA3K2GDRumzz//XDExMSpfvnyObVauXKnz58+rb9+++e6/UqVKKlOmjA4ePGg3ie7q6npbPXwUAIBbLTo6WmPGjLEpW7ZsmSpVqiRJWrp0qWbPnl3gSfRLly6pe/fuMsZo7ty5N9wfF8b/Jy0tTUePHnV0GHedgICAm3ZHBpBfMTExioyMVGhoqCZMmKCgoCDFx8crOjpakZGRioqKIpF+ByKJfgOYPxW3K+ZQBXC9jDEaPny4Vq1apc2bNysoKMhu24ULF6p9+/YqW7Zsvrdz/PhxnT59Wn5+fjcSLgAAd7WDBw+qVq1a1tdubm5ycnKyvn7wwQcVERFRoNvMSqAfOXJEX3/9tXUUunRlFOWpU6ds2l++fFlJSUm5PjycC+P/c/ToUQ0ePNjRYdx15s+fr3vvvdfRYQDKyMjQnDlzFBoaqqlTp1p/s2vWrKmpU6dq/Pjxmjt3rho3bszULncYkug3gPlTAQB3m4iICC1btkz//e9/VaJECevth15eXtZbx6Urf9THxMToyy+/zLGf4OBgTZ8+XZ06ddLZs2cVFRWlLl26yNfXV4cOHdKYMWNUpUoVhYeH35L9AgDgTpScnGwzl/iff/5pU5+ZmWlTf6OyEugHDhzQpk2bsj0APDQ0VMnJydq9e7fq1asnSfr666+VmZmpBg0aFFgcd7OAgADNnz/f0WFc05EjRzRt2jS99NJLCgwMdHQ41xQQEODoEABJUlxcnBISEjRhwgSbi56S5OTkpD59+igiIkJxcXGqW7eug6LE9SCJDgA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",
"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Temporary merge for visualization\n",
"train_data = X_train.copy()\n",
"train_data['Classification'] = y_train\n",
"\n",
"variables = X_train.columns.tolist()\n",
"n_cols = 3\n",
"n_rows = int(np.ceil(len(variables) / n_cols))\n",
"\n",
"# Histograms\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, col in enumerate(variables):\n",
" for cls in y_train.unique():\n",
" axes[i].hist(X_train[y_train == cls][col], bins=30, alpha=0.5, label=f\"Class {cls}\")\n",
" axes[i].set_title(f\"{col} by class\")\n",
" axes[i].legend()\n",
" \n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Histograms by class (before transformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n",
"\n",
"# Boxplots\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, col in enumerate(variables):\n",
" sns.boxplot(x=y_train, y=X_train[col], ax=axes[i])\n",
" axes[i].set_title(f\"Boxplot of {col}\")\n",
" axes[i].set_xlabel(\"Class\")\n",
" axes[i].set_ylabel(col)\n",
"\n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Boxplots by class (before transformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n",
"\n",
"# Scatter plots (jittered)\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, col in enumerate(variables):\n",
" for cls in y_train.unique():\n",
" axes[i].scatter(\n",
" X_train[y_train == cls][col],\n",
" np.random.normal(loc=cls, scale=0.02, size=X_train[y_train == cls][col].shape),\n",
" alpha=0.5,\n",
" label=f\"Class {cls}\"\n",
" )\n",
" axes[i].set_title(f\"{col} (jittered scatter plot)\")\n",
" axes[i].legend()\n",
"\n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Jittered scatter plots by class (before transformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "066377f6",
"metadata": {},
"source": [
"To better understand the differences between patients with cancer (Class 1) and healthy patients (Class 0), we represented the distributions of explanatory variables segmented by class. Three complementary types of visualizations were produced: histograms, boxplots, and jittered scatter plots.\n",
"\n",
"### Histograms by class\n",
"\n",
"Histograms allow us to observe the distribution of values within each class. Several variables show notable shifts between the two groups, notably:\n",
"- **Age**: patients with cancer tend to be slightly older.\n",
"- **Resistin**, **MCP.1**, and **Adiponectin** appear to exhibit density shifts between classes, suggesting potential discriminative power.\n",
"- Conversely, variables such as **BMI** or **Leptin** show strong overlap between classes.\n",
"\n",
"These qualitative observations suggest that some variables may be informative, but **none alone allow a clear separation**.\n",
"\n",
"### Boxplots by class\n",
"\n",
"Boxplots provide a more precise visual assessment of distribution differences:\n",
"- Most variables display **high dispersion** with numerous **outliers** visible in both classes, particularly for `Insulin`, `Leptin`, and `MCP.1`.\n",
"- **Medians are close**, but some trends differ (e.g., `Resistin` is higher for class 1).\n",
"\n",
"These elements indicate **high intra-class variance**, which may affect the performance of models sensitive to unstandardized scales.\n",
"\n",
"### Jittered scatter plots\n",
"\n",
"These visualizations explicitly show vertical separation between classes (0 or 1):\n",
"- No single variable fully separates the classes.\n",
"- Some clusters appear (e.g., low values of `Insulin`, `HOMA`, `Adiponectin` associated with class 0), but with **significant overlap**.\n",
"\n",
"---\n",
"\n",
"### Summary of exploratory analysis\n",
"\n",
"- Variables seem to contain **partial signals**, but will need to be **combined in a multivariate model** to best exploit interactions.\n",
"- The presence of **outliers**, **asymmetric distributions**, and **variables on very different scales** justifies:\n",
" - **prior standardization** of variables,\n",
" - and possibly a **logarithmic transformation** for some (e.g., `Insulin`, `Leptin`, `HOMA`).\n",
"- Finally, the strong **inter-class overlap** implies that linear separation may be limited, motivating the use of nonlinear models.\n",
"\n",
"This exploratory step thus rigorously motivates the choices of **preprocessing** and **supervised modeling** to follow.\n"
]
},
{
"cell_type": "markdown",
"id": "09e7c056",
"metadata": {},
"source": [
"# Step 4 — Correlation matrix and scatter matrix (training set only)\n"
]
},
{
"cell_type": "code",
"execution_count": 69,
"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",
"\n",
"# Correlation matrix (on training data)\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(\"Correlation matrix (X_train)\")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Combined DataFrame for colored visualization\n",
"X_train_visu = X_train.copy()\n",
"X_train_visu['Classification'] = y_train.values\n",
"\n",
"# Colored scatter matrix\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(\"Colored scatter matrix (X_train)\", y=1.02)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "a358c6aa",
"metadata": {},
"source": [
"To examine potential redundancy between variables and anticipate multicollinearity risks, we studied the linear relationships among explanatory variables using two complementary tools:\n",
"\n",
"### Correlation matrix\n",
"\n",
"The correlation matrix identifies linear relationships between continuous variables. Notably, we observe:\n",
"\n",
"- A **very strong correlation** between `Insulin` and `HOMA` (ρ ≈ 0.93), as expected since HOMA is a function of insulin and glucose (`HOMA = (Glucose × Insulin) / 405`).\n",
"- Moderate correlations between:\n",
" - `Glucose` and `HOMA` (ρ ≈ 0.70),\n",
" - `BMI` and `Leptin` (ρ ≈ 0.60).\n",
"- Other pairs exhibit relatively low correlations (ρ < 0.4), suggesting that **most variables provide complementary information**.\n",
"\n",
"This analysis suggests considering **dimensionality reduction** or **feature selection**, especially if certain methods are sensitive to collinearity (e.g., logistic regression).\n",
"\n",
"### Colored scatter matrix\n",
"\n",
"The scatter matrix, colored by class (`Classification`), provides a global view of pairwise interactions between variables while highlighting groupings by class.\n",
"\n",
"- There is **significant overlap** between the two classes in most 2D projections.\n",
"- Some variable combinations, such as (`Resistin`, `MCP.1`) or (`Adiponectin`, `HOMA`), show partial separation between classes but not a clear boundary.\n",
"\n",
"---\n",
"\n",
"### Conclusion of this step\n",
"\n",
"- There is no **obvious linear separation** between the two classes in the variable pairs.\n",
"- The dataset structure suggests that multivariate methods could benefit from **complex**, possibly **nonlinear** relationships.\n",
"- **Standardization** will be necessary before applying scale-sensitive methods (SVM, k-NN, PCA, etc.).\n",
"\n",
"We now proceed to the preprocessing step (data standardization) before comparing different supervised learning methods.\n"
]
},
{
"cell_type": "markdown",
"id": "556f426b",
"metadata": {},
"source": [
"# Step 5 — Logarithmic transformation\n"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "af21af16",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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U9Ymm6x0+fNhIMjVr1rS7pC81NdW6P44cOWItT3+9q1evtusvfdm1f0xnJj3uqlWr2v3BlJqaaqpUqWIsFos1abht27YM/1hNl/4H2bWXkWWW3Fi/fr2RZDp06GDXz6VLl0xgYKDx9va2+eM3/Y/iP//8067NxIkTjSTz+eefZxhbgwYNTIkSJTLeEBno0qWLKV68uF1iJbcmTJiQYXIrL0mpvGz/rLZZVnKalMptv1u3bjWSzMiRIzPsL6NkTGhoqAkMDLQ+T09K9erVK9v1ZZWUqlixovHw8DBHjx61W/bkk0/aHU/ZfQ6k79PrP7dSU1ONh4eHkWSXTDpy5IiRZPr06ZPtazHGmG+++cZIMrNnz7Ypz21SKj/vv5zsI2OMSU5ONnv27MnwkujMZHbJ5fWP65NS3t7e1ksns1OyZEkjyZw+fdom/vQ+099n48aNM8YYs2nTJiPJTJo0yRiTeVIqOTnZBAUFGV9fX3PlyhVr+WOPPWYkmeXLl+d4OwAAnIfL9wDgFrB3714lJiaqVatWKly4sN3yVq1aacWKFdqxY4fuvfdem2UZXWJSqlQpHTp0yG6Zu7u7goODrZNEX+/6vq8t2759u0352rVrNXnyZG3evFnnzp2zuZuSp6dnhv03atQow/KMdOrUSSNGjNCgQYO0atUqtW/fXi1atLC5FE6SduzYIUlq0aKFLBaLzTI3Nzc1b95ce/fu1Y4dO1SuXDmb5Q0bNrRbb9myZSVJFy9eVLFixXIUa7Nmzax3nrp23c2aNdP+/fv1559/qm3bttq0aZMk6fTp0xleirJ3717rv7Vr185ynen7I6Pb2BctWlR33nmnfv75Z+3bt0916tSxLvP29rZ5ni49ts2bN+vgwYN2yxMTE3Xu3DmdO3cu27uQXblyRT///LN69OiR5SWa1zpz5ozGjRunn376SYcPH9aVK1dslmd2zOZGXrd/Ztssv7LqNzk5WR9++KHmz5+vvXv3Kj4+XsYY6/KMtoe/v78qVKhgV162bFlt3LjR+rxGjRqqW7euvvzySx07dkxdunRRy5YtVb9+fbvjODNxcXE6dOiQatSoYX3PXKtVq1b65JNPtGPHDj3++OM2y7L7HLj+c8vNzU3BwcG6fPmyypcvb7OsVKlSkuy3x6VLl/T+++9r0aJFOnjwoBISEmyW5/d4yuv7L6f7SPp34vC8TrB+8uRJhYSEZLgsLCxMp06dylO/OXHHHXeofv36ioyM1KuvvqpZs2bJ09NTjz32WJbtFi9erLNnz2rgwIHy9va2lvfp00dffPGFZs6caXN5IwCgYCApBQAFTEhIiPbu3avjx4+rWrVqOWoTFxcnSZnOU5P+h1d6vWv5+vralaXPtZTZspSUlAzXk9H608tiY2OtZQsXLlTPnj1VtGhRhYeHKywsTIULF5bFYrHO9ZPT/jMTFhamTZs2aeTIkfrxxx/11VdfSZKqV6+u0aNHW+equVHbLjU1NcexZrbu67ddTEyMJGnp0qVaunRppv1d/wd0RvL6uoODg+2Sd9fGNm3atCzXm5CQkG1SasWKFbp8+XKO77oXExOju+66S0eOHFGzZs3Utm1b+fv7y93dXTt27NDixYuVlJSUo76yW4+U++2f2TbLr6z67dGjh3744QdVrVpVPXv2VHBwsDw8PHTx4kVNmTIlw+1x7ZxK1ypUqJDS0tJsnq9evVojR47UN998oxdffFGSFBQUpMGDB+s///lPtsnE/LzvsvscyOx9mdX79drPtOTkZLVs2VLbtm3THXfcoccff1zFixdXoUKFFB0drc8++yzfx1NeX39O95GzhYSEKDo6WkePHlXlypUzrXflyhWdP39enp6eKl68eKb1BgwYoOeff14rV67U/Pnz1alTp2w/N2bOnCnp3yTUtdq0aaMyZcpo8eLFiomJUWBgYC5eGQDgRiMpBQAFTLNmzbR27VqtWrVKrVu3zlGb9D+2Tp8+neHy9F+1M/qjzJFOnz5tdyZCekzX/jE1cuRIeXt7a+vWrapSpYpN/fnz52faf27/sK9du7a+/vprpaSkaOvWrfrpp580depU9ezZU6VLl1azZs0KxLbLbN3Xb7v0GD744AMNHjw4X+vM6+vObB+k19u5c2e2Z2llZ/HixfL29lZ4eHiO6s+cOVNHjhzR22+/rTfeeMNm2bhx47R48eJ8xZMur9v/RiSksur3jz/+0A8//KDw8HAtXbrUJkG0adMmTZkyJd/rLl68uD744ANNnTpVe/fu1erVq/XBBx8oIiJCHh4eGjFiRJbt8/O+u1HbM93ixYu1bds2DRw4UJ9++qnNsvnz5+uzzz7L9zoKwueOIzVt2lTR0dFatWpVlkmpdevW6erVq2rWrFmWictHH31UL7/8svr166e4uDgNHDgwy/UfPXpUP//8s6R/z3rNzBdffKHnn38+m1cDAHCmnJ1jDQBwmn79+snd3V3/+9//dPbs2Szrpv9aX716dXl7e+uPP/7Q5cuX7eqtXbtWUvZ3g8qvX375JdOyO+64w1p28OBB1ahRwy4hdfLkSR06dMjhcXl4eOjuu+/WqFGjNHXqVBljtGTJEkn/t03Wr19vc3mT9O9dxtavX29T70b47bff7M5ySEtL04YNG2SxWFSvXj1Jst7V7frLdPIifX+kHxvXSkhI0JYtW+Tj45Pjs/UcFVtaWpqWLFmitm3bqkiRIjlqk365YEZnVmV0TGYl/Q/ljM50c+T2z08c2UnfHh07drT7wz+32yM7FotFNWrU0KBBg7RixQpJ/96FMTu+vr6qWLGiDhw4oOPHj9std9ZnVkbycjy5ubnlal85+v3naul3HZw4caISExMzrGOM0dixYyUpwzvvXSswMFBdunTR8ePHVaZMmWwT1LNnz1ZaWpruueceDRw40O7Rt29fSf93NhUAoOAgKQUABUzlypX1yiuv6Ny5c+rQoYOioqLs6iQmJmrixInWeW08PT3Vq1cvnTt3zjroT7ds2TItX75clStXVrNmzW5o7G+//bbNZXqxsbEaM2aMLBaL9Y8CSQoNDdWBAwdszhJITEzUs88+m+mlgbm1devWDC/9SV9n+pwj5cuXV6tWrbRr1y7NmjXLpu7//vc/7dmzR61bt7abT8qR/vnnH33yySc2ZZ988on++ecfdezYUUFBQZL+nUuncePG+vLLL7VgwQK7ftLS0rRu3bocrbNZs2aqVKmSfvrpJ61cudJm2ZgxY3T+/Hn16tUr0/m9rte/f38VK1ZM//nPf7Rr1y675ZcvX7bOyZSVjRs36syZMzm+dE/693iSpF9//dWmfN68efrxxx9z3I8k66U9R48etVvmyO2fnziyk9n22LVrl93nQ15ER0crOjrarvz691Z2+vbtq5SUFI0YMcImIfzXX39p9uzZ8vPzU5cuXfIdb25ltv3WrVtn9z5NFxgYqGPHjuV4HY5+/2UkJSVFe/fuzXCON0e777771K1bN/3zzz96+OGHbb4HpH9/QHn22We1fv16NW3a1O4Su4yMGzdO3333nRYtWpTlXGXGGEVGRspiseizzz7Tp59+aveYPXu2mjRpor/++ktbtmzJ9+sFADgOl+8BQAE0ZswYJSYmatKkSapWrZpat26t2rVry8PDQ1FRUVq5cqXOnz+vMWPGWNuMHz9e69at05gxY7RhwwY1btxY0dHRWrhwoQoXLqzIyMgcT0KcV1WrVlXt2rXVvXt3SdI333yjY8eOafjw4brzzjut9YYMGaIhQ4bojjvuUI8ePXT16lWtWLFCxhjVq1dPf/75Z75jmTNnjj7++GM1b95clSpVkq+vr3bv3q0ff/xRgYGB6t+/v7Xu9OnTdc899+jJJ5/UDz/8oJo1a2rXrl36/vvvFRQUpOnTp+c7nqyEh4fr+eef148//qhatWpp165d+uGHH1SiRAm7S62+/PJLtWrVSo888ogmT56sBg0ayMfHR0eOHNHGjRt19uzZTM9UuJabm5tmz56t8PBw3X///XrooYcUGhqqjRs3au3atapUqZLGjRuX49cQFBSkL7/8Ug899JDq1aun9u3bq3r16kpKSlJ0dLTWrVunpk2batmyZVn2k/4HaKdOnXK87scff1zjx4/XkCFDtGbNGoWGhurPP//UqlWr1K1bN3377bc57qtVq1ayWCx6/fXXtWvXLvn5+cnf3996uZ6jtn9+48hKo0aN1KhRI3311Vc6efKk7r77bh05ckTff/+9OnbsqK+//jpfse3YsUPdunVTo0aNVLNmTYWEhOj48ePWfffCCy/kqJ9XXnlFS5cu1Zw5c7Rnzx61adNGZ86c0YIFC3T16lV98sknOb5ZgCN16tRJYWFhevfdd/X333+rdu3a2rdvn5YsWaKuXbtmuP1at26tr776Sl26dNEdd9whd3d3Pfjgg6pbt26G63D0+y8jx48fV40aNRQaGpphEtHRPvvsMyUmJuqHH35QxYoV1bFjR5UrV05nz57Vjz/+qOPHj6tx48b67rvvrHN5ZSUsLExhYWHZ1lu9erWioqIyvJHFtfr376+NGzdq5syZNt9HAAAXc92N/wAA2fnjjz/MgAEDTOXKlY2Pj4/x8vIyYWFhpnfv3mbFihV29c+ePWuef/55Exoaajw8PEyJEiVMjx49bG5Rn65v374Z3lbbmP+7LXhGQkNDTWhoaIb1r1y5Yl555RVTrlw54+npaapVq2amTp1q0tLSbOqnpaWZGTNmmFq1ahlvb28TEhJiBg4caM6cOZPhutNvBb9mzZoMY8roluubNm0yTz/9tKldu7bx9/c3Pj4+pkqVKmbw4MF2t4U3xpjo6GjTv39/U6pUKVOoUCFTqlQp079/fxMdHZ2r7ZPVds0q7l9++cW0aNHCFClSxPj6+pquXbua/fv3Z9guJibGvPHGG6Z27drGx8fHFC1a1FSpUsX07t3bfPvttzZ1s9t2f/31l+nRo4cpUaKE8fDwMKGhoWbo0KHm7NmzdnUz2vfX27t3rxk4cKAJDQ01np6eJiAgwNSpU8c8//zz5vfff892m1SpUsU0bdo023rX27Fjh2nXrp0JCAgwxYoVMy1atDArV640kZGRRpKJjIy0qZ/VPpw9e7apU6eO8fLyMpLsXnNutn9Otllmsooju37PnDljBgwYYEqXLm28vb1NnTp1zLRp08yhQ4eMJNO3b98cx3n9tjp69Kh57bXXzN13322Cg4ONp6enKV++vOnWrZvZuHGjTduoqKgM15cuPj7evPnmm6Zq1arG09PT+Pv7mw4dOphffvnFrm52x3JuP7fSSTItWrSwKTt06JDp3r27CQoKMoULFzZ33XWXmT9/foafNcYYc/LkSfPwww+bEiVKGDc3N5tjLrM2xjju/ZfRa0/f9rk5/tL7OXnyZKZ1QkNDjZeXV4bL0tLSzMKFC03Hjh1NyZIljYeHhylevLhp3bq1+fTTT01KSkqu+7xeeHi4zWdsr169MnyPXy82Ntb4+PgYPz8/c/ny5RytCwBw41mMuW4CDQAAcqlly5Zat26d3ZxMQG7s2bNHNWvW1Pjx4/XKK6+4OhwAAADcYMwpBQAACoT0u+TlZj4pAAAA3Lw4UwoAkG+cKQUAAAAgtzhTCgAAAAAAAE7HmVIAAAAAAABwOs6UAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAJuU/Hx8QoODtbcuXOtZf369VPRokUdvq733ntPFStWlLu7u+rXr+/w/m918fHxeuKJJxQSEiKLxaJhw4a5OiSHGTlypCwWyw1dx7Jly1S0aFGdPXv2hq4HAJB/BWHMsHbtWlksFq1du/aGr+vo0aPy9vbWb7/9dsPXdbubMWOGypcvr6SkJFeH4nBXr17VK6+8onLlysnNzU1dunRxdUgOM3v2bFksFkVHR7s6FNwgJKWA66R/8G3ZsiXD5S1btlTt2rXtylNSUjR16lTdddddKlasmIoWLaq77rpLU6dOVUpKil39sLAwWSwWtW3bNsP1fPLJJ7JYLFnG8sorr8hisahnz565eIX/mjJliooVK6ZHHnkk121z4+eff9Yrr7yiZs2aKTIyUu+8884NXV9OffTRR5o9e7arw8iRd955R7Nnz9azzz6rOXPm6PHHH3d1SLly+fJljRw50imD+4y0b99elStX1tixY12yfgDIyu0y7siJjMYMJ06c0MiRI7Vjx44bsk5XGz16tBo3bqxmzZpZy7L7kdBisWjw4MF25efPn9fLL7+satWqydvbW4GBgQoPD9eSJUvs6kZHR1v395gxYzJcz6OPPiqLxZJlLI0aNZLFYtH06dOzepk31IIFC/TYY4+pSpUqslgsatmyZYb1+vXrp+TkZH388cc56nfevHmaPHmy4wK9gWbNmqX33ntPPXr00GeffaYXXnjB1SHl2jvvvKNFixa5Ogy4ggFgIzIy0kgyf/zxR4bLW7RoYWrVqmVTFh8fb1q0aGEkmQceeMB8+OGH5qOPPjIPPvigkWRatGhh4uPjbdqEhoYab29v4+bmZk6ePJnhery9vTONJS0tzZQtW9aEhYUZHx8fExcXl+PXmJycbIKCgsw777xjU963b19TpEiRHPeTE6+++qpxc3MzSUlJDu03v2rVqmVatGjh6jBypHHjxqZZs2auDiPPzp49aySZiIgIu2UpKSnmypUrNzyGjz76yBQuXDhX7xMAcIbbYdyRUxmNGf744w8jyURGRjp8fZlZs2aNkWTWrFlzQ9dz5swZ4+HhYebNm2dTnt14TJIZNGiQTdnevXtNmTJljKenp3n66afNJ598Yt577z1Tv359I8m89NJLNvWjoqKMJOPt7W1q1qxpt474+HhTpEgR4+3tnWks//zzj5FkwsLCXDpOadGihSlatKhp1aqVCQgIyHJ898orr5jQ0FCTlpaWbb8dO3Y0oaGhjgv0BurZs6cpU6aMq8PIlyJFipi+ffvalV+9etVcuXIlR/sMNyfOlAIcYPjw4Vq3bp0++OAD/fDDDxo0aJCeffZZLV68WB9++KHWrVunl156ya5ds2bNVLRoUS1YsMCm/NixY/rll1/UsWPHTNe5du1aHTt2TLNmzdLVq1f17bff5jjeJUuW6OzZs3r44Ydz/iLz6MyZM/Lx8ZGnp6dD+jPG6MqVKw7pK6cSEhKcur7rnTlzRv7+/g7r7+rVq0pOTnZYf/lRqFAheXt73/D1dO/eXUlJSVq4cOENXxcA3Gg327gjpxw9ZsiKq7/bJemLL75QoUKF1KlTp3z1k5KSoh49eujChQtav369ZsyYoSeeeEIvvfSStmzZop49e+r999+32++SdP/992v37t36888/bcoXL16s5ORk3XfffVnGHxwcrAkTJmjDhg35urxq5MiRCgsLy1PbOXPmKDY2VqtXr1bp0qWzrPvwww/r8OHDWrNmTZ7WlZnExESlpaU5tM/ccPRYMS0tTYmJiQ7rLz/c3d3l7e19w6d7gOuQlALy6dixY5o5c6Zat26d4anUgwYNUqtWrfTpp5/q2LFjNsu8vb3VrVs3zZs3z6b8yy+/VEBAgMLDwzNd79y5c1WzZk21atVKbdu2tZkbKjuLFi1SWFiYKlWqlOHyQ4cOKTw8XEWKFFHp0qU1evRoGWNs6qSlpWny5MmqVauWvL29VbJkST399NO6cOGCtY7FYlFkZKQSEhKsp4inXzJ39epVvf3226pUqZK8vLwUFham119/3e46/7CwMD3wwANavny57rzzTvn4+FhPu7548aKGDRumcuXKycvLS5UrV9b48eOzHRSEhYVp165dWrdunTWu9FO90y+jWLdunZ577jkFBwerbNmykqTDhw/rueeeU7Vq1eTj46PixYvroYceshuEpffx22+/afjw4QoKClKRIkXUtWtXu3mNtmzZovDwcJUoUUI+Pj6qUKGCBgwYIOn/5rSIiorS0qVLrbGmr+/MmTMaOHCgSpYsKW9vb9WrV0+fffaZTf/pp+e///77mjx5snV779692zqf0z///KPHHntMfn5+CgoK0ptvviljjI4eParOnTvL19dXISEhmjBhgk3fycnJeuutt9SwYUP5+fmpSJEiuvfee20GetHR0QoKCpIkjRo1yvoaRo4cKSnjOaVye2z8+uuvatSokby9vVWxYkV9/vnndvs8ODhYdevW1eLFizM6JADgpnEzjjsiIyPVunVrBQcHy8vLSzVr1rS73CuzMcNdd90lSerfv7/dWEKSNm/erPbt28vPz0+FCxdWixYt7OZnSv+u2b17t3r37q2AgADdc889OY4/3cKFC9WwYUP5+PioRIkSeuyxx3T8+PEM69WsWVPe3t6qXbu2vvvuO/Xr188u6bJo0SI1btw43/N5fvPNN/r777/12muvqXHjxjbL3N3d9fHHH8vf39/63XutJk2aqEKFCnbHxNy5c9W+fXsFBgZmut558+apR48eeuCBB+Tn52fXh7Okz6OUEw0bNlRgYGC244GWLVtq6dKlOnz4sPW4S99/6eOz+fPn64033lCZMmVUuHBhxcXFKSYmRi+99JLq1KmjokWLytfXVx06dLBL+qX38dVXX+m///2vypYtK29vb7Vp00YHDhywqbt//351795dISEh8vb2VtmyZfXII48oNjbWOs5bs2aNdu3aZY01fcqEhIQEvfjii9axcrVq1fT+++/bjevTLwmdO3euatWqJS8vLy1btsw6pv3111/1/PPPKygoSP7+/nr66aeVnJysixcvqk+fPgoICFBAQIBeeeUVu77ff/99NW3aVMWLF5ePj48aNmyor7/+2m79CQkJ+uyzz6yvoV+/fpIyn1Pqo48+ssZaunRpDRo0SBcvXrTbj7Vr19bu3bvVqlUrFS5cWGXKlNG7776b5f6HcxVydQBAQRUbG6tz587ZlV8/T8NPP/2k1NRU9enTJ9O++vTpozVr1mjZsmV64oknbJb17t1b7dq108GDB61JovQveQ8Pjwz7S0pK0jfffKMXX3xRktSrVy/1799fp06dUkhISLavbcOGDWrQoEGGy1JTU9W+fXvdfffdevfdd7Vs2TJFRETo6tWrGj16tLXe008/rdmzZ6t///56/vnnFRUVpQ8//FDbt2/Xb7/9Jg8PD82ZM0f/+9//9Pvvv+vTTz+VJDVt2lSS9MQTT+izzz5Tjx499OKLL2rz5s0aO3as9uzZo++++84mpn379qlXr156+umn9eSTT6patWq6fPmyWrRooePHj+vpp59W+fLltWHDBo0YMUInT57Mcg6AyZMna8iQISpatKj+85//SJJKlixpU+e5555TUFCQ3nrrLeuvqX/88Yc2bNigRx55RGXLllV0dLSmT5+uli1bavfu3SpcuLBNH0OGDFFAQIAiIiIUHR2tyZMna/DgwdZfKs+cOaN27dopKChIr732mvz9/RUdHW399blGjRqaM2eOXnjhBZUtW9a6v4OCgnTlyhW1bNlSBw4c0ODBg1WhQgUtXLhQ/fr108WLFzV06FCbWCIjI5WYmKinnnpKXl5eNoPMnj17qkaNGho3bpyWLl2qMWPGKDAwUB9//LFat26t8ePHa+7cuXrppZd01113qXnz5pKkuLg4ffrpp+rVq5eefPJJXbp0STNnzlR4eLh+//131a9fX0FBQZo+fbqeffZZde3aVd26dZMk1a1bN9P9k5tj48CBA+rRo4cGDhyovn37atasWerXr58aNmyoWrVq2dRt2LAhcxUAKLBu5XHH9OnTVatWLT344IMqVKiQfvjhBz333HNKS0vToEGDJCnDMUOVKlU0evRovfXWW3rqqad07733Svq/scTq1avVoUMHNWzYUBEREXJzc7MmwH755Rc1atTIJo6HHnpIVapU0TvvvGP3h3N20sc8d911l8aOHavTp09rypQp+u2337R9+3brWSpLly5Vz549VadOHY0dO1YXLlzQwIEDVaZMGZv+UlJS9Mcff+jZZ5/NdJ0ZHQ8Z+eGHHyQp02PCz89PnTt31meffaYDBw6ocuXKNst79eqlL774QuPGjZPFYtG5c+f0888/a86cOVq2bFmGfW7evFkHDhxQZGSkPD091a1bN82dO1evv/56jmJ2pQYNGmQ7sfx//vMfxcbG6tixY5o0aZIk2SUP3377bXl6euqll15SUlKSPD09tXv3bi1atEgPPfSQKlSooNOnT+vjjz9WixYttHv3brszucaNGyc3Nze99NJLio2N1bvvvqtHH31UmzdvlvTvD4Dh4eFKSkrSkCFDFBISouPHj2vJkiW6ePGigoKCNGfOHP33v/9VfHy8df7MGjVqyBijBx98UGvWrNHAgQNVv359LV++XC+//LKOHz9ufV3pVq9era+++kqDBw9WiRIlFBYWZp3LLX3do0aN0qZNm/S///1P/v7+2rBhg8qXL6933nlHP/74o9577z3Vrl3b5licMmWKHnzwQT366KNKTk7W/Pnz9dBDD2nJkiXWszPnzJmjJ554Qo0aNdJTTz0lSZn+eC79m2geNWqU2rZtq2effVb79u3T9OnT9ccff1j/Dkl34cIFtW/fXt26ddPDDz+sr7/+Wq+++qrq1KmjDh06ZHkcwElceOkgUCClz+2Q1ePauR2GDRtmJJnt27dn2ue2bduMJDN8+HBrWWhoqOnYsaO5evWqCQkJMW+//bYxxpjdu3cbSWbdunWZzjPx9ddfG0lm//79xhhj4uLijLe3t5k0aVK2ry8lJcVYLBbz4osv2i3r27evkWSGDBliLUtLSzMdO3Y0np6e5uzZs8YYY3755RcjycydO9em/bJly+zKM5oXYceOHUaSeeKJJ2zKX3rpJSPJrF692mY7STLLli2zqfv222+bIkWKmH/++cem/LXXXjPu7u7myJEjWW6HzOaUSt/m99xzj7l69arNssuXL9vV37hxo5FkPv/8c7s+2rZta3P9+wsvvGDc3d3NxYsXjTHGfPfdd1nOI5Iu/Vi51uTJk40k88UXX1jLkpOTTZMmTUzRokWtc32kzxnh6+trzpw5Y9NHRESEkWSeeuopa9nVq1dN2bJljcViMePGjbOWX7hwwfj4+Nhc63/16lW7ucIuXLhgSpYsaQYMGGAty2pOqfQY0uXl2Fi/fr217MyZM8bLyyvD4/udd94xkszp06ftlgGAq9zq4w5jMv7+DA8PNxUrVrQpy2jMkNmcUmlpaaZKlSomPDzc5rv28uXLpkKFCua+++6zlqV/1/Tq1StH8V4/p1RycrIJDg42tWvXtpkHccmSJUaSeeutt6xlderUMWXLljWXLl2ylq1du9ZIspmf6MCBA0aS+eCDD+zWnz4ey+px7ZxS9evXN35+flm+pokTJxpJ5vvvvzfG/N/44L333jN///23kWR++eUXY4wx06ZNM0WLFjUJCQmZzm81ePBgU65cOeu2//nnn7M9LrMSERHhkPmbcjJn6FNPPWV8fHyy7SuzOaXSj4+KFSvaHduJiYkmNTXVpiwqKsp4eXmZ0aNH2/VRo0YNm7HUlClTjCSzc+dOY4wx27dvN5LMwoULs4w1o7nnFi1aZCSZMWPG2JT36NHDWCwWc+DAAWuZJOPm5mZ27dplUzf9M+H691mTJk2MxWIxzzzzjLUsfQx5/fa/fhslJyeb2rVrm9atW9uUZzanVHoMUVFRxph/x3qenp6mXbt2Ntv6ww8/NJLMrFmzbLbL9eP0pKQkExISYrp37263LrgGl+8BmZg2bZpWrFhh97j+DI9Lly5JkooVK5ZpX+nL4uLi7Ja5u7vr4Ycf1pdffinp39Oly5UrZ/01MCNz587VnXfeaf2lq1ixYurYsWOOTqWPiYmRMUYBAQGZ1rn2coD003mTk5O1cuVKSf+elu7n56f77rtP586dsz4aNmyookWLZnud/o8//ijp3zkxrpX+C+zSpUttyitUqGB3ScHChQt17733KiAgwCaGtm3bKjU1VevXr89mS2TtySeflLu7u02Zj4+P9f8pKSk6f/68KleuLH9/f23bts2uj6eeesrm0rR7771XqampOnz4sCRZf1VdsmRJhndKysqPP/6okJAQ9erVy1rm4eGh559/XvHx8Vq3bp1N/e7du1svo7vetb+iu7u7684775QxRgMHDrSW+/v7q1q1ajp06JBN3fR5P9LS0hQTE6OrV6/qzjvvzHB75PR1STk/NmrWrGnzXgkKCrKLM136MZ/TX54BwJlu1XGHZPv9mX5GWIsWLXTo0CHFxsbmqI/r7dixQ/v371fv3r11/vx56zggISFBbdq00fr16+0u53/mmWfytK4tW7bozJkzeu6552zmQezYsaOqV69u/W46ceKEdu7cqT59+ticVdOiRQvVqVPHps/z589LUqbjMW9v7wyPhxUrVtjVvXTpUpbHg5T1MVGrVi3VrVvXekzMmzdPnTt3tjsDPN3Vq1e1YMEC9ezZ0zrOSb88M6fHxLVjt3Pnzuny5ctKS0uzK7/+0n1HCAgI0JUrV3T58uV89dO3b1+bY1uSvLy8rJcSpqam6vz58ypatKiqVauW4diof//+NnOopb8P08cxfn5+kqTly5fnOt4ff/xR7u7uev75523KX3zxRRlj9NNPP9mUt2jRQjVr1sywr4EDB9qMaRs3bmw3VkwfQ14/Brt2G124cEGxsbG699578zxWXLlypZKTkzVs2DCbyzaffPJJ+fr62o0VixYtqscee8z63NPTU40aNcpwrAjX4PI9IBONGjXSnXfeaVeengRJl/4lnz5IzEh2A8jevXtr6tSp+vPPPzVv3jw98sgjmU7md/HiRf34448aPHiwzTXnzZo10zfffKN//vlHVatWzfb1mUxOW3dzc1PFihVtytL7S7+We//+/YqNjVVwcHCGfZw5cybLdR8+fFhubm52p4+HhITI39/fmrRJV6FCBbs+9u/fr7/++ivTREt2MWQno3VeuXJFY8eOVWRkpI4fP26zDTMaVJcvX97mefrAM33erRYtWqh79+4aNWqUJk2apJYtW6pLly7q3bu3vLy8sozv8OHDqlKlit0cCjVq1LAuz+71ZBann5+fvL29VaJECbvy9EF0us8++0wTJkzQ3r17bRJrWa0vK7k9Nq6PXfp3O187t1m69P3FRJkACqJbedzx22+/KSIiQhs3brT7wzo2Ntb6h3du7N+/X9K/iYHMxMbG2iR98vPdJEnVqlWzW1a9enX9+uuvNvWu/w5LL8voj/DMxmPu7u5q27ZtjuIrVqxYtj+45OSYmDBhgl544QVt2LAhy8vwfv75Z509e1aNGjWyOSZatWqlL7/8UuPHj892jqfMxm/Xl0dGRlrnFnIUR40HMjqe0tLSNGXKFH300UeKiopSamqqdVnx4sXt6mc3VqxQoYKGDx+uiRMnau7cubr33nv14IMPWucCzcrhw4dVunRpu33uqLGi9O98XteXXz8GW7JkicaMGaMdO3bYJBnzuv0zez96enqqYsWKdq+rbNmydusKCAjQX3/9laf1w/FISgH5lP7B/tdff6l+/foZ1kn/0Mvs14fGjRurUqVKGjZsmKKiotS7d+9M17dw4UIlJSVpwoQJdhNPS//+mjlq1KhM2wcGBspisWT4R3tOpaWlZflrWGYDjevl9Mvo+l+h0mO477779Morr2TYJieJudyuc8iQIYqMjNSwYcPUpEkT+fn5yWKx6JFHHslwcvXrz7RKd+1g6Ouvv9amTZv0ww8/aPny5RowYIAmTJigTZs25Xvi0+xeT1ZxZhe79O9dd/r166cuXbro5ZdfVnBwsNzd3TV27FgdPHgwX/Hm9NjISZzp0o/565NtAHAzudnGHQcPHlSbNm1UvXp1TZw4UeXKlZOnp6d+/PFHTZo0Kc93LEtv995772W6Ha7/Hs3qu9DZ0hMU+RmPpatRo4Z27NihI0eOZPhjjZT9MdGrVy+NGDFCTz75pIoXL6527dplur708V9md3Fet26dWrVqlWXM15/x9fnnn+vnn3/WF198YVN+/fyQjnDhwgUVLlw438dDRu3feecdvfnmmxowYIDefvttBQYGys3NTcOGDcvTWFGSJkyYoH79+mnx4sX6+eef9fzzz2vs2LHatGmT9WY8jpDbsWJm5dfG/ssvv+jBBx9U8+bN9dFHH6lUqVLy8PBQZGSk0ybGz81YEa5BUgrIpw4dOsjd3V1z5szJdILJzz//XIUKFVL79u0z7adXr14aM2aMatSokengSvp3IFC7dm1FRETYLfv44481b968LAeHhQoVUqVKlRQVFZXh8rS0NB06dMgmqfPPP/9IkvWuI5UqVdLKlSvVrFmzPH2hh4aGKi0tTfv377cOriXp9OnTunjxokJDQ7Pto1KlSoqPj8/xr4jXy8uvM19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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# List of variables to transform (asymmetric distributions)\n",
"variables_log = ['Insulin', 'HOMA', 'MCP.1', 'Resistin']\n",
"\n",
"# Comparison before / after transformation (1 figure per variable)\n",
"for col in variables_log:\n",
" fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
"\n",
" # Before transformation\n",
" axes[0].hist(X_train[col], bins=30, alpha=0.6, color='salmon', edgecolor='black')\n",
" axes[0].set_title(f\"{col} (before transformation)\")\n",
" axes[0].set_xlabel(col)\n",
" axes[0].set_ylabel(\"Frequency\")\n",
"\n",
" # After log1p transformation\n",
" transformed = np.log1p(X_train[col])\n",
" axes[1].hist(transformed, bins=30, alpha=0.6, color='steelblue', edgecolor='black')\n",
" axes[1].set_title(f\"{col} after log({col} + 1) transformation\")\n",
" axes[1].set_xlabel(f\"log1p({col})\")\n",
" axes[1].set_ylabel(\"Frequency\")\n",
"\n",
" plt.suptitle(f\"Comparison before / after transformation: {col}\", fontsize=14)\n",
" plt.tight_layout(rect=[0, 0, 1, 0.93])\n",
" plt.show()\n",
"\n",
"# Apply the transformation to X_train\n",
"X_train_transformed = X_train.copy()\n",
"for col in variables_log:\n",
" X_train_transformed[col + '_log'] = np.log1p(X_train[col])\n",
"X_train_transformed = X_train_transformed.drop(columns=variables_log)\n",
"\n",
"# Update the list of transformed features\n",
"features = X_train_transformed.columns.tolist()\n",
"\n",
"# Merge with y_train to facilitate visualization\n",
"train_data2 = X_train_transformed.copy()\n",
"train_data2['Classification'] = y_train.values\n",
"\n",
"# Histograms by class\n",
"n_cols = 3\n",
"n_rows = int(np.ceil(len(features) / n_cols))\n",
"\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, col in enumerate(features):\n",
" for cls in [0, 1]:\n",
" axes[i].hist(train_data2[train_data2['Classification'] == cls][col],\n",
" bins=30, alpha=0.5, label=f\"Class {cls}\")\n",
" axes[i].set_title(f\"{col} by class\")\n",
" axes[i].legend()\n",
"\n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Histograms by class (after transformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n",
"\n",
"# Boxplots by class\n",
"\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, col in enumerate(features):\n",
" sns.boxplot(x='Classification', y=col, data=train_data2, ax=axes[i])\n",
" axes[i].set_title(f\"Boxplot of {col}\")\n",
" axes[i].set_xlabel(\"Class\")\n",
" axes[i].set_ylabel(col)\n",
"\n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Boxplots by class (after transformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n",
"\n",
"# Jittered scatter plots by class\n",
"\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, col in enumerate(features):\n",
" for cls in [0, 1]:\n",
" values = train_data2[train_data2['Classification'] == cls][col]\n",
" jittered_y = np.random.normal(loc=cls, scale=0.02, size=values.shape)\n",
" axes[i].scatter(values, jittered_y, alpha=0.5, label=f\"Class {cls}\")\n",
" axes[i].set_title(f\"{col} (jittered scatter plot)\")\n",
" axes[i].legend()\n",
"\n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Jittered scatter plots by class (after transformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "c582a520",
"metadata": {},
"source": [
"### Objective\n",
"\n",
"The initial exploratory analysis revealed a **marked skewness** (distribution heavily right-skewed) for several variables: `Insulin`, `HOMA`, `MCP.1`, and `Resistin`. \n",
"These distributions contained many extreme values that could hinder the learning of some models (logistic regression, k-NN, SVM, etc.) sensitive to scale differences or non-normality.\n",
"\n",
"To make these distributions more symmetric and reduce the impact of extreme values, we applied a **logarithmic transformation** of the form `log(x + 1)` using the `np.log1p` function.\n",
"\n",
"---\n",
"\n",
"### Comparison before / after transformation\n",
"\n",
"For each transformed variable, we compared the distribution **before and after transformation** using histograms:\n",
"\n",
"- The long right tails are **strongly reduced**.\n",
"- The distributions become **more compact, less skewed**, and often closer to a Gaussian shape.\n",
"- This improves data homogeneity and facilitates subsequent **standardization** steps.\n",
"\n",
"These figures provide a **clear visual justification** for the interest in logarithmic transformation.\n",
"\n",
"---\n",
"\n",
"### Dataset update\n",
"\n",
"The new transformed variables (`Insulin_log`, `HOMA_log`, `MCP.1_log`, `Resistin_log`) were added to the dataset, and the original variables were removed to avoid redundancy.\n",
"\n",
"---\n",
"\n",
"### Visualization of transformed variables by class\n",
"\n",
"To observe the effect of this transformation on the distribution of values within the two classes (positive / negative), we reproduced several visualizations on the transformed variables:\n",
"\n",
"#### • Histograms by class \n",
"These histograms allow visualization of relative densities within each class after transformation. \n",
"We observe that some variables, notably `Insulin_log` and `Resistin_log`, still present density differences between classes, but with a **much more regular distribution**.\n",
"\n",
"#### • Boxplots by class \n",
"The log transformation clearly reduces the impact of **visible outliers** in the boxplots. \n",
"Medians are more representative and interquartile ranges less spread.\n",
"\n",
"#### • Jittered scatter plots \n",
"These visualizations show that points remain well separated vertically between classes 0 and 1, while benefiting from a **more controlled horizontal distribution**, which favors distance-based models.\n",
"\n",
"---\n",
"\n",
"### Conclusion\n",
"\n",
"Applying the logarithmic transformation allowed to:\n",
"- Reduce the effect of extreme values,\n",
"- Stabilize variance,\n",
"- Improve the geometric structure of the dataset in view of standardization and learning.\n",
"\n",
"These transformations constitute an **essential step in the preprocessing pipeline** before model construction.\n"
]
},
{
"cell_type": "markdown",
"id": "184a592b",
"metadata": {},
"source": [
"# Step 6 — Standardization (StandardScaler)\n"
]
},
{
"cell_type": "code",
"execution_count": 71,
"id": "4b77fbe5",
"metadata": {},
"outputs": [
{
"data": {
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"<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": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"# Initialize the scaler\n",
"scaler = StandardScaler()\n",
"\n",
"# Fit the scaler on the transformed training set and transform\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",
"# Display summary statistics of scaled data\n",
"X_train_scaled.describe().T[['mean', 'std']]\n"
]
},
{
"cell_type": "markdown",
"id": "3e525eb2",
"metadata": {},
"source": [
"### Objective\n",
"\n",
"After applying logarithmic transformation to asymmetric variables, we apply **standardization** to all explanatory variables in the training set. \n",
"This step aims to **bring all variables to the same scale** by centering them around zero and scaling them to unit variance.\n",
"\n",
"Standardization is particularly important for models sensitive to distances or scale differences, such as:\n",
"- logistic regression (for more stable convergence),\n",
"- support vector machines (SVM),\n",
"- k-nearest neighbors (k-NN),\n",
"- regularization methods (Ridge, Lasso),\n",
"- and dimensionality reduction techniques (PCA, etc.).\n",
"\n",
"---\n",
"### Method\n",
"\n",
"The transformation used is the classical Z-score standardization, defined as:\n",
"\n",
"$$\n",
"X^{(i)}_{\\text{std}} = \\frac{X^{(i)} - \\mu^{(i)}}{\\sigma^{(i)}}\n",
"$$\n",
"\n",
"where \\( \\mu^{(i)} \\) and \\( \\sigma^{(i)} \\) denote respectively the mean and standard deviation of variable \\( X^{(i)} \\) computed on the training set.\n",
"\n",
"We use the `StandardScaler` tool from `scikit-learn`, applied only on the training data (`fit_transform`) to avoid any data leakage.\n"
]
},
{
"cell_type": "markdown",
"id": "d374b93f",
"metadata": {},
"source": [
"# Step 7 — Preparation of X_test\n"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "28a4ffe0",
"metadata": {},
"outputs": [],
"source": [
"# Copy X_test\n",
"X_test_transformed = X_test.copy()\n",
"\n",
"# Apply the same log-transformations\n",
"for col in variables_log:\n",
" X_test_transformed[col + '_log'] = np.log1p(X_test_transformed[col])\n",
"\n",
"# Drop original columns\n",
"X_test_transformed = X_test_transformed.drop(columns=variables_log)\n",
"\n",
"# Standardize using the scaler previously fitted on 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",
"# Check that the columns of X_test are identical (and in the same order) as those of X_train to avoid prediction errors\n",
"if list(X_train_scaled.columns) != list(X_test_scaled.columns):\n",
" print(\"Mismatch between train and test columns\")\n"
]
},
{
"cell_type": "markdown",
"id": "c4a5689a",
"metadata": {},
"source": [
"The transformations previously applied to the training set (logarithmic transformation + standardization) must be **reproduced exactly the same way** on the test set, without re-estimating any parameters.\n",
"\n",
"### Steps performed:\n",
"1. **Logarithmic transformation** on the same variables (`Insulin`, `HOMA`, `MCP.1`, `Resistin`) using `log(x + 1)`;\n",
"2. **Removal of raw variables** to avoid redundancy;\n",
"3. **Standardization using the same parameters** (mean `μ`, standard deviation `σ`) learned from `X_train`, via `scaler.transform()`.\n",
"\n",
"We also verified that the **columns of `X_test_scaled` are exactly the same (and in the same order)** as those of `X_train_scaled`, ensuring compatibility with the learning models.\n",
"\n",
"---\n",
"\n",
"This step completes the preprocessing pipeline and allows us to proceed to **supervised modeling**.\n"
]
},
{
"cell_type": "markdown",
"id": "5fd9b3f0",
"metadata": {},
"source": [
"# Step 8 — Modeling with LogisticRegression\n"
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "d58417ad",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Evaluation of simple model (logistic regression)\n",
"Accuracy: 0.792\n",
"F1-score: 0.783\n",
"\n",
"Classification report:\n",
" precision recall f1-score support\n",
"\n",
" 0 0.83 0.77 0.80 13\n",
" 1 0.75 0.82 0.78 11\n",
"\n",
" accuracy 0.79 24\n",
" macro avg 0.79 0.79 0.79 24\n",
"weighted avg 0.80 0.79 0.79 24\n",
"\n"
]
}
],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.metrics import accuracy_score, f1_score, classification_report\n",
"\n",
"# Initialize and train the model without explicit regularization\n",
"logreg_simple = LogisticRegression(random_state=42)\n",
"logreg_simple.fit(X_train_scaled, y_train)\n",
"\n",
"# Predictions on the test set\n",
"y_pred_simple = logreg_simple.predict(X_test_scaled)\n",
"\n",
"# Basic performance evaluation\n",
"print(\"Evaluation of simple model (logistic regression)\")\n",
"print(\"Accuracy:\", round(accuracy_score(y_test, y_pred_simple), 3))\n",
"print(\"F1-score:\", round(f1_score(y_test, y_pred_simple), 3))\n",
"print(\"\\nClassification report:\\n\", classification_report(y_test, y_pred_simple))\n"
]
},
{
"cell_type": "markdown",
"id": "76d3da3a",
"metadata": {},
"source": [
"We begin by training a simple logistic regression model, without explicit regularization, on the preprocessed data (after log transformation and standardization).\n",
"\n",
"### Objective\n",
"\n",
"Predict the probability that a patient has cancer based on the nine explanatory variables. \n",
"Logistic regression is an interpretable linear model, particularly suited for a first supervised approach.\n",
"\n",
"### Results on the test set\n",
"\n",
"The model was evaluated on the test set after training on the standardized data. The results are as follows:\n",
"\n",
"- **Accuracy**: 0.792\n",
"- **F1-score**: 0.783\n",
"\n",
"### Classification report details:\n",
"\n",
"| Class | Precision | Recall | F1-score | Support |\n",
"|---------|-----------|--------|----------|---------|\n",
"| 0 (healthy) | 0.83 | 0.77 | 0.80 | 13 |\n",
"| 1 (cancer) | 0.75 | 0.82 | 0.78 | 11 |\n",
"\n",
"- **Macro avg F1**: 0.79 \n",
"- **Weighted avg F1**: 0.79\n",
"\n",
"These results show a good balance between precision and recall, which is important in a medical context. \n",
"However, this simple model does not account for potential interactions between variables nor hyperparameter optimization, which will be addressed in the following steps.\n",
"\n",
"---\n"
]
},
{
"cell_type": "markdown",
"id": "4b7c1cdf",
"metadata": {},
"source": [
"# Step 9 — Cross-validation on training data\n"
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "d8804f23",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10-fold cross-validation\n",
"Mean F1-score : 0.696 ± 0.187\n",
"Mean Accuracy : 0.731 ± 0.175\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import cross_val_score\n",
"\n",
"# 10-fold cross-validation on the simple model\n",
"f1_scores = cross_val_score(logreg_simple, X_train_scaled, y_train, cv=10, scoring='f1')\n",
"acc_scores = cross_val_score(logreg_simple, X_train_scaled, y_train, cv=10, scoring='accuracy')\n",
"\n",
"# Summary\n",
"print(\"10-fold cross-validation\")\n",
"print(f\"Mean F1-score : {f1_scores.mean():.3f} ± {f1_scores.std():.3f}\")\n",
"print(f\"Mean Accuracy : {acc_scores.mean():.3f} ± {acc_scores.std():.3f}\")\n",
"\n",
"# Visualization of scores by fold\n",
"folds = range(1, len(f1_scores) + 1)\n",
"plt.figure(figsize=(8, 5))\n",
"plt.plot(folds, f1_scores, marker='o', label='F1-score')\n",
"plt.plot(folds, acc_scores, marker='s', label='Accuracy')\n",
"plt.title(\"Scores by fold (cross-validation)\")\n",
"plt.xlabel(\"Fold\")\n",
"plt.ylabel(\"Score\")\n",
"plt.ylim(0, 1)\n",
"plt.grid(True)\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "8407908d",
"metadata": {},
"source": [
"To evaluate the stability of the logistic regression model and its generalization capacity, we performed a **10-fold cross-validation** (k-fold CV). \n",
"Two main metrics were monitored: the **F1-score** (suitable for imbalanced class contexts) and **accuracy** (overall correctness).\n",
"\n",
"### Cross-validation results\n",
"\n",
"- **Mean F1-score**: 0.696 ± 0.187 \n",
"- **Mean Accuracy**: 0.731 ± 0.175\n",
"\n",
"### Analysis\n",
"\n",
"The high variance in scores (standard deviations > 0.17) reflects a **sensitivity to fold composition**, likely due to the **small training set size** (92 observations). \n",
"This justifies the need for future **regularization or feature selection**.\n",
"\n",
"### Visualization\n",
"\n",
"The figure below shows individual scores obtained on each fold. There is **significant variability between folds**, especially in F1-scores (some folds dropping to 0.40.5, others exceeding 0.8), confirming the need to optimize the model for better robustness.\n",
"\n",
"---\n",
"\n",
"This step establishes a baseline for the simple models performance before considering **hyperparameter optimization**.\n"
]
},
{
"cell_type": "markdown",
"id": "5c8f1ec9",
"metadata": {},
"source": [
"# Step 10 — Hyperparameter Optimization (GridSearchCV)\n"
]
},
{
"cell_type": "code",
"execution_count": 75,
"id": "ba6b4fd9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best parameters: {'C': 100.0, 'penalty': 'l1', 'solver': 'liblinear'}\n",
"Best F1-score (cross-val): 0.737\n"
]
}
],
"source": [
"from sklearn.model_selection import GridSearchCV\n",
"\n",
"# Hyperparameter grid\n",
"param_grid = {\n",
" 'penalty': ['l1', 'l2'],\n",
" 'C': np.logspace(-2, 4, 10), # from 0.01 to 10000 (log scale)\n",
" 'solver': ['liblinear'] # required for 'l1' penalty\n",
"}\n",
"\n",
"# Initialize the model + cross-validation grid search\n",
"logreg_grid = LogisticRegression(random_state=42, max_iter=1000)\n",
"grid_search = GridSearchCV(logreg_grid, param_grid, cv=10, scoring='f1')\n",
"grid_search.fit(X_train_scaled, y_train)\n",
"\n",
"# Best model\n",
"best_logreg = grid_search.best_estimator_\n",
"\n",
"print(\"Best parameters:\", grid_search.best_params_)\n",
"print(\"Best F1-score (cross-val):\", round(grid_search.best_score_, 3))\n"
]
},
{
"cell_type": "markdown",
"id": "090475a0",
"metadata": {},
"source": [
"To improve the models performance, we implemented a **grid search (GridSearchCV)** to identify the best combination of hyperparameters for logistic regression. \n",
"The goal is to automatically select the optimal level of regularization to balance the models learning capacity and generalization.\n",
"\n",
"---\n",
"\n",
"### Hyperparameter grid tested\n",
"\n",
"The following combinations were evaluated using 10-fold cross-validation:\n",
"\n",
"- **Regularization type (`penalty`)**: \n",
" `'l1'` (Lasso, encouraging sparsity) and `'l2'` (Ridge, classical quadratic regularization),\n",
"- **Regularization coefficient (`C`)**: \n",
" `[0.01, 0.1, 1, 10, 100]` \n",
" *(the larger `C`, the weaker the regularization; `C` is the inverse of the regularization strength)*,\n",
"- **Solver (`solver`)**: \n",
" `'liblinear'`, chosen because it is the only solver compatible with `l1` regularization in `scikit-learn`.\n",
"\n",
"The evaluation metric used to guide selection was the **F1-score**, well suited to binary classification problems with class imbalance.\n",
"\n",
"---\n",
"\n",
"### Search results\n",
"\n",
"- **Best hyperparameters identified**: \n",
" `{'C': 100, 'penalty': 'l1', 'solver': 'liblinear'}`\n",
"\n",
"- **Mean F1-score in cross-validation (10 folds)**: \n",
" **0.737**\n",
"\n",
"---\n",
"\n",
"### Analysis and interpretation\n",
"\n",
"The optimal model uses:\n",
"- a **weak L1 regularization** (`C = 100`), which reduces the penalization effect while allowing automatic zeroing of some coefficients (sparsity),\n",
"- a **more parsimonious formulation**, potentially limiting overfitting on a small dataset,\n",
"- an **interpretable structure**, since non-zero coefficients can be directly analyzed as variable weights.\n",
"\n",
"The fact that the best value of `C` lies at the upper edge of the initial grid motivated extending the search range, but this confirmed that `C = 100` remains optimal. \n",
"This suggests that regularization, though controlled, **does not have a significant impact** on performance in this context.\n",
"\n",
"---\n",
"\n",
"### Expected impact\n",
"\n",
"The regularized model thus obtained will be evaluated in the next step (step 11) on the test set. \n",
"The goal is to check whether this optimization provides **a significant performance gain** compared to the baseline (non-regularized) model of step 8.\n"
]
},
{
"cell_type": "markdown",
"id": "57f03133",
"metadata": {},
"source": [
"# Step 11 — Evaluation of the optimized model\n"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "bd749019",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Evaluation on test set:\n",
"Accuracy: 0.792\n",
"F1-score: 0.762\n",
"\n",
"Classification Report:\n",
" precision recall f1-score support\n",
"\n",
" 0 0.79 0.85 0.81 13\n",
" 1 0.80 0.73 0.76 11\n",
"\n",
" accuracy 0.79 24\n",
" macro avg 0.79 0.79 0.79 24\n",
"weighted avg 0.79 0.79 0.79 24\n",
"\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 600x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import confusion_matrix, roc_curve, auc\n",
"\n",
"# Predictions\n",
"y_pred_best = best_logreg.predict(X_test_scaled)\n",
"\n",
"# Overall evaluation\n",
"print(\"\\nEvaluation on test set:\")\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",
"# Confusion matrix\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=['Negative', 'Positive'], yticklabels=['Negative', 'Positive'])\n",
"plt.title(\"Confusion Matrix\")\n",
"plt.xlabel(\"Predictions\")\n",
"plt.ylabel(\"True labels\")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# ROC curve and AUC\n",
"y_proba_best = best_logreg.predict_proba(X_test_scaled)[:, 1]\n",
"fpr, tpr, thresholds = roc_curve(y_test, y_proba_best)\n",
"roc_auc = auc(fpr, tpr)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.plot(fpr, tpr, label=f'AUC = {roc_auc:.2f}', color='blue')\n",
"plt.plot([0, 1], [0, 1], linestyle='--', color='red')\n",
"plt.title(\"ROC Curve - Optimized Model\")\n",
"plt.xlabel(\"False Positive Rate (FPR)\")\n",
"plt.ylabel(\"True Positive Rate (TPR)\")\n",
"plt.grid(True)\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "6bcbfdc8",
"metadata": {},
"source": [
"---\n",
"\n",
"After selecting the best logistic regression model by cross-validation (see Step 10), we evaluated it on the **test set**, which remained completely independent during training.\n",
"\n",
"---\n",
"\n",
"### Overall Results\n",
"\n",
"- **Accuracy**: 0.792 \n",
"- **F1-score**: 0.762\n",
"\n",
"**Classification Report:**\n",
"\n",
"| Class | Precision | Recall | F1-score | Support |\n",
"|--------------|-----------|--------|----------|---------|\n",
"| 0 (healthy) | 0.79 | 0.85 | 0.81 | 13 |\n",
"| 1 (diseased) | 0.80 | 0.73 | 0.76 | 11 |\n",
"| **Macro avg**| 0.79 | 0.79 | 0.79 | 24 |\n",
"\n",
"The **balance between precision and recall is good**, and overall performance is comparable (slightly lower in F1-score) to that obtained with the simple model (Step 8), despite the imposed L1 regularization.\n",
"\n",
"---\n",
"\n",
"### Confusion Matrix\n",
"\n",
"The matrix below shows class-wise prediction performance:\n",
"\n",
"| | Predicted: 0 | Predicted: 1 |\n",
"|-----------|--------------|--------------|\n",
"| **True: 0** | 11 | 2 |\n",
"| **True: 1** | 3 | 8 |\n",
"\n",
"- **11 true negatives** and **8 true positives** correctly identified \n",
"- **2 false positives** and **3 false negatives**\n",
"\n",
"The model shows a **good ability to identify both classes**, although some diseased cases are still missed (which is critical in a medical context).\n",
"\n",
"---\n",
"\n",
"### ROC Curve and AUC\n",
"\n",
"The ROC curve on the test set confirms a **good discriminative ability**, with an **area under the curve (AUC) of 0.81**.\n",
"\n",
"This means that on average, the model assigns a higher probability to a diseased individual than to a healthy individual in **81% of cases**.\n",
"\n",
"The ROC curve lies well above the diagonal (random classifier), validating the quality of the model.\n",
"\n",
"---\n",
"\n",
"### Conclusion\n",
"\n",
"The optimized model offers a **robust trade-off between performance and sparsity**, featuring:\n",
"- L1 regularization that limits overfitting,\n",
"- stability demonstrated through cross-validation,\n",
"- solid test set performance.\n",
"\n",
"This evaluation confirms that logistic regression is a **reliable and interpretable model** on this dataset, although nonlinear models could be explored to further improve results.\n",
"\n",
"---\n"
]
},
{
"cell_type": "markdown",
"id": "918960cc",
"metadata": {},
"source": [
"# Step 12 — Comparison of Logistic Regression Variants\n"
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "e9c2a95f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Model Accuracy F1-score AUC\n",
"0 Simple LogReg 0.792 0.783 0.811\n",
"1 Optimized LogReg (L1, C=100) 0.792 0.762 0.811\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 1000x600 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>y_test</th>\n",
" <th>Pred_simple</th>\n",
" <th>Pred_optimized</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" y_test Pred_simple Pred_optimized\n",
"66 0 1 1\n",
"5 1 0 0\n",
"80 0 1 0\n",
"16 1 1 0\n",
"103 0 1 1\n",
"13 1 0 0"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import roc_auc_score\n",
"\n",
"# 1. Compute predicted probabilities\n",
"y_proba_simple = logreg_simple.predict_proba(X_test_scaled)[:, 1]\n",
"y_proba_best = best_logreg.predict_proba(X_test_scaled)[:, 1]\n",
"\n",
"# 2. Summary of scores\n",
"results = pd.DataFrame({\n",
" 'Model': ['Simple LogReg', 'Optimized LogReg (L1, C=100)'],\n",
" 'Accuracy': [\n",
" accuracy_score(y_test, y_pred_simple),\n",
" accuracy_score(y_test, y_pred_best)\n",
" ],\n",
" 'F1-score': [\n",
" f1_score(y_test, y_pred_simple),\n",
" f1_score(y_test, y_pred_best)\n",
" ],\n",
" 'AUC': [\n",
" roc_auc_score(y_test, y_proba_simple),\n",
" roc_auc_score(y_test, y_proba_best)\n",
" ]\n",
"})\n",
"print(results.round(3))\n",
"\n",
"# 3. Overlaid ROC curves\n",
"fpr_simple, tpr_simple, _ = roc_curve(y_test, y_proba_simple)\n",
"fpr_best, tpr_best, _ = roc_curve(y_test, y_proba_best)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.plot(fpr_simple, tpr_simple, '--', label=f'Simple (AUC={roc_auc_score(y_test, y_proba_simple):.2f})')\n",
"plt.plot(fpr_best, tpr_best, '-', label=f'Optimized (AUC={roc_auc_score(y_test, y_proba_best):.2f})')\n",
"plt.plot([0, 1], [0, 1], linestyle=':', color='grey')\n",
"plt.title(\"ROC Curve Comparison\")\n",
"plt.xlabel(\"False Positive Rate (FPR)\")\n",
"plt.ylabel(\"True Positive Rate (TPR)\")\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# 4. Comparison of coefficients\n",
"coef_df = pd.DataFrame({\n",
" 'Feature': X_train_scaled.columns,\n",
" 'Simple LogReg': logreg_simple.coef_[0],\n",
" 'Optimized LogReg (L1)': best_logreg.coef_[0]\n",
"}).set_index('Feature')\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"coef_df.T.plot(kind='barh', colormap='viridis')\n",
"plt.axvline(x=0, color='black', linestyle='--')\n",
"plt.title(\"Comparison of Coefficients Between Models\")\n",
"plt.xlabel(\"Coefficient\")\n",
"plt.ylabel(\"Model / Feature\")\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# 5. Distribution of predicted probabilities (class 1)\n",
"plt.figure(figsize=(7, 5))\n",
"plt.hist(y_proba_simple, bins=10, alpha=0.5, label=\"Simple\", density=True)\n",
"plt.hist(y_proba_best, bins=10, alpha=0.5, label=\"Optimized\", density=True)\n",
"plt.title(\"Distribution of Predicted Probabilities (Positive Class)\")\n",
"plt.xlabel(\"Predicted Probability\")\n",
"plt.ylabel(\"Density\")\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# 6. Analysis of errors per individual\n",
"errors = pd.DataFrame({\n",
" 'y_test': y_test.values,\n",
" 'Pred_simple': y_pred_simple,\n",
" 'Pred_optimized': y_pred_best\n",
"}, index=y_test.index)\n",
"\n",
"# Display only cases misclassified by at least one model\n",
"diff = errors.query(\"Pred_simple != y_test or Pred_optimized != y_test\")\n",
"display(diff)\n"
]
},
{
"cell_type": "markdown",
"id": "a30c65a7",
"metadata": {},
"source": [
"We compared two versions of the logistic regression model:\n",
"- a **simple model**, without explicit regularization (default parameters),\n",
"- an **optimized model**, with L1 regularization (`penalty='l1'`, `C=100`), determined via cross-validation.\n",
"\n",
"---\n",
"\n",
"### Overall Performance\n",
"\n",
"| Model | Accuracy | F1-score | AUC |\n",
"|-----------------------------|----------|----------|-------|\n",
"| Simple LogReg | 0.792 | 0.783 | 0.811 |\n",
"| Optimized LogReg (L1, C=100) | 0.792 | 0.762 | 0.811 |\n",
"\n",
"Both models achieve **identical accuracy (0.792)** and **equivalent discriminative power (AUC = 0.811)**. \n",
"The **simple model attains a slightly higher F1-score**, indicating a better balance between recall and precision on the positive class.\n",
"\n",
"---\n",
"\n",
"### ROC Curves\n",
"\n",
"The ROC curves confirm that the two models are very close in terms of overall performance. \n",
"They share the same AUC (0.81) and follow similar trajectories on the test set.\n",
"\n",
"---\n",
"\n",
"### Coefficients Comparison\n",
"\n",
"The graph below compares the weights assigned to each feature by the two models.\n",
"\n",
"- The L1-regularized model **strongly modifies some coefficients**, especially those of `Insulin_log` and `HOMA_log`, indicating effective regularization.\n",
"- Other features like `Glucose` or `BMI` retain a dominant role in both models.\n",
"\n",
"This comparison reinforces the idea that the **regularized model is more parsimonious**, while preserving the essential predictive signal.\n",
"\n",
"---\n",
"\n",
"### Distribution of `predict_proba` Probabilities\n",
"\n",
"We visualized the distributions of predicted probabilities for the positive class from both models.\n",
"\n",
"- Both distributions cover similar ranges, but the regularized model produces **slightly more extreme predictions** (closer to 0 or 1),\n",
"- This may indicate **greater confidence in some decisions**, or **better class separation**.\n",
"\n",
"---\n",
"\n",
"### Errors Comparison\n",
"\n",
"We identified the cases where predictions differ between the two models. \n",
"Only a few individuals are classified differently, which explains the very close scores. \n",
"Example:\n",
"\n",
"| id | True Label | Simple | Optimized |\n",
"|----|------------|--------|-----------|\n",
"| 80 | 0 | 1 | 0 |\n",
"| 5 | 1 | 0 | 0 |\n",
"\n",
"This confirms that the **error patterns differ structurally**, even though aggregated performances are close.\n",
"\n",
"---\n",
"\n",
"### Final Analysis\n",
"\n",
"The two models are close in terms of performance but show:\n",
"- **structural differences in coefficients**,\n",
"- **slight behavioral differences** on borderline individuals,\n",
"- and a **smoother decision boundary** in the case of the L1 model.\n",
"\n",
"---\n",
"\n",
"### Conclusion\n",
"\n",
"| Model | Main Advantage |\n",
"|----------------------------|-------------------------------------|\n",
"| **Simple LogReg** | Slightly better F1-score |\n",
"| **Optimized LogReg (L1)** | Parsimony, regularized coefficients, better interpretability |\n",
"\n",
"In practice, both models can be considered depending on the desired trade-off between raw performance and structural simplicity. \n",
"The L1 model is especially relevant for generalization or automatic feature selection purposes.\n"
]
},
{
"cell_type": "markdown",
"id": "d11139d7",
"metadata": {},
"source": [
"# Step 13 (Bonus): Applying PCA to Try to Improve the Models\n"
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "b3a8341b",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best hyperparameters: {'C': 1.6681005372000592, 'penalty': 'l2', 'solver': 'liblinear'}\n",
"Mean F1-score (cross-validation): 0.715\n",
"\n",
"Test set evaluation:\n",
"Accuracy: 0.833\n",
"F1-score: 0.818\n",
"AUC: 0.832\n",
"\n",
"Classification Report:\n",
" precision recall f1-score support\n",
"\n",
" 0 0.85 0.85 0.85 13\n",
" 1 0.82 0.82 0.82 11\n",
"\n",
" accuracy 0.83 24\n",
" macro avg 0.83 0.83 0.83 24\n",
"weighted avg 0.83 0.83 0.83 24\n",
"\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"\n",
"# Step 1 — Select the best number of components via cross-validation\n",
"scores = []\n",
"components_range = range(2, X_train_scaled.shape[1] + 1)\n",
"\n",
"for n in components_range:\n",
" pca = PCA(n_components=n, svd_solver='full', random_state=42)\n",
" X_train_pca = pca.fit_transform(X_train_scaled)\n",
" model = LogisticRegression(random_state=42, max_iter=1000)\n",
" score = cross_val_score(model, X_train_pca, y_train, cv=10, scoring='f1').mean()\n",
" scores.append(score)\n",
"\n",
"# Plot performance\n",
"plt.figure(figsize=(8, 5))\n",
"plt.plot(components_range, scores, marker='o')\n",
"plt.title(\"Selecting the Number of Components for PCA\")\n",
"plt.xlabel(\"Number of Principal Components\")\n",
"plt.ylabel(\"F1-score (Cross-Validation)\")\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Step 2 — Apply PCA with the best number of components\n",
"n_best = components_range[np.argmax(scores)]\n",
"pca_final = PCA(n_components=n_best, svd_solver='full', random_state=42)\n",
"X_train_pca = pca_final.fit_transform(X_train_scaled)\n",
"X_test_pca = pca_final.transform(X_test_scaled)\n",
"\n",
"# Step 3 — Model optimization via GridSearchCV\n",
"param_grid = {\n",
" 'penalty': ['l1', 'l2'],\n",
" 'C': np.logspace(-2, 3, 10),\n",
" 'solver': ['liblinear'] # required for L1 penalty\n",
"}\n",
"logreg = LogisticRegression(random_state=42, max_iter=1000)\n",
"grid_search = GridSearchCV(logreg, param_grid, cv=10, scoring='f1')\n",
"grid_search.fit(X_train_pca, y_train)\n",
"\n",
"best_model = grid_search.best_estimator_\n",
"print(\"Best hyperparameters:\", grid_search.best_params_)\n",
"print(\"Mean F1-score (cross-validation):\", round(grid_search.best_score_, 3))\n",
"\n",
"# Step 4 — Final evaluation on the test set\n",
"y_pred_pca = best_model.predict(X_test_pca)\n",
"y_proba_pca = best_model.predict_proba(X_test_pca)[:, 1]\n",
"\n",
"print(\"\\nTest set evaluation:\")\n",
"print(\"Accuracy:\", round(accuracy_score(y_test, y_pred_pca), 3))\n",
"print(\"F1-score:\", round(f1_score(y_test, y_pred_pca), 3))\n",
"print(\"AUC:\", round(roc_auc_score(y_test, y_proba_pca), 3))\n",
"print(\"\\nClassification Report:\\n\", classification_report(y_test, y_pred_pca))\n",
"\n",
"# Confusion matrix\n",
"cm = confusion_matrix(y_test, y_pred_pca)\n",
"plt.figure(figsize=(6, 5))\n",
"sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', cbar=False,\n",
" xticklabels=['Healthy', 'Diseased'], yticklabels=['Healthy', 'Diseased'])\n",
"plt.xlabel(\"Predicted\")\n",
"plt.ylabel(\"Actual\")\n",
"plt.title(\"Confusion Matrix (PCA)\")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# ROC curve\n",
"fpr, tpr, _ = roc_curve(y_test, y_proba_pca)\n",
"auc_value = roc_auc_score(y_test, y_proba_pca)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.plot(fpr, tpr, label=f\"AUC = {auc_value:.2f}\", color='blue')\n",
"plt.plot([0, 1], [0, 1], linestyle='--', color='red')\n",
"plt.xlabel(\"False Positive Rate (FPR)\")\n",
"plt.ylabel(\"True Positive Rate (TPR)\")\n",
"plt.title(\"ROC Curve — Model after PCA\")\n",
"plt.grid(True)\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
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"## Objective\n",
"\n",
"The goal of this step is to investigate whether dimensionality reduction using Principal Component Analysis (PCA) can improve the classification models performance.\n",
"\n",
"---\n",
"\n",
"### Justification\n",
"\n",
"Even after logarithmic transformation and standardization, explanatory variables may still contain redundant correlations or uninformative noise. PCA helps to:\n",
"- Project the data into a lower-dimensional space,\n",
"- Concentrate the majority of variance into a few principal components,\n",
"- Stabilize learning on small datasets by reducing unnecessary variance.\n",
"\n",
"---\n",
"\n",
"### Methodology\n",
"\n",
"1. PCA is applied on the standardized data (`X_train_scaled`) using `sklearn.decomposition.PCA`.\n",
"2. Classification performance is evaluated as a function of the number of principal components, ranging from 2 to 9 (limited by the original number of variables).\n",
"3. For each iteration, a logistic regression model is trained with 10-fold cross-validation to measure the average F1-score.\n",
"4. The optimal number of components is selected by maximizing this score.\n",
"5. The optimal model is then retrained on the reduced dataset and evaluated on the test set.\n",
"\n",
"---\n",
"\n",
"### Selection of Number of Components\n",
"\n",
"The figure below shows the evolution of the average F1-score according to the number of principal components:\n",
"\n",
"> *Figure Selection of number of components (PCA)*\n",
"\n",
"The maximum is reached at 7 components, with a cross-validation F1-score of 0.715. Beyond this, the score plateaus, indicating that the last components carry little useful discriminative information.\n",
"\n",
"---\n",
"\n",
"### Final Results on the Test Set\n",
"\n",
"After reducing to 7 components and optimizing logistic regression hyperparameters (`C`, `penalty`) via `GridSearchCV`, the results are:\n",
"\n",
"- Accuracy: 0.833\n",
"- F1-score: 0.818\n",
"- AUC: 0.832\n",
"\n",
"#### Classification Report:\n",
"\n",
"| Class | Precision | Recall | F1-score | Support |\n",
"|---------------|-----------|--------|----------|---------|\n",
"| 0 (Healthy) | 0.85 | 0.85 | 0.85 | 13 |\n",
"| 1 (Diseased) | 0.82 | 0.82 | 0.82 | 11 |\n",
"| Macro avg | 0.83 | 0.83 | 0.83 | 24 |\n",
"\n",
"---\n",
"\n",
"### Confusion Matrix\n",
"\n",
"| | Predicted Healthy | Predicted Diseased |\n",
"|---------------|-------------------|--------------------|\n",
"| Actual Healthy| 11 | 2 |\n",
"| Actual Diseased| 2 | 9 |\n",
"\n",
"The PCA model balances the two classes well, with a reduced number of false positives and false negatives.\n",
"\n",
"---\n",
"\n",
"### ROC Curve\n",
"\n",
"The ROC curve confirms high discriminative power with an AUC of 0.83. This means the model correctly assigns a higher probability to a positive observation than to a negative one in 83% of cases.\n",
"\n",
"---\n",
"\n",
"### Conclusion\n",
"\n",
"Applying classical PCA with 7 principal components:\n",
"- Slightly improves overall performance compared to models without dimensionality reduction,\n",
"- Stabilizes learning on a small dataset,\n",
"- Maintains good discriminative capacity while simplifying data representation.\n",
"\n",
"These results validate the use of linear PCA for dimensionality reduction and justify its integration into the final supervised learning pipeline.\n"
]
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