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breast-cancer-detection/logistic_regression.ipynb
2025-06-04 23:20:14 +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": 53,
"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": "code",
"execution_count": 54,
"id": "1c07b059",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Classification\n",
"2 0.551724\n",
"1 0.448276\n",
"Name: proportion, dtype: float64\n",
"the dataset is not balanced\n"
]
}
],
"source": [
"print(data[\"Classification\"].value_counts(normalize=True))\n",
"print(\"the dataset is not balanced\")"
]
},
{
"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 `2` if the patient has cancer (positive) and `1` 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": 55,
"id": "3eddff01",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train: (92, 9) (92,)\n",
"Test : (24, 9) (24,) \n",
"\n",
"Train class distribution: Classification\n",
"1 0.554348\n",
"0 0.445652\n",
"Name: proportion, dtype: float64 \n",
"\n",
"Test class distribution : Classification\n",
"1 0.541667\n",
"0 0.458333\n",
"Name: proportion, dtype: float64\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: 1, 1: 0})\n",
"# Mapping: 2 = patient with cancer (positive class), 1 = 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\")\n",
"\n",
"print(\"Train class distribution:\", y_train.value_counts(normalize=True), \"\\n\")\n",
"print(\"Test class distribution :\", y_test.value_counts(normalize=True))\n",
"\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": 56,
"id": "ac59107b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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q5s+fH2d+VFSU42roGTNmOM1L7DyLLcz379/fcv7Ro0dN1qxZTXBwcJxfe8THlQJ648aNk9TnnaKiokyWLFlMcHBwnHmx77t3/oojVqlSpYwks3LlSse02HPr/fffT3IMCRXQY7/UePTRRy2X7d+/v+U5HltsLlGihLlx40aC673zvc+YW78kij3md55vxhizZcsWx5ctroj94ufO99S7KaDHftH08ccfx1kmJibGVKhQwUgyo0ePdpqXnON7u9jcEd/7LwAAyBiyCAAAZCp169ZVsWLF4p2/aNEinTp1Ksn91ahRQzt37lSXLl300ksvqVatWsqSJfn/QqxcuVIxMTGqUqWKKlSoEGd+gQIF1Lx5c/34449atmyZ6tSpI+nW+N2S1KVLF8t+u3TponfffTfBdbdv3z7B+dHR0frtt9+0adMmnT59WtHR0TLG6OLFi5KkXbt2WS6XJUsWNWvWLM702Bv+hYSEqFy5cvHOP378uGNaqVKl5O/vr19++UWjR4/W448/riJFiiQYd1J07drVcnpYWJjee+89rV69Wjdv3pSnp6ckqVevXho5cqRmzpypd955R9mzZ5ck7d27V7/99puCgoL0xBNPJGndN2/edIzD3KdPn7veFkm6dOmSFi5cqD/++ENnz57VtWvXJN26QaYU91jVqFFDy5cvV9euXTVo0CBVrlxZHh7WtwOqUqWKPD099eWXX6pEiRJ69NFHlS9fvmTHGnu+5cyZM8F2QUFBeuihh+JMz507t1q0aKEffvhBy5cvd5wTP//8sySpY8eOlv35+fmpWrVq+uWXX7Rp0ybL1+idNm/erEuXLilHjhxq06ZNnPm+vr7q1KmTPvroIy1btkyPP/54nDbxnWeJxVugQAEVL15cO3fu1J49e1SiRIlE43VFYue/JK1du1arVq3S4cOHdfnyZRljJEleXl46c+aM/vvvP8e5cDurfSVJpUuX1r///us0bnz16tUl3bqPQM6cOdW6dWvlyJEjOZskSY6x6+8cEz1Wz549NW7cOK1atcrpHI/Vtm3bONPu9OCDD8aZliNHDuXMmVPnzp2znG/1/na748eP6+eff9a///6riIgIx/j3f//9t6Rb57BVv646evSo9u3bJ+nW+92dbDabunfvriFDhmjZsmV66aWX4rRx5fjeLvacdyXnAgCA9IcCOgAAmUyvXr3iLaRIt24K58qH+fDwcO3YsUMLFy7UwoULHTdPa9iwobp06aLSpUu7FF9soSGhonDRokWd2kq3iiDSrZu6WYlvelLbrF+/Xh07dtThw4fjbRMZGWk5PV++fJZfKvj5+Um6VUC34u/vL0m6evWq07QpU6aoe/fueuWVV/TKK68oX758qlWrllq0aKHHH3/c0a8r4tvfsdOvXLmic+fOKXfu3JKk7Nmz68knn9TEiRP1xRdfaOjQoZKk8ePHyxij7t27y9fXN0nrPnfunONmqSVLlnQ59jv99NNP6t69u86dOxdvmzuP1fjx49W6dWt9/fXX+vrrrx03rmzcuLGefPJJp2NUtGhRffDBBxo2bJj69++v/v37q3Dhwqpdu7Zat26txx57TF5eXkmONyIiQpIUEBCQYLvYGxZaiT1OseeBJO3fv1+S9OSTT+rJJ59MsO8zZ84kKdbknp+3i+88i433/vvvTzSOM2fOpHgBPaHz//Tp02rXrp1Wr16dYB+RkZGWBfT4zvHYY377Od6wYUO98MILeueddxQWFiabzabixYurbt26evjhh9WmTZt4v9yxktgxiz1eV69edTrHYyXlvTO+7fPz89O5c+cs58e+v0VHR8eZN2rUKI0ePdpxs1Qr8b3fuip2/+TMmTPeczCx17Qrx9dqfkI3xgYAAOkfBXQAAJCgvHnzavPmzVqxYoWWLFmiNWvWaMOGDVqzZo3GjBmj8PBwvfDCC2kWT3wFxvim387Hx8dy+uXLl9W2bVudOnVK3bt31zPPPKNixYopICBAnp6e2r17t0qWLOm4GvVOiRW7XCmGSVK7du3UpEkTzZ8/X6tWrdKaNWs0d+5czZ07V6+99poWL16s8uXLu9RnUty5fQMHDtTEiRM1YcIEPfvss7p69aqmTJkim82mfv36pfj6k+LYsWPq2LGjrly5oueff15dunRRaGio/Pz85OHhod9++03NmzePsy2lS5fWrl279Ntvv+n33393XGn8+++/6/XXX9cXX3zhdEX9gAED1KFDB82fP1+rV6/W6tWrNWvWLM2aNUsjRozQqlWrknxVelBQkM6cOZMiBcHbtysmJkaS1KJFC+XJkyfB5QoXLnzX606q+M6z2Hjbt2+vbNmyJdhHYlfrp2Rc0q0vHlevXq3atWtr1KhRqlixorJnz66sWbNKkvLnz68TJ04k+z3gTmPHjtXTTz+tn376SatXr9aaNWs0ZcoUTZkyRdWrV9eyZcsS3UcpJaH9Eisl3+N++OEHjRw5Un5+fho3bpwaN26s/Pnzy8fHRzabTS+99JLCw8Pj3dfu4OrxjRX75ZnVly4AACDjoIAOAAASZbPZ1LBhQzVs2FDSravtpk6dqn79+umll15S+/btHVfwJaZAgQKS/nc1qpXYebFtY//etWuXDh48aLlMfNOTYuXKlTp16pSqVKmiL7/8Ms78PXv2JLvv5AoMDHS6svjIkSMaMGCAfvzxR/Xv398xpE1SHThwwHJ67H7z9vaOU7QsU6aMmjRpoiVLlmjhwoU6fvy4Lly4oJYtWyb5eEu3iqG+vr66fPmydu3aZTmcTVL99NNPunLlih555BG99dZbceYndKyyZMmiBx980DEsRGRkpN5//32NGjVKTz31lB555BGnomWePHnUu3dv9e7dW5L077//qkePHlq3bp1efPFFTZs2LUkx586dW2fOnEnwinkp4ddw7LyCBQs6phUqVEj//vuvevbsmaThSZIi9pyL7/UiWZ+fSVGoUCHt2bNHL7zwgqpVq5b8IFNYVFSUfvnlF3l4eOiXX35RUFBQnPknT55M8fWGhoZqwIABGjBggCRp06ZNeuKJJ7Rp0ya9/fbbGjVqVJL6KVCggPbt26f9+/dbnluxx8vb2/uuhopJKd99950kafTo0ZZDOqX0+23s6/TcuXOKjIy0vAo9ua/pxMSe84l9wQUAANK35H2VDgAA7mne3t56+umnVaFCBcXExGjHjh2OebFDW8SOZ3un+vXry8PDQ9u2bdP27dvjzD9x4oQWLVokSWrUqJHTcpL0zTffWPY7c+bM5G2MpPPnz0uK/2f606dPT3bfKaVQoUKOgtq2bdtcXj6+bfjqq68kSfXq1bMchmbQoEGSpHHjxunTTz+VJPXv39+ldXt6eqpp06aSpMmTJ7u07J1ij5XVFdXGGJdeBwEBARo5cqSCgoJ0+fJl7d69O8H2pUqVcvzawpVjUKVKFUnSzp07E2x34cIF/fTTT3GmnzlzxnFOxH6JJUktW7aU9L+CZEqoVq2a/Pz8dP78ec2fPz/O/CtXrmjWrFmSnM/PpEiNeBN7v0mKiIgI3bx5UwEBAXGK59KtcyctroauXr26+vbtK8m111fsa2Lq1KmW82O/FLz//vvv6v4VKSWhc/j06dOO+yXcKbnHumDBgo4v/Kz2kTHGMd3V13Ri/vrrL0lS1apVU7RfAACQtiigAwCABL377ruW44L/+++/jisFby+ExF4hG1+xMCQkRI899piMMXrqqaecrsqNiopSnz59dPXqVdWpU8dxs0Tp1o3wfH19tXr1akchN9aaNWs0fvz4ZG9j7DjuS5cujRP3pEmT9O233ya7b1f98ccf+vbbb3XlypU482KLq8kZjmPLli16++23nabdvi+HDBliudyDDz6oYsWKadGiRdq+fbuKFi3qKIS64uWXX1aWLFk0btw4xzjqtzt06JC2bNmSaD+xx2r27NmOG4ZKt25U+tprr2nt2rVxlrl8+bLef/99y3HAV61apQsXLsjT09Px2v3999/1yy+/xBmf2RijBQsWSHLtGMQW5datW5do2+eee85pnPPo6Gj169dPUVFRqlGjhurWreuY16dPHxUuXFjff/+9XnjhBcfNbm938uRJl7608Pb2dgzP89xzz+nQoUOOedevX9egQYN08uRJFSlSxOWr3ocNG6agoCC9//77eu+99xw3fr3dgQMHXPrCKrH3m6TIkyePsmfPrgsXLujrr792mrd+/XoNHz482X1bmTt3ruNmyre7fv2644sSV15fgwYNUpYsWTRv3rw4++63337TxIkTJclxHwN3iz2HJ02a5PQaiIiIUFhYmGPYkzvdzbGO3fY33njD6YtbY4zefPNNbdu2TUFBQY5fm6SU2Pejxo0bp2i/AAAgbbn/EgQAAJCuvfnmmxo2bJhKlSql0qVLy8fHR8ePH9fq1at148YNde3a1XGFrSTVqlVL+fPn1x9//KEqVaqofPnyypo1q0qWLKlhw4ZJkj799FP9+++/2rBhg4oWLapGjRopS5YsWrFihc6cOaMiRYpoxowZTnEULFhQEydOVFhYmPr3769JkyapbNmyOn78uFatWqVnn31W7777rmPMYldUrlxZDz/8sH788UdVrlxZDRs2VI4cObRt2zbt2rVLL730kkaPHn13OzKJDh06pE6dOjlu1lqoUCHduHFDf/75p3bt2iUvL684hfCkGDhwoIYPH66vvvpKFSpUcOy3mJgYDRo0yDGsyZ08PDzUv39/DR48WJLUt2/fJI03f6fq1avriy++UK9evdSvXz+9/fbbql69umJiYrR//35t375dr732WqJXarZp00ZVq1bVli1bVKJECTVo0EDZsmXThg0bdPz4cb3wwgtxhna5du2annvuOQ0bNkzly5dX8eLFlTVrVh08eFDr16+XdKvAHxwcLEnasWOHhgwZooCAAFWpUkX58+fXlStXtHXrVh06dEiBgYF6/fXXk7ztDz74oLJmzarff/9dN2/elKenp2W72rVrKyYmRiV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sli1bpm+++UbFixe3Wc/Ly0sbN27U2bNn5e/vb7MsIiJCXl5eunbtmt19GmO0cOFCValSRf/97391+fJl+fj45FkfAQDA/1mwYIH279+vsLAwm/lcawPILu5ABwooi8UiLy8vubm5OToUAACc3vjx4xUVFaXZs2frv//9r0JDQ/XEE09o5cqVevfddxUVFaUJEyakWa9NmzYqUaKEFi1aZDP/1KlT+uGHH9StW7d097lp0yadOnVKn376qW7cuKFly5bler8AAED2cK0NILsooAM3GTJkiEqUKKHTp0+rV69eKlGihMqVK6cJEyYoOTnZpu1XX32lZs2aycfHR76+vmrQoIHefvtt6/Jp06bJYrGk2Ufqv7AdO3Ys3TjsPZctO7Fl5LvvvlPjxo3l5eWlunXr2lzQHz16VBaLRW+99Vaa9bZu3SqLxaKFCxdmuP1r165p2rRpqlWrlry8vBQQEKDevXvryJEj6a5z/PhxjRo1SrVr15a3t7fKlCmjvn37pjlGSUlJmj59umrWrCkvLy+VKVNGd955pyIjI61tzp49q6FDh6pSpUry9PRUQECAevbsmeHxBgC4rlOnTumTTz5Rhw4d7D5XPDQ0VO3bt9fHH3+sU6dO2Szz8vJS7969tWDBApv5CxcuVKlSpdS5c+d09xsREaG6deuqffv26tSpkyIiIrIde0REhGrXri0vLy81a9ZMmzdvti7buHGjLBaLli9fnma9BQsWyGKxaNu2bRlu/9KlSxo3bpyqVKkiT09PVapUSYMHD9aFCxfSXWffvn0aMmSIqlWrJi8vL/n7+2vYsGG6ePGiTbvLly8rLCzMuu3y5cvrnnvu0Z49e6xtDh06pD59+sjf319eXl6qVKmSBgwYoLi4uKweIgCAizh9+rSGDRumChUqyNPTU/Xq1dOnn35q02bTpk2yWCxatGiRnn76afn7+6t48eK6//77dfLkSWu7du3a6ZtvvtHx48etj1urUqWKJK61udYGso9HuAB2JCcnq3PnzmrZsqVef/11rV+/Xm+88YaqV6+uJ554QpIUGRmpgQMHqmPHjnrllVckSb/99pt+/PFHjR071qGxZeTQoUPq37+/Ro4cqZCQEM2bN099+/bV2rVrdc8996hatWpq06aNIiIiNG7cOJt1IyIi5OPjo549e2YYX/fu3bVhwwYNGDBAY8eO1eXLlxUZGan9+/erevXqdtfbtWuXtm7dqgEDBqhSpUo6duyY5syZo3bt2unXX39VsWLFJP3zR4nw8HA99thjuv322xUfH6/o6Gjt2bNH99xzjySpT58++uWXX/Tkk0+qSpUqOn/+vCIjI3XixAnrSRMAwPnFxcXZLfTe/DzzNWvWKDk5WYMHD053W4MHD9bGjRu1du1aPfbYYzbLHnroId177706cuSINY8tWLBADz74YLr//p2YmKivv/5aTz31lCRp4MCBGjp0qN1HwaQnKipKixYt0pgxY+Tp6an3339fXbp00c6dO1W/fn21a9dOlStXVkREhB544AGbdSMiIlS9enW1atUq3e0nJCTorrvu0m+//aZhw4apadOmunDhglatWqVTp06pbNmydteLjIzU0aNHNXToUPn7++uXX37R3Llz9csvv2j79u3WmwdGjhyppUuXavTo0apbt64uXryoLVu26LffflPTpk11/fp1de7cWYmJiXryySfl7++v06dPa/Xq1bp06ZL8/PyydJwAAM7v3LlzuuOOO6xfol2uXDmtWbNGjz76qOLj49M8hmXGjBmyWCyaNGmSzp8/r1mzZqlTp06KiYmRt7e3nnnmGcXFxenUqVPWgnWJEiUyjIFrba61gXQZoBCbN2+ekWR27dplnRcSEmIkmRdeeMGmbZMmTUyzZs2sr8eOHWt8fX3NjRs30t3+1KlTjb23Wep+Y2NjrfPatm1r2rZta30dGxtrJJl58+ZlO7b0BAcHG0nm66+/ts6Li4szAQEBpkmTJtZ5H374oZFkfvvtN+u869evm7Jly5qQkJAM9/Hpp58aSebNN99MsywlJcX6syQzdepU6+urV6+mab9t2zYjyXz++efWeY0aNTLdunVLd/9//fWXkWRee+21DOMEADiv1Dya0VSvXj1r+7CwMCPJ7N27N91t7tmzx0gy48ePt84LDg423bp1Mzdu3DD+/v7mxRdfNMYY8+uvvxpJJioqyu65hDHGLF261Egyhw4dMsYYEx8fb7y8vMxbb72VpT6m9iM6Oto67/jx48bLy8s88MAD1nlTpkwxnp6e5tKlS9Z558+fN+7u7jZ51p7nn3/eSDLLli1Lsyw1Z9s7H7GXsxcuXGgkmc2bN1vn+fn5mdDQ0HT3v3fvXiPJLFmyJMM4AQDOLb1c+W+PPvqoCQgIMBcuXLCZP2DAAOPn52fNPRs3bjSSTMWKFU18fLy13eLFi40k8/bbb1vndevWzQQHB6fZF9faXGsD2cUjXIB0jBw50ub1XXfdpaNHj1pflyxZUleuXLH5d6b8kllsGQkMDLS5S83X11eDBw/W3r17dfbsWUlSv3795OXlZfOv5uvWrdOFCxf08MMPZ7j9r7/+WmXLltWTTz6ZZpm9x9mk8vb2tv6clJSkixcvqkaNGipZsqTNv3qXLFlSv/zyiw4dOpTudjw8PLRp0yb99ddfGcYKAHBu7733niIjI9NMDRs2tGl3+fJlScrwCzxTl8XHx6dZ5ubmpn79+ln/rToiIkKVK1fWXXfdle72IiIi1Lx5c9WoUcO6/W7dumXrMS6tWrVSs2bNrK+DgoLUs2dPrVu3zvrv5IMHD1ZiYqKWLl1qbbdo0SLduHEjSzm7UaNGae5el7Kes69du6YLFy7ojjvukKQ0OXvHjh36/fff7W4n9Q7zdevW6erVqxnGCgBwXcYYff311+rRo4eMMbpw4YJ16ty5s+Li4mzyi/RP/vt3Xn/wwQcVEBCgb7/99pZi4Vqba23AHgrogB1eXl4qV66czbxSpUrZJIlRo0apVq1a6tq1qypVqqRhw4Zp7dq1BSK2jNSoUSNNcq1Vq5YkWZ9bVrJkSfXo0cPmea8RERGqWLGiOnTokOH2jxw5otq1a8vdPXtPiPr777/1/PPPq3LlyvL09FTZsmVVrlw5Xbp0yeY5qC+88IIuXbqkWrVqqUGDBpo4caL27dtnXe7p6alXXnlFa9asUYUKFXT33Xfr1VdftZ6wAABcx+23365OnTqlmUqVKmXTLvUCO7WQbk9mRfaHHnpIv/76q3766SctWLBAAwYMSPdi9dKlS/r222/Vtm1bHT582Dq1adNG0dHROnjwYJb6V7NmzTTzatWqpatXr+qPP/6QJNWpU0ctWrSwuRCPiIjQHXfcYS3ep+fIkSOqX79+lmL5tz///FNjx45VhQoV5O3trXLlyqlq1aqSZJOzX331Ve3fv1+VK1fW7bffrmnTptkUIapWrarx48fr448/VtmyZdW5c2e99957PP8cAAqZP/74Q5cuXdLcuXNVrlw5m2no0KGSpPPnz9usc3OOtFgsqlGjxi09i5trba61gfRQQAfsyMq3cZcvX14xMTFatWqV7r//fm3cuFFdu3ZVSEiItU16F9bZ+RKSnMSWGwYPHqyjR49q69atunz5slatWqWBAweqSJG8+dh48sknNWPGDPXr10+LFy/Wd999p8jISJUpU0YpKSnWdnfffbeOHDmiTz/9VPXr19fHH3+spk2b6uOPP7a2CQsL08GDBxUeHi4vLy8999xzuu2227R37948iR0AULDddtttkmRzEXiz1GV169a1u7xly5aqXr26wsLCFBsbq4ceeijdbS1ZskSJiYl64403VLNmTes0fvx4ScrRl4lmZPDgwYqKitKpU6d05MgRbd++PdO72G5Fv3799NFHH2nkyJFatmyZvvvuO+tNBP/O2f369dPRo0c1e/ZsBQYG6rXXXlO9evW0Zs0aa5s33nhD+/bt09NPP62///5bY8aMUb169dJ8mSsAwHWl5o6HH37Y7n+WRUZGqk2bNnkeB9faXGsD6aGADtwCDw8P9ejRQ++//76OHDmixx9/XJ9//rkOHz4sSdY74C5dumSz3vHjx/M7VKvDhw/LGGMzL/VOuH9/6UeXLl1Urlw5RUREaPny5bp69aoeeeSRTLdfvXp1HThwIM0XuGVm6dKlCgkJ0RtvvKEHH3xQ99xzj+688840x06SSpcuraFDh2rhwoU6efKkGjZsqGnTpqWJ46mnntJ3332n/fv36/r163rjjTeyFRMAwDV07dpVbm5u+uKLL9Jt8/nnn8vd3V1dunRJt83AgQO1adMm3XbbbWrcuHG67SIiIlS/fn0tWbIkzdSpUyebu84yYu9fqA8ePKhixYrZ3CE3YMAAubm5aeHChYqIiFDRokXVv3//TLdfvXp17d+/P0uxpPrrr7+0YcMGTZ48WdOnT9cDDzxg/WI0ewICAjRq1CitWLFCsbGxKlOmjGbMmGHTpkGDBnr22We1efNm/fDDDzp9+rQ++OCDbMUFAHBe5cqVk4+Pj5KTk+3+Z1mnTp1Uvnx5m3VuzpHGGB0+fNjmmjajx5rkBa61AddFAR3IoYsXL9q8LlKkiPWZq4mJiZJk/RbszZs3W9tduXJFn332WT5Fmdbvv/+u5cuXW1/Hx8fr888/V+PGjeXv72+d7+7uroEDB2rx4sWaP3++GjRokOaZsvb06dNHFy5c0Lvvvptm2c0nE//m5uaWZvns2bPT3K1/83EvUaKEatSoYT3mV69e1bVr12zaVK9eXT4+PtY2AIDCpXLlyho6dKjWr1+vOXPmpFn+wQcf6Pvvv9ejjz6qSpUqpbudxx57TFOnTs3wIvHkyZPavHmz+vXrpwcffDDNNHToUB0+fFg7duzINO5t27bZPJv05MmTWrlype69916bu+TKli2rrl276ssvv1RERIS6dOmismXLZrr9Pn366KeffrI5L0iVXs5O3e/Ny2fNmmXzOjk5Oc2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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": [
"# 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",
"class_labels = {1: 'Patient with cancer', 0: 'Healthy patient'}\n",
"\n",
"# Histograms by class\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 [1, 0]: # 1 = malade, 0 = sain\n",
" axes[i].hist(X_train[y_train == cls][col], bins=30, alpha=0.5, label=class_labels[cls])\n",
" axes[i].set_title(f\"{col} by class\")\n",
" axes[i].legend()\n",
"\n",
"# Supprimer axes inutilisés\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 by class\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",
" axes[i].set_xticks([0, 1])\n",
" axes[i].set_xticklabels([class_labels[0], class_labels[1]])\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",
"# Jittered scatter plots by class\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 [1, 0]:\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=class_labels[cls]\n",
" )\n",
" axes[i].set_title(f\"{col} (jittered scatter plot)\")\n",
" axes[i].set_ylabel(\"Class (jittered)\")\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": 57,
"id": "9ff82466",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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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",
"from matplotlib.colors import ListedColormap\n",
"\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.suptitle(\"Correlation matrix (X_train)\", fontsize=14)\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",
"# Custom color map: 0 = Healthy (light red), 1 = Cancer (blue)\n",
"custom_cmap = ListedColormap([\"#FFA07A\", \"#1E90FF\"]) # light salmon, dodger blue\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=custom_cmap,\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 highlights linear dependencies between continuous variables. Notably, we observe:\n",
"\n",
"- A **very strong correlation** between `Insulin` and `HOMA` (ρ ≈ 0.93), which is expected since HOMA is a deterministic 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 variable pairs show relatively low correlations (ρ < 0.4), suggesting that **most features provide complementary information**.\n",
"\n",
"This analysis motivates the use of **dimensionality reduction** or **feature selection**, especially with models sensitive to collinearity such as logistic regression.\n",
"\n",
"### Colored scatter matrix\n",
"\n",
"The scatter matrix, colored by class (`Classification`), offers a global view of pairwise interactions while highlighting group structures by class.\n",
"\n",
"- The **color scheme is adjusted** so that blue points represent patients with cancer and red points represent healthy individuals.\n",
"- There is **substantial overlap** between the two classes in most 2D projections.\n",
"- Some variable pairs—such as (`Resistin`, `MCP.1`) or (`Adiponectin`, `HOMA`)—show partial separation but no clearly discriminative boundary.\n",
"\n",
"---\n",
"\n",
"### Conclusion of this step\n",
"\n",
"- There is no **obvious linear separation** between classes based on individual variable pairs.\n",
"- The dataset structure suggests that multivariate models may benefit from capturing **nonlinear** or **interaction-based** patterns.\n",
"- **Standardization** is required before applying scale-sensitive algorithms such as SVM, k-NN, or PCA.\n",
"\n",
"We now proceed to the preprocessing step (data standardization) before comparing different supervised learning models.\n"
]
},
{
"cell_type": "markdown",
"id": "556f426b",
"metadata": {},
"source": [
"# Step 5 — Logarithmic transformation\n"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "af21af16",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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HHnkkzbY+Pj6SMs7hafnqq6+0Zs0arV+/XrGxsdqzZ4+CgoJuO3ZHkbNvIGcDQN6UckPa4sWL9cADD+iff/6x+QHO2NhYGWP08ssvy9fX12ZKKbqeOnVKkjRp0iSdO3dONWvWVP369TV27Fjt2rUrw/336tVLwcHBGjRokMqVK6fevXvryy+/vO1CeqVKlWwep9QIbv4dEEel5Oy0fh/kzjvv1D///KOLFy/q1KlTunz5cpo53JG8HhAQIE9PT5t5NWvWlPR/w+ukfCj+9ddf69KlS5JufCDu4eGhRx99NMPtHzhwQAEBATYfBGRGcnKypk2bpho1asjd3V1ly5aVr6+vdu3aZc3pkvT888/Ly8tLd999t2rUqKGwsDDrcDwp3njjDe3Zs0cVK1bU3XffrQkTJtzWBxxAVlE8R6GX8gY1o8SdsqxOnTppLm/WrJmqVaumESNGKC4uLt075CRp0aJFSkxM1Ntvv60aNWpYp1GjRklStv5waF5Rp04dBQUF6bPPPpMkffbZZ3Jzc1PPnj1zZH8HDhxQu3bt9M8//2jq1Kn67rvvtGbNGo0cOVKSrBdbFotFixcv1qZNmzR06FD99ddfeuKJJxQUFKQLFy5Ikvz8/BQdHa3ly5frwQcfVFRUlDp37uzwOLMAgMx77LHHtGLFCs2ePVudO3dOdSdzitq1a0uSdu/e7dD2W7Zsqfbt26tVq1bW3yvBDeRsAECKlBvSevTooeXLl6tevXp67LHHrK+7Ka/RY8aMSfNb32vWrLEWhFu2bKkDBw7o448/Vr169fThhx+qcePG+vDDD9Pdf7FixbRx40atXbtW/fr1065du9SrVy/df//9SkpKynK/bh7/+2bGmCxvM6/q37+/Lly4oK+//lrGGC1YsEBdunRRiRIlcmR///3vfzVq1Ci1bNlSn332mVatWqU1a9aobt26Nh963Hnnndq3b58WLlyoFi1a6KuvvlKLFi1s7nTv2bOnDh48qBkzZiggIEBvvvmm6tatqxUrVuRI7EB6KJ6j0OvcubNcXFz06aefptvmk08+kaurqzp16pRumz59+mj9+vW688471ahRo3TbRUZGql69elq0aFGqKeVOu9sRGBiomJiYVJ/G//nnn9blKf8eP37c+gl0itjYWIf2Z/+1uwsXLuj48eM2v2ou3Uja69at0/Hjx7VgwQKFhISk+haAvZSCxp49exyK6ZtvvlFiYqKWL1+uwYMH64EHHlD79u1tvhZ+s3vuuUeTJ0/Wtm3bFBkZqb1792rhwoXW5W5uburatavef/99HThwQIMHD9Ynn3zi8LECAGTOQw89pCJFimjz5s0ZfiDdtWtXSbIWevMbcjY5GwDyCxcXF0VEROjvv//We++9J0mqWrWqpBtDjqX1re/27dvbfHu7dOnSGjhwoD7//HMdPXpUDRo00IQJEzLcb5EiRdSuXTtNnTpVv//+uyZPnqx169YpKipK0q2HBsstKTl73759qZb9+eefKlu2rDw9PeXn5ycPD48085Ijuervv//WxYsXbealfIv95rxer1493XXXXYqMjNSPP/6oI0eOZOqH1qtVq6a///5bZ8+ezXRMkrR48WK1adNGH330kXr37q0OHTqoffv2OnfuXKq2np6e6tWrl+bNm6cjR44oJCREkydP1pUrV6xt/P39NWTIEH399deKi4tTmTJlNHnyZIdiAm4XxXMUehUrVtTAgQO1du1azZo1K9Xy2bNna926dXryySetY7ulZdCgQRo/frzefvvtdNscPXpUGzduVM+ePfXII4+kmgYOHKjY2Fht2bIly/154IEHdOLECX3xxRfWedevX9eMGTPk5eWlVq1aSZI6duyoa9eu6YMPPrC2S05O1syZMx3a39y5c23GHp01a5auX7+eary2Pn36yGKxaPjw4Tp48OAtx1iTpMaNG6tKlSqaPn16qmSb0V0BKXcS3NwmPj5e8+bNs2n377//ptpOygcfKV8DP3PmjM3yIkWKWMfNv/mr4gCA7OPl5aVZs2ZpwoQJ1gJ5Wpo3b65OnTrpww8/1Ndff51q+dWrVzVmzJhM7/fAgQPW4UdyAzmbnA0A+Unr1q119913a/r06bpy5Yr8/PzUunVrzZkzR8ePH0/V/vTp09b/279Ge3l5qXr16hm+PqdVuLV/7U8ZuiSt4mxu8vf3V6NGjfS///3PJpY9e/Zo9erVeuCBByTdyHvt27fX119/bTOWd2xsrEN3VF+/fl1z5syxPr569armzJkjX1/fVEPR9evXT6tXr9b06dNVpkyZTI2t3qNHDxljNHHixFTLbpXX7ZcvWrTIOvZ9Cvvng5ubm+rUqSNjjK5du6akpCSbYV6kG98wCwgIIKcj17k6OwAgL5g2bZr+/PNPDRkyRCtXrrTeYb5q1SotW7ZMrVq1yrAoLt34pPlWn5ovWLBAxhg9+OCDaS5/4IEH5OrqqsjISDVr1ixLfXn66ac1Z84cDRgwQNu3b1flypW1ePFi/fzzz5o+fbr1k//u3bvr7rvv1ujRoxUbG6vatWtr+fLl1guUzH6Cf/XqVbVr1049e/bUvn379P7776tFixap+ujr66tOnTpp0aJFKlmypEJCQm657SJFimjWrFnq2rWrGjVqpIEDB8rf319//vmn9u7dq1WrVqW5XocOHax3ng0ePFgXLlzQBx98ID8/P5uLuv/97396//339dBDD6latWo6f/68PvjgA/n4+FgvbgYNGqSzZ8+qbdu2qlChgg4fPqwZM2aoUaNG1iF/AADZL7NDbXzyySfq0KGDHn74YXXt2lXt2rWTp6enYmJitHDhQh0/flxvvfVWprbVrl07SbIZA/zw4cPWb6dt27ZNkvTaa69JupH7M3P3VnrI2eRsAMhvxo4dq0cffVTz58/XM888o5kzZ6pFixaqX7++nnrqKVWtWlUnT57Upk2bdOzYMf3222+SbgwL1rp1awUFBal06dLatm2bFi9erKFDh6a7r0mTJmnjxo0KCQlRYGCgTp06pffff18VKlRQixYtJN24Q7pkyZKaPXu2vL295enpqWbNmmX4I9c55c0331Tnzp3VvHlzPfnkk7p8+bJmzJihEiVK2NQKJkyYoNWrVys4OFjPPvuskpKS9N5776levXqKjo7O1L4CAgL0+uuv69ChQ6pZs6a++OILRUdHa+7cuTY/Di7dGA7vueee09KlS/Xss8+mWp6WNm3aqF+/fnr33XcVExOjTp06KTk5WT/++KPatGmT7nnr0qWLJk2apIEDB+ree+/V7t27FRkZaf2WQooOHTqofPnyCg4OVrly5fTHH3/ovffeU0hIiLy9vXXu3DlVqFBBjzzyiBo2bCgvLy+tXbtWW7duvWVtBsh2Bihg5s2bZySZrVu3prm8VatWpm7duqnmJyYmmmnTppmgoCDj6elpihcvbho3bmymT59url69mqp9YGCgCQkJcSiW+vXrm0qVKmW4TuvWrY2fn5+5du1ahu1u7k+rVq1s5p08edIMHDjQlC1b1ri5uZn69eubefPmpVr39OnT5rHHHjPe3t6mRIkSZsCAAebnn382kszChQsz1bcNGzaYp59+2pQqVcp4eXmZvn37mjNnzqS5zpdffmkkmaeffjpTfUvx008/mfvvv994e3sbT09P06BBAzNjxgzr8vHjxxv7l7Ply5ebBg0aGA8PD1O5cmXz+uuvm48//thIMnFxccYYY3bs2GH69OljKlWqZNzd3Y2fn5/p0qWL2bZtm3U7ixcvNh06dDB+fn7Gzc3NVKpUyQwePNgcP37coT4AANJ3q9ydIr3ce+nSJfPWW2+Zpk2bGi8vL+Pm5mZq1Khh/vOf/5jY2Fhru5R8cfr06XS3HxgYaDMvKirKSEpzss+/t0LOJmcDQH6QUV5OSkoy1apVM9WqVTPXr183xhhz4MAB079/f1O+fHlTtGhRc8cdd5guXbqYxYsXW9d77bXXzN13321KlixpihUrZmrXrm0mT55s817bPkf88MMPplu3biYgIMC4ubmZgIAA06dPH7N//36bmJYtW2bq1KljXF1djSRrHg0NDbXJ63FxcUaSefPNN1P1S5IZP358po9Ryrbsc/batWtNcHCwKVasmPHx8TFdu3Y1v//+e6r1f/jhB3PXXXcZNzc3U61aNfPhhx+a0aNHGw8Pj1vuO6WmsW3bNtO8eXPj4eFhAgMDzXvvvZfuOg888ICRZH755ZdM9/H69evmzTffNLVr1zZubm7G19fXdO7c2Wzfvt3aJjAw0ISGhlofX7lyxYwePdr4+/ubYsWKmeDgYLNp06ZU10Bz5swxLVu2NGXKlDHu7u6mWrVqZuzYsSY+Pt4Yc6M+M3bsWNOwYUPrNUXDhg3N+++/n+n4gexiMaYA/iICgCz7+uuv9dBDD+mnn35ScHBwtm572bJl6t69uzZu3Kj77rsvW7cNAEBhQ84GAKDg6N69u/bu3ZvqN0qyw0MPPaTdu3fzGyBAFjDmOVCIXb582eZxUlKSZsyYIR8fHzVu3Djb9/fBBx+oatWq1q/YAQCAzCFnAwBQcNjn9ZiYGH3//fdq3bp1tu/r+PHj+u67725rqDmgMGPMcyCPOn36tJKSktJd7ubmptL/r717j66qPBMH/EaQ4IWgoAhUUKhcFMULKqa0o1QspYzV6ljrokpt1dbGKqJVM+ogq2LoOK3VlhUvbaUzrYN2FOt4gaJyWVWpCFLxUpWLgArSekmEarBk//7oz4xsEsgJSc7tedbaa3HO+fbZ7/ftvc97vjebfbp126ltfO9734sPPvggysvLo66uLu6777548skn44Ybbojddtttp977k2bMmBHPPfdcPPTQQ3HzzTfnzC+iA0BrkLMBoDBs3ry50R8q/aSuXbvudO7t379/fOMb34j+/fvH6tWro7q6Ojp16hRXXHHFTr3vJ61atSqeeOKJ+PnPfx677rprfPvb326194Zi4rYtkKMOPPDAWL16dZOvH3/88TFv3ryd2sZdd90VP/rRj2L58uXx4YcfxkEHHRQXXnjhdn+0pSVKSkpizz33jDPPPDNuvfXW6NjR3+0AKBxyNgAUhnnz5sXIkSO32+bOO++Mb3zjGzu1nXPPPTfmzp0b69evj9LS0igvL48bbrihVf832fTp0+Pcc8+Nvn37xo9+9KP4l3/5l1Z7bygmiueQo5544olt/ivXJ+29994xbNiwdowIAGiMnA0AheHdd9+NxYsXb7fNkCFDolevXu0UEZBtiucAAAAAAJDS7v8Ps76+Pt58883o0qWLeygCQCOSJIn3338/evfuHbvskt3f9pa3AWD75G0AyB+Z5u12L56/+eab0adPn/beLADknbVr18b++++f1RjkbQBoHnkbAPJHc/N2uxfPu3TpEhH/CLCsrKy9Nw8AOa+2tjb69OnTkDOzSd4GgO2TtwEgf2Sat9u9eP7xfx0rKyuTzAFgO3Lhv1vL2wDQPPI2AOSP5ubt7N6QDQAAAAAAcpDiOQAAAAAApCieAwAAAABASrvf8xyA7Kuvr4/NmzdnO4yi1qlTp9hlF3/DBmDH5O3sk7cBaC55O/taM28rngMUmc2bN8eqVauivr4+26EUtV122SX69esXnTp1ynYoAOQweTs3yNsANIe8nRtaM28rngMUkSRJYt26ddGhQ4fo06ePK6iypL6+Pt58881Yt25d9O3bt9m/8g1AcZG3c4O8DUBzyNu5obXztuI5QBH5+9//Hn/729+id+/esfvuu2c7nKK27777xptvvhl///vfY9ddd812OADkIHk7d8jbAOyIvJ07WjNv+xMIQBHZsmVLRIT/cpwDPt4HH+8TAEiTt3OHvA3AjsjbuaM183ZGxfPrrrsuSkpKtloGDx6800EA0L78d+Psa6998MYbb8TXv/716N69e+y2225x2GGHxTPPPNMu2wagdcjb2dce+8B8G6AwyNvZ15r7IOPbtgwZMiQeffTR/3uDju78AgC56N13340RI0bEyJEj45FHHol99903Xn311dh7772zHRoA0AjzbQDILRln4o4dO0bPnj3bIhYA2CklJSUxc+bMOPXUU7MdSk744Q9/GH369Ik777yz4bl+/fplMSIA+D/y9rbMtwHIVcWatzMunr/66qvRu3fv6Ny5c5SXl0dVVVX07du3yfZ1dXVRV1fX8Li2trZlkQLQZm6a80q7bu/SkwZmvM769etjypQp8dBDD8Ubb7wRPXr0iCOOOCImTJgQJ554YhtEmZkkSWLSpElxxx13xHvvvRcjRoyI6urqGDBgQNZieuCBB2L06NFxxhlnxPz58+NTn/pUfPe7343zzz+/yXXkbYDcJ2/vvFzM2xHm2wCFSN7eednM2xkVz4cPHx7Tp0+PQYMGxbp162Ly5Mnxuc99Lp5//vno0qVLo+tUVVXF5MmTWyXYdjG3KvN1Rla237bae3st3VZ7a++xBNrVa6+9FiNGjIi99torbrzxxjjssMPio48+itmzZ0dFRUX8+c9/znaI8e///u9xyy23xK9+9avo169fXHvttTF69Oh48cUXo3PnzlmJaeXKlVFdXR0TJ06Mf/3Xf41FixbFxRdfHJ06dYrx48c3uk7e5W0gt2TynSyHvoe1ZFLbkolpsZC3W6Yo5tvknZYW/QrmMzLTWkMO5baIyP/4aRfy9vZl9IOhY8aMiTPOOCOGDh0ao0ePjocffjjee++9uOeee5pcp7KyMmpqahqWtWvX7nTQABSX7373u1FSUhJPP/10nH766TFw4MAYMmRITJw4MRYuXNjkeldeeWUMHDgwdt999+jfv39ce+218dFHHzW8/qc//SlGjhwZXbp0ibKyshg2bFjDj2muXr06Tj755Nh7771jjz32iCFDhsTDDz/c6HaSJImf/OQncc0118Qpp5wSQ4cOjf/8z/+MN998M+6///5WHYtM1NfXx1FHHRU33HBDHHnkkXHBBRfE+eefH7feemuT68jbAOwsebtlzLcByAZ5e/t26tdH9tprrxg4cGAsX768yTalpaVRWlq6M5sBoIi98847MWvWrJgyZUrsscce27y+1157Nbluly5dYvr06dG7d+9YtmxZnH/++dGlS5e44oorIiJi3LhxceSRR0Z1dXV06NAhli5dGrvuumtERFRUVMTmzZtjwYIFsccee8SLL74Ye+65Z6PbWbVqVaxfvz5GjRrV8FzXrl1j+PDh8dRTT8XXvva1nRiBluvVq1cccsghWz138MEHx7333tvkOvI2ADtD3m495tsAtDV5e8d2qni+cePGWLFiRZx99tmtFQ8AbGX58uWRJEkMHjw443Wvueaahn8feOCBcfnll8eMGTMakvmaNWvi+9//fsN7f/J+aWvWrInTTz89DjvssIiI6N+/f5PbWb9+fURE7Lfffls9v99++zW8lg0jRoyIl19+eavnXnnllTjggAOyFBEAhU7ebj3m2wC0NXl7xzK6bcvll18e8+fPj9deey2efPLJ+MpXvhIdOnSIs846q63iA6DIJUnS4nXvvvvuGDFiRPTs2TP23JbZsWUAAC/HSURBVHPPuOaaa2LNmjUNr0+cODHOO++8GDVqVEydOjVWrFjR8NrFF18c119/fYwYMSImTZoUzz333E71IxsuvfTSWLhwYdxwww2xfPnyuOuuu+L222+PioqKbIcGQIGSt1vOfBuA9iZv71hGxfPXX389zjrrrBg0aFB89atfje7du8fChQtj3333bav4AChyAwYMiJKSkox/pOSpp56KcePGxZe+9KV48MEH49lnn42rr746Nm/e3NDmuuuuixdeeCHGjh0bjz/+eBxyyCExc+bMiIg477zzYuXKlXH22WfHsmXL4uijj46f/vSnjW6rZ8+eERHx1ltvbfX8W2+91fBaNhxzzDExc+bM+O///u849NBD4wc/+EH85Cc/iXHjxmUtJgAKm7zdcubbALQ3eXvHMiqez5gxI958882oq6uL119/PWbMmBGf/vSn2yo2AIhu3brF6NGjY9q0abFp06ZtXn/vvfcaXe/JJ5+MAw44IK6++uo4+uijY8CAAbF69ept2g0cODAuvfTS+P3vfx+nnXZa3HnnnQ2v9enTJ77zne/EfffdF5dddlnccccdjW6rX79+0bNnz3jssccanqutrY0//vGPUV5enmGPW9c///M/x7Jly+LDDz+Ml156Kc4///ysxgNAYZO3W858G4D2Jm/vWEbFcwDIhmnTpsWWLVvi2GOPjXvvvTdeffXVeOmll+KWW25pMlkOGDAg1qxZEzNmzIgVK1bELbfc0vBX7oiIDz74IC666KKYN29erF69Op544olYtGhRHHzwwRERMWHChJg9e3asWrUqlixZEnPnzm14La2kpCQmTJgQ119/fTzwwAOxbNmyOOecc6J3795x6qmntvp4AEAuk7cBIH/I29u3Uz8YCgDtoX///rFkyZKYMmVKXHbZZbFu3brYd999Y9iwYVFdXd3oOl/+8pfj0ksvjYsuuijq6upi7Nixce2118Z1110XEREdOnSIt99+O84555x46623Yp999onTTjstJk+eHBERW7ZsiYqKinj99dejrKwsvvjFL8ZNN93UZIxXXHFFbNq0KS644IJ477334rOf/WzMmjUrOnfu3OrjAQC5TN4GgPwhb29fSbIzd4Zvgdra2ujatWvU1NREWVlZe266eeZWZb7OyMr221Z7b6+l22pv7T2WkKc+/PDDWLVqVfTr18/kMMu2ty9yKVfmUixAHsjkO1kOfQ+7ac4rGa9z6UkD2yCSrcnbuUPepli15PMxon0+I9tFprWGHMptEZH/8ecZeTt3tGbedtsWAAAAAABIUTwHAAAAAIAUxXMAAAAAAEhRPAcAAAAAgBTFcwAAAAAASFE8BwAAAACAFMVzAAAAAABIUTwHAAAAAIAUxXMAAAAAAEhRPAegYJSUlMT999+f7TAAgGaQtwEgfxRr3u6Y7QAAyAFzq9p3eyMrM15l/fr1MWXKlHjooYfijTfeiB49esQRRxwREyZMiBNPPLENgszMfffdF7feemssXrw43nnnnXj22WfjiCOOyHZYABQieXunydsAtBt5e6dlM2+78hyAnPfaa6/FsGHD4vHHH48bb7wxli1bFrNmzYqRI0dGRUVFtsOLiIhNmzbFZz/72fjhD3+Y7VAAIKvkbQDIH/L29imeA5Dzvvvd70ZJSUk8/fTTcfrpp8fAgQNjyJAhMXHixFi4cGGT61155ZUxcODA2H333aN///5x7bXXxkcffdTw+p/+9KcYOXJkdOnSJcrKymLYsGHxzDPPRETE6tWr4+STT46999479thjjxgyZEg8/PDDTW7r7LPPjn/7t3+LUaNGtV7HASAPydsAkD/k7e1z2xYActo777wTs2bNiilTpsQee+yxzet77bVXk+t26dIlpk+fHr17945ly5bF+eefH126dIkrrrgiIiLGjRsXRx55ZFRXV0eHDh1i6dKlseuuu0ZEREVFRWzevDkWLFgQe+yxR7z44oux5557tkkfAaBQyNsAkD/k7R1TPAcgpy1fvjySJInBgwdnvO4111zT8O8DDzwwLr/88pgxY0ZDMl+zZk18//vfb3jvAQMGNLRfs2ZNnH766XHYYYdFRET//v13phsAUBTkbQDIH/L2jrltCwA5LUmSFq979913x4gRI6Jnz56x5557xjXXXBNr1qxpeH3ixIlx3nnnxahRo2Lq1KmxYsWKhtcuvvjiuP7662PEiBExadKkeO6553aqHwBQDORtAMgf8vaOKZ4DkNMGDBgQJSUl8ec//zmj9Z566qkYN25cfOlLX4oHH3wwnn322bj66qtj8+bNDW2uu+66eOGFF2Ls2LHx+OOPxyGHHBIzZ86MiIjzzjsvVq5cGWeffXYsW7Ysjj766PjpT3/aqn0DgEIjbwNA/pC3d0zxHICc1q1btxg9enRMmzYtNm3atM3r7733XqPrPfnkk3HAAQfE1VdfHUcffXQMGDAgVq9evU27gQMHxqWXXhq///3v47TTTos777yz4bU+ffrEd77znbjvvvvisssuizvuuKPV+gUAhUjeBoD8IW/vmOI5ADlv2rRpsWXLljj22GPj3nvvjVdffTVeeumluOWWW6K8vLzRdQYMGBBr1qyJGTNmxIoVK+KWW25p+Ct3RMQHH3wQF110UcybNy9Wr14dTzzxRCxatCgOPvjgiIiYMGFCzJ49O1atWhVLliyJuXPnNrzWmHfeeSeWLl0aL774YkREvPzyy7F06dJYv359K44EAOQ+eRsA8oe8vX1+MBSAiJGV2Y5gu/r37x9LliyJKVOmxGWXXRbr1q2LfffdN4YNGxbV1dWNrvPlL385Lr300rjooouirq4uxo4dG9dee21cd911ERHRoUOHePvtt+Occ86Jt956K/bZZ5847bTTYvLkyRERsWXLlqioqIjXX389ysrK4otf/GLcdNNNTcb4wAMPxLnnntvw+Gtf+1pEREyaNKlhmwDQKuRteRuA/CFv53XeLkl25s7wLVBbWxtdu3aNmpqaKCsra89NN8/cqszXaelJ0JJttff2cvwEb9DeYwl56sMPP4xVq1ZFv379onPnztkOp6htb1/kUq7MpViAPJDJd7Ic+h5205xXMl7n0pMGtkEkW5O3c4e8TbFqyedjRPt8RraLTGsNOZTbIiL/488z8nbuaM287bYtAAAAAACQongOAAAAAAApiucAAAAAAJCieA4AAAAAACmK5wBFqJ1/K5pG2AcANJeckX32AQDNJWdkX2vuA8VzgCLSoUOHiIjYvHlzliPh433w8T4BgDR5O3fI2wDsiLydO1ozb3fc6XcAIG907Ngxdt999/jLX/4Su+66a+yyi7+hZkN9fX385S9/id133z06dpSKAWicvJ0b5G0AmkPezg2tnbdlfoAiUlJSEr169YpVq1bF6tWrsx1OUdtll12ib9++UVJSku1QAMhR8nbukLcB2BF5O3e0Zt5WPAcoMp06dYoBAwb4r2RZ1qlTJ1ciALBD8nZukLcBaA55Oze0Zt5WPAcoQrvsskt07tw522EAAM0gbwNA/pC3C4s/nQMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAFKjrrrsuSkpKtloGDx6c7bAAAAAgL3TMdgAAQNsZMmRIPProow2PO3aU+gEAAKA5zKABoIB17Ngxevbs2ez2dXV1UVdX1/C4tra2LcICAACAnKd4DgAF7NVXX43evXtH586do7y8PKqqqqJv375Ntq+qqorJkye3Y4QABWxuVWbtR1a2TRwAALSIe54DQIEaPnx4TJ8+PWbNmhXV1dWxatWq+NznPhfvv/9+k+tUVlZGTU1Nw7J27dp2jBgAAAByhyvPAaBAjRkzpuHfQ4cOjeHDh8cBBxwQ99xzT3zrW99qdJ3S0tIoLS1trxABAAAgZ7nyHACKxF577RUDBw6M5cuXZzsUAAAAyHmK5wBQJDZu3BgrVqyIXr16ZTsUAAAAyHmK5wBQoC6//PKYP39+vPbaa/Hkk0/GV77ylejQoUOcddZZ2Q4NAAAAct5OFc+nTp0aJSUlMWHChFYKBwBoLa+//nqcddZZMWjQoPjqV78a3bt3j4ULF8a+++6b7dAAgB0w3waA7GvxD4YuWrQobrvtthg6dGhrxgMAtJIZM2ZkOwQAoAXMtwEgN7ToyvONGzfGuHHj4o477oi99967tWMCAACAomS+DQC5o0XF84qKihg7dmyMGjVqh23r6uqitrZ2qwUAAADYlvk2AOSOjG/bMmPGjFiyZEksWrSoWe2rqqpi8uTJGQe20+ZWZbzKUyvf3mGb8v7dWxLNNm6a80oct2b722uNbd0055WGfze1vdbqEwAAAC2XN/PtdvLJ+WwmLj1pYCtHkjsKeUwKuW9A/sroyvO1a9fGJZdcEr/5zW+ic+fOzVqnsrIyampqGpa1a9e2KFAAAAAoVObbAJB7MrryfPHixbFhw4Y46qijGp7bsmVLLFiwIH72s59FXV1ddOjQYat1SktLo7S0tHWiBQAAgAJkvg0AuSej4vmJJ54Yy5Yt2+q5c889NwYPHhxXXnnlNokcAAAA2DHzbQDIPRkVz7t06RKHHnroVs/tscce0b17922eBwAAAJrHfBsAck9G9zwHAAAAAIBikNGV542ZN29eK4QBAAAAfJL5NgBklyvPAQAAAAAgRfEcAAAAAABSFM8BAAAAACBF8RwAAAAAAFIUzwEAAAAAIEXxHAAAAAAAUhTPAQAAAAAgRfEcAAAAAABSFM8BAAAAACBF8RwAAAAAAFIUzwEAAAAAIEXxHAAAAAAAUhTPAQAAAAAgRfEcAAAAAABSFM8BAAAAACBF8RwAAAAAAFIUzwEAAAAAIEXxHAAAAAAAUhTPAQAAAAAgRfEcAAAAAABSFM8BAAAAACBF8RwAAAAAAFIUzwEAAAAAIEXxHAAAAAAAUhTPAQAAAAAgRfEcAAAAAABSFM8BAAAAACBF8RwAAAAAAFIUzwEAAAAAIEXxHACKxNSpU6OkpCQmTJiQ7VAAAAAg5ymeA0ARWLRoUdx2220xdOjQbIcCAAAAeUHxHAAK3MaNG2PcuHFxxx13xN57773dtnV1dVFbW7vVAgAAAMWoY7YDAADaVkVFRYwdOzZGjRoV119//XbbVlVVxeTJk9spMqDVzK1qftuRlW0XRw64ac4r2Q4BAIAC4cpzAChgM2bMiCVLlkRVVfMKa5WVlVFTU9OwrF27to0jBAAAgNzkynMAKFBr166NSy65JObMmROdO3du1jqlpaVRWlraxpEBAABA7lM8B4ACtXjx4tiwYUMcddRRDc9t2bIlFixYED/72c+irq4uOnTokMUIAQAAIHcpngNAgTrxxBNj2bJlWz137rnnxuDBg+PKK69UOAcAAIDtUDwHgALVpUuXOPTQQ7d6bo899oju3btv8zwAAACwNT8YCgAAAAAAKa48B4AiMm/evGyHAAAAAHnBlecAAAAAAJCieA4AAAAAACmK5wAAAAAAkKJ4DgAAAAAAKYrnAAAAAACQongOAAAAAAApiucAAAAAAJCieA4AAAAAACkZFc+rq6tj6NChUVZWFmVlZVFeXh6PPPJIW8UGAAAARcF8GwByT0bF8/333z+mTp0aixcvjmeeeSY+//nPxymnnBIvvPBCW8UHAAAABc98GwByT8dMGp988slbPZ4yZUpUV1fHwoULY8iQIa0aGAAAABQL820AyD0ZFc8/acuWLfHb3/42Nm3aFOXl5U22q6uri7q6uobHtbW1Ld0kAAAAFDzzbQDIDRkXz5ctWxbl5eXx4Ycfxp577hkzZ86MQw45pMn2VVVVMXny5J0KMpc8tfLtbZ5b+PdX2m1bbbm9nXXTnB3HdelJA7ffYG5VK0WTg1rat5GVrRtHITCWAAAUoGKfb+ej5syDP+m4NbdHRER5/+7NW6GV5jCZxtmUj+PfobnN7N9W7/12LOx7QebxZLKtVhjPpmo1ERGx8vImX2p0n5ujQs7L6J7nERGDBg2KpUuXxh//+Me48MILY/z48fHiiy822b6ysjJqamoalrVr1+5UwAAAAFCIzLcBILdkfOV5p06d4qCDDoqIiGHDhsWiRYvi5ptvjttuu63R9qWlpVFaWrpzUQIAAECBM98GgNyS8ZXnafX19VvdYw0AAADYeebbAJBdGV15XllZGWPGjIm+ffvG+++/H3fddVfMmzcvZs+e3VbxAQAAQMEz3waA3JNR8XzDhg1xzjnnxLp166Jr164xdOjQmD17dpx00kltFR8AAAAUPPNtAMg9GRXPf/GLX7RVHAAAAFC0zLcBIPfs9D3PAQAAAACg0CieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieA0CBqq6ujqFDh0ZZWVmUlZVFeXl5PPLII9kOCwAAAPKC4jkAFKj9998/pk6dGosXL45nnnkmPv/5z8cpp5wSL7zwQrZDAwAAgJzXMdsBAABt4+STT97q8ZQpU6K6ujoWLlwYQ4YMyVJUAAAAkB8UzwGgCGzZsiV++9vfxqZNm6K8vLzJdnV1dVFXV9fwuLa2tj3CAwAAgJyjeA4ABWzZsmVRXl4eH374Yey5554xc+bMOOSQQ5psX1VVFZMnT27HCCE33DTnlYZ/H7fm9matU96/e2YbGVmZWfu2Mrcqs/Z5Fvdxa95u0zAW9r2g7d48k32TK/slVxg7AKANuOc5ABSwQYMGxdKlS+OPf/xjXHjhhTF+/Ph48cUXm2xfWVkZNTU1DcvatWvbMVoAAADIHa48B4AC1qlTpzjooIMiImLYsGGxaNGiuPnmm+O2225rtH1paWmUlpa2Z4gAAACQk1x5DgBFpL6+fqt7mgMAAACNc+U5ABSoysrKGDNmTPTt2zfef//9uOuuu2LevHkxe/bsbIcGAAAAOU/xHAAK1IYNG+Kcc86JdevWRdeuXWPo0KExe/bsOOmkk7IdGgAAAOQ8xXMAKFC/+MUvsh0CAAAA5C33PAcAAAAAgBTFcwAAAAAASFE8BwAAAACAFMVzAAAAAABIUTwHAAAAAIAUxXMAAAAAAEhRPAcAAAAAgBTFcwAAAAAASFE8BwAAAACAFMVzAAAAAABIUTwHAAAAAIAUxXMAAAAAAEhRPAcAAAAAgBTFcwAAAAAASFE8BwAAAACAFMVzAAAAAABIUTwHAAAAAIAUxXMAAAAAAEhRPAcAAAAAgJSMiudVVVVxzDHHRJcuXaJHjx5x6qmnxssvv9xWsQEAAEBRMN8GgNyTUfF8/vz5UVFREQsXLow5c+bERx99FF/4whdi06ZNbRUfAAAAFDzzbQDIPR0zaTxr1qytHk+fPj169OgRixcvjn/6p39qdJ26urqoq6treFxbW9uCMAEAAKBwmW8DQO7JqHieVlNTExER3bp1a7JNVVVVTJ48eWc2s0M3zXllm+eOW/N2m24zm45bc3u2Q9ihJmOc2719A9mRuVWZrzOysvXjaAst6VtE/vQPAAAKWK7MtyOiYW7x1Modz7MX9r0go7fe3vz2uIze6RM+Oe/MdH6T8Tzq9Azb/0NzxjIiYuHft613bE+m9YJM91fea+k8ua1kGk8zj+eP62SZ1sbKo23iadBG/S0YxicntfgHQ+vr62PChAkxYsSIOPTQQ5tsV1lZGTU1NQ3L2rVrW7pJAAAAKHjm2wCQG1p85XlFRUU8//zz8Yc//GG77UpLS6O0tLSlmwEAAICiYr4NALmhRcXziy66KB588MFYsGBB7L///q0dEwAAABQl820AyB0ZFc+TJInvfe97MXPmzJg3b17069evreICAACAomG+DQC5J6PieUVFRdx1113xu9/9Lrp06RLr16+PiIiuXbvGbrvt1iYBAgAAQKEz3waA3JPRD4ZWV1dHTU1NnHDCCdGrV6+G5e67726r+AAAAKDgmW8DQO7J+LYtAAAAQOsy3waA3JPRlecAAAAAAFAMFM8BAAAAACBF8RwAAAAAAFIUzwEAAAAAIEXxHAAAAAAAUhTPAQAAAAAgRfEcAAAAAABSFM8BAAAAACBF8RwAClRVVVUcc8wx0aVLl+jRo0eceuqp8fLLL2c7LAAAAMgLiucAUKDmz58fFRUVsXDhwpgzZ0589NFH8YUvfCE2bdqU7dAAAAAg53XMdgAAQNuYNWvWVo+nT58ePXr0iMWLF8c//dM/ZSkqAAAAyA+K5wBQJGpqaiIiolu3bk22qauri7q6uobHtbW1bR4XAAAA5CLFcwAoAvX19TFhwoQYMWJEHHrooU22q6qqismTJ7djZNA2bprzSsO/j1tz+w7bH9eCbTy18u2M2i/8+ytx6UkDW7ClzGQaV0REef/uGa/zyTH+2HFrtr/tTLez9X7MvF9tqbH+p7VpzCsvb7W32ma/jKzc4TrN6f8ntcexDwDQ2tzzHACKQEVFRTz//PMxY8aM7barrKyMmpqahmXt2rXtFCEAAADkFleeA0CBu+iii+LBBx+MBQsWxP7777/dtqWlpVFaWtpOkQEAAEDuUjwHgAKVJEl873vfi5kzZ8a8efOiX79+2Q4JAAAA8obiOQAUqIqKirjrrrvid7/7XXTp0iXWr18fERFdu3aN3XbbLcvRAQAAQG5zz3MAKFDV1dVRU1MTJ5xwQvTq1athufvuu7MdGgAAAOQ8V54DQIFKkiTbIQAAAEDecuU5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApGRcPF+wYEGcfPLJ0bt37ygpKYn777+/DcICAACA4mK+DQC5JePi+aZNm+Lwww+PadOmtUU8AAAAUJTMtwEgt3TMdIUxY8bEmDFjmt2+rq4u6urqGh7X1tZmukkAAAAoeObbAJBbMi6eZ6qqqiomT57c1puhrcytioiIp1a+vcOmxzXj7ZrzPjtS3r97q2ynxe+z8vIdrtdq24qIhX9/pdnbufSkgc1u26S5Va02fu2l2fH+/+O5XYysbNl6LY2xpdtriXyIcWe0pH/50jcAoKCYbzduq/lBC+ZvGenbtm9/3Jrb23YDbaSlc/+W9Lc16gy5rCXHc3PqM0Tb1wjME7dx05zm17g+1iq1rp3Q5j8YWllZGTU1NQ3L2rVr23qTAAAAUPDMtwGgbbX5leelpaVRWlra1psBAACAomK+DQBtq82vPAcAAAAAgHyjeA4AAAAAACkZ37Zl48aNsXz58obHq1atiqVLl0a3bt2ib982/qUMAAAAKFDm2wCQWzIunj/zzDMxcuTIhscTJ06MiIjx48fH9OnTWy0wAAAAKCbm2wCQWzIunp9wwgmRJElbxAIAtLIFCxbEjTfeGIsXL45169bFzJkz49RTT812WABAI8y3ASC3uOc5ABSwTZs2xeGHHx7Tpk3LdigAAACQVzK+8hwAyB9jxoyJMWPGNLt9XV1d1NXVNTyura1ti7AAAAAg5ymeAwANqqqqYvLkyW2+nZvmvJJR+0tPGtjm22jpdtrN3Kq2e++RlS1areDGuB1kMmbHrbm9DSPZ2lMr3276xZWXN/r0cTu7nSbed2e30dbac7+0l/T+X/j3zM9tAIBC5LYtAECDysrKqKmpaVjWrl2b7ZAAAAAgK1x5DgA0KC0tjdLS0myHAQAAAFnnynMAAAAAAEhRPAcAAAAAgBS3bQGAArZx48ZYvnx5w+NVq1bF0qVLo1u3btG3b98sRgYAAAC5TfEcAArYM888EyNHjmx4PHHixIiIGD9+fEyfPj1LUQEAAEDuUzwHgAJ2wgknRJIk2Q4DAAAA8o57ngMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApLSoeD5t2rQ48MADo3PnzjF8+PB4+umnWzsuAKCVyNsAkD/kbQDIHRkXz+++++6YOHFiTJo0KZYsWRKHH354jB49OjZs2NAW8QEAO0HeBoD8IW8DQG7pmOkKP/7xj+P888+Pc889NyIibr311njooYfil7/8ZVx11VXbtK+rq4u6urqGxzU1NRERUVtb29KYt/Hhpo3bPLfpg7pGWraNxrbfHO0Z4/bUbvpwh21yJdaI1ou3Pfu9M9vK5Pja6rxqxjYzjWWrbe3E+7e2nIy3pZ9xLY2zFT9TdygfYtwZLelfK/ft43M5SZKdfq9czNsRmefOlmy/Jfm5tfvZqtryc6yF/c7lMf5kbLnyPSbT8cqVuCk+LZ3fbE+bn/uZfEbK25n7/+PbnM+lYvusy/f+5nv8+aSlc9L2HPOMY8z0s6at3z9TbV0nyPfxaQO5MH/IOG8nGairq0s6dOiQzJw5c6vnzznnnOTLX/5yo+tMmjQpiQiLxWKxWCwZLmvXrs0kTcvbFovFYrFkcZG3LRaLxWLJn6W5eTujK8//+te/xpYtW2K//fbb6vn99tsv/vznPze6TmVlZUycOLHhcX19fbzzzjvRvXv3KCkpyWTzba62tjb69OkTa9eujbKysmyHkxeMWcsYt5YxbpkzZi2T7XFLkiTef//96N279069TyHn7Wzvo/ZULH3Vz8Kin4WlWPoZ0bK+FnveLqbjIxPGpXHGpXHGpXHGpWnGpnHNGZdM83bGt23JVGlpaZSWlm713F577dXWm90pZWVlDrwMGbOWMW4tY9wyZ8xaJpvj1rVr16xsN9/ydjEd28XSV/0sLPpZWIqlnxGZ91XeLq7jIxPGpXHGpXHGpXHGpWnGpnE7GpdM8nZGPxi6zz77RIcOHeKtt97a6vm33norevbsmclbAQBtTN4GgPwhbwNA7smoeN6pU6cYNmxYPPbYYw3P1dfXx2OPPRbl5eWtHhwA0HLyNgDkD3kbAHJPxrdtmThxYowfPz6OPvroOPbYY+MnP/lJbNq0qeHXwPNZaWlpTJo0aZv/9kbTjFnLGLeWMW6ZM2YtU0jjVqh5u5D20Y4US1/1s7DoZ2Epln5GZL+v+Zi3sz1mucq4NM64NM64NM64NM3YNK4txqUkSZIk05V+9rOfxY033hjr16+PI444Im655ZYYPnx4qwUFALQeeRsA8oe8DQC5o0XFcwAAAAAAKGQZ3fMcAAAAAACKgeI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQUXfF82rRpceCBB0bnzp1j+PDh8fTTTzfZdvr06VFSUrLV0rlz53aMNvsWLFgQJ598cvTu3TtKSkri/vvv3+E68+bNi6OOOipKS0vjoIMOiunTp7d5nLkk0zGbN2/eNsdZSUlJrF+/vn0CzhFVVVVxzDHHRJcuXaJHjx5x6qmnxssvv7zD9X7729/G4MGDo3PnznHYYYfFww8/3A7R5oaWjJnPtYjq6uoYOnRolJWVRVlZWZSXl8cjjzyy3XWK+TjLBVOnTo2SkpKYMGHCdtvl+35qTj/z9Ry+7rrrtol78ODB210nH/dnpv3M1/0ZEfHGG2/E17/+9ejevXvstttucdhhh8Uzzzyz3XXy8Ttipv3M1+91Bx54YKNxV1RUNLlOPp6jmfYzn8/R1mR+sy1zl8aZnzTNHKRxmY5LsRwvn1Qsc6FMtefcqaiK53fffXdMnDgxJk2aFEuWLInDDz88Ro8eHRs2bGhynbKysli3bl3Dsnr16naMOPs2bdoUhx9+eEybNq1Z7VetWhVjx46NkSNHxtKlS2PChAlx3nnnxezZs9s40tyR6Zh97OWXX97qWOvRo0cbRZib5s+fHxUVFbFw4cKYM2dOfPTRR/GFL3whNm3a1OQ6Tz75ZJx11lnxrW99K5599tk49dRT49RTT43nn3++HSPPnpaMWYTPtf333z+mTp0aixcvjmeeeSY+//nPxymnnBIvvPBCo+2L/TjLtkWLFsVtt90WQ4cO3W67fN9Pze1nRP6ew0OGDNkq7j/84Q9Nts3n/ZlJPyPyc3++++67MWLEiNh1113jkUceiRdffDF+9KMfxd57793kOvn4HbEl/fxYvn2vW7Ro0VbxzpkzJyIizjjjjEbb5+s5mmk/I/LzHG1t5jfbMndpnPlJ08xBGpfpuEQUx/HysWKZC2Wq3edOSRE59thjk4qKiobHW7ZsSXr37p1UVVU12v7OO+9Munbt2k7R5b6ISGbOnLndNldccUUyZMiQrZ4788wzk9GjR7dhZLmrOWM2d+7cJCKSd999t11iyhcbNmxIIiKZP39+k22++tWvJmPHjt3queHDhyff/va32zq8nNScMfO51ri99947+fnPf97oa46z7Hn//feTAQMGJHPmzEmOP/745JJLLmmybT7vp0z6ma/n8KRJk5LDDz+82e3zdX9m2s983Z9XXnll8tnPfjajdfLxO2JL+lko3+suueSS5NOf/nRSX1/f6Ov5eo6m7aif+XqOtiXzm8aZuzTO/GT7zEEat71xKabjpVjmQpnKxtypaK4837x5cyxevDhGjRrV8Nwuu+wSo0aNiqeeeqrJ9TZu3BgHHHBA9OnTZ4d//SLiqaee2mqMIyJGjx693THmH4444ojo1atXnHTSSfHEE09kO5ysq6mpiYiIbt26NdnG8ba15oxZhM+1T9qyZUvMmDEjNm3aFOXl5Y22cZxlT0VFRYwdO3ab8W9MPu+nTPoZkb/n8Kuvvhq9e/eO/v37x7hx42LNmjVNts3n/ZlJPyPyc38+8MADcfTRR8cZZ5wRPXr0iCOPPDLuuOOO7a6Tj/u0Jf38WD5/r9u8eXP8+te/jm9+85tRUlLSaJt83J9pzelnRH6eo7kin8+DTJm7NM78pHHmII1rzrhEFM/xUixzoUxlY+5UNMXzv/71r7Fly5bYb7/9tnp+v/32a/Lea4MGDYpf/vKX8bvf/S5+/etfR319fXzmM5+J119/vT1Czkvr169vdIxra2vjgw8+yFJUua1Xr15x6623xr333hv33ntv9OnTJ0444YRYsmRJtkPLmvr6+pgwYUKMGDEiDj300CbbNXW8FdL9FJuruWPmc+0fli1bFnvuuWeUlpbGd77znZg5c2YccsghjbZ1nGXHjBkzYsmSJVFVVdWs9vm6nzLtZ76ew8OHD4/p06fHrFmzorq6OlatWhWf+9zn4v3332+0fb7uz0z7ma/7c+XKlVFdXR0DBgyI2bNnx4UXXhgXX3xx/OpXv2pynXz8jtiSfhbC97r7778/3nvvvfjGN77RZJt8PUc/qTn9zNdzNNsK4TzIhLlL48xPtmUO0rhMxqVYjpdimQtlKltzp44tCbZYlJeXb/XXrs985jNx8MEHx2233RY/+MEPshgZhWTQoEExaNCghsef+cxnYsWKFXHTTTfFf/3Xf2UxsuypqKiI559/fof3ieX/NHfMfK79w6BBg2Lp0qVRU1MT//M//xPjx4+P+fPnN/kljfa1du3auOSSS2LOnDkF/QNALelnvp7DY8aMafj30KFDY/jw4XHAAQfEPffcE9/61reyGFnryrSf+bo/6+vr4+ijj44bbrghIiKOPPLIeP755+PWW2+N8ePHZzm61tOSfhbC97pf/OIXMWbMmOjdu3e2Q2lTzelnvp6j2VYI50EmzF0aZ36yLXOQxmUyLsVwvBTLXChT2Zw7Fc2V5/vss0906NAh3nrrra2ef+utt6Jnz57Neo9dd901jjzyyFi+fHlbhFgQevbs2egYl5WVxW677ZalqPLPscceW7TH2UUXXRQPPvhgzJ07N/bff//ttm3qeGvuOV0oMhmztGL9XOvUqVMcdNBBMWzYsKiqqorDDz88br755kbbOs7a3+LFi2PDhg1x1FFHRceOHaNjx44xf/78uOWWW6Jjx46xZcuWbdbJx/3Ukn6m5es5vNdee8XAgQObjDsf92djdtTPtHzZn7169dpmQnvwwQdv9xY1+fgdsSX9bEw+fa9bvXp1PProo3Heeedtt12+n6PN7WdavpyjuSifzoNMmLs0zvykceYgjctkXNIK8XgplrlQprI5dyqa4nmnTp1i2LBh8dhjjzU8V19fH4899th276X0SVu2bIlly5ZFr1692irMvFdeXr7VGEdEzJkzp9ljzD8sXbq06I6zJEnioosuipkzZ8bjjz8e/fr12+E6xX68tWTM0nyu/UN9fX3U1dU1+lqxH2fZcOKJJ8ayZcti6dKlDcvRRx8d48aNi6VLl0aHDh22WScf91NL+pmWr+fwxo0bY8WKFU3GnY/7szE76mdavuzPESNGxMsvv7zVc6+88koccMABTa6Tj/u0Jf1sTD59r7vzzjujR48eMXbs2O22y8f9+UnN7WdavpyjuSifzoPmMHdpnPlJZsxBGre9cUkrxOOlWOZCmcrq3Gmnf3I0j8yYMSMpLS1Npk+fnrz44ovJBRdckOy1117J+vXrkyRJkrPPPju56qqrGtpPnjw5mT17drJixYpk8eLFyde+9rWkc+fOyQsvvJCtLrS7999/P3n22WeTZ599NomI5Mc//nHy7LPPJqtXr06SJEmuuuqq5Oyzz25ov3LlymT33XdPvv/97ycvvfRSMm3atKRDhw7JrFmzstWFdpfpmN10003J/fffn7z66qvJsmXLkksuuSTZZZddkkcffTRbXciKCy+8MOnatWsyb968ZN26dQ3L3/72t4Y26XP0iSeeSDp27Jj8x3/8R/LSSy8lkyZNSnbddddk2bJl2ehCu2vJmPlc+8c5OH/+/GTVqlXJc889l1x11VVJSUlJ8vvf/z5JEsdZrkr/knqh7qcd9TNfz+HLLrssmTdvXrJq1arkiSeeSEaNGpXss88+yYYNG5IkKZz9mWk/83V/Pv3000nHjh2TKVOmJK+++mrym9/8Jtl9992TX//61w1tCuE7Ykv6mc/f67Zs2ZL07ds3ufLKK7d5rVDO0STJrJ/5eo62NvObbZm7NM78pGnmII3LdFyK5XhJK5a5UKbaa+5UVMXzJEmSn/70p0nfvn2TTp06Jccee2yycOHChteOP/74ZPz48Q2PJ0yY0NB2v/32S770pS8lS5YsyULU2TN37twkIrZZPh6n8ePHJ8cff/w26xxxxBFJp06dkv79+yd33nlnu8edTZmO2Q9/+MPk05/+dNK5c+ekW7duyQknnJA8/vjj2Qk+ixobs4jY6vhJn6NJkiT33HNPMnDgwKRTp07JkCFDkoceeqh9A8+iloyZz7Uk+eY3v5kccMABSadOnZJ99903OfHEExu+nCWJ4yxXpb8YFep+2lE/8/UcPvPMM5NevXolnTp1Sj71qU8lZ555ZrJ8+fKG1wtlf2baz3zdn0mSJP/7v/+bHHrooUlpaWkyePDg5Pbbb9/q9UL5jphpP/P5e93s2bOTiEhefvnlbV4rlHM0STLrZz6fo63J/GZb5i6NMz9pmjlI4zIdl2I5XtKKZS6UqfaaO5UkSZJkdq06AAAAAAAUtqK55zkAAAAAADSX4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAiuI5AAAAAACkKJ4DAAAAAECK4jkAAAAAAKQongMAAAAAQIriOQAAAAAApCieAwAAAABAyv8DZAuSthIXf5UAAAAASUVORK5CYII=",
"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 included extreme values that could hinder the performance of models sensitive to scale differences or non-normality (e.g., logistic regression, k-NN, SVM).\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 visualizations provide a **clear justification** for the use of 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",
"### Effect of transformation on class-separated distributions\n",
"\n",
"To observe the effect of this transformation on the distribution of values within the two classes (Class 0: healthy, Class 1: cancer), we reproduced several visualizations on the transformed variables:\n",
"\n",
"#### • Histograms by class \n",
"These histograms illustrate relative densities within each class after transformation. \n",
"Some variables, notably `Insulin_log` and `Resistin_log`, still exhibit class-dependent differences, but within 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 are narrower and more stable**.\n",
"\n",
"#### • Jittered scatter plots \n",
"These visualizations confirm that the classes remain vertically separable, while the **horizontal dispersion is more controlled**, which benefits distance-based models.\n",
"\n",
"---\n",
"\n",
"### Conclusion\n",
"\n",
"Applying the logarithmic transformation made it possible to:\n",
"- Reduce the effect of extreme values,\n",
"- Stabilize variance,\n",
"- Improve the geometric structure of the dataset in preparation for standardization and model training.\n",
"\n",
"These transformations constitute an **essential step in the preprocessing pipeline** prior to supervised learning.\n"
]
},
{
"cell_type": "markdown",
"id": "184a592b",
"metadata": {},
"source": [
"# Step 6 — Standardization (StandardScaler)\n"
]
},
{
"cell_type": "code",
"execution_count": 59,
"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": 59,
"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": 60,
"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": 61,
"id": "d58417ad",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Evaluation of simple model (logistic regression)\n",
"Recall: 0.692\n",
"F1-score: 0.75\n",
"\n",
"Classification report:\n",
" precision recall f1-score support\n",
"\n",
" 0 0.69 0.82 0.75 11\n",
" 1 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.linear_model import LogisticRegression\n",
"from sklearn.metrics import accuracy_score, f1_score, classification_report,recall_score\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(\"Recall:\", round(recall_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 dataset (after logarithmic transformation and standardization).\n",
"\n",
"### Objective\n",
"\n",
"The goal is to predict the probability that a patient has cancer based on the nine explanatory variables. \n",
"Logistic regression is a widely used, interpretable linear model, particularly suited as a baseline for supervised classification tasks.\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",
"- **Recall**: 0.692 \n",
"- **F1-score**: 0.750\n",
"\n",
"### Classification report details:\n",
"\n",
"| Class | Precision | Recall | F1-score | Support |\n",
"|--------------|-----------|--------|----------|---------|\n",
"| 0 (healthy) | 0.69 | 0.82 | 0.75 | 11 |\n",
"| 1 (cancer) | 0.82 | 0.69 | 0.75 | 13 |\n",
"\n",
"- **Macro avg F1**: 0.75 \n",
"- **Weighted avg F1**: 0.75\n",
"\n",
"These results show a reasonable trade-off between precision and recall, which is particularly important in a medical classification task. \n",
"However, this simple model does not yet account for variable interactions, non-linearity, or hyperparameter tuning—these aspects will be addressed in the following steps.\n"
]
},
{
"cell_type": "markdown",
"id": "4b7c1cdf",
"metadata": {},
"source": [
"# Step 9 — Cross-validation on training data\n"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "d8804f23",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10-fold cross-validation\n",
"Mean F1-score : 0.777 ± 0.152\n",
"Mean Recall : 0.800 ± 0.200\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import cross_val_score\n",
"\n",
"# 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",
"rec_scores = cross_val_score(logreg_simple, X_train_scaled, y_train, cv=10, scoring='recall')\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 Recall : {rec_scores.mean():.3f} ± {rec_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, rec_scores, marker='s', label='Recall')\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",
"\n",
"Two main metrics were monitored: the **F1-score** (suitable for imbalanced class contexts) and **recall** (sensitivity or true positive rate).\n",
"\n",
"---\n",
"\n",
"### Cross-validation results\n",
"\n",
"- **Mean F1-score**: 0.777 ± 0.152 \n",
"- **Mean Recall**: 0.800 ± 0.200\n",
"\n",
"---\n",
"\n",
"### Analysis\n",
"\n",
"The high variance in scores (standard deviations > 0.15) reflects a **sensitivity to fold composition**, likely due to the **small training set size** (92 observations). \n",
"This highlights the need for future **regularization**, **feature selection**, or **data augmentation** strategies to improve robustness.\n",
"\n",
"---\n",
"\n",
"### Visualization\n",
"\n",
"The figure below shows individual scores obtained on each fold. \n",
"There is **significant variability between folds**, especially in recall scores (ranging from 0.4 to 1.0), confirming the need to optimize the model to improve consistency and generalization.\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": 63,
"id": "ba6b4fd9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best parameters: {'C': 4.6415888336127775, 'penalty': 'l1', 'solver': 'liblinear'}\n",
"Best F1-score (cross-val): 0.783\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': 4.64, 'penalty': 'l1', 'solver': 'liblinear' }`\n",
"\n",
"- **Best mean F1-score in cross-validation (10 folds)**: \n",
" **0.783**\n",
"\n",
"---\n",
"\n",
"### Analysis and interpretation\n",
"\n",
"The optimal model uses:\n",
"\n",
"- A **moderate L1 regularization** (`C = 4.64`), allowing some automatic zeroing of coefficients while limiting overfitting,\n",
"- A **sparse model structure**, which may help with small datasets and enhances interpretability.\n",
"\n",
"The fact that the optimal `C` lies within the search grid (and not at the extreme) confirms that the model benefits from regularization. \n",
"This suggests that tuning regularization **has a measurable but moderate impact** on performance in this setting.\n",
"\n",
"---\n",
"\n",
"### Expected impact\n",
"\n",
"The regularized model will now be evaluated on the test set (step 11) to determine whether this optimization provides a **significant performance improvement** compared to the baseline logistic regression model from step 8.\n"
]
},
{
"cell_type": "markdown",
"id": "57f03133",
"metadata": {},
"source": [
"# Step 11 — Evaluation of the optimized model\n"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "bd749019",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Evaluation on test set:\n",
"Recall: 0.692\n",
"F1-score: 0.75\n",
"\n",
"Classification Report:\n",
" precision recall f1-score support\n",
"\n",
" 0 0.69 0.82 0.75 11\n",
" 1 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"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import confusion_matrix, roc_curve, auc\n",
"\n",
"# Predictions\n",
"y_pred_best = best_logreg.predict(X_test_scaled)\n",
"\n",
"# Overall evaluation\n",
"print(\"\\nEvaluation on test set:\")\n",
"print(\"Recall:\", round(recall_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": [
"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",
"- **Recall**: 0.692 \n",
"- **F1-score**: 0.750\n",
"\n",
"**Classification Report:**\n",
"\n",
"| Class | Precision | Recall | F1-score | Support |\n",
"|--------------|-----------|--------|----------|---------|\n",
"| 0 (healthy) | 0.69 | 0.82 | 0.75 | 11 |\n",
"| 1 (cancer) | 0.82 | 0.69 | 0.75 | 13 |\n",
"| **Macro avg**| 0.76 | 0.76 | 0.75 | 24 |\n",
"\n",
"> The balance between precision and recall is good. \n",
"> Overall performance is comparable to that of the simple model (Step 8), indicating that regularization had limited impact in this context.\n",
"\n",
"---\n",
"\n",
"### Confusion Matrix\n",
"\n",
"| | Predicted: 0 | Predicted: 1 |\n",
"|----------------|--------------|--------------|\n",
"| **True: 0** | 9 | 2 |\n",
"| **True: 1** | 4 | 9 |\n",
"\n",
"- **9 true negatives** and **9 true positives** correctly identified \n",
"- **2 false positives** and **4 false negatives**\n",
"\n",
"The model shows a good ability to identify both classes, though several diseased patients were missed (false negatives), which is critical in medical applications.\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 0.79**.\n",
"\n",
"This means that on average, the model assigns a higher probability to a diseased individual than to a healthy one in **79% of cases**. \n",
"The ROC curve lies well above the diagonal (random classifier), validating the models usefulness.\n",
"\n",
"---\n",
"\n",
"### Conclusion\n",
"\n",
"The optimized model offers a **robust trade-off between performance and sparsity**, with:\n",
"\n",
"- **L1 regularization** that limits overfitting,\n",
"- Good **test set performance**,\n",
"- **Interpretable structure** (coefficients can be analyzed),\n",
"- But overall results **comparable** to the simpler model from Step 8.\n",
"\n",
"This suggests that while logistic regression is a **reliable and interpretable baseline**, nonlinear models (e.g., SVM, tree-based methods) could be explored to improve performance further.\n"
]
},
{
"cell_type": "markdown",
"id": "918960cc",
"metadata": {},
"source": [
"# Step 12 — Comparison of Logistic Regression Variants\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cb288e88",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 65,
"id": "e9c2a95f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Model Recall F1-score AUC\n",
"0 Simple LogReg 0.692 0.75 0.783\n",
"1 Optimized LogReg (L1, C=100) 0.692 0.75 0.790\n"
]
},
{
"data": {
"image/png": 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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>111</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</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",
"111 1 0 0\n",
"104 1 0 0\n",
"95 1 0 0\n",
"38 0 1 1\n",
"7 0 1 1\n",
"58 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",
" 'Recall': [\n",
" recall_score(y_test, y_pred_simple),\n",
" recall_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"
]
},
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"### Final Comparison Between Models\n",
"\n",
"We compared two versions of the logistic regression model:\n",
"\n",
"- A **simple model**, without explicit regularization (`penalty='l2'` by default),\n",
"- An **optimized model**, with **L1 regularization** (`penalty='l1', C=100`), selected via cross-validation.\n",
"\n",
"---\n",
"\n",
"### Overall Performance on Test Set\n",
"\n",
"| Model | Recall | F1-score | AUC |\n",
"|-----------------------------|--------|----------|-------|\n",
"| Simple LogReg | 0.692 | 0.750 | 0.783 |\n",
"| Optimized LogReg (L1, C=100)| 0.692 | 0.750 | 0.790 |\n",
"\n",
"Both models achieve **similar performance** on the test set, with identical recall and F1-scores, and a small difference in AUC.\n",
"\n",
"---\n",
"\n",
"### ROC Curve\n",
"\n",
"The ROC curves of both models are **nearly identical**, confirming equivalent discriminative power. \n",
"The L1-regularized model slightly improves AUC (0.790 vs. 0.783), but the difference remains marginal.\n",
"\n",
"---\n",
"\n",
"### Coefficients Comparison\n",
"\n",
"The L1-regularized model induces **sparser coefficients** by reducing or nullifying some features. \n",
"Notably:\n",
"- `Insulin_log` and `HOMA_log` are downweighted,\n",
"- `Glucose` and `BMI` remain strong contributors in both models.\n",
"\n",
"This illustrates the **interpretability and parsimony** offered by L1 regularization.\n",
"\n",
"---\n",
"\n",
"### Predicted Probabilities\n",
"\n",
"- Both models produce similar distributions of predicted probabilities for the positive class.\n",
"- However, the L1 model yields **more extreme probabilities** (closer to 0 or 1), which may reflect **greater decision confidence**.\n",
"\n",
"---\n",
"\n",
"### Error Analysis\n",
"\n",
"We identified the observations for which the predictions **differ between models**. \n",
"Although most decisions agree, a few **borderline individuals** are treated differently, indicating **structural differences in decision boundaries**.\n",
"\n",
"---\n",
"\n",
"### Final Remarks\n",
"\n",
"| Model | Key Strength |\n",
"|------------------|-----------------------------------------|\n",
"| Simple LogReg | Slightly simpler, marginally faster |\n",
"| Optimized LogReg | Parsimony, better interpretability |\n",
"\n",
"In practice:\n",
"- Both models are viable,\n",
"- The L1-regularized model is preferred when **feature selection, interpretability or generalization** are prioritized.\n",
"\n"
]
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