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breast-cancer-detection/naive_bayes.ipynb
2025-06-05 18:23:37 +02:00

826 lines
940 KiB
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{
"cells": [
{
"cell_type": "markdown",
"id": "8797cb42",
"metadata": {},
"source": [
"## First view of the data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "391c54d2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(116, 10)\n",
" Age BMI Glucose Insulin HOMA Leptin Adiponectin Resistin \\\n",
"0 48 23.500000 70 2.707 0.467409 8.8071 9.702400 7.99585 \n",
"1 83 20.690495 92 3.115 0.706897 8.8438 5.429285 4.06405 \n",
"2 82 23.124670 91 4.498 1.009651 17.9393 22.432040 9.27715 \n",
"3 68 21.367521 77 3.226 0.612725 9.8827 7.169560 12.76600 \n",
"4 86 21.111111 92 3.549 0.805386 6.6994 4.819240 10.57635 \n",
"\n",
" MCP.1 Classification \n",
"0 417.114 1 \n",
"1 468.786 1 \n",
"2 554.697 1 \n",
"3 928.220 1 \n",
"4 773.920 1 \n",
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 116 entries, 0 to 115\n",
"Data columns (total 10 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Age 116 non-null int64 \n",
" 1 BMI 116 non-null float64\n",
" 2 Glucose 116 non-null int64 \n",
" 3 Insulin 116 non-null float64\n",
" 4 HOMA 116 non-null float64\n",
" 5 Leptin 116 non-null float64\n",
" 6 Adiponectin 116 non-null float64\n",
" 7 Resistin 116 non-null float64\n",
" 8 MCP.1 116 non-null float64\n",
" 9 Classification 116 non-null int64 \n",
"dtypes: float64(7), int64(3)\n",
"memory usage: 9.2 KB\n",
"The features 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 of the 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('dataR2.csv')\n",
"\n",
"# View data\n",
"print(data.shape)\n",
"print(data.head())\n",
"data.info()\n",
"\n",
"# Separate features and targets\n",
"features = data.columns[:-1]\n",
"print(\"The features are :\", list(features))\n",
"target = 'Classification'\n",
"\n",
"# View the distribution of the features\n",
"data.hist(bins=50, figsize=(12, 8))\n",
"plt.suptitle(\"Barplot of the features\", fontsize=16)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "a62b9137",
"metadata": {},
"source": [
"### The dataset\n",
"\n",
"The dataset has 116 observations on 9 explicative features and 1 target variable.\n",
"The features are continuous and have the following labels: `Age`, `BMI`, `Glucose`, `Insulin`, `HOMA`, `Leptin`, `Adiponectin`, `Resistin`, `MCP.1`.\n",
"The target variable is called `Classification` and takes the values 2 if the patient has breast cancer and 1 if the patient hasn't.\n",
"\n",
"There are no missing values.\n",
"\n",
"### Distribution of the variables\n",
"Certain variables have an **asymmetrical distribution** and extreme values, more specifically `Insulin`, `HOMA`, `Leptin`, `Adiponectin`, `Resistin` and `MCP.1`. We will transform and standardise the data.\n"
]
},
{
"cell_type": "markdown",
"id": "9cb261cd",
"metadata": {},
"source": [
"## Splitting dataset between target and features\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3eddff01",
"metadata": {},
"outputs": [],
"source": [
"X = data.drop(columns='Classification')\n",
"y = data['Classification'].map({2: 1, 1: 0})\n",
"# Mapping : 1 = healthy patient (negative), 2 = sick patient(positive)\n",
"# We want : 0 = healthy patient (negative), 1 = sick patient(positive)"
]
},
{
"cell_type": "markdown",
"id": "50ffc678",
"metadata": {},
"source": [
"## Visualisation of ouliers"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "14be5c48",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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vr6+KiookSffee69GjRpV6jmK5yfv3Lmz9u3bp/fff1/r16/X22+/rcTERM2YMUNxcXGlHmuxWPTvf/9bW7du1XvvvaePPvpIY8aM0fPPP6+tW7decr9NXwwAdRt9fvW55557tGjRIs2cOVNdu3ZVly5dSm3XqVMnSdLu3bvVrVu3cp//uuuu07XXXlsVoQLVipHoqJfOnz8vSTp16pQkyd/fX0ePHi3xjeh3331nry+WlpamWbNmafTo0erevbvGjRun3NzcEo9RVFRU4hbf77//XpJKLG5ZrHXr1mratKn27dtXou67776Tk5OTfH19JVVsipDi+Ms6b6tWrdSsWbNyn69YUlKSGjdurFWrVmn16tUO29///nd99tlnyszMtMdw8ODBEh82S4upLPv37y9R9v3339ufz+q4znbt2skwDAUEBNhHMvx+69mzp72dJO3Zs+dPz1fZqV0AAFWL9wSO573U9wRlefrpp5Wfn685c+ZIunBdLVq0UGFhYan9alhYmNq0aWM/vlmzZvrb3/6mpUuXKjMzU7feeqvmzJmj/Pz8P33cnj17as6cOdq+fbuSkpKUnp6uVatWSaIvBoCGij7f8bxV1effcMMN8vPz0+bNm8schS5JAwcOlLOzs1asWFHpxwRqI5LoqHfOnTunjz/+WC4uLvbbtAYNGqTCwkK99NJLDm3nzZsni8WigQMH2o+9//775ePjowULFmjZsmXKzs5WZGRkqY/1+/MZhqGXXnpJjRs3Vt++fUtt7+zsrP79++vdd991uNUrOztbK1eu1A033GC/Baq4sztx4sRFr9nb21vdunXT8uXLHdrv2bNHH3/8sQYNGnTRc5QmKSlJN954o/72t7/pjjvucNgeffRRSdKbb74p6cJzfPToUf373/+2H3/mzBktXry43I+3du1a/fe//7Xvf/XVV9q2bZv9/6c6rnPYsGFydnZWXFxciS8ADMPQL7/8Ikm65pprFBAQoPnz55f4P/n9cRX5fwMAVC/eE/yvfWXfE5SlXbt2Gj58uJYtW6asrCw5Oztr+PDhevvtt0v94vmnn36y/1zcxxZzcXFRly5dZBhGmfOd//rrryX66+LRbsVTujRt2lQSfTEANCT0+f9rX9V9vsVi0QsvvKDY2Fjdd999Zbbz9fXV+PHj9fHHH+vFF18sUV9UVKTnn39eP/74Y7keNzMz0/6FB1AbMJ0L6rwPP/zQ/sJ6/PhxrVy5Uvv379cTTzxh74gGDx6sPn36aNq0aTp06JC6du2qjz/+WO+++64eeugh+yjj2bNnKzU1VZs2bVKLFi0UFBSkGTNmKCYmRnfccYdDJ+Tq6qr169dr1KhR6tGjhz788EN98MEH+sc//qHWrVuXGe/s2bO1YcMG3XDDDZo0aZIaNWqkl19+WQUFBXrmmWfs7bp16yZnZ2f985//VG5urqxWq26++WaH0Vu/9+yzz2rgwIEKCQnR2LFj9dtvv+nFF1+Uu7u7Zs6cWeHnddu2bTpw4IDDoim/95e//EXXXHONkpKS9Pjjj2v8+PF66aWXNHLkSO3YsUPe3t5644037B9ky+PKK6/UDTfcoIkTJ6qgoEDz589Xy5Yt9dhjj1XbdbZr106zZ89WdHS0Dh06pKFDh6pFixbKyMjQO++8owkTJuiRRx6Rk5OTFi5cqMGDB6tbt24aPXq0vL299d133yk9Pd1+619wcLAkaerUqRowYICcnZ01YsSICscFAKg43hNcUNV95cU8+uijeuuttzR//nw9/fTTevrpp/Xpp5+qR48eGj9+vLp06aKcnBzt3LlTGzduVE5OjqQLi5XZbDb16tVLXl5e+vbbb/XSSy/p1ltvLXNRsuXLlysxMVH/93//p3bt2unkyZN65ZVX5ObmZv8/adKkibp06aJ//etf6tChgzw9PXXVVVdVy7omAABz0OdfUFN9/pAhQzRkyJCLtnv++ed18OBBTZ06VWvWrNFtt92myy67TJmZmVq9erW+++67cn8+HjlypLZs2eLw5Xlubq49QV+8jspLL70kDw8PeXh4lJm/AKqEAdRRS5cuNSQ5bK6urka3bt2MhQsXGkVFRQ7tT548aURGRho+Pj5G48aNjfbt2xvPPvusvd2OHTuMRo0aGVOmTHE47vz588Zf//pXw8fHx/j1118NwzCMUaNGGc2aNTMOHjxo9O/f32jatKnh5eVlxMbGGoWFhQ7HSzJiY2Mdynbu3GkMGDDAaN68udG0aVOjT58+xpdfflniGl955RWjbdu2hrOzsyHJ+PTTT//0Odm4caPRq1cvo0mTJoabm5sxePBgY+/evQ5tPv30U0OSsXr16j8915QpUwxJxsGDB8tsM3PmTEOS8c033xiGYRiHDx82br/9dqNp06ZGq1atjL///e/G+vXrS8Q+atQow9/f376fkZFhSDKeffZZ4/nnnzd8fX0Nq9Vq3HjjjfZzV/Q6Y2NjDUnGTz/95FBe/HuTkZHhUP72228bN9xwg9GsWTOjWbNmRqdOnYyIiAhj3759Du0+//xzo1+/fkaLFi2MZs2aGUFBQcaLL75orz9//rwxZcoUo3Xr1obFYjF+/zL7x9+FisYIACgd7wlKqsr3BOVp27t3b8PNzc04ceKEYRiGkZ2dbURERBi+vr5G48aNDZvNZvTt29dYvHix/ZiXX37ZCA0NNVq2bGlYrVajXbt2xqOPPmrk5uba2/yxT9y5c6dx9913G35+fobVajXatGlj3Hbbbcb27dsd4vnyyy+N4OBgw8XFxeF5L+57f0+SERERUeKa/P39jVGjRl30uQEA1Bz6/JJqus8vdtNNNxmBgYElys+fP2+8+uqrxo033mi4u7sbjRs3Nvz9/Y3Ro0cbu3btsrcr/r/8+uuvyzz/H/vs4txBadvvcwxAdbAYBqvlABV1//3369///rd9rjVUzqFDhxQQEKBnn31WjzzyiNnhAABQbrwnAACgYaDPBxo25kQHAAAAAAAAAKAMJNEBAAAAAAAAACgDSXQAAAAAAAAAAMrAnOgAAAAAAAAAAJSBkegAAAAAAAAAAJSBJDoAAAAAAAAAAGVoZHYA1a2oqEhHjx5VixYtZLFYzA4HANCAGYahkydPysfHR05OfI9dUfTpAIDagj69cujTAQC1Rbn7dKOeO3LkiCGJjY2NjY2t1mxHjhwxu3usk+jT2djY2Nhq21ab+vQtW7YYt912m+Ht7W1IMt555x2H+rKu4ZlnnrG38ff3L1EfHx/vcJ5vvvnGuOGGGwyr1Wpcfvnlxj//+c8Kx0qfzsbGxsZW27aL9en1fiR6ixYtJElHjhyRm5ubydEAABqyvLw8+fr62vsmVAx9OgCgtqiNffrp06fVtWtXjRkzRsOGDStRf+zYMYf9Dz/8UGPHjtXw4cMdymfNmqXx48fb939/jXl5eerfv7/CwsK0aNEi7d69W2PGjJGHh4cmTJhQ7ljp0wEAtUV5+/R6n0QvvjXMzc2NzhkAUCtw2/KloU8HANQ2talPHzhwoAYOHFhmvc1mc9h/99131adPH7Vt29ahvEWLFiXaFktKStLZs2f12muvycXFRYGBgUpNTdXcuXMrlESnTwcA1DYX69OZvA0AAAAAgAYkOztbH3zwgcaOHVui7umnn1bLli3VvXt3Pfvsszp//ry9LiUlRaGhoXJxcbGXDRgwQPv27dOvv/5aI7EDAGCGej8SHQAAAAAA/M/y5cvVokWLEtO+TJ06Vddcc408PT315ZdfKjo6WseOHdPcuXMlSVlZWQoICHA4xsvLy1532WWXlfp4BQUFKigosO/n5eVV5eUAAFDtSKIDAAAAANCAvPbaawoPD5erq6tDeVRUlP3noKAgubi46IEHHlB8fLysVuslP158fLzi4uIu+XgAAMzGdC4AAAAAADQQn332mfbt26dx48ZdtG2PHj10/vx5HTp0SNKFedWzs7Md2hTvlzWPuiRFR0crNzfXvh05cuTSLwAAABOQRAcAAAAAoIFYsmSJgoOD1bVr14u2TU1NlZOTk9q0aSNJCgkJUXJyss6dO2dvs2HDBnXs2LHMqVwkyWq12hcRZTFRAEBdxHQuMFVhYaHS0tKUk5MjT09PBQUFydnZ2eywAABABdGnA4C5Tp06pQMHDtj3MzIylJqaKk9PT/n5+Um6MBf56tWr9fzzz5c4PiUlRdu2bVOfPn3UokULpaSkKDIyUvfee689QX7PPfcoLi5OY8eO1eOPP649e/ZowYIFmjdvXs1cJADUIadOnVJ8fLyOHj0qHx8fRUdHq3nz5maHhUtEEh2mSU5OVmJiorKysuxlNptNkyZNUmhoqImRAQCAiqBPBwDzbd++XX369LHvF89vPmrUKC1btkyStGrVKhmGobvvvrvE8VarVatWrdLMmTNVUFCggIAARUZGOsyT7u7uro8//lgREREKDg5Wq1atNGPGDE2YMKF6Lw4A6pgHH3xQ3333nX0/IyNDt912mzp16qRFixaZGBkulcUwDMPsIKpTXl6e3N3dlZubyy1jtUhycrJiY2MVEhKi8PBwBQQEKCMjQ0lJSUpJSVFcXBwfugHUO/RJlcPzVzvRpwNoiOiTKofnD0B9VpxAt1gs6tevn+666y699dZb2rBhgwzDIJFey5S3TyKJjhpXWFio8PBwtW3bVrNnz5aT0/+m5i8qKlJMTIwyMjK0YsUKbgMHUK/QJ1UOz1/tQ58OoKGiT6ocnj8A9dWpU6d02223yWKx6MMPP5Srq6u9Lj8/XwMHDpRhGHr//feZ2qWWKG+fxMKiqHFpaWnKyspSeHi4w4dtSXJyclJ4eLiOHTumtLQ0kyIEAADlQZ8OAAAA/E98fLwkqV+/fg4JdElydXVVWFiYQzvUHSTRUeNycnIkSQEBAaXWF5cXtwMAALUTfToAAADwP0ePHpUk3XXXXaXW33nnnQ7tUHeQREeN8/T0lHRhUYXSFJcXtwMAALUTfToAAADwPz4+PpKkt956q9T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"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"n_cols = 3\n",
"n_rows = int(np.ceil(len(features) / n_cols))\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(X.columns):\n",
" sns.boxplot(x=y, y=X[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 of (before tranformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "2eec1d6e",
"metadata": {},
"source": [
"we start by separating explicative features and target, and recode the latter the following way:\n",
"- `1` : sick patient (positive),\n",
"- `0` : healthy patient (negative).\n"
]
},
{
"cell_type": "markdown",
"id": "556f426b",
"metadata": {},
"source": [
"## Logarithmic transformation"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "af21af16",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# List of variables we want to transform\n",
"variables_log = ['Insulin', 'HOMA', 'MCP.1', 'Resistin']\n",
"\n",
"# Comparison between regular and transformed data\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[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(\"Fequency\")\n",
"\n",
" # after log1p transformation\n",
" transformed = np.log1p(X[col])\n",
" axes[1].hist(transformed, bins=30, alpha=0.6, color='steelblue', edgecolor='black')\n",
" axes[1].set_title(f\"{col} after transformation log({col} + 1)\")\n",
" axes[1].set_xlabel(f\"log1p({col})\")\n",
" axes[1].set_ylabel(\"Frequency\")\n",
"\n",
" plt.suptitle(f\"Comparaison between regular and transformed data : {col}\", fontsize=14)\n",
" plt.tight_layout(rect=[0, 0, 1, 0.93])\n",
" plt.show()\n",
"\n",
"# Transformation of X\n",
"X_transformed = X.copy()\n",
"for col in variables_log:\n",
" X_transformed[col + '_log'] = np.log1p(X[col])\n",
"X_transformed = X_transformed.drop(columns=variables_log)\n",
"\n",
"# Update list of features\n",
"features = X_transformed.columns.tolist()\n",
"\n",
"# Create transformed data\n",
"data2 = X_transformed.copy()\n",
"data2['Classification'] = y.values\n",
"\n",
"# Boxplots according to target 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=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 according to class (after transformation)\", fontsize=16)\n",
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
"plt.show()\n",
"\n",
"# Scatter plots jittered according to target 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 classe in [0, 1]:\n",
" values = data2[data2['Classification'] == classe][col]\n",
" jittered_y = np.random.normal(loc=classe, scale=0.02, size=values.shape)\n",
" axes[i].scatter(values, jittered_y, alpha=0.5, label=f\"Class {classe}\")\n",
" axes[i].set_title(f\"{col} (scatter jittered)\")\n",
" axes[i].legend()\n",
"\n",
"for j in range(i + 1, len(axes)):\n",
" fig.delaxes(axes[j])\n",
"\n",
"fig.suptitle(\"Scatter plots (jittered) according to 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": [
"\n",
"### Objective of the transformation\n",
"\n",
"In order to ensure these variables are distributed more symmetrically and to reduce the impact of outliers, we have applied a logarithmic transformation using `log(x+1)`with the function `np.log1p`\n",
"\n",
"### Comparison\n",
"\n",
"We realise that the barplots are less steep and the distributions become more compact, closer to a normal distribution curve. The dataset is now more homogeneous and further standardisation will be more impactful. These graphics are a visual representation of the impact of the logarithmic transformation.\n",
"\n",
"### Updated dataset\n",
"\n",
"We have added the transformed features `Insulin_log`, `HOMA_log`, `MCP.1_log` and `Resistin_log` in favor of the old, less-balanced features.\n",
"\n",
"### Boxplots\n",
"The logarithmic transformation severly reduces the number of outliers.\n",
"\n",
"### Scatter plots jittered\n",
"The scatter plots show the datapoints are well and horizontally separated according to class.\n",
"\n",
"\n",
"### Conclusion\n",
"The logarithmic transformation has reduced the impact of outliers and stabilised the standard deviation by making the distribution more compact and centered around the mean."
]
},
{
"cell_type": "markdown",
"id": "184a592b",
"metadata": {},
"source": [
"## Standardisation (StandardScaler)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6dbb4fee",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['Age', 'BMI', 'Glucose', 'Leptin', 'Adiponectin', 'Insulin_log',\n",
" 'HOMA_log', 'MCP.1_log', 'Resistin_log'],\n",
" dtype='object')\n"
]
}
],
"source": [
"print(X_transformed.columns)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "4b77fbe5",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Age</th>\n",
" <td>1.493059e-16</td>\n",
" <td>1.004338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BMI</th>\n",
" <td>-6.121779e-16</td>\n",
" <td>1.004338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Glucose</th>\n",
" <td>1.990745e-16</td>\n",
" <td>1.004338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Leptin</th>\n",
" <td>1.339924e-16</td>\n",
" <td>1.004338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Adiponectin</th>\n",
" <td>2.201304e-17</td>\n",
" <td>1.004338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Insulin_log</th>\n",
" <td>-2.277871e-16</td>\n",
" <td>1.004338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HOMA_log</th>\n",
" <td>-1.378208e-16</td>\n",
" <td>1.004338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MCP.1_log</th>\n",
" <td>-6.661338e-16</td>\n",
" <td>1.004338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Resistin_log</th>\n",
" <td>3.292386e-16</td>\n",
" <td>1.004338</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean std\n",
"Age 1.493059e-16 1.004338\n",
"BMI -6.121779e-16 1.004338\n",
"Glucose 1.990745e-16 1.004338\n",
"Leptin 1.339924e-16 1.004338\n",
"Adiponectin 2.201304e-17 1.004338\n",
"Insulin_log -2.277871e-16 1.004338\n",
"HOMA_log -1.378208e-16 1.004338\n",
"MCP.1_log -6.661338e-16 1.004338\n",
"Resistin_log 3.292386e-16 1.004338"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"# Initialisation du scaler\n",
"scaler = StandardScaler()\n",
"\n",
"# Entraînement du scaler sur le jeu transformé\n",
"X_scaled = scaler.fit_transform(X_transformed)\n",
"X_scaled = pd.DataFrame(X_scaled, columns=X_transformed.columns, index=X_transformed.index)\n",
"X_scaled.describe().T[['mean', 'std']]"
]
},
{
"cell_type": "markdown",
"id": "3e525eb2",
"metadata": {},
"source": [
"### Objectif\n",
"\n",
"We want to center the variables around 0 and get their variance around 1 in order to approximate a gaussian distribution."
]
},
{
"cell_type": "markdown",
"id": "0dc8763f",
"metadata": {},
"source": [
"## Why use a Gaussian Naive Bayes?"
]
},
{
"cell_type": "markdown",
"id": "26514e2a",
"metadata": {},
"source": [
"The data of the features is continuous and non-binary. As such, we use a GaussianNB, the performance will nevertheless suffer as the features aren't all Normal distributed and the dimension is rather small, we cannot suppose normal distribution through size."
]
},
{
"cell_type": "markdown",
"id": "71cc45b2",
"metadata": {},
"source": [
"## Cross-Validation"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "cff7e03a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cross-validation (10 folds)\n",
"Average F1-score : 0.620 ± 0.217\n",
"Average accuracy : 0.655 ± 0.167\n",
"Average recall : 0.571 ± 0.262\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",
"from sklearn.naive_bayes import GaussianNB\n",
"\n",
"general_classifier = GaussianNB()\n",
"general_classifier.fit(X_scaled, y)\n",
"# 10 fold corss-validation on the entire (transformed dataset)\n",
"f1_scores = cross_val_score(general_classifier, X_scaled, y, cv=10, scoring='f1')\n",
"acc_scores = cross_val_score(general_classifier, X_scaled, y, cv=10, scoring='accuracy')\n",
"recall_scores = cross_val_score(general_classifier, X_scaled, y, cv=10, scoring=\"recall\")\n",
"\n",
"# Report\n",
"print(\"Cross-validation (10 folds)\")\n",
"print(f\"Average F1-score : {f1_scores.mean():.3f} ± {f1_scores.std():.3f}\")\n",
"print(f\"Average accuracy : {acc_scores.mean():.3f} ± {acc_scores.std():.3f}\")\n",
"print(f\"Average recall : {recall_scores.mean():.3f} ± {recall_scores.std():.3f}\")\n",
"\n",
"# Visualisation des scores par fold\n",
"folds = range(1, len(f1_scores) + 1)\n",
"plt.figure(figsize=(8, 5))\n",
"plt.plot(folds, f1_scores, marker='o', label='F1-score')\n",
"plt.plot(folds, acc_scores, marker='s', label='Accuracy')\n",
"plt.plot(folds, recall_scores, marker=\"v\", 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": "94d0dd72",
"metadata": {},
"source": [
"### Analysis\n",
"\n",
"The high standard deviations shows a certain sensibilty to the folds, that is probably due to the small sample size. This high disparity between the folds also shows on the graph."
]
},
{
"cell_type": "markdown",
"id": "5fd9b3f0",
"metadata": {},
"source": [
"## Final evaluation on the dataset"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "d58417ad",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train : (81, 9) (81,)\n",
"Test : (35, 9) (35,)\n"
]
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"# Stratified split to conserve the distribution of the variables\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X_scaled, y,\n",
" test_size=0.3,\n",
" random_state=42,\n",
" stratify=y)\n",
"\n",
"print(\"Train :\", X_train.shape, y_train.shape)\n",
"print(\"Test :\", X_test.shape, y_test.shape)\n"
]
},
{
"cell_type": "markdown",
"id": "a53cc076",
"metadata": {},
"source": [
"A stratified split help preserve the original proportion of healthy and sick patients in train and test sample (to ensure the model isn't trained with an overbearing class)\n",
"The sets have the following size:\n",
"- **Training set** : 81 observations\n",
"- **Test set** : 24 observations\n",
"\n",
"This is a standard 70/30 split"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d26b8326",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy : 0.714\n",
"F1-score : 0.688\n",
"Recall : 0.579\n",
"\n",
"Classification Report :\n",
" precision recall f1-score support\n",
"\n",
" 0 0.64 0.88 0.74 16\n",
" 1 0.85 0.58 0.69 19\n",
"\n",
" accuracy 0.71 35\n",
" macro avg 0.74 0.73 0.71 35\n",
"weighted avg 0.75 0.71 0.71 35\n",
"\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.naive_bayes import GaussianNB\n",
"from sklearn.metrics import accuracy_score, f1_score, recall_score, classification_report, confusion_matrix\n",
"\n",
"#Initialize and train a Naive Bayes classifier\n",
"nb_classifier = GaussianNB()\n",
"nb_classifier.fit(X_train, y_train)\n",
"\n",
"# Make predictions on the test set\n",
"y_pred = nb_classifier.predict(X_test)\n",
"\n",
"\n",
"# Accuracy\n",
"accuracy = accuracy_score(y_test, y_pred)\n",
"print(f\"Accuracy : {accuracy:.3f}\")\n",
"\n",
"# F1-score\n",
"f1 = f1_score(y_test, y_pred)\n",
"print(f\"F1-score : {f1:.3f}\")\n",
"\n",
"# Recall\n",
"rec = recall_score(y_test, y_pred)\n",
"print(f\"Recall : {rec:.3f}\")\n",
"\n",
"# Complete report\n",
"print(\"\\nClassification Report :\")\n",
"print(classification_report(y_test, y_pred))\n",
"\n",
"## Confusion matrix\n",
"conf = sns.heatmap(confusion_matrix(y_true=y_test, y_pred=y_pred), annot=True, cmap=\"Blues\", xticklabels=[\"Negatives\", \"Positives\"], yticklabels=[\"Negatives\", \"Positives\"])\n",
"conf.set_xlabel(\"Test data\")\n",
"conf.set_ylabel(\"Predictions\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "0d666c0d",
"metadata": {},
"source": [
"We want to maximise the recall, even if it might compromise the accuracy: it is more important to find every sick patient than every healthy one. In our case, the model has a strong tendency to mark patients as sick. This way, we ensure that 11 of the 13 sick patients (84.6%)are indeed marked as sick"
]
},
{
"cell_type": "markdown",
"id": "a1595de0",
"metadata": {},
"source": [
"## ROC and AUC"
]
},
{
"cell_type": "markdown",
"id": "b70ca49b",
"metadata": {},
"source": [
"We get the follow ROC curve:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "4845ebda",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Courbe ROC et AUC\n",
"from sklearn.metrics import roc_curve, auc\n",
"\n",
"fpr, tpr, thresholds = roc_curve(y_test, y_pred)\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\")\n",
"plt.xlabel(\"Rate of FP\")\n",
"plt.ylabel(\"Rate of TP\")\n",
"plt.grid(True)\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0ad43508",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}