mirror of
https://github.com/ArthurDanjou/breast-cancer-detection.git
synced 2026-01-14 15:54:14 +01:00
826 lines
940 KiB
Plaintext
826 lines
940 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "8797cb42",
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"metadata": {},
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"source": [
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"## First view of the data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "391c54d2",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"(116, 10)\n",
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" Age BMI Glucose Insulin HOMA Leptin Adiponectin Resistin \\\n",
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"0 48 23.500000 70 2.707 0.467409 8.8071 9.702400 7.99585 \n",
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"1 83 20.690495 92 3.115 0.706897 8.8438 5.429285 4.06405 \n",
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"2 82 23.124670 91 4.498 1.009651 17.9393 22.432040 9.27715 \n",
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"3 68 21.367521 77 3.226 0.612725 9.8827 7.169560 12.76600 \n",
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"4 86 21.111111 92 3.549 0.805386 6.6994 4.819240 10.57635 \n",
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"\n",
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" MCP.1 Classification \n",
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"0 417.114 1 \n",
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"1 468.786 1 \n",
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"2 554.697 1 \n",
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"3 928.220 1 \n",
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"4 773.920 1 \n",
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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 116 entries, 0 to 115\n",
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"Data columns (total 10 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 Age 116 non-null int64 \n",
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" 1 BMI 116 non-null float64\n",
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" 2 Glucose 116 non-null int64 \n",
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" 3 Insulin 116 non-null float64\n",
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" 4 HOMA 116 non-null float64\n",
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" 5 Leptin 116 non-null float64\n",
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" 6 Adiponectin 116 non-null float64\n",
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" 7 Resistin 116 non-null float64\n",
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" 8 MCP.1 116 non-null float64\n",
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" 9 Classification 116 non-null int64 \n",
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"dtypes: float64(7), int64(3)\n",
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"memory usage: 9.2 KB\n",
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"The features are : ['Age', 'BMI', 'Glucose', 'Insulin', 'HOMA', 'Leptin', 'Adiponectin', 'Resistin', 'MCP.1']\n"
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]
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},
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{
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"data": {
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"image/png": 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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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|
|
"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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",
|
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"text/plain": [
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"<Figure size 1200x400 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x400 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
|
{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x400 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
|
{
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"data": {
|
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"image/png": 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|
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"text/plain": [
|
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"<Figure size 1500x1200 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"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",
|
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"\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": {
|
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"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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1a5eio6OtKhEAABTCK4LEe++9p7CwMN1yyy2u24LfeuutCgsL03vvvSdJCg4O1uuvv25xpQAAFB9rJDysSpUqWrVqlX788Uft27dPklSvXj3Vq1fPtU3Lli2tKg8AgBLx0gxgCq8IEpfVqlVLNptNtWvXlp+fV5UGAAAK4RVTG1lZWXryyScVGBiohg0b6vDhw5KkQYMGady4cRZXBwBAyfjy1IZXBImkpCTt2LFDa9asUUBAgGs8NjZW8+bNs7AyAABKjpt2ediiRYs0b9483XnnnfkSV8OGDfWf//zHwsoAAMDVeEWQOHnypCpVqlRg/Pz5817bygEAoKh8+c8yr5jauPXWW7V06VLX88u/8H/961+66667rCoLAABTMLXhYWPHjlV8fLx2796tnJwcTZ48Wbt379b69ev19ddfW10eAAC4Aq/oSNx9993avn27cnJy1KhRI61cuVKVKlXShg0bdMstt1hdHgAAJWLVWRtr165V27ZtFRERIZvNpkWLFuV73TAMvfTSS6pataocDodiY2O1f//+Yh3DKzoSklS7dm3NmDHD6jIAADCdVdMS58+f10033aQ+ffqoQ4cOBV6fMGGCpkyZotmzZys6OlojR45UXFycdu/ene8syquxNEiUKlXqTxOWzWYr9IZeAABcL6xabBkfH6/4+PhCXzMMQ5MmTdKLL76odu3aSZLmzJmjypUra9GiRercuXORjmFpkFi4cOEVX9uwYYOmTJmivLy8a1gRAADey+l0yul05hu7fI+q4kpLS9Px48cVGxvrGgsJCdEdd9yhDRs2XB9B4nIC+r29e/dqxIgR+uyzz9StWzeNGTPGgsoAADCPWQ2JlJQUJScn5xsbNWqURo8eXex9HT9+XJJUuXLlfOOVK1d2vVYUXrNG4tixYxo1apRmz56tuLg4bd++XTfeeKPVZQEAUGJmTW0kJSUpMTEx35g73QgzWX7WRkZGhl544QXFxMTohx9+0OrVq/XZZ58RIgAA+AO73a5y5crle7gbJKpUqSJJ+u9//5tv/L///a/rtaKwNEhMmDBBtWrV0pIlS/Thhx9q/fr1uueee6wsCQAA03njBamio6NVpUoVrV692jV27tw5fffdd8W6GKSlUxsjRoyQw+FQTEyMZs+erdmzZxe63SeffHKNKwMAwDxWnbWRmZmpAwcOuJ6npaVp+/btCgsLU40aNfTcc8/plVdeUZ06dVynf0ZERKh9+/ZFPoalQaJHjx4+ff1xAACstHnzZrVs2dL1/PL6ip49e2rWrFkaPny4zp8/r4SEBJ09e1Z33323li9fXuRrSEiSzTAMw/TKLeZoMtDqEgCvdGbTW1aXAHidgGvwV+q7X/vGlP2sG+p90/9ec9YGAAC+ype775aftQEAAK5fdCQAAPAwX+5IECQAAPAwH84RBAkAADzNlzsSrJEAAABuoyMBAICH+XBDgiABAICnMbUBAABQCDoSAAB4mA83JAgSAAB4WikfThJMbQAAALfRkQAAwMN8uCFBkAAAwNN8+awNggQAAB5WyndzBGskAACA++hIAADgYUxtAAAAt/lwjmBqAwAAuI+OBAAAHmaT77YkCBIAAHgYZ20AAAAUgo4EAAAexlkbAADAbT6cI5jaAAAA7qMjAQCAh/nybcSLHSRyc3M1ceJEzZ8/X4cPH9alS5fyvX769GnTigMAwBf4cI4o/tRGcnKy3njjDT3++OPKyMhQYmKiOnTooFKlSmn06NEeKBEAgOubzWYz5eGNih0kUlNTNWPGDD3//PPy8/NTly5d9K9//UsvvfSSNm7c6IkaAQCAlyp2kDh+/LgaNWokSQoODlZGRoYkqU2bNlq6dKm51QEA4ANsNnMe3qjYQaJ69epKT0+XJNWuXVsrV66UJG3atEl2u93c6gAA8AGlbDZTHt6o2EHi0Ucf1erVqyVJgwYN0siRI1WnTh316NFDffr0Mb1AAADgvYp91sa4ceNcPz/++OOqWbOm1q9frzp16qht27amFgcAgC/wzl6COYodJNauXatmzZrJz++3t95555268847lZOTo7Vr16pFixamFwkAwPXMW8+4MEOxpzZatmxZ6LUiMjIy1LJlS1OKAgAA14didyQMwyg0WZ06dUpBQUGmFAUAgC/x5duIFzlIdOjQQdJv7ZlevXrlO0MjNzdXO3fuVLNmzcyvEACA65wvT20UOUiEhIRI+q0jUbZsWTkcDtdr/v7+uvPOO9W3b1/zKwQAAF6ryEFi5syZkqSoqCgNHTqUaQwAAIrIhxsSxV8jMWrUKE/UAQCAz2Jq4w8+/vjjK979c+vWraYUBgCAr/DlxZbFPv1zypQp6t27typXrqxt27bp9ttvV3h4uA4ePKj4+HhP1AgAALxUsYPE22+/rXfffVdvvvmm/P39NXz4cK1atUqDBw923cALAAD8H24j/juHDx92nebpcDj066+/SpK6d++uDz/80NzqAADwATaTHt6o2EGiSpUqritb1qhRQxs3bpQkpaWlyTAMc6sDAABerdhB4v7779fixYslSb1799aQIUPUqlUrPf7443r00UdNLxAAgOudL99GvNhnbbz77rvKy8uTJA0YMEDh4eFav369HnnkET399NOmFwgAwPXOSzOAKYodJEqVKqVSpf6vkdG5c2d17tzZ1KIAAMD1oUhBYufOnUXeYePGjd0uBgAAX+StZ1yYoUhB4uabb5bNZrvinT9/Lzc315TCAADwFT6cI4q22DItLU0HDx5UWlqaFixYoOjoaL399tvatm2btm3bprffflu1a9fWggULPF0vAADwIkXqSNSsWdP182OPPaYpU6aodevWrrHGjRsrMjJSI0eOVPv27U0vEgCA65kVZ1zk5uZq9OjR+uCDD3T8+HFFRESoV69eevHFF02dain2Ystdu3YpOjq6wHh0dLR2795tSlEAAPgSK6Y2xo8fr2nTpmn27Nlq2LChNm/erN69eyskJESDBw827TjFvo5E/fr1lZKSku9mXZcuXVJKSorq169vWmEAAPgKKy6RvX79erVr104PP/ywoqKi9Le//U0PPvigvv/+e1M/W7E7EtOnT1fbtm1VvXp11xkaO3fulM1m02effWZqcQAA4P84nU45nc58Y3a7XXa7vcC2zZo107vvvqt9+/apbt262rFjh9atW6c33njD1JpshhvXtT5//rxSU1P1448/SvqtS9G1a1cFBQWZWpy7BizcY3UJgFdatvag1SUAXidt4sMeP8Ygk/5cCt8xT8nJyfnGRo0apdGjRxfYNi8vT3//+981YcIElS5dWrm5uXr11VeVlJRkSi2XFbsjIUlBQUFKSEgwtRAAAHyVWYsbk5KSlJiYmG+ssG6EJM2fP1+pqamaO3euGjZsqO3bt+u5555TRESEevbsaUo9kptBAgAAXHtXmsYozLBhwzRixAjX1acbNWqkQ4cOKSUlhSABAMD1pJQFZ21kZWXlu6WFJJUuXdp1vyyzECQAAPAwK4JE27Zt9eqrr6pGjRpq2LChtm3bpjfeeEN9+vQx9TgECQAAfNCbb76pkSNH6plnntGJEycUERGhp59+Wi+99JKpxyl2kKhVq5Y2bdqk8PDwfONnz55V06ZNdfAgq8IBAPg9K27aVbZsWU2aNEmTJk3y6HGKHSR++umnQm/M5XQ6dfToUVOKAgDAl1gxtXGtFDlILF682PXzihUrFBIS4nqem5ur1atXKyoqytTiAACAdytykLh8My6bzVbgtJEyZcooKipKr7/+uqnFAQDgC3z5NuJFDhKXTxeJjo7Wpk2bVKFCBY8VBQCAL7Hi7p/XSrHXSKSlpRUYO3v2rEJDQ82oBwAAn1PsO2ReR4r92caPH6958+a5nj/22GMKCwtTtWrVtGPHDlOLAwAA3q3YQWL69OmKjIyUJK1atUpffPGFli9frvj4eA0bNsz0AgEAuN7ZbOY8vFGxpzaOHz/uChJLlixRp06d9OCDDyoqKkp33HGH6QUCAHC98+U1EsXuSJQvX15HjhyRJC1fvlyxsbGSJMMwCr2+BAAA8F3F7kh06NBBXbt2VZ06dXTq1CnFx8dLkrZt26aYmBjTCwQA4Hrnww2J4geJiRMnKioqSkeOHNGECRMUHBwsSUpPT9czzzxjeoEAAFzvuLLl75QpU0ZDhw4tMD5kyBBTCgIAANcPt05tff/993X33XcrIiJChw4dkiRNmjRJn376qanFAQDgC0rZbKY8vFGxg8S0adOUmJio+Ph4nT171rXAMjQ01ON3GAMA4Hrky6d/FjtIvPnmm5oxY4b+8Y9/qHTp0q7xW2+9Vbt27TK1OAAA4N3cukR2kyZNCozb7XadP3/elKIAAPAlvrzYstgdiejoaG3fvr3A+PLly1W/fn0zagIAwKfYTPrHGxW5IzFmzBgNHTpUiYmJGjBggC5evCjDMPT999/rww8/VEpKiv71r395slYAAK5LvtyRKHKQSE5OVr9+/fTUU0/J4XDoxRdfVFZWlrp27aqIiAhNnjxZnTt39mStAADAyxQ5SBiG4fq5W7du6tatm7KyspSZmalKlSp5pDgAAHwBHYn/ZfvDuSeBgYEKDAw0tSAAAHzNH//89CXFChJ169b901/G6dOnS1QQAAC4fhQrSCQnJyskJMRTtQAA4JOY2vhfnTt3Zj0EAADF5MMzG0W/joQvz+8AAAD3uHXWBgAAKDpvveGWGYocJPLy8jxZBwAAPsuX10i4dRtxAAAAyY2bdgEAgOLx4ZkNggQAAJ5WyktvuGUGggQAAB7myx0J1kgAAAC30ZEAAMDDfPmsDYIEAAAe5svXkWBqAwAAuI2OBAAAHubDDQmCBAAAnsbUBgAAQCHoSAAA4GE+3JAgSAAA4Gm+3P735c8GAAA8jI4EAAAeZvPhuQ2CBAAAHua7MYIgAQCAx3H6JwAAQCHoSAAA4GG+248gSAAA4HE+PLPB1AYAAHAfHQkAADyM0z8BAIDbfLn978ufDQCAv7SjR4/qiSeeUHh4uBwOhxo1aqTNmzebegw6EgAAeJgVUxtnzpxR8+bN1bJlS33++eeqWLGi9u/fr/Lly5t6HIIEAAAeZsUKifHjxysyMlIzZ850jUVHR5t+HKY2AADwQYsXL9att96qxx57TJUqVVKTJk00Y8YM049DkAAAwMNsNpspD6fTqXPnzuV7OJ3OQo958OBBTZs2TXXq1NGKFSvUv39/DR48WLNnzzb1sxEkAADwsFImPVJSUhQSEpLvkZKSUugx8/Ly1LRpU40dO1ZNmjRRQkKC+vbtq+nTp5v62VgjAQCAh5m12DIpKUmJiYn5xux2e6HbVq1aVQ0aNMg3Vr9+fS1YsMCUWi4jSAAAcJ2w2+1XDA5/1Lx5c+3duzff2L59+1SzZk1Ta2JqAwAAD7OZ9CiOIUOGaOPGjRo7dqwOHDiguXPn6t1339WAAQPM+EguXhEkZs+eraVLl7qeDx8+XKGhoWrWrJkOHTpkYWUAAJSczWbOozhuu+02LVy4UB9++KFuvPFGvfzyy5o0aZK6detm6mfziiAxduxYORwOSdKGDRs0depUTZgwQRUqVNCQIUMsrg4AgOtTmzZttGvXLl28eFF79uxR3759TT+GV6yROHLkiGJiYiRJixYtUseOHZWQkKDmzZvrvvvus7Y4AABKqJQll6S6NryiIxEcHKxTp05JklauXKlWrVpJkgICAnThwgUrSwMAoMSsmNq4VryiI9GqVSs99dRTatKkifbt26fWrVtLkn744QdFRUVZWxwAALgir+hITJ06VXfddZdOnjypBQsWKDw8XJK0ZcsWdenSxeLqAAAoGZtJ/3gjr+hIhIaG6q233iownpycbEE1AACYy1unJczgFR0JSfrmm2/0xBNPqFmzZjp69Kgk6f3339e6dessrgwAAFyJVwSJBQsWKC4uTg6HQ1u3bnXdgCQjI0Njx461uDoAAEqmlGymPLyRVwSJV155RdOnT9eMGTNUpkwZ13jz5s21detWCysDAKDkOGvDw/bu3asWLVoUGA8JCdHZs2evfUEAAJjIW0OAGbyiI1GlShUdOHCgwPi6detUq1YtCyoCAABF4RVBom/fvnr22Wf13XffyWaz6dixY0pNTdXQoUPVv39/q8sDAKBEOP3Tw0aMGKG8vDw98MADysrKUosWLWS32zV06FANGjTI6vIAACiRUt6ZAUzhFUHCZrPpH//4h4YNG6YDBw4oMzNTDRo0UHBwsNWlAQCAq/CKIPHBBx+oQ4cOCgwMVIMGDawuBwAAU3nrtIQZvGKNxJAhQ1SpUiV17dpVy5YtU25urtUlAQBgGl8+/dMrgkR6ero++ugj2Ww2derUSVWrVtWAAQO0fv16q0sDAABX4RVBws/PT23atFFqaqpOnDihiRMn6qefflLLli1Vu3Ztq8sDAKBEOGvjGgoMDFRcXJzOnDmjQ4cOac+ePVaXBABAifjyWRte0ZGQpKysLKWmpqp169aqVq2aJk2apEcffVQ//PCD1aUBAIAr8IqOROfOnbVkyRIFBgaqU6dOGjlypO666y6ry4KbbJIerl9Rt0WWU7kAP2VcyNHGwxlavvcXq0sDrqnba4Up4f5aurF6iCqHBCjhvc1a9f/+63o9rlEVdWteQzdWD1H5IH+1/uc32nPsnIUVw1O8dVrCDF4RJEqXLq358+crLi5OpUuXtroclNCDdcN1T3So5mxJV/qvTtUMDdATTavqYnau1hw8Y3V5wDXj8C+tPUfPaf53R/ROn1sLvB5oL61NB09r6bZ0jevc2IIKca146xkXZvCKIJGammp1CTBRdLhDO9Mz9cN/MyVJp7OydUv1cqpZ3iGJIIG/jq9/PKmvfzx5xdcXbj4qSapW3nGtSoJFfDhHWBckpkyZooSEBAUEBGjKlClX3Xbw4MHXqCqYIe3UBTWPClWlYH+dyLykauXsqh0eqE92/ffP3wwAuK5YFiQmTpyobt26KSAgQBMnTrzidjab7apBwul0yul05hvLzb6k0mX8TasVxbNy3ykFlCmlkbG1ZBi/tfQ+231Sm35m7hfAX1MpH57bsCxIpKWlFfpzcaWkpCg5OTnf2K2dntHtnQe6vU+UTNNq5XRb9RDN2nRM6b86VT3Ero6NKyvjYo6+O5xhdXkAcM35bozwktM/x4wZo6ysrALjFy5c0JgxY6763qSkJGVkZOR73NIxwVOloggevbGSVu47pS1Hz+nYOae+P3JOXx04rQfrhltdGgDAZF4RJJKTk5WZmVlgPCsrq0C34Y/sdrvKlSuX78G0hrXK+NlkyMg3lmf49qplALgqm0kPL+QVZ20YhiFbIX/K7NixQ2FhYRZUhJL4f+mZiqtXQaezcpT+q1ORIQG6PyZMGw6dtbo04JoK9C+tmhWCXM8jwwNVP6KcMrIu6djZiwoJLKOIUIcqh9glSbUq/bbtyV+d+uVXZ6H7xPWJ60h4SPny5WWz2WSz2VS3bt18YSI3N1eZmZnq16+fhRXCHfN3/ldt6ldU55urKNheWhkXcrQu7aw+v8ppcIAvahQZoo8G/t/F9Ua2byBJ+vj7Ixr24U7FNqys17re5Hr9rZ5NJUmTlu/T5BX7r22xgJtshmEYf76ZZ8yePVuGYahPnz6aNGmSQkJCXK/5+/srKirKrStcDljI/TmAwixbe9DqEgCvkzbxYY8f4/uD5iw0v71WyJ9vdI1Z2pHo2bOnJCk6OlrNmjVTmTJlrCwHAACP8N2JDQuDxLlz51SuXDlJUpMmTXThwgVduHCh0G0vbwcAALyLZUGifPnySk9PV6VKlRQaGlroYsvLizBzc3MtqBAAAJP4cEvCsiDx5Zdfus7I+Oqrr6wqAwAAj+OsDQ+49957C/0ZAABf48vX0fGKC1ItX75c69atcz2fOnWqbr75ZnXt2lVnznC3SAAAvJVXBIlhw4bp3Lnfbui0a9cuJSYmqnXr1kpLS1NiYqLF1QEAUDI+fGFL77iyZVpamho0+O1CLQsWLFDbtm01duxYbd26Va1bt7a4OgAASshbU4AJvKIj4e/v77pp1xdffKEHH3xQkhQWFubqVAAAAO/jFR2Ju+++W4mJiWrevLm+//57zZs3T5K0b98+Va9e3eLqAAAoGV8+a8MrOhJvvfWW/Pz89PHHH2vatGmqVq2aJOnzzz/XQw89ZHF1AACUjM1mzsMbeUVHokaNGlqyZEmB8YkTJ1pQDQAAKCqvCBLSb3f7XLRokfbs+e2GWw0bNtQjjzyi0qVLW1wZAAAl46XNBFN4RZA4cOCAWrduraNHj6pevXqSpJSUFEVGRmrp0qWqXbu2xRUCAFACPpwkvGKNxODBg1W7dm0dOXJEW7du1datW3X48GFFR0dr8ODBVpcHAACuwCs6El9//bU2btzouveGJIWHh2vcuHFq3ry5hZUBAFByvnzWhlcECbvdrl9//bXAeGZmpvz9/S2oCAAA83jrGRdm8IqpjTZt2ighIUHfffedDMOQYRjauHGj+vXrp0ceecTq8gAAKBFfvkS2VwSJKVOmKCYmRs2aNVNAQIACAgLUvHlzxcTEaPLkyVaXBwAArsDSqY28vDz985//1OLFi3Xp0iW1b99ePXv2lM1mU/369RUTE2NleQAAmMNb2wkmsDRIvPrqqxo9erRiY2PlcDi0bNkyhYSE6N///reVZQEAYCpfXmxp6dTGnDlz9Pbbb2vFihVatGiRPvvsM6WmpiovL8/KsgAA8Dnjxo2TzWbTc889Z+p+LQ0Shw8fzneb8NjYWNlsNh07dszCqgAAMJfV99rYtGmT3nnnHTVu3Ni8D/W/LA0SOTk5CggIyDdWpkwZZWdnW1QRAADms/KsjczMTHXr1k0zZsxQ+fLlS/IxCmXpGgnDMNSrVy/Z7XbX2MWLF9WvXz8FBQW5xj755BMrygMAwKs4nU45nc58Y3a7Pd+fo380YMAAPfzww4qNjdUrr7xiek2WBomePXsWGHviiScsqAQAAA8yaa1lSkqKkpOT842NGjVKo0ePLnT7jz76SFu3btWmTZvMKaAQlgaJmTNnWnl4AACuCbPO2khKSlJiYmK+sSt1I44cOaJnn31Wq1atKrCMwExecYlsAADw5/5sGuP3tmzZohMnTqhp06ausdzcXK1du1ZvvfWWnE6nSpcuXeKaCBIAAHiYFffaeOCBB7Rr1658Y71799YNN9ygF154wZQQIREkAADwOCsuR1W2bFndeOON+caCgoIUHh5eYLwkCBIAAHia717YkiABAMBfxZo1a0zfJ0ECAAAP8+V7bRAkAADwMCsWW14rll4iGwAAXN/oSAAA4GE+3JAgSAAA4HE+nCSY2gAAAG6jIwEAgIdx1gYAAHAbZ20AAAAUgo4EAAAe5sMNCYIEAAAe58NJgiABAICH+fJiS9ZIAAAAt9GRAADAw3z5rA2CBAAAHubDOYKpDQAA4D46EgAAeBhTGwAAoAR8N0kwtQEAANxGRwIAAA9jagMAALjNh3MEUxsAAMB9dCQAAPAwpjYAAIDbfPleGwQJAAA8zXdzBGskAACA++hIAADgYT7ckCBIAADgab682JKpDQAA4DY6EgAAeBhnbQAAAPf5bo5gagMAALiPjgQAAB7mww0JggQAAJ7GWRsAAACFoCMBAICHcdYGAABwG1MbAAAAhSBIAAAAtzG1AQCAh/ny1AZBAgAAD/PlxZZMbQAAALfRkQAAwMOY2gAAAG7z4RzB1AYAAHAfHQkAADzNh1sSBAkAADyMszYAAAAKQUcCAAAP46wNAADgNh/OEQQJAAA8zoeTBGskAADwQSkpKbrttttUtmxZVapUSe3bt9fevXtNPw5BAgAAD7OZ9E9xfP311xowYIA2btyoVatWKTs7Ww8++KDOnz9v6mdjagMAAA+zYrHl8uXL8z2fNWuWKlWqpC1btqhFixamHYcgAQDAdcLpdMrpdOYbs9vtstvtf/rejIwMSVJYWJipNdkMwzBM3SPwv5xOp1JSUpSUlFSk/8iBvwq+G3DX6NGjlZycnG9s1KhRGj169FXfl5eXp0ceeURnz57VunXrTK2JIAGPOXfunEJCQpSRkaFy5cpZXQ7gNfhuwF3udiT69++vzz//XOvWrVP16tVNrYmpDQAArhNFncb4vYEDB2rJkiVau3at6SFCIkgAAOCTDMPQoEGDtHDhQq1Zs0bR0dEeOQ5BAgAAHzRgwADNnTtXn376qcqWLavjx49LkkJCQuRwOEw7DteRgMfY7XaNGjWKxWTAH/DdwLUwbdo0ZWRk6L777lPVqlVdj3nz5pl6HBZbAgAAt9GRAAAAbiNIAAAAtxEkAACA2wgSsFRUVJQmTZpkdRmAR6xZs0Y2m01nz5696nZ8D3A9I0j4sF69eslms2ncuHH5xhctWiTbNb6DzKxZsxQaGlpgfNOmTUpISLimtQB/dPm7YrPZ5O/vr5iYGI0ZM0Y5OTkl2m+zZs2Unp6ukJAQSXwP4JsIEj4uICBA48eP15kzZ6wupVAVK1ZUYGCg1WUAeuihh5Senq79+/fr+eef1+jRo/XPf/6zRPv09/dXlSpV/jS48z3A9Ywg4eNiY2NVpUoVpaSkXHGbdevW6Z577pHD4VBkZKQGDx6c73716enpevjhh+VwOBQdHa25c+cWaMW+8cYbatSokYKCghQZGalnnnlGmZmZkn5r7/bu3VsZGRmuv/VdvsHM7/fTtWtXPf744/lqy87OVoUKFTRnzhxJv914JiUlRdHR0XI4HLrpppv08ccfu7Y/c+aMunXrpooVK8rhcKhOnTqaOXNmSX6F+Iuw2+2qUqWKatasqf79+ys2NlaLFy/WmTNn1KNHD5UvX16BgYGKj4/X/v37Xe87dOiQ2rZtq/LlyysoKEgNGzbUsmXLJOWf2uB7AF9FkPBxpUuX1tixY/Xmm2/q559/LvD6f/7zHz300EPq2LGjdu7cqXnz5mndunUaOHCga5sePXro2LFjWrNmjRYsWKB3331XJ06cyLefUqVKacqUKfrhhx80e/Zsffnllxo+fLik39q7kyZNUrly5ZSenq709HQNHTq0QC3dunXTZ5995gogkrRixQplZWXp0UcflSSlpKRozpw5mj59un744QcNGTJETzzxhL7++mtJ0siRI7V79259/vnn2rNnj6ZNm6YKFSqU/BeJvxyHw6FLly6pV69e2rx5sxYvXqwNGzbIMAy1bt1a2dnZkn67eqDT6dTatWu1a9cujR8/XsHBwQX2x/cAPsuAz+rZs6fRrl07wzAM48477zT69OljGIZhLFy40Lj8r/7JJ580EhIS8r3vm2++MUqVKmVcuHDB2LNnjyHJ2LRpk+v1/fv3G5KMiRMnXvHY//M//2OEh4e7ns+cOdMICQkpsF3NmjVd+8nOzjYqVKhgzJkzx/V6ly5djMcff9wwDMO4ePGiERgYaKxfvz7fPp588kmjS5cuhmEYRtu2bY3evXtf5bcCFPT770peXp6xatUqw263G+3btzckGd9++61r219++cVwOBzG/PnzDcMwjEaNGhmjR48udL9fffWVIck4c+aMYRh8D+CbuNfGX8T48eN1//33F/gb0I4dO7Rz506lpqa6xgzDUF5entLS0rRv3z75+fmpadOmrtdjYmJUvnz5fPv54osvlJKSoh9//FHnzp1TTk6OLl68qKysrCLP/fr5+alTp05KTU1V9+7ddf78eX366af66KOPJEkHDhxQVlaWWrVqle99ly5dUpMmTST9dqvcjh07auvWrXrwwQfVvn17NWvWrOi/KPxlLVmyRMHBwcrOzlZeXp66du2qDh06aMmSJbrjjjtc24WHh6tevXras2ePJGnw4MHq37+/Vq5cqdjYWHXs2FGNGzd2uw6+B7jeMLXxF9GiRQvFxcUpKSkp33hmZqaefvppbd++3fXYsWOH9u/fr9q1axdp3z/99JPatGmjxo0ba8GCBdqyZYumTp0q6bf/uRVHt27dtHr1ap04cUKLFi2Sw+HQQw895KpVkpYuXZqv3t27d7vmh+Pj43Xo0CENGTJEx44d0wMPPFBo+xj4o5YtW2r79u3av3+/Lly4oNmzZxfp7KannnpKBw8eVPfu3bVr1y7deuutevPNN0tUC98DXE/oSPyFjBs3TjfffLPq1avnGmvatKl2796tmJiYQt9Tr1495eTkaNu2bbrlllsk/fY3ot+fBbJlyxbl5eXp9ddfV6lSv2XT+fPn59uPv7+/cnNz/7TGZs2aKTIyUvPmzdPnn3+uxx57TGXKlJEkNWjQQHa7XYcPH9a99957xX1UrFhRPXv2VM+ePXXPPfdo2LBheu211/702PhrCwoKKvA9qF+/vnJycvTdd9+5/kZ/6tQp7d27Vw0aNHBtFxkZqX79+qlfv35KSkrSjBkzNGjQoALH4HsAX0SQ+Atp1KiRunXrpilTprjGXnjhBd15550aOHCgnnrqKQUFBWn37t1atWqV3nrrLd1www2KjY1VQkKCpk2bpjJlyuj555+Xw+Fw/W0tJiZG2dnZevPNN9W2bVt9++23mj59er5jR0VFKTMzU6tXr9ZNN92kwMDAK055dO3aVdOnT9e+ffv01VdfucbLli2roUOHasiQIcrLy9Pdd9+tjIwMffvttypXrpx69uypl156SbfccosaNmwop9OpJUuWqH79+h74beKvoE6dOmrXrp369u2rd955R2XLltWIESNUrVo1tWvXTpL03HPPKT4+XnXr1tWZM2f01VdfXfG/Ob4H8ElWL9KA5/x+AdllaWlphr+/v/H7f/Xff/+90apVKyM4ONgICgoyGjdubLz66quu148dO2bEx8cbdrvdqFmzpjF37lyjUqVKxvTp013bvPHGG0bVqlUNh8NhxMXFGXPmzMm3yMwwDKNfv35GeHi4IckYNWqUYRj5F5ldtnv3bkOSUbNmTSMvLy/fa3l5ecakSZOMevXqGWXKlDEqVqxoxMXFGV9//bVhGIbx8ssvG/Xr1zccDocRFhZmtGvXzjh48GAJfov4Kyjsu3LZ6dOnje7duxshISGu/7737dvnen3gwIFG7dq1DbvdblSsWNHo3r278csvvxiGUXCxpWHwPYDv4TbiKLaff/5ZkZGR+uKLL/TAAw9YXQ4AwEIECfypL7/8UpmZmWrUqJHS09M1fPhwHT16VPv27XPN2wIA/ppYI4E/lZ2drb///e86ePCgypYtq2bNmik1NZUQAQCgIwEAANzHdSQAAIDbCBIAAMBtBAkAAOA2ggQAAHAbQQK4zvXq1Uvt27d3Pb/vvvv03HPPlWifZuwDwF8DQQLwkF69eslms8lms8nf318xMTEaM2aMcnJyPHrcTz75RC+//HKRtl2zZo1sNpvOnj3r9j4A/LVxHQnAgx566CHNnDlTTqdTy5Yt04ABA1SmTJkCd2G9dOmS/P39TTlmWFiYV+wDwF8DHQnAg+x2u6pUqaKaNWuqf//+io2N1eLFi13TEa+++qoiIiJcd2Q9cuSIOnXqpNDQUIWFhaldu3b66aefXPvLzc1VYmKiQkNDFR4eruHDh+uPl4L547SE0+nUCy+8oMjISNntdsXExOi9997TTz/9pJYtW0qSypcvL5vNpl69ehW6jzNnzqhHjx4qX768AgMDFR8fr/3797tenzVrlkJDQ7VixQrVr19fwcHBeuihh5Senu7aZs2aNbr99tsVFBSk0NBQNW/eXIcOHTLpNw3AKgQJ4BpyOBy6dOmSJGn16tXau3evVq1apSVLlig7O1txcXEqW7asvvnmG3377beuP5Avv+f111/XrFmz9O9//1vr1q3T6dOntXDhwqses0ePHvrwww81ZcoU7dmzR++8846Cg4MVGRmpBQsWSJL27t2r9PR0TZ48udB99OrVS5s3b9bixYu1YcMGGYah1q1bKzs727VNVlaWXnvtNb3//vtau3atDh8+rKFDh0qScnJy1L59e917773auXOnNmzYoISEBNcdZAFcx6y7Xxjg235/R8m8vDxj1apVht1uN4YOHWr07NnTqFy5suF0Ol3bv//++0a9evXy3enR6XQaDofDWLFihWEYhlG1alVjwoQJrtezs7ON6tWr57tz5b333ms8++yzhmEYxt69ew1JxqpVqwqtsbC7U/5xH/v27TMkGd9++63r9V9++cVwOBzG/PnzDcMwjJkzZxqSjAMHDri2mTp1qlG5cmXDMAzj1KlThiRjzZo1RfjNAbie0JEAPGjJkiUKDg5WQECA4uPj9fjjj2v06NGSpEaNGuVbF7Fjxw4dOHBAZcuWVXBwsIKDgxUWFqaLFy/qP//5jzIyMpSenq477rjD9R4/Pz/deuutVzz+9u3bVbp0ad17771uf4Y9e/bIz88v33HDw8NVr1497dmzxzUWGBio2rVru55XrVpVJ06ckPTbmotevXopLi5Obdu21eTJk/NNewC4frHYEvCgli1batq0afL391dERIT8/P7vKxcUFJRv28zMTN1yyy1KTU0tsJ+KFSu6dXyHw+HW+9zxx5u42Wy2fOs3Zs6cqcGDB2v58uWaN2+eXnzxRa1atUp33nnnNasRgPnoSAAeFBQUpJiYGNWoUSNfiChM06ZNtX//flWqVEkxMTH5HiEhIQoJCVHVqlX13Xffud6Tk5OjLVu2XHGfjRo1Ul5enr7++utCX7/cEcnNzb3iPurXr6+cnJx8xz116pT27t2rBg0aXPUz/VGTJk2UlJSk9evX68Ybb9TcuXOL9X4A3ocgAXiJbt26qUKFCmrXrp2++eYbpaWlac2aNRo8eLB+/vlnSdKzzz6rcePGadGiRfrxxx/1zDPPFLgGxO9FRUWpZ8+e6tOnjxYtWuTa5/z58yVJNWvWlM1m05IlS3Ty5EllZmYW2EedOnXUrl079e3bV+vWrdOOHTv0xBNPqFq1amrXrl2RPltaWpqSkpK0YcMGHTp0SCtXrtT+/ftVv3794v+iAHgVggTgJQIDA7V27VrVqFFDHTp0UP369fXkk0/q4sWLKleunCTp+eefV/fu3dWzZ0/dddddKlu2rB599NGr7nfatGn629/+pmeeeUY33HCD+vbtq/Pnz0uSqlWrpuTkZI0YMUKVK1fWwIEDC93HzJkzdcstt6hNmza66667ZBiGli1bVmA642qf7ccff1THjh1Vt25dJSQkaMCAAXr66aeL8RsC4I1shvGHk9ABAACKiI4EAABwG0ECAAC4jSABAADcRpAAAABuI0gAAAC3ESQAAIDbCBIAAMBtBAkAAOA2ggQAAHAbQQIAALiNIAEAANxGkAAAAG77/zNN/s1qfozIAAAAAElFTkSuQmCC",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
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}
|
|
],
|
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"source": [
|
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"from sklearn.naive_bayes import GaussianNB\n",
|
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"from sklearn.metrics import accuracy_score, f1_score, recall_score, classification_report, confusion_matrix\n",
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"\n",
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"#Initialize and train a Naive Bayes classifier\n",
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"nb_classifier = GaussianNB()\n",
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"nb_classifier.fit(X_train, y_train)\n",
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"\n",
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"# Make predictions on the test set\n",
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"y_pred = nb_classifier.predict(X_test)\n",
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"\n",
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"\n",
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"# Accuracy\n",
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"accuracy = accuracy_score(y_test, y_pred)\n",
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"print(f\"Accuracy : {accuracy:.3f}\")\n",
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"\n",
|
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"# F1-score\n",
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"f1 = f1_score(y_test, y_pred)\n",
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"print(f\"F1-score : {f1:.3f}\")\n",
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"\n",
|
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"# Recall\n",
|
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"rec = recall_score(y_test, y_pred)\n",
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"print(f\"Recall : {rec:.3f}\")\n",
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"\n",
|
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"# Complete report\n",
|
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"print(\"\\nClassification Report :\")\n",
|
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"print(classification_report(y_test, y_pred))\n",
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"\n",
|
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"## Confusion matrix\n",
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"conf = sns.heatmap(confusion_matrix(y_true=y_test, y_pred=y_pred), annot=True, cmap=\"Blues\", xticklabels=[\"Negatives\", \"Positives\"], yticklabels=[\"Negatives\", \"Positives\"])\n",
|
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"conf.set_xlabel(\"Predictions\")\n",
|
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"conf.set_ylabel(\"Test data\")\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 doesn't mark enough people as sick: only 11 out of the 19 sick patients are identified as such (58%)"
|
|
]
|
|
},
|
|
{
|
|
"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",
|
|
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