| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "from sklearn.model_selection import train_test_split\n", | |
| "from sklearn.metrics import classification_report\n", | |
| "from sklearn.metrics import confusion_matrix\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from sklearn.naive_bayes import BernoulliNB, GaussianNB\n", | |
| "import seaborn as sns" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def read_data(path):\n", | |
| " df = pd.read_csv(path)\n", | |
| " df = df.replace('x', np.nan)\n", | |
| " return df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def print_missing_data(df):\n", | |
| " feature_counts = df.count()\n", | |
| " feature_percentages = feature_counts / len(df) * 100\n", | |
| " for feature, count, percentage in zip(feature_counts.index, feature_counts, feature_percentages):\n", | |
| " print(f\"{feature: <{18}} {count} {percentage:.2f} %\")\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "class NaiveBayes:\n", | |
| "\n", | |
| " def __init__(self) -> None:\n", | |
| " self.class_labels = None\n", | |
| " self.class_probs = None\n", | |
| " self.feature_probs = None\n", | |
| "\n", | |
| "\n", | |
| " def calculate_class_probs(self, y_train):\n", | |
| " class_counts = y_train.value_counts()\n", | |
| " self.class_probs = class_counts / len(y_train)\n", | |
| " self.class_labels = self.class_probs.index\n", | |
| "\n", | |
| " def calculate_feature_probs(self, X_train, y_train):\n", | |
| " self.feature_probs = {}\n", | |
| " for label in self.class_labels:\n", | |
| "\n", | |
| " class_data = X_train[y_train == label]\n", | |
| "\n", | |
| " self.feature_probs[label] = {}\n", | |
| "\n", | |
| " for feature in X_train.columns:\n", | |
| " self.feature_probs[label][feature] = (class_data[feature].value_counts() + 1) / (len(class_data) + len(X_train[feature].unique()))\n", | |
| " self.feature_probs[label][feature]['default'] = 1 / (len(class_data) + len(X_train[feature].unique()))\n", | |
| "\n", | |
| " def train(self, X_train, y_train):\n", | |
| " self.calculate_class_probs(y_train)\n", | |
| " self.calculate_feature_probs(X_train, y_train)\n", | |
| "\n", | |
| " def posterior_prob_of_calss(self, class_label, instance):\n", | |
| " prob = self.class_probs[class_label]\n", | |
| "\n", | |
| " for feature in instance.index:\n", | |
| " \n", | |
| " feature_value = instance[feature]\n", | |
| " if feature_value in self.feature_probs[class_label][feature]:\n", | |
| " prob *= self.feature_probs[class_label][feature][feature_value]\n", | |
| " else:\n", | |
| " prob *= self.feature_probs[class_label][feature]['default']\n", | |
| " return prob\n", | |
| "\n", | |
| " def posterior_probs(self, instance):\n", | |
| " probs = []\n", | |
| " for label in self.class_labels:\n", | |
| " probs.append(self.posterior_prob_of_calss(label, instance))\n", | |
| " return probs\n", | |
| " \n", | |
| " def predict(self, instance):\n", | |
| " probs = self.posterior_probs(instance)\n", | |
| " return self.class_labels[np.argmax(probs)]\n", | |
| " \n", | |
| " def test(self, X_test):\n", | |
| " return [self.predict(instance) for _, instance in X_test.iterrows()]\n", | |
| " \n", | |
| " def get_class_labels(self):\n", | |
| " return self.class_labels\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def plt_confusion_matrix(true_labels, pred_labels, labels):\n", | |
| " \n", | |
| " cm = confusion_matrix(true_labels, pred_labels, labels=labels)\n", | |
| " sns.heatmap(cm.T, square=True, annot=True, fmt='d', cbar=False,\n", | |
| " xticklabels=labels, yticklabels=labels, cmap=plt.cm.Blues)\n", | |
| " plt.xlabel('Predicted Label')\n", | |
| " plt.ylabel('True Label')\n", | |
| " plt.title('Confusion Matrix')\n", | |
| " plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def correlation_matrix(df, target):\n", | |
| " X = df.drop(target, axis=1)\n", | |
| " correlation_matrix = X.corr()\n", | |
| " plt.figure(figsize=(10, 8))\n", | |
| " sns.heatmap(correlation_matrix, annot=True, fmt=\".2f\", cmap='Blues', square=True, annot_kws={\"fontsize\": 5})\n", | |
| " plt.title('Correlation Matrix')\n", | |
| " plt.xticks(fontsize=10, ha='right', fontweight='bold')\n", | |
| " plt.yticks(fontweight='bold')\n", | |
| " plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def train_and_test(df, target, NB=GaussianNB):\n", | |
| " \n", | |
| " X = df.drop(target, axis=1)\n", | |
| " y = df[target]\n", | |
| " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=42)\n", | |
| "\n", | |
| " model = NaiveBayes()\n", | |
| " model.train(X_train, y_train)\n", | |
| " predicted_labels = model.test(X_test)\n", | |
| "\n", | |
| " print('From scratch:')\n", | |
| " plt_confusion_matrix(y_test, predicted_labels, labels=model.get_class_labels())\n", | |
| " print(classification_report(y_test, predicted_labels))\n", | |
| "\n", | |
| " model = NB()\n", | |
| " model.fit(X_train, y_train)\n", | |
| " predicted_labels = model.predict(X_test)\n", | |
| "\n", | |
| " print('With library:')\n", | |
| " plt_confusion_matrix(y_test, predicted_labels, labels=df[target].unique())\n", | |
| " print(classification_report(y_test, predicted_labels))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "GENDER 309 100.00 %\n", | |
| "AGE 308 99.68 %\n", | |
| "SMOKING 308 99.68 %\n", | |
| "YELLOW_FINGERS 309 100.00 %\n", | |
| "ANXIETY 309 100.00 %\n", | |
| "PEER_PRESSURE 308 99.68 %\n", | |
| "CHRONIC DISEASE 307 99.35 %\n", | |
| "FATIGUE 308 99.68 %\n", | |
| "ALLERGY 308 99.68 %\n", | |
| "WHEEZING 308 99.68 %\n", | |
| "ALCOHOL CONSUMING 307 99.35 %\n", | |
| "COUGHING 308 99.68 %\n", | |
| "SHORTNESS OF BREATH 308 99.68 %\n", | |
| "SWALLOWING DIFFICULTY 307 99.35 %\n", | |
| "CHEST PAIN 309 100.00 %\n", | |
| "LUNG_CANCER 309 100.00 %\n", | |
| "\n", | |
| "From scratch:\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " precision recall f1-score support\n", | |
| "\n", | |
| " NO 0.80 0.73 0.76 11\n", | |
| " YES 0.97 0.98 0.98 113\n", | |
| "\n", | |
| " accuracy 0.96 124\n", | |
| " macro avg 0.89 0.85 0.87 124\n", | |
| "weighted avg 0.96 0.96 0.96 124\n", | |
| "\n", | |
| "With library:\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " precision recall f1-score support\n", | |
| "\n", | |
| " NO 0.78 0.64 0.70 11\n", | |
| " YES 0.97 0.98 0.97 113\n", | |
| "\n", | |
| " accuracy 0.95 124\n", | |
| " macro avg 0.87 0.81 0.84 124\n", | |
| "weighted avg 0.95 0.95 0.95 124\n", | |
| "\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "df = read_data('../data/survey lung cancer.csv')\n", | |
| "df['GENDER'].replace({'F': 0, 'M': 1}, inplace=True)\n", | |
| "\n", | |
| "print_missing_data(df)\n", | |
| "print()\n", | |
| "\n", | |
| "df = df.fillna(df.mode().iloc[0])\n", | |
| "\n", | |
| "train_and_test(df, 'LUNG_CANCER')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1000x800 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "correlation_matrix(df, 'LUNG_CANCER')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "url_length 100077 100.00 %\n", | |
| "n_dots 100077 100.00 %\n", | |
| "n_hypens 100077 100.00 %\n", | |
| "n_underline 100077 100.00 %\n", | |
| "n_slash 100077 100.00 %\n", | |
| "n_questionmark 100077 100.00 %\n", | |
| "n_equal 100077 100.00 %\n", | |
| "n_at 100077 100.00 %\n", | |
| "n_and 100077 100.00 %\n", | |
| "n_exclamation 100077 100.00 %\n", | |
| "n_space 100077 100.00 %\n", | |
| "n_tilde 100077 100.00 %\n", | |
| "n_comma 100077 100.00 %\n", | |
| "n_plus 100077 100.00 %\n", | |
| "n_asterisk 100077 100.00 %\n", | |
| "n_hastag 100077 100.00 %\n", | |
| "n_dollar 100077 100.00 %\n", | |
| "n_percent 100077 100.00 %\n", | |
| "n_redirection 100077 100.00 %\n", | |
| "phishing 100077 100.00 %\n", | |
| "\n", | |
| "From scratch:\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " precision recall f1-score support\n", | |
| "\n", | |
| " 0 0.86 0.91 0.89 25313\n", | |
| " 1 0.83 0.75 0.79 14718\n", | |
| "\n", | |
| " accuracy 0.85 40031\n", | |
| " macro avg 0.85 0.83 0.84 40031\n", | |
| "weighted avg 0.85 0.85 0.85 40031\n", | |
| "\n", | |
| "With library:\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " precision recall f1-score support\n", | |
| "\n", | |
| " 0 0.86 0.86 0.86 25313\n", | |
| " 1 0.75 0.76 0.76 14718\n", | |
| "\n", | |
| " accuracy 0.82 40031\n", | |
| " macro avg 0.81 0.81 0.81 40031\n", | |
| "weighted avg 0.82 0.82 0.82 40031\n", | |
| "\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "df = read_data('../data/web-page-phishing.csv')\n", | |
| "\n", | |
| "print_missing_data(df)\n", | |
| "print()\n", | |
| "\n", | |
| "train_and_test(df, 'phishing', NB=BernoulliNB)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1000x800 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "correlation_matrix(df, 'phishing')" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "base", | |
| "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": "3.11.5" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } | |
Xet Storage Details
- Size:
- 394 kB
- Xet hash:
- 0aaba28b89a7e55be544c072c29cc51279937fff55f3c952aab276984b530d21
·
Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.