dagadavishnu/tourism-package-prediction

Tourism Package Prediction - XGBoost Model

This model predicts whether a customer will purchase a wellness tourism package.

Model Details

• Algorithm: XGBoost
• Task: Binary Classification
• Training Date: 2026-01-25

Performance Metrics

• Test Accuracy: 0.8608
• Test F1-Score: 0.6547
• Test ROC-AUC: 0.8915

Usage

import joblib
import pandas as pd

# Load the model
model = joblib.load('xgboost_tourism_model.joblib')

# Make predictions
predictions = model.predict(X_new)
predictions_proba = model.predict_proba(X_new)

Requirements

• scikit-learn>=1.0.0
• pandas>=1.3.0
• numpy>=1.21.0