jshu824/earthquake-predict-xgboost

Earthquake Prediction Models

This repository contains multiple machine learning models for earthquake prediction, including XGBoost, LightGBM, and ensemble models.

📁 Files Overview

Main Models

• lgbxgbm_model.pkl - Primary ensemble model (37.4 MB)
• xgb_model.joblib - XGBoost model
• lgb_model.joblib - LightGBM model (5.36 MB)
• vgb_model.joblib - Additional model (8.97 MB)

Preprocessing Tools

• scaler.joblib - Feature scaler
• label_encoder.joblib - Label encoder
• num_imputer.joblib - Missing value imputer
• target_encoder.joblib - Target encoder

Support Files

• features.joblib - Feature list
• num_cols.joblib, ohe_cols.joblib, tc_cols.joblib - Column definitions

Code Files

• prediction.py - Prediction script (2.99 MB)
• app.py - Web application (2.67 MB)
• requirements.txt - Python dependencies

🚀 Quick Start

# Clone repository
git clone https://huggingface.co/jshu824/earthquake-predict-xgboost
cd earthquake-predict-xgboost

# Install dependencies
pip install -r requirements.txt

# Run prediction
python prediction.py