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earthquake-predict-xgboost – AI Model by jshu824 | AlphaNeural AI

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jshu824/
earthquake-predict-xgboost

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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

bash

# 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