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This enhanced model structure provides a more comprehensive approach to predicting earthquakes and cosmic weather. By incorporating real-world data, advanced feature engineering, and robust machine learning models, the system aims to offer more accurate and actionable predictions.

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amirulsizan/SeismicSpaceAI

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SeismicSpaceAI

Overview

** SeismicSpaceAI ** is an integrated machine learning-based system designed to predict earthquakes and cosmic weather events. By leveraging NASA's open data and other relevant datasets, this project aims to provide advanced warnings and potential impact assessments to help mitigate the effects of these natural phenomena.

Table of Contents

Features

  • Predictive Modeling: Advanced machine learning models to predict earthquake magnitudes and cosmic weather indices.
  • Data Integration: Combines seismic data with cosmic weather data for comprehensive predictions.
  • Interactive Dashboard: User-friendly interface to visualize predictions and real-time data.
  • Alert System: Provides early warnings and impact assessments.

Installation

  1. Clone the repository:
    git clone https://github.com/amirulsizan/SeismicSpaceAI
    cd EarthCosmosPredict
    

Usage

To train the models and generate predictions, run:

python train.py

##To start the interactive dashboard, run:

streamlit run app.py

Model Description

  1. Earthquake Prediction Model: Utilizes features like seismic waveforms, ground motion parameters, and historical earthquake data.
  2. Cosmic Weather Prediction Model: Incorporates data on solar activity, geomagnetic storms, and cosmic ray flux.
  3. Integrated Model: Combines earthquake and cosmic weather predictions using ensemble techniques for enhanced accuracy.

Data Sources

  • Earthquake Data: USGS Earthquake Hazards Program
  • Cosmic Weather Data: NOAA Space Weather Prediction Center
  • NASA Earth Data: NASA Earthdata

Contributing

We welcome contributions from the community. To contribute:

  1. Fork the repository.
  2. Create a new branch for your feature or bugfix.
  3. Make your changes and commit them with descriptive messages.
  4. Push your changes to your fork and submit a pull request.

License

This project is licensed under the MIT License. See the LICENSE file for more details.

SeismicSpaceAI - Integrating Earthquake and Cosmic Weather Predictions for a Safer World

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This enhanced model structure provides a more comprehensive approach to predicting earthquakes and cosmic weather. By incorporating real-world data, advanced feature engineering, and robust machine learning models, the system aims to offer more accurate and actionable predictions.

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