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mfyumsak/LANL_Earthquake_Prediction

sourceHugging Facemitupdated 1y agoView on Hugging Face
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App README

๐ŸŒ Earthquake Time to Failure Prediction

This Streamlit web app predicts the time remaining until the next earthquake failure based on acoustic signal segments.

๐Ÿ” Project Description

The dataset comes from the LANL Earthquake Prediction competition on Kaggle. It contains segments of seismic signals (acoustic_data) and corresponding times to failure (time_to_failure).

This app uses a trained Random Forest Regressor model to estimate the time remaining until the next earthquake from each signal segment.

๐Ÿ“ฆ Features

  • โ€”Select from pre-loaded acoustic data segments
  • โ€”Get real-time predictions for time_to_failure
  • โ€”Download the selected acoustic segment as CSV

๐Ÿš€ How to Use

  1. 1.Launch the app:
bash
   streamlit run app.py