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Yashhh14/Mining_project

sourceHugging Faceupdated 2y agoView on Hugging Face
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App README

Coal Mining Safety Prediction

This app predicts whether the coal mining environment is Safe or Unsafe based on input parameters. It uses a trained machine learning model with a Gradio-based user interface.

๐Ÿš€ Features

  • โ€”Easy-to-Use Interface: Input the mining parameters and get instant feedback.
  • โ€”Real-Time Prediction: The app classifies the mining environment as Safe or Unsafe.

โš™๏ธ How to Use

  1. 1.Enter the following parameters:
  2. 2.Sub Level: Value for sub-level of the mine.
  3. 3.Supra Level: Value for supra-level of the mine.
  4. 4.Particle Count: Number of particles in the air.
  5. 5.Analyzed Area: The area analyzed in the mine.
  6. 6.Loading Density: Loading density of the mine.
  7. 7.Abundance: Abundance of material in the mine.
  1. 1.Click Submit to get a prediction of Safe or Unsafe.

๐Ÿ“„ Inputs

**Input****Description**
Sub LevelSubsurface level (number)
Supra LevelSurface-level indicator
Particle CountNumber of particles present
Analyzed AreaArea analyzed in square meters
Loading DensityMaterial density (kg/mยณ)
AbundanceAbundance of materials

๐Ÿงช How It Works

The model uses engineered features like Risk Index, Normalized Levels, and Air Quality Score to predict the safety of the mining environment.

๐Ÿ“š Requirements

  • โ€”gradio
  • โ€”scikit-learn
  • โ€”numpy
  • โ€”joblib
  • โ€”pandas

๐ŸŒ Live Demo

Once deployed, a live link will be provided.