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metadata
title: HCC CSA April24 Hackathon
emoji: 🌍
colorFrom: pink
colorTo: purple
sdk: gradio
sdk_version: 4.28.3
app_file: app.py
pinned: false

Air Quality Prediction Model

This repository contains a machine learning model for predicting air quality based on AQI (Air Quality Index) values of various pollutants. The model is trained on a dataset sourced from Kaggle's Global Air Pollution Dataset.

Dataset

  • Dataset Name: Global Air Pollution Dataset
  • Dataset Source: Kaggle
  • Dataset Size: 23,463 rows, 12 columns

Model Performance

  • Model Name: hackathonrf.joblib

  • Accuracy: 99.91%

  • Classification Report:

        precision    recall  f1-score   support
    
     0       1.00      1.00      1.00      1926
     1       1.00      0.91      0.95        45
     2       1.00      1.00      1.00      1841
     3       1.00      1.00      1.00       405
     4       1.00      1.00      1.00       333
     5       0.93      1.00      0.97        57
    

accuracy 1.00 4607