README.md

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