{"id":26295533,"url":"https://github.com/allanotieno254/air-pollution-decision-tree-classifier","last_synced_at":"2026-04-14T18:32:32.742Z","repository":{"id":282476616,"uuid":"948721945","full_name":"AllanOtieno254/Air-Pollution-Decision-Tree-Classifier","owner":"AllanOtieno254","description":"This project implements a Decision Tree classifier to predict air pollution levels based on various environmental factors. 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The model is trained using real-world air pollution datasets and aims to assist in understanding air quality patterns.\n\n## Features\n- Preprocesses air pollution data.\n- Trains a Decision Tree classifier.\n- Evaluates the model's performance using accuracy metrics.\n- Provides predictions on air pollution levels.\n\n## Installation\nTo run this project, follow these steps:\n\n1. Clone this repository:\n   ```bash\n   git clone https://github.com/yourusername/Air_Pollution_Decision_Tree.git\n   ```\n\n2. Navigate to the project directory:\n   ```bash\n   cd Air_Pollution_Decision_Tree\n   ```\n\n3. Install dependencies:\n   ```bash\n   pip install -r requirements.txt\n   ```\n\n## Usage\n1. Ensure you have the dataset in the `data/` directory.\n2. Run the script:\n   ```bash\n   python scripts/air_pollution_decision.py\n   ```\n3. The model will train and display evaluation metrics.\n\n## Project Structure\n```\n/Air_Pollution_Decision_Tree\n│── data/\n│   ├── global_air_pollution_data.csv\n│── models/\n│   ├── air_quality_index_prediction_model.sav\n│── scripts/\n│   ├── air_pollution_decision.py\n│── README.md\n│── requirements.txt\n│── LICENSE\n```\n\n## Dataset\nThe dataset consists of air pollution metrics such as:\n- PM2.5\n- PM10\n- NO2\n- CO\n- SO2\n- Temperature\n- Humidity\n\n## License\nThis project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.\n\n## Author\n[Allan Otieno Akumu](https://github.com/AllanOtieno254)\n\n## Acknowledgments\n- Open-source air quality datasets.\n- Python libraries such as Scikit-learn and Pandas.\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fallanotieno254%2Fair-pollution-decision-tree-classifier","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fallanotieno254%2Fair-pollution-decision-tree-classifier","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fallanotieno254%2Fair-pollution-decision-tree-classifier/lists"}