DCI-Prediction

A machine learning model to predict future Drum Corps International (DCI) scores based on historical data.

Features

• Predicts DCI scores for a specified corps on a given date
• Uses historical data including season, date, corps name, and previous scores
• Implements data preprocessing, feature engineering, and machine learning techniques
• Web Based Interface
• Open Class Corps Historical Data from 2014 and onwards can be only be used due to scoring regulations changing

Corps Status (as of 7/16/2024)

• Blue Devils A: 2014-current
• Blue Devils B: 2014-current
• Mandarins: 2017-current
• Bluecoats: 2014-current

Planned:

• All World Class and Open Class Corps
• Score Parser
• Auto Score Updates

Usage

1. Clone the Repo
2. Install all needed Requirements
3. Run app.py in your desired IDE
4. Open 127.0.0.1:5000

Requirements

• Python 3.8+
• pandas
• numpy
• scikit-learn (AKA sklearn)
• statsmodels
• prophet
• datetime
• Flask

Contributions are welcome! Please feel free to submit a Pull Request.

License

This project is licensed under the Apache 2.0 License - see the LICENSE file for details.

Acknowledgments

• Drum Corps International for inspiring this project
• Boredom
• Github Copilot for fixing my stupid code