Feature/new precommit hook

[masterhood13]

Pull Request Title

Description

Please include a summary of the changes and the related issue number. Provide relevant motivation and context. If this fixes a bug or resolves a feature, include a link to the related issue.

• Issue Number: [Issue #]
• Description of changes: Explain the code, algorithms, or models modified/added.

Type of Change

Please delete options that are not relevant:

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• Documentation update
• Code refactor
• Performance improvement

How Has This Been Tested?

Please describe the tests that you ran to verify your changes. Provide instructions so we can reproduce. Include any relevant details for configuration.

• Unit Tests Added: [Yes/No]
  • If yes, describe the tests and if they were successful.
• Model Accuracy Improvement: [Yes/No]
  • If yes, provide before and after metrics of the prediction model accuracy (e.g., accuracy, precision, recall, etc.)

Test Configuration:

• Python version: [e.g., 3.9.19]
• ML Framework/Library: [e.g., XGBoost]
• Dataset: [e.g., all_data.csv]

Checklist

• My code follows the style guidelines of this project
• I have performed a self-review of my code
• I have commented my code, particularly in hard-to-understand areas
• I have made corresponding changes to the documentation
• I have added tests that prove my fix is effective or that my feature works
• New and existing unit tests pass locally with my changes
• Any dependent changes have been merged and published in downstream modules

Additional Context or Screenshots (if applicable)

Include any additional context or relevant screenshots related to the prediction models or new features. If the change impacts the Dota 2 match prediction outcomes, provide graphs or results showing the impact.