# Pull Request

## Description
Provide a clear and concise description of what this PR does.

Fixes #(issue number)

## Type of Change
- [ ] 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
- [ ] Performance improvement
- [ ] Code refactoring
- [ ] Test improvements

## Changes Made
- 
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## Testing
Describe the tests you ran to verify your changes:
- [ ] Unit tests pass (`pytest`)
- [ ] Type checking passes (`mypy src`)
- [ ] Linting passes (`ruff check src tests`)
- [ ] Manual testing performed
- [ ] Added new tests for new functionality

## Checklist
- [ ] My code follows the project's code style
- [ ] I have performed a self-review of my own code
- [ ] I have commented my code, particularly in hard-to-understand areas
- [ ] I have made corresponding changes to the documentation
- [ ] My changes generate no new warnings
- [ ] 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

## Breaking Changes
If this PR introduces breaking changes, describe them here and provide migration instructions.

## Screenshots (if applicable)
Add screenshots to help explain your changes.

## Additional Notes
Add any other context about the PR here.
