# Pull Request
## Description
<!-- Provide a clear and detailed description of your changes. --> <!-- For cookbook contributions, explain what the cookbook demonstrates and why it's valuable. -->
## Type of Change
<!-- Check all that apply by replacing [ ] with [x] -->
- [ ] New cookbook - [ ] Bug fix (fixes an issue in existing cookbook) - [ ] Documentation update - [ ] Code quality improvement (refactoring, optimization) - [ ] Dependency update - [ ] Other (please describe):
## Cookbook Checklist (if applicable)
<!-- For new cookbooks or significant updates to existing ones -->
- [ ] Cookbook has a clear, descriptive title - [ ] Includes a problem statement or use case description - [ ] Code is well-commented and easy to follow - [ ] Includes expected outputs or results - [ ] Added entry to `registry.yaml` (run `/add-registry <notebook-path>` or add manually)
## Testing
<!-- Describe how you tested your changes -->
- [ ] I have tested this cookbook/change locally - [ ] All cells execute without errors
## Additional Context
<!-- Add any other context, screenshots, or information about the pull request here --> <!-- Link to related issues, documentation, or discussions -->
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