Refactor Code to Follow PEP 8 Standards

[Mmabiaa]

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Description: Review the codebase for any violations of PEP 8 (Python's style guide) and refactor it to improve readability and maintainability.
Goal: Ensure the code is clean and adheres to Python best practices.