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Sorry for the size of this PR. Issues to fix kept growing. See below:
Use typing to make the function signatures clearer.
Use constants for hard-coded values.
Create a helper function for checking file extensions.
Improve the error handling in the walk_directory function.
Use f-strings for better readability and performance.
Add function and module-level docstrings for better understanding of the code.