Enhanced Artemis Table Conversion Script for Readability, Performance, and Scalability #142
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Instead, use pathlib to replace manual file operations for cleaner and more intuitive path management.
Included comments and docstrings to enhance code readability.
The logic has been described in more self-explaining variable names.
Better Performance:
It uses str.contains() for filtering; the logic is simpler and runtime is faster.
It avoids repeated calculations by caching filtered data.
Error Handling and Robustness
Adding.dropna() to deal with missing or invalid data elegantly.
Streamlined the logic in handling subsections to ensure smooth transitions and avoid possible mistakes.
Code Scalability
Modularized key operations to make them reusable and scalable for bigger projects.
Why These Changes Are Needed:
This will make it easier to maintain code better for later changes.
Better runtime performance for large data-sets.
Minimize bugs that might be generated from wrong data or incorrect logical errors.
Testing and Validation:
The script was tested on sample datasets for which everything was assumed to work out fine. The output should match the expected format, thus staying compatible with downstream processes. Request for Review Please review the changes and let me know if further adjustments are needed. Much appreciated feedback to ensure it meets all standards and requirements.