A transformation library should be tested without rerunning the complete production workflow. What design best enables this?

1. Test only that the notebook's title is present
2. Separate transformation functions and test DataFrame outputs and schemas
3. Place all code in one interactive cell with production credentials
4. Remove schema assertions because rows were counted