Need to add some form of linting to ensure that all the python contained within the jupyter notebooks is PEP8 compliant and hence conforms to best practice. It is thought that this can be accomplished using black, which already has a built in jupyter hook. Ideally these checks would be automatically preformed either using pre-commit or github actions, ensuring that all future development is compliant.