This post just focuses on the Magic box part. I haven’t checked out the methods yet, I hope there’s nothing left out there but I’ll check and report any inconsistencies.
You are right, the notebook uses the public_ prefix in dataset declarations but the GitLab code doesn’t. In any case, the spelling is still messed up, no big of an issue but maybe you want to correct it.