Current code in the interactive example is a bit ugly. Would be good to improve this. Some specific points: - better line lengths for comments. Avoid running off the right side of the box - likelihood should be on a single line `obs = pm.Binomial("obs", p=p, n=trials, observed=successes)` Maybe just Black format and double check line length and size of box