yes this notebook is great! a very well written standard example, additionally, a couple of months back i gave this talk on hierarchical models in PyMC, here are slides and notebook, in case you find it useful, it is pretty hacky and might not be following best practices like the example notebook but perhaps it might give some idea GitHub - mjhajharia/pydata21: Pydata talk - Football Analytics Using Hierarchical Bayesian Models in PyMC
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