[ihnorton]

> Also, have you tried Numba?

Numba does not support dictionaries and has limited support for pandas dataframes (only underlying arrays, when convertible to NumPy buffers, if I understand correctly). This limits usefulness for many non-array situations, as well as some existing code-bases (the dictionary is fundamental in Python and typically used everywhere -- often for performance).