Head 'esPLODE!

Pages like this make we simultaneously happy and sad.
https://en.wikipedia.org/wiki/Categorical_distribution

And the nice write up:
http://izbicki.me/blog/the-categorical-distributions-algebraic-structure

If only I had more time….