Great analysis! I'd be interested to see an analysis of the demographics of the police departments in cities with a high percentage of revenue coming from fines. It might also be interesting to look at the historical demographics of that city. I wonder if a city "in transition" (either becoming more or less diverse) is more fine happy as the dominant population loses or gains power.