Find google maps busyness estimates for a Starbucks nearby. That’s the shape of your distribution.
Now you only need to estimate magnitude. Easiest option is prob to assume some function of Starbucks foot traffic (1% of people stop in). They should be all over most cities, so could get an interesting view of dif patterns in dif places.
What are you trying to solve for? Just curious?