☕ Where to open a coffee shop

Modelled cafe demand vs OpenStreetMap cafe supply, per neighbourhood (LSOA). The gap is the opportunity.

low
high

Demand index
Supply index
Opportunity
Bars = what drives demand here (model contributions).