Project Civic Pulse: Chicago Budget data was cleaned and aggregated by department, then joined to 311 call volume using City Department as the shared key — with 311 calls aggregated annually and by department to support this join. Chicago Annual Census data was linked to 311 calls using zip code, enabling analysis of call volume and complaint types relative to neighborhood demographics.
{< youtube lx7YycQWmUw >}