Map Community Issue to Data
map_issue_dataMap a community concern to relevant city data by cross-referencing residents' issue with hard metrics like housing, safety, or traffic. Provide city-level evidence for data-backed decisions.
Instructions
Given a community concern or issue topic, find all relevant hard data for a city. The cross-reference engine — "residents say X, here's what the data shows."
Available topics: Housing Affordability (housing affordability) — Housing costs, rent burden, fair market rents, home values, building permits, Public Safety (public safety) — Crime rates, police budget, 311 safety complaints, Traffic Safety (traffic safety) — Traffic fatalities, pedestrian safety, drunk driving crashes, congestion, Pedestrian & Cyclist Safety (pedestrian safety) — Pedestrian fatalities, cyclist deaths, Vision Zero, walkability, Transportation & Infrastructure (transportation) — Transit ridership, commuting patterns, road conditions, traffic safety, Education & Schools (education) — School enrollment, spending, student-teacher ratios, education levels, Economic Development & Jobs (economic development) — Unemployment, job growth, business permits, income levels, Environment & Sustainability (environment) — Air quality, water quality, parks, green space, Homelessness & Social Services (homelessness) — Poverty rates, housing costs, social spending, related 311 reports, Infrastructure & Utilities (infrastructure) — Water systems, roads, building activity, utility spending, Health & Wellness (health) — Air quality, health spending, poverty as health indicator.
Also accepts free-text issues (matched to closest topic by keywords).
Example: "housing affordability" in Denver → pulls home values, rent, FMR, permits, housing budget allocation.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| city | Yes | City name (e.g., 'Denver', 'NYC') | |
| issue | Yes | Issue topic or free-text concern (e.g., 'housing affordability', 'public safety', 'residents complain about potholes') |