ATX·Layers
← jessestrait.com

Where this comes from

Austin publishes a few thousand datasets at data.austintexas.gov. Most of them are spreadsheets nobody opens. A handful carry coordinates, and those are the interesting ones — they describe the city as a physical place, hour by hour. This page stitches a dozen of them — from both the Socrata portal and the city's GeoHub — onto one map and lets you cross-reference them against who actually lives where.

The per 10,000 residents shading is the part worth playing with. Raw counts just find the dense places. Normalizing by population surfaces where something is genuinely out of proportion to how many people live there — and at block-group resolution you watch it change street by street instead of across a tenth of the city.

Caveats worth knowing. 311 records reflect who calls 311, not where problems are. Crash data lags. Fire incidents are geocoded to the response area, not a doorstep. Demographics are the 2022 profile built on the 2020 census, so they age against everything else here. And per-capita rates break downtown: a block group with 200 residents and 40,000 daily workers will always look catastrophic per resident. The choropleth is shaded by rank rather than by raw value for exactly that reason — one runaway unit would otherwise render the whole city black — and the legend carries the real numbers.

One worth trying for yourself rather than taking on trust: shade the districts by percent of streets graded D or F and then by median household income. The pattern is messier than you would guess — downtown has the worst pavement in the city despite the money, because pavement follows traffic volume as much as it follows spending. Everything on this page is a link, so whatever you find you can send to someone.