Economic indicators & global value chains

Which cities look safest, liveliest or greenest from the street?

Ten million street-level images in 688 cities scored for perceived safety, liveliness, wealth and beauty, and for the greenery, sky, buildings and cars in view (Global Streetscapes).

Open Global Streetscapes

Ask through the API

Every answer on this page is available as JSON or CSV, with its provenance.

GET/api/v1/questions/street-scenes
GET/api/v1/questions/street-scenes/answer?measure=safe&min_images=1000&display=circles
measureIndicator — safe, lively, wealthy, beautiful, boring, depressing, green, sky, building, car, person
min_imagesCities with at least — 5000, 1000, 200
displayMap — circles, dots