The 19th annual health check of 63 UK cities covers productivity, housing, skills and employment, with a 2026 focus on how disposable incomes and deprivation vary across urban Britain.
A hands-on methods chapter showing how to download street view images and apply deep convolutional networks to detect and measure features of the built environment, in a reproducible notebook.
Computers, Environment and Urban Systems · Computers, Environment and Urban Systems 125, 102393
Benchmarks representation-learning strategies for street view imagery and introduces a spatiotemporal contrastive framework to learn features useful for perception and socioeconomic prediction tasks.