This is a dataset bundling the processed inputs and derived artifacts used in the Liverpool case study, including features, graphs, embeddings, model parapeters, clusters, tables, and figures. It is built from authoritative sources from UK Office for National Statistics Output Areas, Overture Maps Foundation Places/Base/Transportation layers, and UK DfT GTFS bus timetables, with supplemental GTFS and ridership data used only in sample notebooks. The archive is intended to be unzipped at the repository root so the data/ directory matches the expected project structure. Please retain the following attributions and licenses: Office for National Statistics Output Areas (Dec 2021) boundaries and population‑weighted centroids, Open Government Licence v3.0 Contains OS data © Crown copyright and database right 2023 (boundaries) and © Crown copyright and database right 2024 (centroids), see https://www.ons.gov.uk/methodology/geography/licences Overture Maps Foundation Places/Base/Transportation (release 2025‑12‑17.0), © OpenStreetMap contributors, Overture Maps Foundation, see https://docs.overturemaps.org/attribution/ UK Department for Transport Bus Open Data (GTFS timetables, North West feed, accessed Dec 10, 2025), Open Government Licence v3.0, © Crown copyright, see https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/.