A reproducible audit of 1,509 GBFS bike-sharing feeds across 48 countries. 46-column reference dataset for 46,307 certified stations.
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Updated
May 31, 2026 - Python
A reproducible audit of 1,509 GBFS bike-sharing feeds across 48 countries. 46-column reference dataset for 46,307 certified stations.
Paper: IMD-augmented bike-share demand forecasting. Spatio-temporal benchmark on 27 networks across 2 continents, with leave-station-out spatial generalisation. Companion to imd-national-catalogue.
A reproducible commune-level IMD (Indice de Mobilité Douce) and IES catalogue for 34,858 French communes. Companion to Paper 04 of the BikeShare-ICT series.
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