A reproducible audit of 1,509 GBFS bike-sharing feeds across 48 countries. 46-column reference dataset for 46,307 certified stations.
data-science audit open-data catalogue reproducibility france bike-sharing zenodo data-quality gbfs anomaly-detection smart-city fair-data urban-mobility micromobility streamlit mobility-data open-mobility standards-compliance transport-research
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Updated
May 14, 2026 - Python