← John Mikel Regida Live data · 435,029 stops
NaPTAN · Data-quality explorer

What does a national dataset look like when it slips?

Coverage map

Sampled stops · flagged vs. clean
CleanHas issue

Quality checks

Across all stops

Explore every record

Booting query engine…
Loading the full 435,029-row dataset into an in-browser DuckDB engine (≈9 MB Parquet)…
By John Mikel Regida · Lead Data Architect