For Data Scientists & ML Engineers · Highways Railtracks
Highways & Railtracks Data for Data Scientists
Highways Railtracks data for data scientists: 11 datasets on one shelf. Every one delivered as API, files, or warehouse rows.
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API, files, or your warehouse. Daily, weekly, or hourly.
Why highways & railtracks rewards data-science workflows
Nine of the eleven score 9 or better, with Geofabrik OpenStreetMap Data Extracts and the FHWA Highway Statistics Series at a perfect 10. The full industry picture lives on the highways-railtracks data hub.
Straight answers
Can I use highways & railtracks data as alternative data for quantitative research?
Yes, on the signal side. Network Rail's TRUST and TD streams produce millions of messages per week across Great Britain, Geofabrik publishes .osc.gz diffs daily with 100 days of retention, and Overture keeps per-feature update_time lineage in its monthly GeoParquet releases.
Where can I get training data for highways and railtracks models?
For supervised labels, the National Bridge Inventory's 1992-2025 inspection records support bridge deterioration and risk models, while HPMS route-level AADT, lane and IRI panels back traffic and pavement-deterioration tasks. The USDOT portal adds 438,762 grade-crossing inventory rows and 251,149 Form 57 incident rows through the Socrata SODA API.
Rows before rollout
Sample rows from any shelf entry — the field dictionary and coverage notes ride along. If the shelf misses what you need, say so; sourcing requests are half our job.
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