This dataset contains high-frequency school-bus telematics events collected at roughly 10-second intervals from a Zonar feed across North America. Each row is a single vehicle event and includes parallel ECM and GPS streams, multiple odometer inputs and a reconciled logical odometer, per-event travel distances in meters, kilometers and miles, speed, lat/lon coordinates, boolean power and motion flags, maintenance versus operating location codes, cost center, device ID, RFID, and audit fields tracking source table and insert/update timestamps. The enriched data supports mileage accounting, utilization and routing analysis, maintenance planning, safety and compliance reporting, and audit-grade lineage verification. Spatial coordinates enable mapping, route visualization, proximity analysis, and regional clustering.

Key attributes include:

• Parallel ECM and GPS odometer readings plus an approximated logical odometer

• Per-event travel distance reported in m, km, and mi

• High-frequency speed, latitude and longitude, and boolean power/motion flags

• Maintenance vs operating location codes, cost center, device ID, and RFID

• Data-lineage and audit fields including source table, insert/update timestamps, and soft-delete flag

Value Summary:
Fleet operations, finance, and safety teams can use this dataset to perform accurate mileage billing, utilization and downtime analysis, maintenance forecasting, and audit-ready compliance reporting across large school-bus fleets.