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Advanced metering interval kWh, power factor, and grid-side attributes for load research.

Event log with device ID, type, and status for anomaly detection and monitoring.

Simulated GPS latitude/longitude and speed for mobility and route analysis.

Zone-level HVAC, CO₂, and irrigation setpoints for controlled-environment agriculture.

Per-interval RMS, spectral bands, and equipment context for predictive maintenance.

FFT-derived features per bearing for predictive maintenance.

Lot-level dimensional and process stats for statistical process control.

Marine observations with swell partitions for offshore and climate workflows.

Inverter and string-level DC/AC metrics for solar O&M and forecasting.

Temperature, pressure, and humidity from multiple sensors for anomaly detection.

Lift truck battery, pallet moves, and aisle utilization for intralogistics optimization.

AMR pose, battery, payload, and fault context for robotics and fleet analytics.