🛰️ Sensors · Data Quality & Drift

Sensor Health & Drift Monitor

Find flatlines, missing values, spikes, drift and other silent sensor failures before they reach your models or control systems.

🔒 Local-first: your sensor data stays in your browser. No backend or external API is used.

Dataset health

Quick overview across all detected numeric sensor channels.

Detailed report

Per-sensor diagnostic indicators.
Important: detected issues are statistical signals, not proof of hardware failure. Real sensor diagnostics require knowledge of sensor type, calibration, physical limits, process state and operating conditions.