Data quality · sample-standing-time-risk
Sample Standing-time Risk
Checks time between shutdown/mixing and sample collection.
Where to use
Checks time between shutdown/mixing and sample collection.
Methodology
Uses only submitted measurements and transparent deterministic formulas/rules. No model training or hidden ML logic is used.
Console version
SampleStandingTimeRisk.exe input.csv output.json
CSV header: minutes_after_shutdown,warning_minutes,critical_minutes
Limitations
The result is an engineering screen. Interpret it with the fresh-fluid baseline, laboratory method, OEM requirements and the asset-specific trend.