Wait-Time Monitoring
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Wait-Time Monitoring
Rollout configuration
Read-only view of the wait-time Remote Config flags, resolved server-side. Values cannot be edited here.
Current wait times
| Crossing | Lane | Wait | Freshness | Confidence* | Samples | Signal | Lane status | Updated | Age |
|---|
* Canonical confidence — read from the same
waitTimes documents the apps consume, not from a shadow or
snapshot collection. A lane with a wait but no confidence value shows
Not available, never zero.
Preview shadow — legacy vs robust
Isolated replay of the robust estimator against real reports. These
numbers are not published and no app reads them —
robust is what the wait would be if the robust
estimator were canonical.
Recent comparisons
| Lane | Legacy | Robust | Difference | Public now | Confidence* | Samples | Rejected | Evaluated | Age |
|---|
Summary by lane
| Lane | Comparisons | Mean |diff| | Mean signed diff | Max |diff| | Agreement | Latest legacy | Latest robust |
|---|
* Confidence shown is the published canonical value
for context. The preview does not recompute confidence and does not
change it. A difference of 0 min (agree) means the two
estimators produced the same minute — it is a result, not missing data.
Canonical pipeline activity
Data activity only — this panel shows when wait-time documents last changed. It is not function execution health.
Active crossing sessions
| Crossing | Active sessions | Lanes |
|---|
Aggregate counts from activeWaitPresence. No user, session,
or location data is read or displayed.
Overall health
Pipeline
Steps marked monitoring not yet available have no backing Firestore aggregate. Function health is observable only in logs — a document existing is not evidence a function is healthy.
Model accuracy
| Model | Samples | MAE | Median AE* | P90* | Bias | ±5 | ±10 | ±15 | Under ≥30 | Over ≥30 | Range cov. |
|---|
* Median / P90 are approximate, interpolated from absolute-error histogram buckets. MAE, bias and all rates are exact. Models with no scored samples show Not available, never zero.
Evaluation health
Unmatched reasons
Shadow & snapshot health
Lane breakdown
| Lane | Model | Samples | MAE | Median AE* | P90* |
|---|
Monitoring not yet available
These panels need a backend aggregate that does not exist yet. They are listed rather than estimated, because producing them today would require scanning collections the dashboard must never scan.
| Panel | Reason | Required backend aggregate |
|---|