OpenDQObservatoryRead-only

Incident summary

DATA DRIFT · WARNING severity

RESOLVED

Earthquake events

depth_km PSI drift · drift:depth_km:psi

Earthquake events depth_km PSI drift detected. Observed metric: 0.47864997086637134; threshold: 0.3.

Occurrences2Persisted observations
Last seen4:48:16 AM
Opened
Incident key
earthquake-events:drift:depth_km:PSI
Resolved

Deterministic root cause

A ranked explanation derived from persisted evidence. It is authoritative for this view; optional AI is shown later.

No AI inference
Top ranked causeDISTRIBUTION SHIFT
HIGH confidence

Probable cause: distribution shift. Evidence: psi distribution shift. Confidence: HIGH. Affected downstream assets: 3.

Ranked candidates

#1 DISTRIBUTION SHIFTHIGH confidencescore 10

Evidence used

psi distribution shiftDRIFT_RESULT · drift_resultsweight 10

Algorithm deterministic-rca-v1 · fingerprint 4f820fd1bdd8… · created 10/20/2026, 4:47:52 AM

Evidence

Human-readable fields are the first view. Raw JSON remains available when exact payload inspection is useful.

2 occurrences
Method
PSI
Details.Epsilon
0
Details.Baseline Bins
[1.543999958038,2.255999994278,3.75448,5,7.379999876022,10,13.735,27.470000457764,51.83]
Details.Location Shift.P95 Shift
10.796
Details.Location Shift.Mean Shift
16.913
Details.Location Shift.Current P95
120.025
Details.Location Shift.Baseline P95
109.229
Details.Location Shift.Current Mean
37.386
Details.Location Shift.Median Shift
2.62
Details.Location Shift.Baseline Mean
20.473
Details.Location Shift.Current Median
10
Details.Location Shift.Baseline Median
7.38
Details.Location Shift.Normalized Median Shift
0.191
Details.Warning Threshold
0.15
Details.Current Distribution
[0.09,0.05,0.08,0.02,0.14,0.07,0.17,0.06,0.03,0.29]
Details.Baseline Distribution
[0.10091743119266056,0.10091743119266056,0.10091743119266056,0.0871559633027523,0.11009174311926606,0.08256880733944955,0.11467889908256881,0.10091743119266056,0.10091743119266056,0.10091743119266056]
Threshold
0.3
Column Name
depth_km
Drift Result Id
1,287
Observed Metric
0.479
Baseline Version
1
Current Sample Count
100
Baseline Sample Count
218
View raw evidence JSON
{
  "method": "PSI",
  "details": {
    "epsilon": 0.000001,
    "baseline_bins": [
      1.543999958038,
      2.255999994278,
      3.75448,
      5,
      7.379999876022,
      10,
      13.735,
      27.470000457764,
      51.83
    ],
    "location_shift": {
      "p95_shift": 10.79604999999998,
      "mean_shift": 16.9126742308938,
      "current_p95": 120.02499999999998,
      "baseline_p95": 109.22895,
      "current_mean": 37.386151002849104,
      "median_shift": 2.6200001239776594,
      "baseline_mean": 20.473476771955305,
      "current_median": 10,
      "baseline_median": 7.379999876022341,
      "normalized_median_shift": 0.19062621896693974
    },
    "warning_threshold": 0.15,
    "current_distribution": [
      0.09,
      0.05,
      0.08,
      0.02,
      0.14,
      0.07,
      0.17,
      0.06,
      0.03,
      0.29
    ],
    "baseline_distribution": [
      0.10091743119266056,
      0.10091743119266056,
      0.10091743119266056,
      0.0871559633027523,
      0.11009174311926606,
      0.08256880733944955,
      0.11467889908256881,
      0.10091743119266056,
      0.10091743119266056,
      0.10091743119266056
    ]
  },
  "threshold": 0.3,
  "column_name": "depth_km",
  "drift_result_id": 1287,
  "observed_metric": 0.47864997086637134,
  "baseline_version": 1,
  "current_sample_count": 100,
  "baseline_sample_count": 218
}

Blast radius

Downstream assets captured when this incident was evaluated.

USGS Quality EvaluationPROCESS · distance 1
dataset:earthquake-eventsprocess:quality-usgs
Quality APIAPI · distance 2
dataset:earthquake-eventsprocess:quality-usgsapi:quality
Quality DashboardDASHBOARD · distance 3
dataset:earthquake-eventsprocess:quality-usgsapi:qualityui:quality-dashboard

Lifecycle

Chronological state transitions recorded for this incident.

3 events
  1. OPENED

    Earthquake events depth_km PSI drift detected. Observed metric: 0.34853332593425757; threshold: 0.3.

    OPEN
  2. OBSERVED AGAIN

    Earthquake events depth_km PSI drift detected. Observed metric: 0.47864997086637134; threshold: 0.3.

    OPEN toOPEN
  3. RESOLVED

    depth_km drift recovered.

    OPEN toRESOLVED

AI Incident Copilot

Optional explanatory context based on the same persisted evidence. It cannot change incident state.

Optional · non-authoritative
FALLBACKdeterministic-fallback · deterministic-rca-v1
Deterministic OpenDQ analysis identifies distribution shift as the leading explanation with high confidence.

This explanation follows the persisted deterministic RCA result. The leading cause is distribution shift; the AI provider was not used or was unavailable.

Evidence highlights

drift-result:1287{"column": "depth_km", "method": "PSI", "metric": 0.47864997086637134, "status": "DRIFT", "threshold": 0.3}

Suggested investigation

  1. Compare the current distribution with the stored baseline and inspect the affected column.

Uncertainties

No additional uncertainties recorded.

Prompt incident-copilot-v1 · generated 10/20/2026, 4:48:20 AM · new analysis