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: 0.31201573041501257; threshold: 0.3.

Occurrences7Persisted observations
Last seen10:54:41 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 c60b46d36a26… · created 9/6/2026, 10:54:39 AM

Evidence

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

7 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
-35.029
Details.Location Shift.Mean Shift
-1.921
Details.Location Shift.Current P95
74.2
Details.Location Shift.Baseline P95
109.229
Details.Location Shift.Current Mean
18.552
Details.Location Shift.Median Shift
-1.476
Details.Location Shift.Baseline Mean
20.473
Details.Location Shift.Current Median
5.904
Details.Location Shift.Baseline Median
7.38
Details.Location Shift.Normalized Median Shift
-0.107
Details.Warning Threshold
0.15
Details.Current Distribution
[0.043010752688172046,0.07526881720430108,0.17204301075268819,0.11827956989247312,0.15053763440860216,0.010752688172043012,0.13978494623655913,0.07526881720430108,0.15053763440860216,0.06451612903225806]
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
55
Observed Metric
0.312
Baseline Version
1
Current Sample Count
93
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": -35.02895000000001,
      "mean_shift": -1.921226204505757,
      "current_p95": 74.19999999999999,
      "baseline_p95": 109.22895,
      "current_mean": 18.552250567449548,
      "median_shift": -1.4763998760223407,
      "baseline_mean": 20.473476771955305,
      "current_median": 5.9036,
      "baseline_median": 7.379999876022341,
      "normalized_median_shift": -0.10742004302737096
    },
    "warning_threshold": 0.15,
    "current_distribution": [
      0.043010752688172046,
      0.07526881720430108,
      0.17204301075268819,
      0.11827956989247312,
      0.15053763440860216,
      0.010752688172043012,
      0.13978494623655913,
      0.07526881720430108,
      0.15053763440860216,
      0.06451612903225806
    ],
    "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": 55,
  "observed_metric": 0.31201573041501257,
  "baseline_version": 1,
  "current_sample_count": 93,
  "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.

8 events
  1. OPENED

    Earthquake events evaluation error depth_km PSI drift quality rule. Observed: none. Expected: none.

    OPEN
  2. OBSERVED AGAIN

    Earthquake events depth_km PSI drift detected. Observed metric: 1.0399943773399245; threshold: 0.3.

    OPEN toOPEN
  3. OBSERVED AGAIN

    Earthquake events depth_km PSI drift detected. Observed metric: 1.0858209050929961; threshold: 0.3.

    OPEN toOPEN
  4. OBSERVED AGAIN

    Earthquake events depth_km PSI drift detected. Observed metric: 1.1062721849592447; threshold: 0.3.

    OPEN toOPEN
  5. OBSERVED AGAIN

    Earthquake events depth_km PSI drift detected. Observed metric: 1.1012824398969638; threshold: 0.3.

    OPEN toOPEN
  6. OBSERVED AGAIN

    Earthquake events depth_km PSI drift detected. Observed metric: 1.0586976152323846; threshold: 0.3.

    OPEN toOPEN
  7. OBSERVED AGAIN

    Earthquake events depth_km PSI drift detected. Observed metric: 0.31201573041501257; threshold: 0.3.

    OPEN toOPEN
  8. 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:55{"column": "depth_km", "method": "PSI", "metric": 0.31201573041501257, "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 9/6/2026, 10:54:42 AM · new analysis