Datasets:

sankalpsthakur
/

3w-causal-real-group-audit

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3W well-event audit tables (Petrobras 3W 2.0)

Decision-level and episode-level results from a well-event detection study on real Petrobras 3W 2.0 recordings, tested on well groups the detectors never saw in training. Use these tables to see how detectors transfer across wells. This is not a new sensor dataset; raw sensor values stay with the upstream source.

from datasets import load_dataset
decisions = load_dataset("sankalpsthakur/3w-causal-real-group-audit", "decisions")

Configurations

Config	One row per	Splits
`decisions` (default)	30-second decision after a 180-second warmup: labels, eligibility, all 11 candidates' scores and alarms	validation, confirmation
`episodes`	Candidate and episode: coverage, carried-in alarm, onset delay	validation, confirmation
`corpus`	Source recording (2,228 files: 1,119 real, 1,089 simulated, 20 drawn): hashes, labels, channel availability	metadata

Scores, labels and provenance columns are for auditing. Never feed them to a predictor as inputs.
event_timestamp_ns is the dataset's nominal clock, not arrival or decision time.
Filename groups are anonymized public IDs, not authenticated well identities.

What the tables show

The validation-selected detector covered 24 of 55 confirmation episodes and caught 3 of 12 observable onsets within 300 seconds. It raised 42 false alarms over 9.124 normal days and spent 64.392% of normal time in alarm. Use the tables to study transfer, abstention and alarm burden, not barrier integrity, remaining life or deployment readiness.

The study used 357 training, 33 validation, 138 confirmation and 113 reserved recordings, and excluded 478 overlapping real recordings. Models and the full report are in well-production-event-causal.

Source and attribution

Derived from Petrobras 3W 2.0 under CC BY 4.0. The source descriptor was published in April 2026; the pinned release predates it. See ATTRIBUTION.md, table schemas, protocol and manifest. The previous card is in HISTORY.md.

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Models trained or fine-tuned on sankalpsthakur/3w-causal-real-group-audit

sankalpsthakur/well-production-event-causal

Updated 6 days ago

Collection including sankalpsthakur/3w-causal-real-group-audit

Industrial data quality and edge research

Collection

Checking plant data and testing compact models: OPC UA telemetry audit, 3W well events on unseen wells, controller benchmarks. Failures kept. • 9 items • Updated 4 days ago