Initial release: OIL-011 sample, 1.5K wells / 115K rows, Grade A+ (10/10)

.gitattributes

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 # Video files - compressed
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+drilling_timeseries.csv filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+license: cc-by-nc-4.0
+task_categories:
+- tabular-classification
+- tabular-regression
+- time-series-forecasting
+language:
+- en
+tags:
+- synthetic
+- oil-and-gas
+- upstream
+- well-control
+- kick-detection
+- blowout-prevention
+- bop-operations
+- safety-engineering
+- iadc
+- xpertsystems
+pretty_name: "OIL-011 — Synthetic Kick & Blowout Scenario Dataset (Sample)"
+size_categories:
+- 100K<n<1M
+---
+
+# OIL-011 — Synthetic Kick & Blowout Scenario Dataset (Sample)
+
+**SKU:** `OIL011-SAMPLE` · **Vertical:** Oil & Gas / Upstream Well Control & Safety
+**License:** CC-BY-NC-4.0 (sample) · **Schema version:** `oil011.v1`
+**Sample version:** `1.0.0` · **Default seed:** `42`
+
+A free, schema-identical preview of XpertSystems.ai's enterprise kick &
+blowout scenario dataset for well-control ML, BOP analytics, kick-detection
+modeling, and safety-training data generation. The sample covers
+**1,500 wells** across **12 global basins** and **10
+formation classes**, with **115,251 rows** including
+**108,000 timepoints** of drilling telemetry linked across **13 tables**.
+
+---
+
+## What's in the box
+
+| File | Rows | Cols | Description |
+|---|---:|---:|---|
+| `wells_master.csv` | 1,500 | 16 | Well spine: basin, formation, rig type, geology, pore/frac gradients, HPHT/H2S/MPD flags |
+| `drilling_timeseries.csv` | 108,000 | 19 | Per-timepoint pit / flow / SPP / gas units / BHP / ECD / kick margin / fracture margin |
+| `kick_events.csv` | 214 | 12 | 7-class kick taxonomy (gas/oil/water/swab/loss-kick/shallow gas/HPHT gas) + severity + escalation |
+| `blowout_scenarios.csv` | 93 | 9 | 5-class blowout type (surface/underground/riser gas/wellhead/ignited) + release volume |
+| `bop_operations.csv` | 1,070 | 10 | 5-preventer activation log (annular, upper/lower pipe rams, blind/casing shear rams) |
+| `choke_manifold_logs.csv` | 1,213 | 9 | Choke-pressure circulation control steps |
+| `gas_influx_profiles.csv` | 214 | 8 | Gas type (methane/wet/CO2/H2S) + migration velocity + expansion ratio |
+| `kill_operations.csv` | 214 | 8 | 6-class kill method (driller / wait-and-weight / bullhead / volumetric / lubricate / dynamic) |
+| `alarms_and_warnings.csv` | 779 | 8 | 8-class alarm taxonomy + acknowledgment delay + operator response |
+| `equipment_failures.csv` | 26 | 7 | 10-class failure component (BOP / pod / valve / sensor / pump / EDS) |
+| `safety_response_logs.csv` | 214 | 8 | Operator action + procedural compliance + crew training level |
+| `incident_root_cause.csv` | 214 | 6 | 10-class RCA category + contributing factor + corrective action |
+| `scenario_labels.csv` | 1,500 | 7 | ML labels: risk level (low/medium/high/critical) + catastrophic flag + training class |
+
+Total: **115,251 rows** across 13 CSVs, ~14.3 MB on disk.
+
+---
+
+## Calibration: industry-anchored, honestly reported
+
+Validation uses a **10-metric scorecard** with targets sourced exclusively to
+**named industry standards**: API 16D (BOP Control Systems), API RP-53 (BOP
+Equipment for Drilling Wells), API RP-59 (Well-Control Operations), IADC
+WellSharp competency framework, IADC Well Control taxonomy, IOGP Report 432
+(Loss of Well Control), NORSOK D-010 (well integrity), SINTEF OREDA
+(Offshore Reliability Data), Bourgoyne et al. (1986) Applied Drilling
+Engineering Ch.4, Schlumberger drilling-safety analytics.
+
+**Sample run** (seed `42`, n_wells=1,500, timepoints=72):
+
+| # | Metric | Observed | Target | Tolerance | Status | Source |
+|---|---|---:|---:|---:|---|---|
+| 1 | kick event rate | 0.1427 | 0.13 | ±0.05 | ✓ PASS | IOGP Report 432 (Loss of Well Control) + IADC Well Control incident database — per-well kick incidence rate, global exploration & development drilling portfolio (typical 0.08-0.18 across HPHT/conventional/deepwater mix) |
+| 2 | avg kick detection delay sec | 38.6589 | 40.0 | ±15.0 | ✓ PASS | IADC WellSharp + Schlumberger drilling-safety analytics — mean kick-to-detection delay for early-warning systems with pit/flow sensors (target <60s per modern MPD spec) |
+| 3 | avg influx volume bbl | 13.4578 | 14.0 | ±6.0 | ✓ PASS | Bourgoyne et al. (1986) Applied Drilling Engineering Ch.4 + NORSOK D-010 — mean detected kick influx volume, industry-typical 5-50 bbl envelope |
+| 4 | avg bop closure time sec | 18.2000 | 18.0 | ±8.0 | ✓ PASS | API 16D BOP Control Systems + API RP-53 — mean BOP closure time, annular <30s and ram <45s per spec |
+| 5 | bop activation success rate | 0.9486 | 0.95 | ±0.04 | ✓ PASS | API RP-53 reliability statistics + SINTEF OREDA (Offshore Reliability Data) — BOP activation success rate across modern equipment portfolio |
+| 6 | avg bop hydraulic pressure psi | 2908.6168 | 2900.0 | ±500.0 | ✓ PASS | API 16D BOP Control Systems — accumulator hydraulic pressure operating range (1500-5000 psi) |
+| 7 | avg gas expansion ratio | 6.1411 | 6.5 | ±2.5 | ✓ PASS | Bourgoyne et al. (1986) Applied Drilling Engineering Ch.4 + ideal gas law — bottomhole-to-surface gas expansion ratio at typical kick depths (8-20 kft TVD) |
+| 8 | hydraulics consistency score | 1.0000 | 0.98 | ±0.03 | ✓ PASS | NORSOK D-010 well integrity envelope — fraction of timepoints where hydraulics stay within fracture window (ECD doesn't catastrophically exceed fracture gradient) |
+| 9 | basin diversity entropy | 0.9990 | 0.96 | ±0.04 | ✓ PASS | IOGP global well-control activity tracker — 12-class basin diversity benchmark (Permian, Gulf of Mexico, North Sea, Brazil Pre-Salt, Middle East, Eagle Ford, Bakken, West Africa, North Sea HPHT, Arctic, North African, Haynesville), normalized Shannon entropy |
+| 10 | kick type diversity entropy | 0.9567 | 0.9 | ±0.08 | ✓ PASS | IADC Well Control taxonomy + Bourgoyne Ch.4 — 7-class kick-type diversity benchmark (gas kick, oil kick, water flow, swab kick, loss-kick, shallow gas, HPHT gas kick), normalized Shannon entropy (gas-kick dominant per industry default p=[0.33, 0.08, 0.10, 0.15, 0.12, 0.10, 0.12]) |
+
+**Overall: 100.0/100 — Grade A+**
+(10 PASS · 0 MARGINAL · 0 FAIL of 10 metrics)
+
+---
+
+## Schema highlights
+
+**`drilling_timeseries.csv`** — the well-control telemetry spine.
+Each well has 72 timepoints with **physics-coupled post-kick perturbations**:
+
+> pit_volume += influx_bbl × min(1.0, progress × 1.55)
+> flow_out  += 8 + influx_bbl × min(1.0, progress × 2.2)
+> spp       -= 40 + influx_bbl × progress × 1.5
+> gas_units += 30 + influx_bbl × progress × 6
+> mud_weight -= min(1.6, influx_bbl/120) × progress
+
+This produces **classic kick signatures detectable from the timeseries**:
+flow_out > flow_in, rising pit volume, falling standpipe pressure,
+rising gas units. Critical for training kick-detection ML on realistic
+sensor patterns rather than just labeled-event metadata.
+
+**`bop_operations.csv`** — every kick triggers all 5 preventers per the
+**API RP-53 + IADC BOP stack convention**:
+
+| Preventer | Closure Time (s) | Function |
+|---|---:|---|
+| Annular | 18 ± 4 | Soft-seal against varied pipe sizes |
+| Upper pipe ram | 18 ± 4 | Pipe-specific hard seal (upper) |
+| Lower pipe ram | 18 ± 4 | Pipe-specific hard seal (lower) |
+| Blind shear ram | 23 ± 4 | Last-resort cut & seal (+5s for shear time) |
+| Casing shear ram | 18 ± 4 | Cut casing for emergency disconnect |
+
+Activation success ~98.5% baseline, dropping to ~95% under escalation ≥4
+and ~94% under blowout — matching SINTEF OREDA reliability statistics.
+
+**`kick_events.csv`** — 7-class kick taxonomy weighted per Bourgoyne et al.:
+gas kick 33% / swab kick 15% / loss-kick 12% / HPHT gas 12% / oil 8% /
+water 10% / shallow gas 10%. Influx volume drawn from lognormal(μ=2.35,
+σ=0.65) → median ~10 bbl, p90 ~25 bbl, matching industry envelope.
+
+**`gas_influx_profiles.csv`** — gas expansion ratio computed from TVD via
+`1 + tvd/2600` — physics-consistent ideal-gas law approximation
+(BHP_factor / atm_factor ≈ TVD-dependent scaling). At ~13 kft TVD,
+expected expansion is ~6× — exactly what the sample produces.
+
+**`scenario_labels.csv`** — 4-class risk taxonomy mapped to training
+class:
+
+| Label | Population | Trigger |
+|---|---:|---|
+| `normal_drilling` | ~86% | No kick |
+| `kick` (medium risk) | ~8% | Kick detected, escalation < 4 |
+| `kick` (high risk) | ~1% | Kick detected, escalation ≥ 4, no blowout |
+| `blowout` (critical) | ~6% | Catastrophic escalation |
+
+The **6% catastrophic rate is intentionally elevated** for safety-training
+ML (real-world per-well rates are ~0.1-0.3%); see "Honest disclosure"
+section for the rationale.
+
+---
+
+## Suggested use cases
+
+1. **Kick detection from timeseries** — train binary or sequence
+   classifiers on the 108,000-row drilling_timeseries to predict
+   `kick_detected_flag` from pit / flow / SPP / gas patterns. The
+   post-kick perturbations are physics-coupled, so models will learn
+   real well-control signatures.
+2. **BOP reliability ML** — predict `activation_status` and
+   `seal_integrity_score` per preventer from kick severity, blowout
+   risk, and equipment-failure features.
+3. **Blowout escalation prediction** — binary classifier on
+   `blowout_escalated_flag` from kick characteristics (influx volume,
+   detection delay, kick type, escalation level).
+4. **Kick type classification** — multi-class classifier (7 classes:
+   gas/oil/water/swab/loss-kick/shallow gas/HPHT gas) from
+   pre-detection telemetry features.
+5. **Alarm acknowledgment-delay regression** — predict
+   `acknowledgment_delay_sec` from alarm severity, crew training level,
+   and operational context.
+6. **Root cause analysis classification** — 10-class classifier on
+   `root_cause_category` from incident features for incident-review
+   automation.
+7. **Kill method selection** — predict optimal `kill_method` (6 classes)
+   from well geometry, kick characteristics, and BOP status.
+8. **Risk level scoring** — 4-class ordinal classifier on `risk_level`
+   (low/medium/high/critical) from upstream features for real-time
+   well-control dashboards.
+9. **Multi-table relational ML** — entity-resolution and graph-based
+   learning across the 13 joinable tables via `well_id` and `kick_id`.
+
+---
+
+## Loading
+
+```python
+from datasets import load_dataset
+ds = load_dataset("xpertsystems/oil011-sample", data_files="drilling_timeseries.csv")
+print(ds["train"][0])
+```
+
+Or with pandas:
+
+```python
+import pandas as pd
+wells  = pd.read_csv("hf://datasets/xpertsystems/oil011-sample/wells_master.csv")
+ts     = pd.read_csv("hf://datasets/xpertsystems/oil011-sample/drilling_timeseries.csv")
+kicks  = pd.read_csv("hf://datasets/xpertsystems/oil011-sample/kick_events.csv")
+bop    = pd.read_csv("hf://datasets/xpertsystems/oil011-sample/bop_operations.csv")
+labels = pd.read_csv("hf://datasets/xpertsystems/oil011-sample/scenario_labels.csv")
+# Join timeseries to kick events
+ts_with_kicks = ts.merge(kicks, on="kick_id", how="left")
+```
+
+---
+
+## Reproducibility
+
+All generation is deterministic via the integer `seed` parameter (driving
+both `random.seed` and `np.random.default_rng`). A seed sweep across
+`[42, 7, 123, 2024, 99, 1]` confirms Grade A+ on every seed in this sample.
+
+---
+
+## Honest disclosure of sample-scale limitations
+
+This is a **sample** product for ML prototyping and safety-training research.
+A few important notes:
+
+1. **Elevated kick and blowout rates are intentional for safety-training
+   data.** The sample's per-well kick rate (~14%) and blowout-given-kick
+   rate (~43%, vs IOGP global ~3-7%) are deliberately amplified via the
+   `blowout_escalation_rate=0.38` parameter. This produces a **balanced
+   training set with sufficient positive examples** of all escalation
+   levels — useful for ML, but **not representative of true field-rate
+   well-control incident frequencies**. For epidemiological modeling
+   of well-control incidents, scale down events to match IOGP Report
+   432 baseline rates.
+
+2. **Successful-kill rate is ~53%, lower than industry success rates
+   (~85-95%).** This is a consequence of (1) above: with ~43% of kicks
+   escalating to blowout in the generator, `kill_success` is
+   constructed as `not blowout AND U(0,1) < 0.93`. For ML training on
+   kill-method selection this is fine; for kill-success forecasting,
+   re-weight the training set.
+
+3. **BOP activation timing is fast end of the API envelope.** Mean
+   closure time is ~18s, matching modern subsea BOPs but at the
+   aggressive end of the API 16D spec (annular <30s, ram <45s). Older
+   land-rig BOP stacks may run 25-40s. Adjust calibration if your
+   target audience is legacy onshore equipment.
+
+4. **Each kick triggers all 5 preventers** — generates 5 BOP rows per
+   kick deterministically. Real BOP procedures activate based on
+   escalation state (annular first, then rams, shear rams last). The
+   sample provides activation timing for every preventer regardless of
+   whether it would be procedurally invoked, useful for individual-
+   preventer reliability ML but not for activation-sequence modeling.
+
+5. **Time-series anomaly flag is uniform 3.1% Bernoulli** across all
+   timepoints (per `anomaly_injection_rate`) — does not concentrate
+   around kick events. For anomaly-detection ML, the `kick_id` non-NONE
+   timepoints are the true positive signal channel; the
+   `anomaly_flag` is sensor noise / data-quality drill.
+
+6. **`kick_severity` distribution is bimodal** (peaks at 1-2 and 4-5)
+   because blowout-escalated kicks override severity to {4, 5}. This
+   reflects the generator's coupling between blowout-flag and severity,
+   not a modeling error. For severity regression, condition on
+   `blowout_escalated_flag` to avoid label leakage.
+
+7. **Equipment failures are sparse** (~12% of kicks have a failure
+   recorded), reflecting the conditional injection rate
+   `equipment_failure_rate=0.019 + 0.25*blowout + 0.05*high_escalation`.
+   For failure-mode ML, expect class-imbalanced learning conditions.
+
+---
+
+## Full product
+
+The **full OIL-011 dataset** ships at **50,000 wells × 15 timepoints**
+(prod mode) with field-rate-calibrated incident frequencies (IOGP-matched
+0.3-0.5% blowout rate), legacy-equipment BOP timing distributions, and
+procedurally-correct BOP activation sequencing — licensed commercially.
+Contact XpertSystems.ai for licensing terms.
+
+📧 **pradeep@xpertsystems.ai**
+🌐 **https://xpertsystems.ai**
+
+---
+
+## Citation
+
+```bibtex
+@dataset{xpertsystems_oil011_sample_2026,
+  title  = {OIL-011: Synthetic Kick & Blowout Scenario Dataset (Sample)},
+  author = {XpertSystems.ai},
+  year   = {2026},
+  url    = {https://huggingface.co/datasets/xpertsystems/oil011-sample}
+}
+```
+
+## Generation details
+
+- Sample version    : 1.0.0
+- Random seed       : 42
+- Generated         : 2026-05-21 23:49:57 UTC
+- Wells             : 1,500
+- Timepoints/well   : 72
+- Basins            : 12 (Permian, Gulf of Mexico, North Sea,
+                      Brazil Pre-Salt, Middle East, Eagle Ford, Bakken,
+                      West Africa, North Sea HPHT, Arctic, North African,
+                      Haynesville)
+- Formations        : 10 (overpressured shale, fractured
+                      carbonate, deepwater turbidite, HPHT gas sand,
+                      sour gas carbonate, etc.)
+- Kick types        : 7 (gas, oil, water, swab, loss-kick, shallow gas, HPHT gas)
+- Blowout types     : 5 (surface, underground, riser gas, wellhead, ignited)
+- BOP preventers    : 5 (annular, upper pipe ram, lower pipe ram, blind
+                      shear ram, casing shear ram)
+- Kill methods      : 6 (driller, wait-and-weight, bullheading, volumetric,
+                      lubricate-and-bleed, dynamic kill)
+- Calibration basis : API 16D, API RP-53, API RP-59, IADC WellSharp,
+                      IADC Well Control taxonomy, IOGP Report 432,
+                      NORSOK D-010, SINTEF OREDA, Bourgoyne et al. (1986)
+- Overall validation: 100.0/100 — Grade A+

alarms_and_warnings.csv

@@ -0,0 +1,780 @@
+alarm_id,well_id,kick_id,alarm_type,severity_level,alarm_time_index,acknowledgment_delay_sec,operator_acknowledged_flag,false_positive_flag
+ALARM-00000001,OIL011-WELL-000002,KICK-00000001,standpipe_pressure_drop,2,52,99,True,False
+ALARM-00000002,OIL011-WELL-000002,KICK-00000001,pit_gain,3,54,105,True,False
+ALARM-00000003,OIL011-WELL-000002,KICK-00000001,choke_pressure_high,1,55,88,True,False
+ALARM-00000004,OIL011-WELL-000008,KICK-00000002,gas_units_high,4,47,106,True,False
+ALARM-00000005,OIL011-WELL-000008,KICK-00000002,pit_gain,2,49,68,True,False
+ALARM-00000006,OIL011-WELL-000009,KICK-00000003,BOP_pressure_low,2,46,72,True,False
+ALARM-00000007,OIL011-WELL-000009,KICK-00000003,choke_pressure_high,1,47,67,True,False
+ALARM-00000008,OIL011-WELL-000009,KICK-00000003,gas_units_high,1,44,72,True,False
+ALARM-00000009,OIL011-WELL-000018,KICK-00000004,H2S_detected,5,31,129,True,False
+ALARM-00000010,OIL011-WELL-000018,KICK-00000004,gas_units_high,4,31,137,True,False
+ALARM-00000011,OIL011-WELL-000018,KICK-00000004,flow_out_high,5,30,154,True,False
+ALARM-00000012,OIL011-WELL-000018,KICK-00000004,standpipe_pressure_drop,5,29,163,True,False
+ALARM-00000013,OIL011-WELL-000019,KICK-00000005,standpipe_pressure_drop,5,37,160,True,False
+ALARM-00000014,OIL011-WELL-000019,KICK-00000005,gas_units_high,4,39,105,True,False
+ALARM-00000015,OIL011-WELL-000019,KICK-00000005,flow_out_high,5,38,141,True,False
+ALARM-00000016,OIL011-WELL-000019,KICK-00000005,H2S_detected,5,40,133,True,True
+ALARM-00000017,OIL011-WELL-000024,KICK-00000006,gas_units_high,5,41,155,True,False
+ALARM-00000018,OIL011-WELL-000024,KICK-00000006,pit_gain,3,40,147,True,False
+ALARM-00000019,OIL011-WELL-000024,KICK-00000006,casing_pressure_rise,3,38,61,True,False
+ALARM-00000020,OIL011-WELL-000024,KICK-00000006,H2S_detected,4,38,94,True,False
+ALARM-00000021,OIL011-WELL-000024,KICK-00000006,flow_out_high,3,40,81,True,False
+ALARM-00000022,OIL011-WELL-000031,KICK-00000007,casing_pressure_rise,4,20,118,True,False
+ALARM-00000023,OIL011-WELL-000031,KICK-00000007,BOP_pressure_low,4,19,133,False,False
+ALARM-00000024,OIL011-WELL-000037,KICK-00000008,BOP_pressure_low,5,62,149,True,False
+ALARM-00000025,OIL011-WELL-000037,KICK-00000008,gas_units_high,5,61,109,True,False
+ALARM-00000026,OIL011-WELL-000039,KICK-00000009,pit_gain,5,60,143,True,False
+ALARM-00000027,OIL011-WELL-000039,KICK-00000009,BOP_pressure_low,5,63,121,True,False
+ALARM-00000028,OIL011-WELL-000052,KICK-00000010,choke_pressure_high,1,15,88,True,False
+ALARM-00000029,OIL011-WELL-000052,KICK-00000010,flow_out_high,2,17,75,True,True
+ALARM-00000030,OIL011-WELL-000052,KICK-00000010,H2S_detected,1,18,34,True,False
+ALARM-00000031,OIL011-WELL-000052,KICK-00000010,casing_pressure_rise,2,15,125,True,False
+ALARM-00000032,OIL011-WELL-000052,KICK-00000010,standpipe_pressure_drop,1,18,55,True,False
+ALARM-00000033,OIL011-WELL-000058,KICK-00000011,gas_units_high,4,50,82,True,False
+ALARM-00000034,OIL011-WELL-000058,KICK-00000011,H2S_detected,5,54,173,True,False
+ALARM-00000035,OIL011-WELL-000058,KICK-00000011,casing_pressure_rise,5,51,135,True,False
+ALARM-00000036,OIL011-WELL-000058,KICK-00000011,pit_gain,4,52,117,True,False
+ALARM-00000037,OIL011-WELL-000061,KICK-00000012,H2S_detected,3,48,106,True,False
+ALARM-00000038,OIL011-WELL-000061,KICK-00000012,flow_out_high,3,50,111,True,False
+ALARM-00000039,OIL011-WELL-000061,KICK-00000012,BOP_pressure_low,3,52,167,True,False
+ALARM-00000040,OIL011-WELL-000061,KICK-00000012,casing_pressure_rise,2,50,43,True,False
+ALARM-00000041,OIL011-WELL-000065,KICK-00000013,flow_out_high,1,36,45,True,False
+ALARM-00000042,OIL011-WELL-000065,KICK-00000013,standpipe_pressure_drop,1,36,69,True,False
+ALARM-00000043,OIL011-WELL-000065,KICK-00000013,BOP_pressure_low,1,39,74,True,False
+ALARM-00000044,OIL011-WELL-000065,KICK-00000013,casing_pressure_rise,1,40,50,True,False
+ALARM-00000045,OIL011-WELL-000067,KICK-00000014,gas_units_high,4,48,151,True,False
+ALARM-00000046,OIL011-WELL-000067,KICK-00000014,casing_pressure_rise,3,47,119,True,False
+ALARM-00000047,OIL011-WELL-000067,KICK-00000014,choke_pressure_high,3,48,87,True,False
+ALARM-00000048,OIL011-WELL-000067,KICK-00000014,pit_gain,4,49,123,True,False
+ALARM-00000049,OIL011-WELL-000067,KICK-00000014,flow_out_high,5,46,137,True,False
+ALARM-00000050,OIL011-WELL-000073,KICK-00000015,casing_pressure_rise,4,47,97,True,False
+ALARM-00000051,OIL011-WELL-000073,KICK-00000015,pit_gain,4,47,143,True,False
+ALARM-00000052,OIL011-WELL-000074,KICK-00000016,gas_units_high,1,40,63,True,False
+ALARM-00000053,OIL011-WELL-000074,KICK-00000016,BOP_pressure_low,2,40,80,True,False
+ALARM-00000054,OIL011-WELL-000074,KICK-00000016,H2S_detected,1,42,42,True,True
+ALARM-00000055,OIL011-WELL-000074,KICK-00000016,standpipe_pressure_drop,2,44,23,True,False
+ALARM-00000056,OIL011-WELL-000083,KICK-00000017,pit_gain,4,20,92,True,True
+ALARM-00000057,OIL011-WELL-000083,KICK-00000017,BOP_pressure_low,3,18,98,True,False
+ALARM-00000058,OIL011-WELL-000083,KICK-00000017,choke_pressure_high,3,19,81,True,False
+ALARM-00000059,OIL011-WELL-000083,KICK-00000017,H2S_detected,3,19,145,True,False
+ALARM-00000060,OIL011-WELL-000095,KICK-00000018,casing_pressure_rise,3,23,113,True,True
+ALARM-00000061,OIL011-WELL-000095,KICK-00000018,pit_gain,4,24,142,True,False
+ALARM-00000062,OIL011-WELL-000095,KICK-00000018,H2S_detected,3,24,110,True,False
+ALARM-00000063,OIL011-WELL-000097,KICK-00000019,gas_units_high,5,22,90,True,False
+ALARM-00000064,OIL011-WELL-000097,KICK-00000019,pit_gain,4,18,67,True,False
+ALARM-00000065,OIL011-WELL-000103,KICK-00000020,BOP_pressure_low,1,22,63,True,False
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+ALARM-00000667,OIL011-WELL-001235,KICK-00000183,gas_units_high,5,54,158,True,True
+ALARM-00000668,OIL011-WELL-001238,KICK-00000184,H2S_detected,3,37,107,True,False
+ALARM-00000669,OIL011-WELL-001238,KICK-00000184,casing_pressure_rise,4,38,111,True,False
+ALARM-00000670,OIL011-WELL-001268,KICK-00000185,choke_pressure_high,3,60,99,False,False
+ALARM-00000671,OIL011-WELL-001268,KICK-00000185,pit_gain,4,58,133,True,False
+ALARM-00000672,OIL011-WELL-001269,KICK-00000186,standpipe_pressure_drop,4,42,92,True,False
+ALARM-00000673,OIL011-WELL-001269,KICK-00000186,choke_pressure_high,5,43,103,True,False
+ALARM-00000674,OIL011-WELL-001269,KICK-00000186,BOP_pressure_low,5,42,159,True,False
+ALARM-00000675,OIL011-WELL-001279,KICK-00000187,casing_pressure_rise,3,25,87,True,False
+ALARM-00000676,OIL011-WELL-001279,KICK-00000187,BOP_pressure_low,4,25,156,True,False
+ALARM-00000677,OIL011-WELL-001279,KICK-00000187,flow_out_high,3,23,94,True,False
+ALARM-00000678,OIL011-WELL-001279,KICK-00000187,standpipe_pressure_drop,4,21,109,True,True
+ALARM-00000679,OIL011-WELL-001281,KICK-00000188,pit_gain,2,33,49,True,False
+ALARM-00000680,OIL011-WELL-001281,KICK-00000188,standpipe_pressure_drop,2,34,92,True,False
+ALARM-00000681,OIL011-WELL-001281,KICK-00000188,H2S_detected,1,37,48,True,False
+ALARM-00000682,OIL011-WELL-001281,KICK-00000188,casing_pressure_rise,3,33,127,True,True
+ALARM-00000683,OIL011-WELL-001286,KICK-00000189,choke_pressure_high,4,22,129,True,False
+ALARM-00000684,OIL011-WELL-001286,KICK-00000189,pit_gain,5,25,150,True,False
+ALARM-00000685,OIL011-WELL-001286,KICK-00000189,flow_out_high,4,22,110,True,False
+ALARM-00000686,OIL011-WELL-001286,KICK-00000189,casing_pressure_rise,5,24,152,True,False
+ALARM-00000687,OIL011-WELL-001286,KICK-00000189,H2S_detected,5,26,122,True,False
+ALARM-00000688,OIL011-WELL-001287,KICK-00000190,standpipe_pressure_drop,5,37,89,False,False
+ALARM-00000689,OIL011-WELL-001287,KICK-00000190,casing_pressure_rise,5,37,134,True,False
+ALARM-00000690,OIL011-WELL-001287,KICK-00000190,flow_out_high,4,37,134,True,False
+ALARM-00000691,OIL011-WELL-001287,KICK-00000190,H2S_detected,4,39,104,True,False
+ALARM-00000692,OIL011-WELL-001288,KICK-00000191,flow_out_high,1,36,102,True,False
+ALARM-00000693,OIL011-WELL-001288,KICK-00000191,pit_gain,1,35,119,True,False
+ALARM-00000694,OIL011-WELL-001291,KICK-00000192,flow_out_high,5,50,140,True,False
+ALARM-00000695,OIL011-WELL-001291,KICK-00000192,gas_units_high,4,50,86,True,False
+ALARM-00000696,OIL011-WELL-001291,KICK-00000192,choke_pressure_high,5,46,176,True,False
+ALARM-00000697,OIL011-WELL-001291,KICK-00000192,BOP_pressure_low,5,49,119,True,False
+ALARM-00000698,OIL011-WELL-001293,KICK-00000193,casing_pressure_rise,5,22,109,True,False
+ALARM-00000699,OIL011-WELL-001293,KICK-00000193,pit_gain,4,18,171,True,False
+ALARM-00000700,OIL011-WELL-001293,KICK-00000193,choke_pressure_high,3,22,87,True,False
+ALARM-00000701,OIL011-WELL-001305,KICK-00000194,standpipe_pressure_drop,5,63,191,True,False
+ALARM-00000702,OIL011-WELL-001305,KICK-00000194,gas_units_high,5,64,170,True,False
+ALARM-00000703,OIL011-WELL-001305,KICK-00000194,casing_pressure_rise,4,65,106,True,False
+ALARM-00000704,OIL011-WELL-001305,KICK-00000194,H2S_detected,4,64,134,True,False
+ALARM-00000705,OIL011-WELL-001305,KICK-00000194,flow_out_high,4,62,139,True,False
+ALARM-00000706,OIL011-WELL-001318,KICK-00000195,gas_units_high,2,23,70,True,True
+ALARM-00000707,OIL011-WELL-001318,KICK-00000195,flow_out_high,2,22,132,True,False
+ALARM-00000708,OIL011-WELL-001318,KICK-00000195,H2S_detected,2,21,28,True,False
+ALARM-00000709,OIL011-WELL-001318,KICK-00000195,standpipe_pressure_drop,1,23,7,True,False
+ALARM-00000710,OIL011-WELL-001318,KICK-00000195,choke_pressure_high,2,21,91,True,False
+ALARM-00000711,OIL011-WELL-001326,KICK-00000196,flow_out_high,4,44,97,True,False
+ALARM-00000712,OIL011-WELL-001326,KICK-00000196,casing_pressure_rise,4,43,134,True,False
+ALARM-00000713,OIL011-WELL-001326,KICK-00000196,BOP_pressure_low,3,44,105,True,False
+ALARM-00000714,OIL011-WELL-001326,KICK-00000196,choke_pressure_high,4,41,79,True,False
+ALARM-00000715,OIL011-WELL-001326,KICK-00000196,standpipe_pressure_drop,4,42,82,True,False
+ALARM-00000716,OIL011-WELL-001327,KICK-00000197,H2S_detected,1,50,56,True,False
+ALARM-00000717,OIL011-WELL-001327,KICK-00000197,flow_out_high,2,48,74,True,False
+ALARM-00000718,OIL011-WELL-001327,KICK-00000197,choke_pressure_high,2,48,61,True,False
+ALARM-00000719,OIL011-WELL-001327,KICK-00000197,gas_units_high,2,47,85,True,False
+ALARM-00000720,OIL011-WELL-001328,KICK-00000198,flow_out_high,3,26,111,True,False
+ALARM-00000721,OIL011-WELL-001328,KICK-00000198,H2S_detected,3,29,115,True,False
+ALARM-00000722,OIL011-WELL-001328,KICK-00000198,pit_gain,3,29,76,True,False
+ALARM-00000723,OIL011-WELL-001328,KICK-00000198,gas_units_high,2,25,70,True,False
+ALARM-00000724,OIL011-WELL-001328,KICK-00000198,standpipe_pressure_drop,4,28,107,True,False
+ALARM-00000725,OIL011-WELL-001343,KICK-00000199,choke_pressure_high,2,40,67,True,False
+ALARM-00000726,OIL011-WELL-001343,KICK-00000199,BOP_pressure_low,1,40,91,True,False
+ALARM-00000727,OIL011-WELL-001343,KICK-00000199,gas_units_high,1,42,35,True,False
+ALARM-00000728,OIL011-WELL-001345,KICK-00000200,H2S_detected,5,32,137,True,False
+ALARM-00000729,OIL011-WELL-001345,KICK-00000200,pit_gain,4,34,80,True,False
+ALARM-00000730,OIL011-WELL-001345,KICK-00000200,casing_pressure_rise,5,34,146,True,False
+ALARM-00000731,OIL011-WELL-001362,KICK-00000201,casing_pressure_rise,1,41,60,False,False
+ALARM-00000732,OIL011-WELL-001362,KICK-00000201,H2S_detected,2,39,62,True,False
+ALARM-00000733,OIL011-WELL-001362,KICK-00000201,choke_pressure_high,2,42,86,True,False
+ALARM-00000734,OIL011-WELL-001362,KICK-00000201,standpipe_pressure_drop,1,41,92,True,False
+ALARM-00000735,OIL011-WELL-001365,KICK-00000202,casing_pressure_rise,1,45,55,True,True
+ALARM-00000736,OIL011-WELL-001365,KICK-00000202,choke_pressure_high,2,49,53,True,False
+ALARM-00000737,OIL011-WELL-001366,KICK-00000203,flow_out_high,5,34,111,True,False
+ALARM-00000738,OIL011-WELL-001366,KICK-00000203,BOP_pressure_low,4,34,81,True,False
+ALARM-00000739,OIL011-WELL-001366,KICK-00000203,standpipe_pressure_drop,5,35,102,True,False
+ALARM-00000740,OIL011-WELL-001366,KICK-00000203,gas_units_high,5,37,101,True,False
+ALARM-00000741,OIL011-WELL-001371,KICK-00000204,BOP_pressure_low,2,45,37,True,True
+ALARM-00000742,OIL011-WELL-001371,KICK-00000204,gas_units_high,1,44,108,True,False
+ALARM-00000743,OIL011-WELL-001371,KICK-00000204,casing_pressure_rise,1,45,73,True,False
+ALARM-00000744,OIL011-WELL-001371,KICK-00000204,choke_pressure_high,1,42,116,True,False
+ALARM-00000745,OIL011-WELL-001374,KICK-00000205,pit_gain,3,37,131,True,False
+ALARM-00000746,OIL011-WELL-001374,KICK-00000205,H2S_detected,2,37,95,True,False
+ALARM-00000747,OIL011-WELL-001374,KICK-00000205,choke_pressure_high,2,33,83,True,False
+ALARM-00000748,OIL011-WELL-001374,KICK-00000205,standpipe_pressure_drop,2,33,79,True,False
+ALARM-00000749,OIL011-WELL-001378,KICK-00000206,pit_gain,2,57,56,True,False
+ALARM-00000750,OIL011-WELL-001378,KICK-00000206,casing_pressure_rise,2,57,89,True,False
+ALARM-00000751,OIL011-WELL-001378,KICK-00000206,gas_units_high,1,59,86,True,False
+ALARM-00000752,OIL011-WELL-001379,KICK-00000207,pit_gain,4,31,108,True,False
+ALARM-00000753,OIL011-WELL-001379,KICK-00000207,flow_out_high,3,33,92,True,False
+ALARM-00000754,OIL011-WELL-001379,KICK-00000207,standpipe_pressure_drop,5,33,122,False,False
+ALARM-00000755,OIL011-WELL-001390,KICK-00000208,H2S_detected,5,47,66,True,False
+ALARM-00000756,OIL011-WELL-001390,KICK-00000208,choke_pressure_high,5,50,92,True,False
+ALARM-00000757,OIL011-WELL-001390,KICK-00000208,standpipe_pressure_drop,4,50,144,True,False
+ALARM-00000758,OIL011-WELL-001390,KICK-00000208,casing_pressure_rise,3,47,58,True,False
+ALARM-00000759,OIL011-WELL-001392,KICK-00000209,choke_pressure_high,2,33,40,False,False
+ALARM-00000760,OIL011-WELL-001392,KICK-00000209,gas_units_high,2,32,113,True,False
+ALARM-00000761,OIL011-WELL-001392,KICK-00000209,standpipe_pressure_drop,1,31,25,True,False
+ALARM-00000762,OIL011-WELL-001400,KICK-00000210,BOP_pressure_low,5,64,59,True,False
+ALARM-00000763,OIL011-WELL-001400,KICK-00000210,pit_gain,4,61,106,True,False
+ALARM-00000764,OIL011-WELL-001400,KICK-00000210,flow_out_high,3,64,125,True,False
+ALARM-00000765,OIL011-WELL-001400,KICK-00000210,H2S_detected,4,62,120,True,False
+ALARM-00000766,OIL011-WELL-001400,KICK-00000210,gas_units_high,3,64,76,True,False
+ALARM-00000767,OIL011-WELL-001408,KICK-00000211,casing_pressure_rise,5,41,97,True,False
+ALARM-00000768,OIL011-WELL-001408,KICK-00000211,choke_pressure_high,5,40,104,True,False
+ALARM-00000769,OIL011-WELL-001444,KICK-00000212,standpipe_pressure_drop,2,53,83,True,False
+ALARM-00000770,OIL011-WELL-001444,KICK-00000212,pit_gain,1,54,83,False,False
+ALARM-00000771,OIL011-WELL-001444,KICK-00000212,gas_units_high,1,55,133,True,False
+ALARM-00000772,OIL011-WELL-001448,KICK-00000213,H2S_detected,1,39,62,True,False
+ALARM-00000773,OIL011-WELL-001448,KICK-00000213,casing_pressure_rise,3,40,110,True,False
+ALARM-00000774,OIL011-WELL-001448,KICK-00000213,gas_units_high,1,40,83,True,False
+ALARM-00000775,OIL011-WELL-001448,KICK-00000213,BOP_pressure_low,1,43,19,True,False
+ALARM-00000776,OIL011-WELL-001448,KICK-00000213,flow_out_high,3,42,88,True,False
+ALARM-00000777,OIL011-WELL-001499,KICK-00000214,H2S_detected,1,20,70,True,False
+ALARM-00000778,OIL011-WELL-001499,KICK-00000214,choke_pressure_high,1,21,14,True,False
+ALARM-00000779,OIL011-WELL-001499,KICK-00000214,BOP_pressure_low,2,23,23,True,False

blowout_scenarios.csv

@@ -0,0 +1,94 @@
+scenario_id,well_id,kick_id,blowout_type,ignition_flag,escalation_level,release_duration_hr,estimated_release_bbl,environmental_impact_score,casualty_risk_score
+BLOWOUT-00000001,OIL011-WELL-000018,KICK-00000004,surface blowout,False,5,4.81,391.15,0.752,0.281
+BLOWOUT-00000002,OIL011-WELL-000031,KICK-00000007,surface blowout,False,5,10.12,2983.33,0.758,0.0
+BLOWOUT-00000003,OIL011-WELL-000037,KICK-00000008,wellhead release,False,5,12.51,954.07,0.288,0.231
+BLOWOUT-00000004,OIL011-WELL-000039,KICK-00000009,surface blowout,False,5,8.41,2170.94,0.661,0.073
+BLOWOUT-00000005,OIL011-WELL-000058,KICK-00000011,surface blowout,True,5,31.05,295.12,0.909,0.661
+BLOWOUT-00000006,OIL011-WELL-000073,KICK-00000015,ignited blowout,True,5,3.94,1182.89,0.96,0.207
+BLOWOUT-00000007,OIL011-WELL-000095,KICK-00000018,surface blowout,False,4,4.12,178.15,1.0,0.72
+BLOWOUT-00000008,OIL011-WELL-000112,KICK-00000021,underground blowout,False,4,8.08,1230.58,0.634,0.321
+BLOWOUT-00000009,OIL011-WELL-000131,KICK-00000024,surface blowout,False,5,12.53,509.41,0.648,0.115
+BLOWOUT-00000010,OIL011-WELL-000132,KICK-00000025,underground blowout,False,5,2.55,701.51,0.793,0.295
+BLOWOUT-00000011,OIL011-WELL-000176,KICK-00000032,surface blowout,False,4,4.53,958.94,0.622,0.251
+BLOWOUT-00000012,OIL011-WELL-000201,KICK-00000034,riser gas event,True,5,7.75,1628.45,0.283,0.74
+BLOWOUT-00000013,OIL011-WELL-000211,KICK-00000036,surface blowout,False,4,11.25,767.03,0.583,0.0
+BLOWOUT-00000014,OIL011-WELL-000239,KICK-00000037,ignited blowout,True,4,3.03,255.85,0.628,0.878
+BLOWOUT-00000015,OIL011-WELL-000268,KICK-00000041,underground blowout,True,5,22.35,735.15,0.144,0.41
+BLOWOUT-00000016,OIL011-WELL-000286,KICK-00000046,riser gas event,False,5,5.55,539.31,0.343,0.211
+BLOWOUT-00000017,OIL011-WELL-000287,KICK-00000047,riser gas event,False,4,17.24,108.71,0.591,0.473
+BLOWOUT-00000018,OIL011-WELL-000295,KICK-00000048,underground blowout,False,5,4.61,613.75,0.89,0.0
+BLOWOUT-00000019,OIL011-WELL-000339,KICK-00000051,surface blowout,False,5,2.63,436.51,0.727,0.206
+BLOWOUT-00000020,OIL011-WELL-000346,KICK-00000053,riser gas event,False,4,3.4,864.91,0.742,0.219
+BLOWOUT-00000021,OIL011-WELL-000354,KICK-00000054,surface blowout,False,5,10.74,1265.23,0.311,0.618
+BLOWOUT-00000022,OIL011-WELL-000367,KICK-00000055,ignited blowout,True,5,2.54,673.87,0.945,0.675
+BLOWOUT-00000023,OIL011-WELL-000420,KICK-00000061,riser gas event,False,5,13.36,2129.12,0.942,0.318
+BLOWOUT-00000024,OIL011-WELL-000466,KICK-00000069,ignited blowout,True,5,13.89,787.22,0.843,0.656
+BLOWOUT-00000025,OIL011-WELL-000470,KICK-00000070,surface blowout,False,5,12.1,377.36,0.807,0.348
+BLOWOUT-00000026,OIL011-WELL-000474,KICK-00000072,riser gas event,True,4,13.8,459.21,0.592,0.727
+BLOWOUT-00000027,OIL011-WELL-000479,KICK-00000074,riser gas event,False,4,11.9,626.97,1.0,0.433
+BLOWOUT-00000028,OIL011-WELL-000510,KICK-00000077,surface blowout,False,5,6.72,1323.66,0.275,0.642
+BLOWOUT-00000029,OIL011-WELL-000512,KICK-00000078,surface blowout,False,4,22.32,901.12,0.432,0.197
+BLOWOUT-00000030,OIL011-WELL-000523,KICK-00000080,ignited blowout,True,4,9.69,115.49,0.523,0.683
+BLOWOUT-00000031,OIL011-WELL-000529,KICK-00000081,underground blowout,False,4,12.19,274.56,0.505,0.817
+BLOWOUT-00000032,OIL011-WELL-000540,KICK-00000082,ignited blowout,True,5,4.37,820.56,0.993,0.36
+BLOWOUT-00000033,OIL011-WELL-000541,KICK-00000083,surface blowout,False,5,63.21,1452.08,0.603,0.188
+BLOWOUT-00000034,OIL011-WELL-000584,KICK-00000086,wellhead release,False,4,5.29,112.76,0.895,0.86
+BLOWOUT-00000035,OIL011-WELL-000588,KICK-00000087,surface blowout,True,4,10.06,1087.79,0.813,0.62
+BLOWOUT-00000036,OIL011-WELL-000595,KICK-00000088,ignited blowout,True,5,6.91,889.1,0.628,0.46
+BLOWOUT-00000037,OIL011-WELL-000631,KICK-00000092,riser gas event,False,5,11.04,1645.62,0.403,0.0
+BLOWOUT-00000038,OIL011-WELL-000637,KICK-00000094,ignited blowout,True,5,9.61,916.21,0.383,0.654
+BLOWOUT-00000039,OIL011-WELL-000641,KICK-00000095,surface blowout,False,5,8.65,400.06,0.771,0.0
+BLOWOUT-00000040,OIL011-WELL-000648,KICK-00000097,wellhead release,True,5,25.97,551.75,1.0,0.565
+BLOWOUT-00000041,OIL011-WELL-000666,KICK-00000100,riser gas event,False,4,5.28,240.57,0.653,0.37
+BLOWOUT-00000042,OIL011-WELL-000672,KICK-00000101,wellhead release,False,4,4.97,319.12,0.649,0.243
+BLOWOUT-00000043,OIL011-WELL-000694,KICK-00000102,underground blowout,False,4,5.6,439.61,1.0,0.137
+BLOWOUT-00000044,OIL011-WELL-000732,KICK-00000107,wellhead release,False,5,5.24,339.97,0.648,0.158
+BLOWOUT-00000045,OIL011-WELL-000765,KICK-00000111,riser gas event,True,5,13.28,449.78,1.0,1.0
+BLOWOUT-00000046,OIL011-WELL-000793,KICK-00000114,wellhead release,False,4,10.41,493.26,0.526,0.38
+BLOWOUT-00000047,OIL011-WELL-000807,KICK-00000115,surface blowout,False,5,8.43,324.46,0.597,0.242
+BLOWOUT-00000048,OIL011-WELL-000812,KICK-00000116,surface blowout,False,5,14.9,725.61,0.718,0.367
+BLOWOUT-00000049,OIL011-WELL-000835,KICK-00000118,ignited blowout,True,4,16.71,1871.09,0.661,0.744
+BLOWOUT-00000050,OIL011-WELL-000873,KICK-00000123,riser gas event,True,5,7.56,900.24,0.833,0.817
+BLOWOUT-00000051,OIL011-WELL-000891,KICK-00000126,wellhead release,False,5,6.57,1010.48,0.961,0.041
+BLOWOUT-00000052,OIL011-WELL-000916,KICK-00000127,riser gas event,False,4,8.81,74.57,0.749,0.914
+BLOWOUT-00000053,OIL011-WELL-000928,KICK-00000130,underground blowout,True,5,7.83,1320.3,0.58,0.674
+BLOWOUT-00000054,OIL011-WELL-000938,KICK-00000131,ignited blowout,True,5,11.27,385.92,0.516,0.425
+BLOWOUT-00000055,OIL011-WELL-000948,KICK-00000132,riser gas event,True,4,5.19,1085.27,0.754,0.4
+BLOWOUT-00000056,OIL011-WELL-000982,KICK-00000137,riser gas event,False,5,18.09,99.26,0.926,0.498
+BLOWOUT-00000057,OIL011-WELL-001016,KICK-00000140,riser gas event,False,4,9.67,2189.21,0.741,0.299
+BLOWOUT-00000058,OIL011-WELL-001019,KICK-00000141,surface blowout,False,4,6.13,2381.67,0.435,0.543
+BLOWOUT-00000059,OIL011-WELL-001026,KICK-00000142,surface blowout,False,4,5.58,566.71,0.694,0.669
+BLOWOUT-00000060,OIL011-WELL-001028,KICK-00000143,underground blowout,False,5,5.81,574.82,0.468,0.629
+BLOWOUT-00000061,OIL011-WELL-001045,KICK-00000147,riser gas event,False,4,7.5,242.1,0.693,0.227
+BLOWOUT-00000062,OIL011-WELL-001050,KICK-00000148,riser gas event,False,5,7.07,1583.59,0.71,0.757
+BLOWOUT-00000063,OIL011-WELL-001065,KICK-00000149,surface blowout,False,4,11.12,2093.58,0.682,0.221
+BLOWOUT-00000064,OIL011-WELL-001088,KICK-00000154,riser gas event,True,4,6.31,1370.17,0.732,0.589
+BLOWOUT-00000065,OIL011-WELL-001089,KICK-00000155,wellhead release,False,5,4.92,1919.29,0.634,0.324
+BLOWOUT-00000066,OIL011-WELL-001090,KICK-00000156,wellhead release,False,5,10.06,214.77,0.892,0.626
+BLOWOUT-00000067,OIL011-WELL-001100,KICK-00000158,wellhead release,True,5,17.64,1114.11,0.783,0.636
+BLOWOUT-00000068,OIL011-WELL-001101,KICK-00000159,riser gas event,False,5,4.11,1846.93,0.783,0.565
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+BLOWOUT-00000075,OIL011-WELL-001187,KICK-00000174,wellhead release,True,5,15.1,482.64,0.681,0.72
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choke_manifold_logs.csv

@@ -0,0 +1,1214 @@
+choke_id,well_id,kick_id,step_index,choke_pressure_psi,casing_pressure_psi,choke_position_pct,stable_control_flag,erosion_risk_score
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drilling_timeseries.csv

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+oid sha256:99d6e4e95d6e3f18b6998d2187df358d7231a54fae499337711b38c52f9e3787
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equipment_failures.csv

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+failure_id,well_id,kick_id,component_type,failure_mode,maintenance_status,failure_time_index,failure_severity
+FAIL-00000001,OIL011-WELL-000058,KICK-00000011,choke valve,leak,deferred,54,5
+FAIL-00000002,OIL011-WELL-000067,KICK-00000014,hydraulic control pod,leak,current,47,5
+FAIL-00000003,OIL011-WELL-000112,KICK-00000021,flow sensor,failed_to_close,current,36,5
+FAIL-00000004,OIL011-WELL-000132,KICK-00000025,flow sensor,hydraulic_pressure_loss,overdue,19,5
+FAIL-00000005,OIL011-WELL-000176,KICK-00000032,EDS,hydraulic_pressure_loss,current,24,5
+FAIL-00000006,OIL011-WELL-000211,KICK-00000036,blind shear ram,erosion,current,68,5
+FAIL-00000007,OIL011-WELL-000268,KICK-00000041,flow sensor,sensor_drift,current,65,5
+FAIL-00000008,OIL011-WELL-000367,KICK-00000055,pit sensor,communication_loss,overdue,46,5
+FAIL-00000009,OIL011-WELL-000479,KICK-00000074,pit sensor,stuck,current,65,5
+FAIL-00000010,OIL011-WELL-000588,KICK-00000087,flow sensor,sensor_drift,current,30,5
+FAIL-00000011,OIL011-WELL-000641,KICK-00000095,riser connector,leak,current,57,5
+FAIL-00000012,OIL011-WELL-000648,KICK-00000097,choke valve,stuck,current,17,5
+FAIL-00000013,OIL011-WELL-000694,KICK-00000102,riser connector,stuck,unknown,43,4
+FAIL-00000014,OIL011-WELL-000812,KICK-00000116,hydraulic control pod,hydraulic_pressure_loss,current,26,5
+FAIL-00000015,OIL011-WELL-000891,KICK-00000126,mud pump,erosion,current,54,5
+FAIL-00000016,OIL011-WELL-000938,KICK-00000131,pit sensor,erosion,unknown,25,5
+FAIL-00000017,OIL011-WELL-001089,KICK-00000155,EDS,sensor_drift,overdue,22,5
+FAIL-00000018,OIL011-WELL-001090,KICK-00000156,choke valve,erosion,current,58,5
+FAIL-00000019,OIL011-WELL-001101,KICK-00000159,BOP annular,sensor_drift,current,61,5
+FAIL-00000020,OIL011-WELL-001109,KICK-00000160,BOP annular,stuck,overdue,30,5
+FAIL-00000021,OIL011-WELL-001133,KICK-00000164,choke valve,sensor_drift,current,15,5
+FAIL-00000022,OIL011-WELL-001286,KICK-00000189,riser connector,failed_to_close,current,25,4
+FAIL-00000023,OIL011-WELL-001287,KICK-00000190,mud pump,stuck,current,44,5
+FAIL-00000024,OIL011-WELL-001291,KICK-00000192,pit sensor,communication_loss,unknown,54,5
+FAIL-00000025,OIL011-WELL-001379,KICK-00000207,EDS,failed_to_close,unknown,34,4
+FAIL-00000026,OIL011-WELL-001390,KICK-00000208,hydraulic control pod,failed_to_close,overdue,52,5

gas_influx_profiles.csv

@@ -0,0 +1,215 @@
+influx_id,well_id,kick_id,gas_type,initial_depth_ft,migration_velocity_ft_hr,gas_expansion_ratio,annular_gas_fraction_pct,surface_gas_risk_score
+GAS-00000001,OIL011-WELL-000002,KICK-00000001,wet_gas,17313,1021.78,7.128,7.54,0.395
+GAS-00000002,OIL011-WELL-000008,KICK-00000002,wet_gas,11634,1084.44,7.333,7.25,0.564
+GAS-00000003,OIL011-WELL-000009,KICK-00000003,wet_gas,4845,987.96,4.364,12.47,0.333
+GAS-00000004,OIL011-WELL-000018,KICK-00000004,CO2,11213,905.96,5.829,0.5,0.723
+GAS-00000005,OIL011-WELL-000019,KICK-00000005,methane,16975,649.31,6.563,15.16,0.847
+GAS-00000006,OIL011-WELL-000024,KICK-00000006,wet_gas,14018,593.0,8.154,2.21,0.586
+GAS-00000007,OIL011-WELL-000031,KICK-00000007,methane,13802,560.81,7.694,21.38,1.0
+GAS-00000008,OIL011-WELL-000037,KICK-00000008,wet_gas,3904,702.87,2.034,8.33,0.845
+GAS-00000009,OIL011-WELL-000039,KICK-00000009,methane,11922,787.69,5.154,22.36,0.829
+GAS-00000010,OIL011-WELL-000052,KICK-00000010,methane,19365,566.24,8.485,8.55,0.155
+GAS-00000011,OIL011-WELL-000058,KICK-00000011,methane,11843,854.25,6.578,5.29,0.848
+GAS-00000012,OIL011-WELL-000061,KICK-00000012,methane,14697,820.02,7.146,0.5,0.29
+GAS-00000013,OIL011-WELL-000065,KICK-00000013,methane,6720,936.45,3.264,0.5,0.125
+GAS-00000014,OIL011-WELL-000067,KICK-00000014,H2S_sour_gas,9829,689.6,6.128,2.77,0.569
+GAS-00000015,OIL011-WELL-000073,KICK-00000015,methane,16731,617.17,7.621,16.11,0.897
+GAS-00000016,OIL011-WELL-000074,KICK-00000016,methane,9184,845.52,5.748,1.27,0.244
+GAS-00000017,OIL011-WELL-000083,KICK-00000017,wet_gas,12066,1329.51,6.456,0.5,0.674
+GAS-00000018,OIL011-WELL-000095,KICK-00000018,CO2,17678,712.78,8.469,9.73,0.622
+GAS-00000019,OIL011-WELL-000097,KICK-00000019,methane,8147,1217.75,3.445,2.0,0.581
+GAS-00000020,OIL011-WELL-000103,KICK-00000020,wet_gas,14100,949.04,5.219,4.16,0.231
+GAS-00000021,OIL011-WELL-000112,KICK-00000021,methane,13108,1097.64,5.384,9.21,0.712
+GAS-00000022,OIL011-WELL-000119,KICK-00000022,methane,8493,582.18,3.746,15.16,0.511
+GAS-00000023,OIL011-WELL-000130,KICK-00000023,wet_gas,8255,700.02,4.046,6.53,0.55
+GAS-00000024,OIL011-WELL-000131,KICK-00000024,H2S_sour_gas,19372,1064.08,9.746,1.56,0.803
+GAS-00000025,OIL011-WELL-000132,KICK-00000025,methane,3084,430.54,1.975,8.39,0.787
+GAS-00000026,OIL011-WELL-000138,KICK-00000026,methane,9415,1502.2,4.68,13.08,0.27
+GAS-00000027,OIL011-WELL-000151,KICK-00000027,methane,9641,627.53,6.986,5.7,0.162
+GAS-00000028,OIL011-WELL-000154,KICK-00000028,wet_gas,12353,1278.91,7.627,3.54,0.248
+GAS-00000029,OIL011-WELL-000163,KICK-00000029,wet_gas,2423,553.21,1.3,11.93,0.182
+GAS-00000030,OIL011-WELL-000169,KICK-00000030,wet_gas,7485,951.93,4.655,4.77,0.42
+GAS-00000031,OIL011-WELL-000171,KICK-00000031,methane,13362,640.44,6.415,0.5,0.617
+GAS-00000032,OIL011-WELL-000176,KICK-00000032,methane,10259,991.38,5.666,7.48,0.788
+GAS-00000033,OIL011-WELL-000184,KICK-00000033,methane,16451,887.7,9.704,17.77,0.259
+GAS-00000034,OIL011-WELL-000201,KICK-00000034,methane,9090,565.18,6.275,14.12,0.892
+GAS-00000035,OIL011-WELL-000207,KICK-00000035,wet_gas,8589,787.78,5.294,2.6,0.408
+GAS-00000036,OIL011-WELL-000211,KICK-00000036,methane,8115,913.61,5.801,4.12,0.685
+GAS-00000037,OIL011-WELL-000239,KICK-00000037,methane,14793,599.94,9.042,4.26,0.759
+GAS-00000038,OIL011-WELL-000245,KICK-00000038,wet_gas,11570,949.41,7.063,7.14,0.431
+GAS-00000039,OIL011-WELL-000253,KICK-00000039,wet_gas,13425,1339.95,8.091,18.43,0.644
+GAS-00000040,OIL011-WELL-000266,KICK-00000040,methane,13297,595.66,8.082,6.25,0.493
+GAS-00000041,OIL011-WELL-000268,KICK-00000041,wet_gas,14753,786.25,8.164,17.81,0.857
+GAS-00000042,OIL011-WELL-000269,KICK-00000042,wet_gas,15833,613.23,9.593,19.17,0.333
+GAS-00000043,OIL011-WELL-000271,KICK-00000043,methane,6922,783.57,6.169,4.94,0.393
+GAS-00000044,OIL011-WELL-000277,KICK-00000044,wet_gas,14252,436.2,5.871,8.07,0.355
+GAS-00000045,OIL011-WELL-000280,KICK-00000045,wet_gas,8841,760.44,4.075,4.82,0.224
+GAS-00000046,OIL011-WELL-000286,KICK-00000046,methane,2334,691.63,3.309,2.33,0.762
+GAS-00000047,OIL011-WELL-000287,KICK-00000047,wet_gas,7542,613.46,5.295,6.69,0.621
+GAS-00000048,OIL011-WELL-000295,KICK-00000048,CO2,5335,1030.49,4.236,13.61,1.0
+GAS-00000049,OIL011-WELL-000305,KICK-00000049,methane,10150,1009.9,5.826,9.04,0.293
+GAS-00000050,OIL011-WELL-000327,KICK-00000050,methane,22252,1147.3,9.686,1.39,0.375
+GAS-00000051,OIL011-WELL-000339,KICK-00000051,wet_gas,14570,1161.69,10.711,7.08,0.822
+GAS-00000052,OIL011-WELL-000344,KICK-00000052,methane,11671,753.09,6.743,17.72,0.462
+GAS-00000053,OIL011-WELL-000346,KICK-00000053,methane,9823,812.28,3.327,12.67,0.601
+GAS-00000054,OIL011-WELL-000354,KICK-00000054,wet_gas,10458,702.88,6.388,9.91,0.814
+GAS-00000055,OIL011-WELL-000367,KICK-00000055,methane,13890,995.94,6.565,9.0,0.822
+GAS-00000056,OIL011-WELL-000368,KICK-00000056,wet_gas,13345,1080.55,5.083,9.74,0.361
+GAS-00000057,OIL011-WELL-000379,KICK-00000057,H2S_sour_gas,6001,537.19,3.659,11.35,0.633
+GAS-00000058,OIL011-WELL-000394,KICK-00000058,H2S_sour_gas,3050,1089.85,2.611,11.35,0.444
+GAS-00000059,OIL011-WELL-000404,KICK-00000059,methane,14599,829.34,8.244,0.66,0.461
+GAS-00000060,OIL011-WELL-000406,KICK-00000060,CO2,8166,849.31,4.443,12.43,0.462
+GAS-00000061,OIL011-WELL-000420,KICK-00000061,methane,9733,1346.19,6.987,12.64,0.904
+GAS-00000062,OIL011-WELL-000427,KICK-00000062,methane,13539,705.81,5.576,8.32,0.248
+GAS-00000063,OIL011-WELL-000439,KICK-00000063,wet_gas,8828,1163.05,5.739,0.5,0.106
+GAS-00000064,OIL011-WELL-000441,KICK-00000064,methane,14565,293.88,7.956,5.31,0.423
+GAS-00000065,OIL011-WELL-000445,KICK-00000065,wet_gas,11299,682.81,6.902,13.31,0.525
+GAS-00000066,OIL011-WELL-000455,KICK-00000066,wet_gas,15927,1230.02,8.66,17.22,0.349
+GAS-00000067,OIL011-WELL-000457,KICK-00000067,wet_gas,10327,258.88,6.744,6.82,0.326
+GAS-00000068,OIL011-WELL-000464,KICK-00000068,CO2,13601,651.98,6.738,3.89,0.456
+GAS-00000069,OIL011-WELL-000466,KICK-00000069,methane,8572,1007.53,5.33,4.38,0.846
+GAS-00000070,OIL011-WELL-000470,KICK-00000070,methane,7253,939.99,5.499,6.23,0.745
+GAS-00000071,OIL011-WELL-000472,KICK-00000071,methane,14901,884.16,7.658,9.82,0.365
+GAS-00000072,OIL011-WELL-000474,KICK-00000072,wet_gas,13396,625.18,7.984,9.05,0.722
+GAS-00000073,OIL011-WELL-000475,KICK-00000073,CO2,6306,670.96,3.591,6.07,0.428
+GAS-00000074,OIL011-WELL-000479,KICK-00000074,methane,3203,1128.35,2.654,18.9,0.723
+GAS-00000075,OIL011-WELL-000500,KICK-00000075,wet_gas,11885,788.35,7.304,12.53,0.693
+GAS-00000076,OIL011-WELL-000507,KICK-00000076,CO2,3992,984.1,4.147,9.69,0.194
+GAS-00000077,OIL011-WELL-000510,KICK-00000077,methane,7429,760.68,4.33,10.24,0.883
+GAS-00000078,OIL011-WELL-000512,KICK-00000078,methane,13860,806.91,7.033,7.18,0.718
+GAS-00000079,OIL011-WELL-000514,KICK-00000079,H2S_sour_gas,9871,424.81,4.837,8.54,0.694
+GAS-00000080,OIL011-WELL-000523,KICK-00000080,H2S_sour_gas,8907,1067.5,3.798,9.83,0.674
+GAS-00000081,OIL011-WELL-000529,KICK-00000081,methane,20789,390.49,7.97,0.67,0.629
+GAS-00000082,OIL011-WELL-000540,KICK-00000082,wet_gas,9932,1190.2,4.408,12.48,0.846
+GAS-00000083,OIL011-WELL-000541,KICK-00000083,methane,15422,776.42,10.042,23.12,0.99
+GAS-00000084,OIL011-WELL-000544,KICK-00000084,wet_gas,17141,1100.6,7.584,1.0,0.401
+GAS-00000085,OIL011-WELL-000556,KICK-00000085,wet_gas,12951,885.81,4.708,3.55,0.599
+GAS-00000086,OIL011-WELL-000584,KICK-00000086,methane,9279,905.52,5.697,7.35,0.676
+GAS-00000087,OIL011-WELL-000588,KICK-00000087,CO2,9649,529.0,5.871,8.29,0.769
+GAS-00000088,OIL011-WELL-000595,KICK-00000088,methane,5729,1422.5,4.22,6.23,0.758
+GAS-00000089,OIL011-WELL-000600,KICK-00000089,wet_gas,16772,733.22,6.713,0.5,0.491
+GAS-00000090,OIL011-WELL-000609,KICK-00000090,wet_gas,11399,987.73,5.65,8.41,0.163
+GAS-00000091,OIL011-WELL-000627,KICK-00000091,methane,11253,623.53,5.934,10.1,0.432
+GAS-00000092,OIL011-WELL-000631,KICK-00000092,methane,6098,1239.75,4.23,11.72,0.824
+GAS-00000093,OIL011-WELL-000635,KICK-00000093,methane,7123,418.15,4.063,4.02,0.103
+GAS-00000094,OIL011-WELL-000637,KICK-00000094,methane,9726,1015.07,4.61,7.79,0.751
+GAS-00000095,OIL011-WELL-000641,KICK-00000095,methane,9917,856.82,6.232,3.5,0.767
+GAS-00000096,OIL011-WELL-000647,KICK-00000096,methane,15073,929.96,7.138,11.7,0.473
+GAS-00000097,OIL011-WELL-000648,KICK-00000097,methane,10605,856.77,6.07,9.43,0.796
+GAS-00000098,OIL011-WELL-000655,KICK-00000098,methane,5913,756.3,3.998,6.74,0.561
+GAS-00000099,OIL011-WELL-000661,KICK-00000099,methane,13371,690.22,5.345,5.79,0.538
+GAS-00000100,OIL011-WELL-000666,KICK-00000100,methane,12966,900.1,7.587,4.3,0.591
+GAS-00000101,OIL011-WELL-000672,KICK-00000101,CO2,21598,879.22,10.107,1.41,0.56
+GAS-00000102,OIL011-WELL-000694,KICK-00000102,methane,4999,1289.1,3.984,0.5,0.589
+GAS-00000103,OIL011-WELL-000709,KICK-00000103,methane,22144,1210.81,11.029,15.64,0.628
+GAS-00000104,OIL011-WELL-000720,KICK-00000104,wet_gas,6984,631.46,5.111,7.18,0.217
+GAS-00000105,OIL011-WELL-000723,KICK-00000105,wet_gas,13784,878.99,8.284,3.09,0.334
+GAS-00000106,OIL011-WELL-000730,KICK-00000106,methane,10149,522.82,5.464,14.64,0.417
+GAS-00000107,OIL011-WELL-000732,KICK-00000107,methane,5813,817.77,3.366,14.0,0.889
+GAS-00000108,OIL011-WELL-000742,KICK-00000108,methane,8349,1383.19,5.775,0.5,0.221
+GAS-00000109,OIL011-WELL-000758,KICK-00000109,methane,9286,445.04,7.252,6.08,0.394
+GAS-00000110,OIL011-WELL-000761,KICK-00000110,methane,13627,961.17,7.269,1.21,0.438
+GAS-00000111,OIL011-WELL-000765,KICK-00000111,CO2,17355,590.27,8.917,4.63,0.777
+GAS-00000112,OIL011-WELL-000775,KICK-00000112,methane,10805,700.41,5.591,9.48,0.655
+GAS-00000113,OIL011-WELL-000792,KICK-00000113,wet_gas,15562,799.0,8.016,7.73,0.445
+GAS-00000114,OIL011-WELL-000793,KICK-00000114,wet_gas,6733,497.36,6.244,14.78,0.703
+GAS-00000115,OIL011-WELL-000807,KICK-00000115,CO2,7387,1109.29,3.211,10.01,0.845
+GAS-00000116,OIL011-WELL-000812,KICK-00000116,methane,7513,990.85,5.246,16.04,0.871
+GAS-00000117,OIL011-WELL-000823,KICK-00000117,CO2,12089,826.05,6.766,16.46,0.849
+GAS-00000118,OIL011-WELL-000835,KICK-00000118,wet_gas,7302,685.6,6.233,19.13,0.794
+GAS-00000119,OIL011-WELL-000842,KICK-00000119,wet_gas,14943,1350.92,7.896,11.94,0.347
+GAS-00000120,OIL011-WELL-000857,KICK-00000120,H2S_sour_gas,6557,755.93,2.829,7.58,0.495
+GAS-00000121,OIL011-WELL-000865,KICK-00000121,methane,11211,1092.31,4.961,32.98,0.765
+GAS-00000122,OIL011-WELL-000869,KICK-00000122,methane,9053,360.56,4.63,3.86,0.217
+GAS-00000123,OIL011-WELL-000873,KICK-00000123,methane,8587,764.71,5.928,6.59,0.863
+GAS-00000124,OIL011-WELL-000878,KICK-00000124,methane,16306,1122.72,5.693,11.92,0.324
+GAS-00000125,OIL011-WELL-000885,KICK-00000125,methane,5038,1190.81,3.066,4.58,0.272
+GAS-00000126,OIL011-WELL-000891,KICK-00000126,wet_gas,7769,771.92,4.742,8.84,0.77
+GAS-00000127,OIL011-WELL-000916,KICK-00000127,wet_gas,4929,1124.92,2.768,2.41,0.557
+GAS-00000128,OIL011-WELL-000922,KICK-00000128,methane,15711,684.32,10.208,0.5,0.374
+GAS-00000129,OIL011-WELL-000923,KICK-00000129,methane,5528,915.0,4.211,7.97,0.232
+GAS-00000130,OIL011-WELL-000928,KICK-00000130,wet_gas,9010,434.44,5.53,5.76,0.86
+GAS-00000131,OIL011-WELL-000938,KICK-00000131,methane,10217,1300.41,4.076,6.85,0.759
+GAS-00000132,OIL011-WELL-000948,KICK-00000132,methane,20992,645.77,11.439,3.46,0.691
+GAS-00000133,OIL011-WELL-000950,KICK-00000133,methane,14312,921.63,7.908,4.1,0.326
+GAS-00000134,OIL011-WELL-000956,KICK-00000134,methane,10024,648.24,6.45,5.13,0.291
+GAS-00000135,OIL011-WELL-000970,KICK-00000135,wet_gas,10476,1371.94,5.082,9.38,0.43
+GAS-00000136,OIL011-WELL-000979,KICK-00000136,methane,12840,921.97,7.924,7.46,0.629
+GAS-00000137,OIL011-WELL-000982,KICK-00000137,methane,6286,879.09,5.055,0.72,0.823
+GAS-00000138,OIL011-WELL-001008,KICK-00000138,wet_gas,9630,1033.02,5.939,5.93,0.259
+GAS-00000139,OIL011-WELL-001013,KICK-00000139,methane,8008,799.29,4.978,7.05,0.628
+GAS-00000140,OIL011-WELL-001016,KICK-00000140,methane,12278,576.8,7.012,26.7,0.956
+GAS-00000141,OIL011-WELL-001019,KICK-00000141,wet_gas,12239,756.11,3.859,19.8,0.811
+GAS-00000142,OIL011-WELL-001026,KICK-00000142,methane,21049,706.04,8.07,6.24,0.599
+GAS-00000143,OIL011-WELL-001028,KICK-00000143,methane,7127,450.09,4.132,4.17,0.863
+GAS-00000144,OIL011-WELL-001032,KICK-00000144,methane,15710,437.5,7.073,9.71,0.308
+GAS-00000145,OIL011-WELL-001033,KICK-00000145,wet_gas,6441,637.77,3.491,10.57,0.326
+GAS-00000146,OIL011-WELL-001040,KICK-00000146,CO2,11039,430.45,8.562,0.5,0.15
+GAS-00000147,OIL011-WELL-001045,KICK-00000147,methane,12120,623.91,7.987,7.47,0.728
+GAS-00000148,OIL011-WELL-001050,KICK-00000148,methane,13137,785.19,8.988,9.64,0.834
+GAS-00000149,OIL011-WELL-001065,KICK-00000149,methane,9999,1187.25,5.827,14.0,0.713
+GAS-00000150,OIL011-WELL-001066,KICK-00000150,methane,9664,628.58,5.63,8.18,0.449
+GAS-00000151,OIL011-WELL-001069,KICK-00000151,methane,18136,1232.21,8.349,8.49,0.247
+GAS-00000152,OIL011-WELL-001076,KICK-00000152,H2S_sour_gas,21557,876.99,9.555,20.34,0.336
+GAS-00000153,OIL011-WELL-001077,KICK-00000153,methane,13376,555.64,6.22,8.19,0.36
+GAS-00000154,OIL011-WELL-001088,KICK-00000154,H2S_sour_gas,7325,1173.02,4.462,10.86,0.753
+GAS-00000155,OIL011-WELL-001089,KICK-00000155,methane,12240,798.98,7.622,5.05,0.824
+GAS-00000156,OIL011-WELL-001090,KICK-00000156,methane,2908,623.68,2.273,3.8,0.789
+GAS-00000157,OIL011-WELL-001096,KICK-00000157,wet_gas,13044,883.6,6.379,19.39,0.453
+GAS-00000158,OIL011-WELL-001100,KICK-00000158,methane,12977,524.82,8.45,1.67,0.769
+GAS-00000159,OIL011-WELL-001101,KICK-00000159,H2S_sour_gas,10284,1183.08,6.622,20.91,0.901
+GAS-00000160,OIL011-WELL-001109,KICK-00000160,wet_gas,13181,1229.97,7.093,6.5,0.688
+GAS-00000161,OIL011-WELL-001116,KICK-00000161,wet_gas,12206,426.52,6.108,13.54,0.515
+GAS-00000162,OIL011-WELL-001124,KICK-00000162,methane,5508,1171.51,4.767,4.5,0.816
+GAS-00000163,OIL011-WELL-001127,KICK-00000163,wet_gas,7776,631.47,4.388,2.66,0.233
+GAS-00000164,OIL011-WELL-001133,KICK-00000164,methane,14942,720.71,6.782,7.5,0.726
+GAS-00000165,OIL011-WELL-001140,KICK-00000165,wet_gas,10678,939.74,5.237,6.07,0.473
+GAS-00000166,OIL011-WELL-001141,KICK-00000166,methane,19916,931.94,9.847,4.7,0.78
+GAS-00000167,OIL011-WELL-001148,KICK-00000167,wet_gas,4251,892.07,3.486,6.35,0.855
+GAS-00000168,OIL011-WELL-001150,KICK-00000168,methane,18952,716.63,8.922,2.53,0.173
+GAS-00000169,OIL011-WELL-001151,KICK-00000169,methane,16603,716.91,6.952,8.41,0.707
+GAS-00000170,OIL011-WELL-001164,KICK-00000170,methane,13870,970.92,7.75,0.5,0.445
+GAS-00000171,OIL011-WELL-001169,KICK-00000171,methane,14419,1321.76,7.495,32.12,0.539
+GAS-00000172,OIL011-WELL-001173,KICK-00000172,CO2,15774,746.19,7.438,1.86,0.644
+GAS-00000173,OIL011-WELL-001178,KICK-00000173,methane,11699,1072.07,8.701,0.5,0.398
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+GAS-00000175,OIL011-WELL-001192,KICK-00000175,methane,10900,914.34,6.478,2.87,0.126
+GAS-00000176,OIL011-WELL-001193,KICK-00000176,methane,7544,710.25,3.561,0.5,0.748
+GAS-00000177,OIL011-WELL-001196,KICK-00000177,methane,11376,525.1,6.364,17.01,0.543
+GAS-00000178,OIL011-WELL-001200,KICK-00000178,H2S_sour_gas,15996,737.09,10.095,10.3,0.684
+GAS-00000179,OIL011-WELL-001209,KICK-00000179,methane,3975,351.19,2.269,13.75,0.73
+GAS-00000180,OIL011-WELL-001217,KICK-00000180,methane,10104,1237.04,5.912,3.95,0.721
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+GAS-00000182,OIL011-WELL-001230,KICK-00000182,wet_gas,14143,487.02,7.114,19.81,0.694
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+GAS-00000184,OIL011-WELL-001238,KICK-00000184,wet_gas,11652,1155.38,8.902,1.51,0.675
+GAS-00000185,OIL011-WELL-001268,KICK-00000185,methane,4996,817.64,3.614,4.56,0.601
+GAS-00000186,OIL011-WELL-001269,KICK-00000186,methane,8008,618.14,4.359,11.67,0.845
+GAS-00000187,OIL011-WELL-001279,KICK-00000187,methane,16756,970.79,8.925,0.5,0.575
+GAS-00000188,OIL011-WELL-001281,KICK-00000188,methane,6554,746.81,3.951,3.27,0.301
+GAS-00000189,OIL011-WELL-001286,KICK-00000189,wet_gas,3782,1395.39,3.003,0.71,0.666
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+GAS-00000195,OIL011-WELL-001318,KICK-00000195,methane,13991,1049.13,9.083,11.26,0.349
+GAS-00000196,OIL011-WELL-001326,KICK-00000196,CO2,10561,1127.19,5.296,15.94,0.575
+GAS-00000197,OIL011-WELL-001327,KICK-00000197,methane,5725,1469.39,3.742,0.5,0.32
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+GAS-00000199,OIL011-WELL-001343,KICK-00000199,wet_gas,7322,777.26,4.463,0.89,0.356
+GAS-00000200,OIL011-WELL-001345,KICK-00000200,methane,8355,423.3,4.848,7.06,0.81
+GAS-00000201,OIL011-WELL-001362,KICK-00000201,methane,9687,926.69,4.3,3.26,0.301
+GAS-00000202,OIL011-WELL-001365,KICK-00000202,wet_gas,14127,884.95,5.514,8.69,0.329
+GAS-00000203,OIL011-WELL-001366,KICK-00000203,methane,13939,1077.94,7.856,3.45,0.729
+GAS-00000204,OIL011-WELL-001371,KICK-00000204,methane,14855,868.63,8.306,7.92,0.369
+GAS-00000205,OIL011-WELL-001374,KICK-00000205,methane,4529,352.28,3.01,7.55,0.551
+GAS-00000206,OIL011-WELL-001378,KICK-00000206,methane,8201,1314.75,5.939,7.12,0.373
+GAS-00000207,OIL011-WELL-001379,KICK-00000207,methane,10698,511.42,5.753,14.85,0.826
+GAS-00000208,OIL011-WELL-001390,KICK-00000208,CO2,9638,634.15,4.709,6.79,0.75
+GAS-00000209,OIL011-WELL-001392,KICK-00000209,wet_gas,19357,917.66,11.172,3.05,0.203
+GAS-00000210,OIL011-WELL-001400,KICK-00000210,methane,11578,759.82,5.875,11.88,0.701
+GAS-00000211,OIL011-WELL-001408,KICK-00000211,H2S_sour_gas,9594,684.07,5.813,10.7,0.643
+GAS-00000212,OIL011-WELL-001444,KICK-00000212,methane,16439,591.83,8.03,6.01,0.424
+GAS-00000213,OIL011-WELL-001448,KICK-00000213,methane,8803,474.92,5.672,9.49,0.328
+GAS-00000214,OIL011-WELL-001499,KICK-00000214,wet_gas,21977,925.35,10.332,10.18,0.309

incident_root_cause.csv

@@ -0,0 +1,215 @@
+incident_id,well_id,kick_id,root_cause_category,contributing_factor,corrective_action,rca_confidence_score
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kick_events.csv

@@ -0,0 +1,215 @@
+kick_id,well_id,kick_type,kick_start_time_index,influx_volume_bbl,influx_fluid,detection_time_sec,pit_gain_bbl_at_detection,shut_in_drillpipe_pressure_psi,shut_in_casing_pressure_psi,kick_severity,near_miss_flag,blowout_escalated_flag
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+KICK-00000003,OIL011-WELL-000009,HPHT gas kick,44,21.06,gas,62,13.45,933,1539,1,False,False
+KICK-00000004,OIL011-WELL-000018,gas kick,27,6.72,gas,33,3.49,426,478,5,False,True
+KICK-00000005,OIL011-WELL-000019,HPHT gas kick,37,19.26,gas,33,16.06,1126,354,5,True,False
+KICK-00000006,OIL011-WELL-000024,swab kick,38,9.55,oil,49,7.33,307,975,4,True,False
+KICK-00000007,OIL011-WELL-000031,swab kick,19,41.88,mixed,40,24.98,1737,1816,5,False,True
+KICK-00000008,OIL011-WELL-000037,HPHT gas kick,61,9.6,gas,46,6.57,737,496,5,False,True
+KICK-00000009,OIL011-WELL-000039,loss-kick,59,18.54,oil,36,6.56,999,1286,5,False,True
+KICK-00000010,OIL011-WELL-000052,swab kick,15,3.31,water,27,1.49,1163,700,1,False,False
+KICK-00000011,OIL011-WELL-000058,HPHT gas kick,50,5.95,gas,38,3.39,843,1167,5,False,True
+KICK-00000012,OIL011-WELL-000061,gas kick,48,5.35,gas,38,1.74,648,1395,2,False,False
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+KICK-00000021,OIL011-WELL-000112,gas kick,29,10.97,gas,46,5.63,591,1075,4,False,True
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+KICK-00000075,OIL011-WELL-000500,gas kick,14,5.52,gas,28,3.61,711,268,4,True,False
+KICK-00000076,OIL011-WELL-000507,swab kick,42,11.38,mixed,49,9.59,1023,518,1,False,False
+KICK-00000077,OIL011-WELL-000510,gas kick,57,13.28,gas,34,3.61,1034,634,5,False,True
+KICK-00000078,OIL011-WELL-000512,HPHT gas kick,19,11.38,gas,54,4.24,669,1402,4,False,True
+KICK-00000079,OIL011-WELL-000514,gas kick,26,8.19,gas,53,4.72,374,1193,4,True,False
+KICK-00000080,OIL011-WELL-000523,HPHT gas kick,33,8.12,gas,35,5.76,989,635,4,False,True
+KICK-00000081,OIL011-WELL-000529,loss-kick,32,6.53,water,43,5.08,1579,861,4,False,True
+KICK-00000082,OIL011-WELL-000540,loss-kick,22,6.98,water,27,5.35,1310,1275,5,False,True
+KICK-00000083,OIL011-WELL-000541,HPHT gas kick,22,34.06,gas,44,16.94,1214,1543,5,False,True
+KICK-00000084,OIL011-WELL-000544,gas kick,52,4.85,gas,27,2.19,1244,1079,2,False,False
+KICK-00000085,OIL011-WELL-000556,swab kick,25,17.03,mixed,42,6.59,939,648,3,True,False
+KICK-00000086,OIL011-WELL-000584,oil kick,51,5.1,oil,28,3.73,907,977,4,False,True
+KICK-00000087,OIL011-WELL-000588,water flow,24,22.88,mixed,33,10.58,1288,267,4,False,True
+KICK-00000088,OIL011-WELL-000595,oil kick,54,12.9,water,44,5.55,805,1626,5,False,True
+KICK-00000089,OIL011-WELL-000600,shallow gas,34,7.48,gas,38,4.73,1498,412,3,True,False
+KICK-00000090,OIL011-WELL-000609,oil kick,25,4.79,mixed,42,3.79,1195,722,1,False,False
+KICK-00000091,OIL011-WELL-000627,swab kick,34,12.31,oil,52,3.45,724,1194,2,False,False
+KICK-00000092,OIL011-WELL-000631,HPHT gas kick,36,14.9,gas,51,11.2,891,1153,5,False,True
+KICK-00000093,OIL011-WELL-000635,loss-kick,56,3.75,oil,50,2.58,603,1393,1,False,False
+KICK-00000094,OIL011-WELL-000637,water flow,37,9.22,mixed,29,7.41,493,1190,5,False,True
+KICK-00000095,OIL011-WELL-000641,swab kick,51,5.43,oil,23,2.33,1078,1609,5,False,True
+KICK-00000096,OIL011-WELL-000647,gas kick,53,22.67,gas,45,10.74,565,1285,2,False,False
+KICK-00000097,OIL011-WELL-000648,gas kick,14,9.59,gas,23,6.91,1025,1562,5,False,True
+KICK-00000098,OIL011-WELL-000655,gas kick,40,4.1,gas,33,3.15,958,506,4,True,False
+KICK-00000099,OIL011-WELL-000661,HPHT gas kick,21,15.02,gas,37,6.38,1128,1064,3,True,False
+KICK-00000100,OIL011-WELL-000666,HPHT gas kick,56,6.73,gas,53,5.28,712,837,4,False,True
+KICK-00000101,OIL011-WELL-000672,water flow,61,6.96,oil,28,1.92,582,1189,4,False,True
+KICK-00000102,OIL011-WELL-000694,water flow,34,4.31,oil,39,3.45,927,1310,4,False,True
+KICK-00000103,OIL011-WELL-000709,gas kick,27,29.7,gas,29,22.59,897,2013,3,True,False
+KICK-00000104,OIL011-WELL-000720,water flow,24,11.95,water,27,9.45,697,1661,1,False,False
+KICK-00000105,OIL011-WELL-000723,oil kick,46,9.49,mixed,43,3.63,1204,80,2,False,False
+KICK-00000106,OIL011-WELL-000730,loss-kick,35,22.54,oil,53,9.93,1308,1035,1,False,False
+KICK-00000107,OIL011-WELL-000732,gas kick,41,20.44,gas,57,7.04,1404,1474,5,False,True
+KICK-00000108,OIL011-WELL-000742,shallow gas,23,7.93,gas,22,4.37,716,1396,1,False,False
+KICK-00000109,OIL011-WELL-000758,HPHT gas kick,42,15.27,gas,49,4.16,874,1109,2,False,False
+KICK-00000110,OIL011-WELL-000761,swab kick,14,8.02,oil,47,6.12,885,1401,3,True,False
+KICK-00000111,OIL011-WELL-000765,oil kick,46,5.93,oil,29,2.4,497,1343,5,False,True
+KICK-00000112,OIL011-WELL-000775,oil kick,13,7.8,water,46,3.35,782,1054,4,True,False
+KICK-00000113,OIL011-WELL-000792,gas kick,63,12.88,gas,40,9.28,1310,752,2,False,False
+KICK-00000114,OIL011-WELL-000793,gas kick,38,14.87,gas,23,4.83,1051,1375,4,False,True
+KICK-00000115,OIL011-WELL-000807,gas kick,32,17.14,gas,42,11.37,959,1299,5,False,True
+KICK-00000116,OIL011-WELL-000812,swab kick,25,19.91,oil,40,11.58,787,1462,5,False,True
+KICK-00000117,OIL011-WELL-000823,loss-kick,57,16.4,oil,51,10.68,1935,1157,5,True,False
+KICK-00000118,OIL011-WELL-000835,swab kick,37,32.85,mixed,34,25.3,621,1616,4,False,True
+KICK-00000119,OIL011-WELL-000842,gas kick,26,14.87,gas,25,8.11,1209,1482,1,False,False
+KICK-00000120,OIL011-WELL-000857,swab kick,22,6.28,oil,26,5.26,884,577,3,True,False
+KICK-00000121,OIL011-WELL-000865,swab kick,33,51.22,mixed,36,38.31,1732,1952,2,False,False
+KICK-00000122,OIL011-WELL-000869,swab kick,49,9.82,water,31,3.98,870,315,1,False,False
+KICK-00000123,OIL011-WELL-000873,gas kick,40,12.88,gas,37,4.05,1650,1839,5,False,True
+KICK-00000124,OIL011-WELL-000878,gas kick,27,14.12,gas,34,4.04,445,1486,2,False,False
+KICK-00000125,OIL011-WELL-000885,oil kick,62,11.83,water,56,7.61,1191,249,1,False,False
+KICK-00000126,OIL011-WELL-000891,loss-kick,48,11.38,water,33,8.18,1153,1300,5,False,True
+KICK-00000127,OIL011-WELL-000916,swab kick,34,2.95,oil,32,1.93,1495,963,4,False,True
+KICK-00000128,OIL011-WELL-000922,gas kick,15,10.58,gas,55,7.71,1236,1035,2,False,False
+KICK-00000129,OIL011-WELL-000923,swab kick,37,9.36,oil,46,6.0,1386,639,1,False,False
+KICK-00000130,OIL011-WELL-000928,swab kick,45,12.43,water,44,5.48,954,845,5,False,True
+KICK-00000131,OIL011-WELL-000938,shallow gas,21,13.09,gas,45,4.17,541,1682,5,False,True
+KICK-00000132,OIL011-WELL-000948,gas kick,61,11.67,gas,52,9.69,1262,1252,4,False,True
+KICK-00000133,OIL011-WELL-000950,oil kick,56,6.84,water,46,2.79,937,1088,2,False,False
+KICK-00000134,OIL011-WELL-000956,shallow gas,35,4.21,gas,56,3.45,378,1016,2,False,False
+KICK-00000135,OIL011-WELL-000970,gas kick,46,10.54,gas,52,6.53,464,887,2,False,False
+KICK-00000136,OIL011-WELL-000979,swab kick,59,17.48,mixed,34,8.69,945,814,3,True,False
+KICK-00000137,OIL011-WELL-000982,oil kick,17,9.03,mixed,38,3.27,1170,1308,5,False,True
+KICK-00000138,OIL011-WELL-001008,oil kick,43,16.26,mixed,48,13.08,874,1152,1,False,False
+KICK-00000139,OIL011-WELL-001013,shallow gas,13,15.27,gas,38,11.22,828,740,3,True,False
+KICK-00000140,OIL011-WELL-001016,swab kick,57,42.76,water,49,14.45,1956,1075,4,False,True
+KICK-00000141,OIL011-WELL-001019,water flow,21,27.77,mixed,46,12.31,775,989,4,False,True
+KICK-00000142,OIL011-WELL-001026,oil kick,37,7.35,water,51,2.23,651,1426,4,False,True
+KICK-00000143,OIL011-WELL-001028,shallow gas,33,11.76,gas,41,7.79,535,1108,5,False,True
+KICK-00000144,OIL011-WELL-001032,gas kick,16,20.37,gas,30,15.27,961,1037,1,False,False
+KICK-00000145,OIL011-WELL-001033,loss-kick,22,22.94,mixed,49,6.95,549,1177,1,False,False
+KICK-00000146,OIL011-WELL-001040,oil kick,16,2.76,oil,50,0.74,939,590,1,False,False
+KICK-00000147,OIL011-WELL-001045,HPHT gas kick,32,13.17,gas,28,8.42,1078,993,4,False,True
+KICK-00000148,OIL011-WELL-001050,swab kick,15,19.27,water,45,13.28,1336,934,5,False,True
+KICK-00000149,OIL011-WELL-001065,gas kick,18,21.84,gas,44,9.96,801,822,4,False,True
+KICK-00000150,OIL011-WELL-001066,water flow,36,13.6,oil,35,8.89,586,1074,2,False,False
+KICK-00000151,OIL011-WELL-001069,shallow gas,38,12.86,gas,40,8.4,1063,1082,1,False,False
+KICK-00000152,OIL011-WELL-001076,water flow,30,14.48,oil,58,3.89,1085,2038,1,False,False
+KICK-00000153,OIL011-WELL-001077,shallow gas,48,10.44,gas,29,5.08,604,1250,2,False,False
+KICK-00000154,OIL011-WELL-001088,shallow gas,39,18.61,gas,41,7.24,1348,962,4,False,True
+KICK-00000155,OIL011-WELL-001089,shallow gas,15,16.52,gas,49,13.74,890,1194,5,False,True
+KICK-00000156,OIL011-WELL-001090,loss-kick,56,4.7,water,31,2.68,1221,707,5,False,True
+KICK-00000157,OIL011-WELL-001096,water flow,47,26.43,mixed,28,17.34,1108,1453,1,False,False
+KICK-00000158,OIL011-WELL-001100,HPHT gas kick,16,10.99,gas,37,8.34,1060,1250,5,False,True
+KICK-00000159,OIL011-WELL-001101,loss-kick,53,28.45,oil,27,14.97,1248,338,5,False,True
+KICK-00000160,OIL011-WELL-001109,water flow,23,10.47,mixed,46,6.15,902,885,4,False,True
+KICK-00000161,OIL011-WELL-001116,shallow gas,36,23.06,gas,40,14.52,261,1096,2,False,False
+KICK-00000162,OIL011-WELL-001124,loss-kick,25,13.28,water,27,9.5,333,807,5,False,True
+KICK-00000163,OIL011-WELL-001127,HPHT gas kick,32,12.98,gas,22,9.94,360,80,1,False,False
+KICK-00000164,OIL011-WELL-001133,HPHT gas kick,13,16.18,gas,39,9.14,1002,1882,4,False,True
+KICK-00000165,OIL011-WELL-001140,gas kick,19,16.35,gas,29,8.3,587,1274,2,False,False
+KICK-00000166,OIL011-WELL-001141,gas kick,34,9.54,gas,43,7.78,1277,1352,5,False,True
+KICK-00000167,OIL011-WELL-001148,shallow gas,52,8.03,gas,40,2.63,909,1554,5,False,True
+KICK-00000168,OIL011-WELL-001150,gas kick,25,6.43,gas,40,2.81,1033,1245,1,False,False
+KICK-00000169,OIL011-WELL-001151,gas kick,27,14.95,gas,28,5.08,964,513,4,True,False
+KICK-00000170,OIL011-WELL-001164,water flow,38,8.17,water,61,2.29,885,1802,3,True,False
+KICK-00000171,OIL011-WELL-001169,gas kick,62,47.34,gas,33,31.64,1316,1649,1,False,False
+KICK-00000172,OIL011-WELL-001173,HPHT gas kick,58,6.75,gas,38,5.55,1243,558,4,False,True
+KICK-00000173,OIL011-WELL-001178,shallow gas,61,13.09,gas,33,9.9,1113,807,2,False,False
+KICK-00000174,OIL011-WELL-001187,gas kick,36,4.07,gas,41,1.36,851,1321,5,False,True
+KICK-00000175,OIL011-WELL-001192,gas kick,29,10.62,gas,47,5.62,522,444,1,False,False
+KICK-00000176,OIL011-WELL-001193,HPHT gas kick,25,7.35,gas,34,3.51,881,934,5,False,True
+KICK-00000177,OIL011-WELL-001196,shallow gas,49,21.14,gas,47,6.65,1336,1364,3,True,False
+KICK-00000178,OIL011-WELL-001200,gas kick,19,12.21,gas,40,3.62,893,567,4,False,True
+KICK-00000179,OIL011-WELL-001209,swab kick,37,19.66,oil,46,9.16,1109,1427,4,True,False
+KICK-00000180,OIL011-WELL-001217,shallow gas,51,10.42,gas,32,2.98,1152,393,4,True,False
+KICK-00000181,OIL011-WELL-001221,shallow gas,62,19.54,gas,41,5.21,1363,831,5,False,True
+KICK-00000182,OIL011-WELL-001230,gas kick,28,19.85,gas,30,9.23,893,962,4,True,False
+KICK-00000183,OIL011-WELL-001235,gas kick,53,75.03,gas,27,42.36,1069,1426,5,False,True
+KICK-00000184,OIL011-WELL-001238,swab kick,34,9.5,oil,47,7.94,1229,879,4,False,True
+KICK-00000185,OIL011-WELL-001268,loss-kick,58,7.36,mixed,43,3.46,925,107,4,False,True
+KICK-00000186,OIL011-WELL-001269,swab kick,40,19.35,oil,33,12.96,750,1256,5,False,True
+KICK-00000187,OIL011-WELL-001279,oil kick,21,1.65,oil,31,1.07,989,1164,4,False,True
+KICK-00000188,OIL011-WELL-001281,oil kick,33,5.53,oil,26,3.79,1207,1396,2,False,False
+KICK-00000189,OIL011-WELL-001286,gas kick,22,5.2,gas,48,1.79,962,961,4,False,True
+KICK-00000190,OIL011-WELL-001287,shallow gas,36,6.58,gas,30,3.25,443,603,5,False,True
+KICK-00000191,OIL011-WELL-001288,loss-kick,33,9.75,oil,29,3.19,1074,1405,1,False,False
+KICK-00000192,OIL011-WELL-001291,shallow gas,46,22.1,gas,33,5.95,892,1727,5,False,True
+KICK-00000193,OIL011-WELL-001293,gas kick,18,11.25,gas,57,7.14,829,944,4,True,False
+KICK-00000194,OIL011-WELL-001305,loss-kick,62,8.19,oil,20,2.23,1431,1147,5,False,True
+KICK-00000195,OIL011-WELL-001318,gas kick,19,22.99,gas,47,7.19,1498,1816,1,False,False
+KICK-00000196,OIL011-WELL-001326,shallow gas,41,17.98,gas,40,6.9,243,497,3,True,False
+KICK-00000197,OIL011-WELL-001327,shallow gas,47,3.45,gas,29,1.45,1061,530,2,False,False
+KICK-00000198,OIL011-WELL-001328,gas kick,25,6.67,gas,20,2.46,153,1480,3,True,False
+KICK-00000199,OIL011-WELL-001343,water flow,39,5.98,oil,46,1.72,450,654,2,False,False
+KICK-00000200,OIL011-WELL-001345,HPHT gas kick,30,8.96,gas,35,5.71,550,779,5,False,True
+KICK-00000201,OIL011-WELL-001362,gas kick,38,9.76,gas,36,3.98,594,1062,1,False,False
+KICK-00000202,OIL011-WELL-001365,oil kick,45,20.82,oil,29,15.97,777,742,1,False,False
+KICK-00000203,OIL011-WELL-001366,swab kick,33,2.42,mixed,35,0.78,196,892,5,False,True
+KICK-00000204,OIL011-WELL-001371,gas kick,42,8.12,gas,37,3.12,445,1373,2,False,False
+KICK-00000205,OIL011-WELL-001374,HPHT gas kick,33,19.95,gas,44,14.02,1280,1731,3,True,False
+KICK-00000206,OIL011-WELL-001378,HPHT gas kick,55,14.02,gas,52,11.16,444,480,2,False,False
+KICK-00000207,OIL011-WELL-001379,oil kick,31,26.53,oil,39,7.67,793,1714,4,False,True
+KICK-00000208,OIL011-WELL-001390,loss-kick,47,14.46,water,19,4.45,1513,579,4,False,True
+KICK-00000209,OIL011-WELL-001392,gas kick,30,6.8,gas,38,2.29,236,1527,1,False,False
+KICK-00000210,OIL011-WELL-001400,shallow gas,60,10.53,gas,36,6.67,908,1901,4,False,True
+KICK-00000211,OIL011-WELL-001408,shallow gas,38,11.7,gas,23,9.52,596,1411,4,False,True
+KICK-00000212,OIL011-WELL-001444,swab kick,52,8.63,mixed,23,7.13,798,1045,2,False,False
+KICK-00000213,OIL011-WELL-001448,gas kick,39,4.38,gas,39,3.3,1036,1642,2,False,False
+KICK-00000214,OIL011-WELL-001499,swab kick,20,20.87,oil,46,7.95,1008,1039,1,False,False

kill_operations.csv

@@ -0,0 +1,215 @@
+kill_id,well_id,kick_id,kill_method,kill_mud_weight_ppg,circulation_cycles,kill_duration_min,successful_kill_flag,secondary_kill_required_flag
+KILL-00000001,OIL011-WELL-000002,KICK-00000001,dynamic_kill,13.39,2,271,True,False
+KILL-00000002,OIL011-WELL-000008,KICK-00000002,bullheading,16.46,4,193,True,False
+KILL-00000003,OIL011-WELL-000009,KICK-00000003,wait_and_weight,15.7,1,261,True,False
+KILL-00000004,OIL011-WELL-000018,KICK-00000004,volumetric,11.58,4,186,False,True
+KILL-00000005,OIL011-WELL-000019,KICK-00000005,volumetric,17.83,1,233,True,False
+KILL-00000006,OIL011-WELL-000024,KICK-00000006,volumetric,16.62,4,75,True,False
+KILL-00000007,OIL011-WELL-000031,KICK-00000007,driller_method,11.81,4,288,False,True
+KILL-00000008,OIL011-WELL-000037,KICK-00000008,volumetric,16.4,4,147,False,True
+KILL-00000009,OIL011-WELL-000039,KICK-00000009,driller_method,17.95,3,137,False,True
+KILL-00000010,OIL011-WELL-000052,KICK-00000010,bullheading,16.36,2,282,False,True
+KILL-00000011,OIL011-WELL-000058,KICK-00000011,lubricate_and_bleed,17.83,3,299,False,True
+KILL-00000012,OIL011-WELL-000061,KICK-00000012,dynamic_kill,16.69,1,213,True,False
+KILL-00000013,OIL011-WELL-000065,KICK-00000013,bullheading,16.35,2,188,True,True
+KILL-00000014,OIL011-WELL-000067,KICK-00000014,volumetric,15.06,2,277,True,True
+KILL-00000015,OIL011-WELL-000073,KICK-00000015,wait_and_weight,14.39,4,211,False,True
+KILL-00000016,OIL011-WELL-000074,KICK-00000016,lubricate_and_bleed,14.1,1,142,True,False
+KILL-00000017,OIL011-WELL-000083,KICK-00000017,volumetric,16.24,2,171,True,False
+KILL-00000018,OIL011-WELL-000095,KICK-00000018,volumetric,14.75,1,232,False,True
+KILL-00000019,OIL011-WELL-000097,KICK-00000019,wait_and_weight,18.21,4,240,True,False
+KILL-00000020,OIL011-WELL-000103,KICK-00000020,bullheading,12.96,1,221,True,False
+KILL-00000021,OIL011-WELL-000112,KICK-00000021,lubricate_and_bleed,11.77,1,259,False,True
+KILL-00000022,OIL011-WELL-000119,KICK-00000022,dynamic_kill,16.2,3,210,True,False
+KILL-00000023,OIL011-WELL-000130,KICK-00000023,bullheading,14.72,4,129,False,True
+KILL-00000024,OIL011-WELL-000131,KICK-00000024,bullheading,11.51,3,207,False,True
+KILL-00000025,OIL011-WELL-000132,KICK-00000025,volumetric,12.47,2,212,False,True
+KILL-00000026,OIL011-WELL-000138,KICK-00000026,bullheading,14.6,1,214,True,False
+KILL-00000027,OIL011-WELL-000151,KICK-00000027,lubricate_and_bleed,14.84,1,195,True,False
+KILL-00000028,OIL011-WELL-000154,KICK-00000028,volumetric,14.31,4,296,True,False
+KILL-00000029,OIL011-WELL-000163,KICK-00000029,bullheading,16.42,3,180,True,False
+KILL-00000030,OIL011-WELL-000169,KICK-00000030,bullheading,13.42,2,290,False,True
+KILL-00000031,OIL011-WELL-000171,KICK-00000031,lubricate_and_bleed,14.96,3,110,True,False
+KILL-00000032,OIL011-WELL-000176,KICK-00000032,lubricate_and_bleed,15.0,2,243,False,True
+KILL-00000033,OIL011-WELL-000184,KICK-00000033,bullheading,15.11,4,291,False,True
+KILL-00000034,OIL011-WELL-000201,KICK-00000034,wait_and_weight,17.66,1,145,False,True
+KILL-00000035,OIL011-WELL-000207,KICK-00000035,bullheading,13.14,2,255,True,True
+KILL-00000036,OIL011-WELL-000211,KICK-00000036,dynamic_kill,13.86,2,186,False,True
+KILL-00000037,OIL011-WELL-000239,KICK-00000037,wait_and_weight,10.92,2,222,False,True
+KILL-00000038,OIL011-WELL-000245,KICK-00000038,dynamic_kill,15.04,3,311,True,True
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+KILL-00000214,OIL011-WELL-001499,KICK-00000214,bullheading,15.63,1,152,True,False

safety_response_logs.csv

@@ -0,0 +1,215 @@
+response_id,well_id,kick_id,operator_action,reaction_time_sec,procedural_compliance_index,crew_training_level,escalation_score,evacuation_required_flag
+RESP-00000001,OIL011-WELL-000002,KICK-00000001,start_kill_circulation,114,0.865,expert,2,False
+RESP-00000002,OIL011-WELL-000008,KICK-00000002,activate_shear_ram,54,0.971,advanced,3,False
+RESP-00000003,OIL011-WELL-000009,KICK-00000003,adjust_choke,108,0.657,basic,1,False
+RESP-00000004,OIL011-WELL-000018,KICK-00000004,start_kill_circulation,95,0.74,advanced,5,True
+RESP-00000005,OIL011-WELL-000019,KICK-00000005,close_annular,162,0.75,intermediate,5,True
+RESP-00000006,OIL011-WELL-000024,KICK-00000006,space_out_string,105,0.818,intermediate,4,False
+RESP-00000007,OIL011-WELL-000031,KICK-00000007,space_out_string,109,0.878,intermediate,5,True
+RESP-00000008,OIL011-WELL-000037,KICK-00000008,start_kill_circulation,52,0.677,expert,5,True
+RESP-00000009,OIL011-WELL-000039,KICK-00000009,evacuate_rig,127,0.914,intermediate,5,True
+RESP-00000010,OIL011-WELL-000052,KICK-00000010,shut_in_well,69,0.959,intermediate,1,False
+RESP-00000011,OIL011-WELL-000058,KICK-00000011,start_kill_circulation,89,0.956,advanced,5,True
+RESP-00000012,OIL011-WELL-000061,KICK-00000012,close_annular,82,0.969,intermediate,2,False
+RESP-00000013,OIL011-WELL-000065,KICK-00000013,space_out_string,126,1.0,intermediate,1,False
+RESP-00000014,OIL011-WELL-000067,KICK-00000014,evacuate_rig,85,0.83,expert,4,False
+RESP-00000015,OIL011-WELL-000073,KICK-00000015,activate_shear_ram,60,0.771,advanced,5,True
+RESP-00000016,OIL011-WELL-000074,KICK-00000016,space_out_string,80,0.832,basic,1,False
+RESP-00000017,OIL011-WELL-000083,KICK-00000017,shut_in_well,85,0.963,intermediate,4,False
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+RESP-00000209,OIL011-WELL-001392,KICK-00000209,shut_in_well,100,0.841,basic,1,False
+RESP-00000210,OIL011-WELL-001400,KICK-00000210,space_out_string,76,0.89,advanced,4,True
+RESP-00000211,OIL011-WELL-001408,KICK-00000211,activate_shear_ram,88,0.908,intermediate,4,True
+RESP-00000212,OIL011-WELL-001444,KICK-00000212,evacuate_rig,105,0.842,basic,2,False
+RESP-00000213,OIL011-WELL-001448,KICK-00000213,start_kill_circulation,111,0.903,intermediate,2,False
+RESP-00000214,OIL011-WELL-001499,KICK-00000214,evacuate_rig,93,0.895,basic,1,False