Datasets:

xpertsystems
/

oil007-sample

+---
+license: cc-by-nc-4.0
+task_categories:
+- tabular-classification
+- tabular-regression
+- time-series-forecasting
+language:
+- en
+tags:
+- synthetic
+- oil-and-gas
+- upstream
+- drilling
+- drilling-parameters
+- mwd
+- lwd
+- rop-optimization
+- mse
+- bit-wear
+- drilling-dysfunctions
+- xpertsystems
+pretty_name: "OIL-007 — Synthetic Drilling Parameters Dataset (Sample)"
+size_categories:
+- 100K<n<1M
+---
+# OIL-007 — Synthetic Drilling Parameters Dataset (Sample)
+**SKU:** `OIL007-SAMPLE` · **Vertical:** Oil & Gas / Upstream Drilling Operations
+**License:** CC-BY-NC-4.0 (sample) · **Schema version:** `oil007.v1`
+**Generator version:** `1.0.0` · **Default seed:** `42`
+A free, schema-identical preview of XpertSystems.ai's enterprise drilling-
+parameters dataset for ROP optimization, MSE analysis, dysfunction detection,
+and drilling-process ML. The sample covers **100 wells** across
+**11 global basins** and **12 well types** with
+**220,871 rows** of high-cadence drilling telemetry linked across
+**9 tables**.
+---
+## What's in the box
+| File | Rows | Cols | Description |
+|---|---:|---:|---|
+| `wells_master.csv` | 100 | 13 | Well spine: type, basin, trajectory, rig, mud system, casing |
+| `drilling_timeseries.csv` | 109,870 | 10 | High-cadence per-stand ROP / WOB / torque / RPM / SPP / hook load |
+| `mud_properties.csv` | 21,974 | 10 | Mud weight, PV, YP, ECD, gels, mud temp |
+| `hydraulics_log.csv` | 21,974 | 9 | Flow, pump pressure, annular pressure, annular velocity, bit HHP |
+| `vibration_spectra.csv` | 54,935 | 8 | Axial / lateral / torsional g's, stick-slip index, whirl index |
+| `mse_log.csv` | 10,987 | 6 | Per-stand MSE (Teale formulation), bit efficiency, formation UCS |
+| `bit_wear_log.csv` | 344 | 9 | IADC dull grades, footage, bit size/type (PDC/RC/hybrid) |
+| `drilling_events.csv` | 587 | 7 | 11-class dysfunction events (stick-slip, stuck pipe, washout, mud loss, etc.) |
+| `drilling_labels.csv` | 100 | 6 | ML labels: optimal ROP, dysfunction risk, MSE efficiency, drilling grade |
+Total: **220,871 rows** across 9 CSVs, ~14.0 MB on disk.
+---
+## Calibration: industry-anchored, honestly reported
+Validation uses a **10-metric scorecard** with targets sourced exclusively to
+**named industry standards**: SPE 178850, SPE 96652 (Dupriest & Koederitz),
+Teale (1965) MSE foundational paper, API RP-7G (drill stem design), API
+RP-13B-1 (drilling fluids), IADC Drilling Manual, IADC dull grading,
+Bourgoyne et al. (1986) Applied Drilling Engineering, Rystad Energy global
+rig fleet, and Spears & Associates bit market reports.
+**Sample run** (seed `42`, n_wells=100):
+| # | Metric | Observed | Target | Tolerance | Status | Source |
+|---|---|---:|---:|---:|---|---|
+| 1 | avg rop ft hr | 83.8562 | 85.0 | ±25.0 | ✓ PASS | SPE 178850 + Rystad Energy — global mean ROP across mixed onshore/offshore land/platform portfolio |
+| 2 | avg wob klbs | 33.7322 | 32.0 | ±8.0 | ✓ PASS | API RP-7G + SPE Drilling Handbook — global mean WOB across PDC/RC mixed bit portfolio |
+| 3 | avg surface torque klbft | 13.7738 | 14.5 | ±4.0 | ✓ PASS | API RP-7G + SPE Drilling Engineering — global mean surface torque across mixed trajectory portfolio |
+| 4 | avg mud weight ppg | 11.4375 | 11.2 | ±1.5 | ✓ PASS | API RP-13B-1 + SPE drilling fluids literature — global mean mud weight across conventional/HPHT/deepwater mix |
+| 5 | ecd margin ppg | 0.3709 | 0.45 | ±0.15 | ✓ PASS | SPE 178850 + IADC Drilling Manual — ECD margin (ecd minus static MW) maintained during circulation |
+| 6 | avg mse psi | 37376.3374 | 38000.0 | ±9000.0 | ✓ PASS | Teale (1965) + SPE 96652 (Dupriest & Koederitz) — global mean MSE across mixed-formation drilling portfolio |
+| 7 | pv yp correlation | 0.7833 | 0.78 | ±0.15 | ✓ PASS | API RP-13B-1 + Bourgoyne et al. (1986) — plastic viscosity / yield point shared-rheology correlation in field-mixed mud systems (typically 0.70-0.85) |
+| 8 | pdc bit share | 0.7384 | 0.72 | ±0.1 | ✓ PASS | Spears & Associates + IADC bit market reports — global PDC bit share in modern drilling (2020-2024) |
+| 9 | mse ucs correlation | 0.7453 | 0.65 | ±0.2 | ✓ PASS | Teale (1965) + Dupriest (2005) SPE — MSE per-well average correlated with formation UCS; physics: MSE bounds approach UCS at perfect bit efficiency |
+| 10 | well type diversity entropy | 0.8279 | 0.85 | ±0.15 | ✓ PASS | Rystad Energy global rig fleet + IADC drilling activity tracker — 12-class well-type diversity benchmark (conventional, HPHT, deepwater, ERD, multilateral, etc.), normalized Shannon entropy |
+**Overall: 100.0/100 — Grade A+**
+(10 PASS · 0 MARGINAL · 0 FAIL of 10 metrics)
+---
+## Schema highlights
+**`wells_master.csv`** — one row per well, the relational spine.
+Key columns: `well_id`, `well_type` (12-class: vertical_conventional,
+directional, horizontal_shale, extended_reach, deepwater_offshore, hpht,
+geothermal, managed_pressure, underbalanced, salt_section, multilateral,
+slim_hole), `basin` (11-class: Permian, Eagle Ford, Bakken, Marcellus-Utica,
+Gulf of Mexico, North Sea, Middle East, Brazil Pre-Salt, Canada Oil Sands,
+Geothermal Basins, Other), `total_depth_ft`, `well_trajectory_type`,
+`mud_system` (water/oil/synthetic/cesium formate).
+**MSE follows the Teale (1965) formulation** with bit-size-aware area:
+> MSE = (WOB / A_bit) + (120·π·RPM·T_bit) / (A_bit · ROP)
+where `A_bit` varies by hole section (17.5" surface, 12.25" intermediate,
+8.5" production, 6.125" lateral), and `T_bit` is downhole bit torque
+estimated as 25-45% of surface torque depending on trajectory and depth —
+a critical detail for accurate MSE in long-reach and horizontal wells.
+**Formation strength profiles** (`mse_log.formation_strength_psi`) follow
+basin-specific UCS bands with stochastic formation transitions every
+500-2000 ft: Permian 8-22 kpsi, Marcellus-Utica 11-25 kpsi, Brazil Pre-Salt
+15-35 kpsi, Geothermal Basins 18-40 kpsi.
+**Rheology coupling** — PV and YP share an underlying rheology level
+correlated with mud weight, producing the field-realistic PV-YP correlation
+of ~0.70-0.85 (Bourgoyne et al. 1986).
+**ECD margin** (`ecd_ppg - mud_weight_ppg`) is calibrated to maintain the
+~0.45 ppg overpressure circulation envelope per IADC guidance, with
+depth-scaled annular friction and ROP-dependent cuttings loading.
+**Bit wear** uses the **IADC dull grading taxonomy** (8 codes spanning
+worn-teeth, broken-teeth, lost-teeth, ring-out, balled-up patterns), with
+dull grade escalation driven by cumulative footage and average formation
+strength per bit run.
+---
+## Suggested use cases
+1. **ROP optimization regression** — predict ROP from WOB, RPM, torque,
+   mud weight, formation UCS using the 109,870-row time-series spine.
+2. **MSE efficiency classification** — train models on `bit_efficiency`
+   to identify low-energy-efficient drilling sections.
+3. **Dysfunction detection** — multi-class classifier on `dysfunction_class`
+   (11-class: stick-slip, lateral vibration, stuck pipe, washout, twist-off,
+   mud loss/gain, bit balling, pack-off, whirl, axial bounce) from vibration
+   + mechanical telemetry.
+4. **Stuck pipe early warning** — binary classification with the
+   `stuck_pipe_precursor` events as positive labels, ROP/WOB/torque time-
+   series as features.
+5. **Bit dull grade prediction** — regress IADC dull grade from cumulative
+   footage and formation strength exposure per bit run.
+6. **Drilling efficiency grading** — multi-class classification on the
+   `drilling_efficiency_grade` (A+/A/B/C/D) target from per-well aggregated
+   features.
+7. **Time-series forecasting** — predict next-stand ROP / MSE / vibration
+   from the prior stand's drilling parameters (sequence models, transformers).
+8. **Multi-table relational ML** — entity-resolution and graph-based
+   learning across the 9 joinable tables via `well_id`.
+---
+## Loading
+```python
+from datasets import load_dataset
+ds = load_dataset("xpertsystems/oil007-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/oil007-sample/wells_master.csv")
+ts    = pd.read_csv("hf://datasets/xpertsystems/oil007-sample/drilling_timeseries.csv")
+mse   = pd.read_csv("hf://datasets/xpertsystems/oil007-sample/mse_log.csv")
+events = pd.read_csv("hf://datasets/xpertsystems/oil007-sample/drilling_events.csv")
+joined = ts.merge(wells, on="well_id")
+```
+---
+## Reproducibility
+All generation is deterministic via the integer `seed` parameter through
+per-well `SeedSequence([master_seed, well_idx])` derivation, guaranteeing
+schema-stable joins across runs and seed-by-seed reproducibility.
+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 calibrated for ML prototyping and drilling-
+parameter research, not for live drilling operations. A few notes:
+1. **Time-series is decimated 4× in the sample.** Full product runs at the
+   generator's native cadence (~42 samples per stand at 1 Hz / 85 ft/hr).
+   The sample uses `--decimate 4` to keep file sizes <15 MB while
+   preserving stand-resolution detail. For high-frequency vibration ML,
+   use the full product (12,000 wells, undecimated).
+2. **ECD margin runs slightly below the 0.45 ppg target** (observed mean
+   ~0.37 ppg) at sample scale, well within the ±0.15 ppg tolerance. This
+   reflects the stochastic depth-scaled annular friction modeling; full-
+   product scale converges closer to 0.45 ppg as the basin/well-type mix
+   averages out.
+3. **Max depth capped at 12,000 ft in the sample** (vs 22,000 ft in the
+   full product). This caps the Pre-Salt and HPHT extreme-depth physics
+   slightly under-represented. Wells assigned to those types still get
+   their depth/mud-weight modifiers applied within the 12 kft envelope.
+4. **Inter-stand jitter uses per-stand-seeded RNG** for intra-stand sample
+   variation. This produces stand-coherent telemetry (good for ML) but
+   means within-stand noise is correlated stand-to-stand at fixed offsets.
+   For pure-noise modeling, filter out the per-stand structure first.
+5. **Per-well stuck pipe / washout / dysfunction event rates are
+   per-stand Bernoulli probabilities**, so total event counts per well
+   are Poisson-distributed (~6 events/well average at sample scale).
+   Production runs (longer wells, more stands) will see proportionally
+   more events per well.
+---
+## Full product
+The **full OIL-007 dataset** ships at **12,000 wells**, **22,000 ft max
+depth**, undecimated 1Hz timeseries, full 12-class well-type coverage with
+HPHT and Pre-Salt extreme-depth physics, and full per-stand dysfunction
+event modeling — licensed commercially. Contact XpertSystems.ai for
+licensing terms.
+📧 **pradeep@xpertsystems.ai**
+🌐 **https://xpertsystems.ai**
+---
+## Citation
+```bibtex
+@dataset{xpertsystems_oil007_sample_2026,
+  title  = {OIL-007: Synthetic Drilling Parameters Dataset (Sample)},
+  author = {XpertSystems.ai},
+  year   = {2026},
+  url    = {https://huggingface.co/datasets/xpertsystems/oil007-sample}
+}
+```
+## Generation details
+- Generator version : 1.0.0
+- Sample version    : 1.0.0
+- Random seed       : 42
+- Generated         : 2026-05-21 22:54:12 UTC
+- Wells             : 100
+- Max depth         : 12,000 ft (capped for sample; full product: 22,000 ft)
+- Timeseries decim. : 4× (sample); full product: 1× native
+- Basins            : 11 (Permian, Eagle Ford, Bakken, Marcellus-Utica,
+                      Gulf of Mexico, North Sea, Middle East, Brazil Pre-Salt,
+                      Canada Oil Sands, Geothermal Basins, Other)
+- Well types        : 12 (vertical, directional, horizontal_shale,
+                      extended_reach, deepwater, HPHT, geothermal,
+                      managed_pressure, underbalanced, salt_section,
+                      multilateral, slim_hole)
+- Calibration basis : SPE 178850, SPE 96652, Teale (1965), API RP-7G,
+                      API RP-13B-1, IADC Drilling Manual, IADC dull grading,
+                      Bourgoyne et al. (1986), Rystad Energy, Spears & Associates
+- Overall validation: 100.0/100 — Grade A+

bit_wear_log.csv ADDED Viewed

	@@ -0,0 +1,345 @@

+bit_run_id,well_id,depth_in_ft,depth_out_ft,footage_ft,dull_grade,iadc_code,bit_size_in,bit_type
+W000000-BR00,W000000,0,372,372,2,2-2-WT-A-X-I-NO-TD,12.25,RC
+W000000-BR01,W000000,372,3534,3162,4,4-4-LT-A-X-I-CT-PR,8.5,RC
+W000000-BR02,W000000,3534,5859,2325,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000000-BR03,W000000,5859,10323,4464,6,6-6-BU-S-X-I-LN-DTF,17.5,PDC
+W000000-BR04,W000000,10323,11346,1023,4,4-4-LT-A-X-I-CT-PR,17.5,RC
+W000001-BR00,W000001,0,9765,9765,8,8-8-CC-N-X-I-CR-WO,6.125,PDC
+W000002-BR00,W000002,0,744,744,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000002-BR01,W000002,744,10509,9765,8,8-8-CC-N-X-I-CR-WO,6.125,PDC
+W000002-BR02,W000002,10509,11625,1116,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000003-BR00,W000003,0,11160,11160,8,8-8-CC-N-X-I-CR-WO,12.25,PDC
+W000004-BR00,W000004,0,5952,5952,6,6-6-BU-S-X-I-LN-DTF,6.125,PDC
+W000005-BR00,W000005,0,465,465,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000005-BR01,W000005,465,4836,4371,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000005-BR02,W000005,4836,5859,1023,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000005-BR03,W000005,5859,9672,3813,5,5-5-RR-S-X-I-CT-HR,8.5,PDC
+W000005-BR04,W000005,9672,10323,651,3,3-3-BT-A-X-I-NO-TD,6.125,RC
+W000006-BR00,W000006,0,1953,1953,3,3-3-BT-A-X-I-NO-TD,8.5,RC
+W000006-BR01,W000006,1953,10230,8277,8,8-8-CC-N-X-I-CR-WO,6.125,PDC
+W000007-BR00,W000007,0,11346,11346,8,8-8-CC-N-X-I-CR-WO,8.5,PDC
+W000008-BR00,W000008,0,186,186,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000008-BR01,W000008,186,1767,1581,3,3-3-BT-A-X-I-NO-TD,17.5,PDC
+W000008-BR02,W000008,1767,7719,5952,7,7-8-LT-N-X-I-BT-PR,8.5,hybrid
+W000008-BR03,W000008,7719,9021,1302,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000008-BR04,W000008,9021,11904,2883,6,6-6-BU-S-X-I-LN-DTF,8.5,PDC
+W000009-BR00,W000009,0,9672,9672,8,8-8-CC-N-X-I-CR-WO,12.25,PDC
+W000009-BR01,W000009,9672,11718,2046,3,3-3-BT-A-X-I-NO-TD,6.125,RC
+W000010-BR00,W000010,0,2697,2697,3,3-3-BT-A-X-I-NO-TD,12.25,hybrid
+W000010-BR01,W000010,2697,11160,8463,8,8-8-CC-N-X-I-CR-WO,8.5,PDC
+W000010-BR02,W000010,11160,11811,651,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000010-BR03,W000010,11811,11904,93,3,3-3-BT-A-X-I-NO-TD,12.25,RC
+W000011-BR00,W000011,0,3441,3441,4,4-4-LT-A-X-I-CT-PR,6.125,PDC
+W000011-BR01,W000011,3441,5859,2418,3,3-3-BT-A-X-I-NO-TD,17.5,RC
+W000011-BR02,W000011,5859,6696,837,2,2-2-WT-A-X-I-NO-TD,17.5,PDC
+W000011-BR03,W000011,6696,10509,3813,5,5-5-RR-S-X-I-CT-HR,8.5,PDC
+W000012-BR00,W000012,0,5580,5580,5,5-5-RR-S-X-I-CT-HR,8.5,RC
+W000012-BR01,W000012,5580,8091,2511,4,4-4-LT-A-X-I-CT-PR,12.25,RC
+W000012-BR02,W000012,8091,11067,2976,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000013-BR00,W000013,0,2604,2604,3,3-3-BT-A-X-I-NO-TD,8.5,hybrid
+W000013-BR01,W000013,2604,3255,651,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000013-BR02,W000013,3255,11439,8184,7,7-8-LT-N-X-I-BT-PR,8.5,PDC
+W000014-BR00,W000014,0,1302,1302,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000014-BR01,W000014,1302,3348,2046,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000014-BR02,W000014,3348,5208,1860,3,3-3-BT-A-X-I-NO-TD,8.5,RC
+W000014-BR03,W000014,5208,5952,744,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000014-BR04,W000014,5952,6417,465,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000014-BR05,W000014,6417,10788,4371,5,5-5-RR-S-X-I-CT-HR,12.25,PDC
+W000015-BR00,W000015,0,3162,3162,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000015-BR01,W000015,3162,10974,7812,7,7-8-LT-N-X-I-BT-PR,8.5,RC
+W000016-BR00,W000016,0,7905,7905,7,7-8-LT-N-X-I-BT-PR,8.5,PDC
+W000016-BR01,W000016,7905,11625,3720,5,5-5-RR-S-X-I-CT-HR,17.5,PDC
+W000017-BR00,W000017,0,3348,3348,4,4-4-LT-A-X-I-CT-PR,17.5,RC
+W000017-BR01,W000017,3348,3534,186,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000017-BR02,W000017,3534,11625,8091,7,7-8-LT-N-X-I-BT-PR,8.5,PDC
+W000017-BR03,W000017,11625,11718,93,2,2-2-WT-A-X-I-NO-TD,6.125,PDC
+W000018-BR00,W000018,0,2976,2976,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000018-BR01,W000018,2976,4092,1116,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000018-BR02,W000018,4092,5022,930,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000018-BR03,W000018,5022,6696,1674,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000018-BR04,W000018,6696,11532,4836,5,5-5-RR-S-X-I-CT-HR,12.25,RC
+W000019-BR00,W000019,0,2511,2511,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000019-BR01,W000019,2511,5766,3255,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000019-BR02,W000019,5766,8277,2511,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000019-BR03,W000019,8277,10137,1860,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000019-BR04,W000019,10137,10695,558,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000019-BR05,W000019,10695,11346,651,3,3-3-BT-A-X-I-NO-TD,6.125,PDC
+W000020-BR00,W000020,0,2325,2325,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000020-BR01,W000020,2325,3441,1116,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000020-BR02,W000020,3441,5208,1767,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000020-BR03,W000020,5208,6882,1674,3,3-3-BT-A-X-I-NO-TD,6.125,PDC
+W000020-BR04,W000020,6882,11346,4464,5,5-5-RR-S-X-I-CT-HR,12.25,RC
+W000021-BR00,W000021,0,930,930,2,2-2-WT-A-X-I-NO-TD,6.125,RC
+W000021-BR01,W000021,930,6231,5301,5,5-5-RR-S-X-I-CT-HR,8.5,PDC
+W000021-BR02,W000021,6231,7812,1581,3,3-3-BT-A-X-I-NO-TD,17.5,PDC
+W000021-BR03,W000021,7812,10044,2232,4,4-4-LT-A-X-I-CT-PR,17.5,hybrid
+W000022-BR00,W000022,0,3627,3627,4,4-4-LT-A-X-I-CT-PR,17.5,PDC
+W000022-BR01,W000022,3627,8556,4929,5,5-5-RR-S-X-I-CT-HR,12.25,PDC
+W000022-BR02,W000022,8556,9951,1395,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000022-BR03,W000022,9951,11160,1209,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000022-BR04,W000022,11160,11625,465,3,3-3-BT-A-X-I-NO-TD,17.5,RC
+W000022-BR05,W000022,11625,11811,186,3,3-3-BT-A-X-I-NO-TD,8.5,RC
+W000023-BR00,W000023,0,558,558,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000023-BR01,W000023,558,2232,1674,2,2-2-WT-A-X-I-NO-TD,6.125,PDC
+W000023-BR02,W000023,2232,3906,1674,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000023-BR03,W000023,3906,7068,3162,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000024-BR00,W000024,0,11811,11811,8,8-8-CC-N-X-I-CR-WO,17.5,hybrid
+W000025-BR00,W000025,0,11625,11625,8,8-8-CC-N-X-I-CR-WO,6.125,hybrid
+W000026-BR00,W000026,0,837,837,2,2-2-WT-A-X-I-NO-TD,8.5,hybrid
+W000026-BR01,W000026,837,2139,1302,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000026-BR02,W000026,2139,7347,5208,6,6-6-BU-S-X-I-LN-DTF,8.5,PDC
+W000026-BR03,W000026,7347,8649,1302,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000026-BR04,W000026,8649,8742,93,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000027-BR00,W000027,0,3627,3627,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000027-BR01,W000027,3627,4371,744,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000027-BR02,W000027,4371,10416,6045,6,6-6-BU-S-X-I-LN-DTF,8.5,PDC
+W000028-BR00,W000028,0,2046,2046,3,3-3-BT-A-X-I-NO-TD,17.5,PDC
+W000028-BR01,W000028,2046,7626,5580,6,6-6-BU-S-X-I-LN-DTF,8.5,PDC
+W000028-BR02,W000028,7626,8463,837,3,3-3-BT-A-X-I-NO-TD,8.5,RC
+W000029-BR00,W000029,0,5766,5766,5,5-5-RR-S-X-I-CT-HR,12.25,PDC
+W000029-BR01,W000029,5766,6510,744,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000029-BR02,W000029,6510,6696,186,2,2-2-WT-A-X-I-NO-TD,8.5,RC
+W000029-BR03,W000029,6696,9672,2976,4,4-4-LT-A-X-I-CT-PR,8.5,RC
+W000029-BR04,W000029,9672,10137,465,2,2-2-WT-A-X-I-NO-TD,8.5,RC
+W000029-BR05,W000029,10137,11625,1488,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000030-BR00,W000030,0,651,651,1,1-1-NO-A-X-I-NO-TD,6.125,PDC
+W000030-BR01,W000030,651,1488,837,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000030-BR02,W000030,1488,3999,2511,3,3-3-BT-A-X-I-NO-TD,8.5,RC
+W000030-BR03,W000030,3999,4092,93,1,1-1-NO-A-X-I-NO-TD,8.5,PDC
+W000030-BR04,W000030,4092,8091,3999,4,4-4-LT-A-X-I-CT-PR,12.25,RC
+W000031-BR00,W000031,0,651,651,1,1-1-NO-A-X-I-NO-TD,8.5,PDC
+W000031-BR01,W000031,651,4650,3999,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000031-BR02,W000031,4650,10695,6045,6,6-6-BU-S-X-I-LN-DTF,8.5,PDC
+W000031-BR03,W000031,10695,11625,930,3,3-3-BT-A-X-I-NO-TD,8.5,hybrid
+W000031-BR04,W000031,11625,11811,186,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000032-BR00,W000032,0,1209,1209,2,2-2-WT-A-X-I-NO-TD,12.25,hybrid
+W000032-BR01,W000032,1209,6045,4836,5,5-5-RR-S-X-I-CT-HR,12.25,PDC
+W000033-BR00,W000033,0,6231,6231,6,6-6-BU-S-X-I-LN-DTF,17.5,PDC
+W000034-BR00,W000034,0,10602,10602,8,8-8-CC-N-X-I-CR-WO,8.5,PDC
+W000035-BR00,W000035,0,9393,9393,8,8-8-CC-N-X-I-CR-WO,8.5,PDC
+W000035-BR01,W000035,9393,10323,930,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000035-BR02,W000035,10323,11067,744,3,3-3-BT-A-X-I-NO-TD,12.25,RC
+W000036-BR00,W000036,0,4929,4929,5,5-5-RR-S-X-I-CT-HR,6.125,PDC
+W000036-BR01,W000036,4929,6975,2046,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000036-BR02,W000036,6975,11532,4557,5,5-5-RR-S-X-I-CT-HR,8.5,hybrid
+W000037-BR00,W000037,0,4371,4371,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000037-BR01,W000037,4371,6789,2418,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000038-BR00,W000038,0,11718,11718,8,8-8-CC-N-X-I-CR-WO,12.25,PDC
+W000039-BR00,W000039,0,1674,1674,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000039-BR01,W000039,1674,3162,1488,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000039-BR02,W000039,3162,9021,5859,6,6-6-BU-S-X-I-LN-DTF,8.5,PDC
+W000039-BR03,W000039,9021,10974,1953,4,4-4-LT-A-X-I-CT-PR,12.25,hybrid
+W000040-BR00,W000040,0,2139,2139,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000040-BR01,W000040,2139,5766,3627,4,4-4-LT-A-X-I-CT-PR,8.5,hybrid
+W000040-BR02,W000040,5766,8928,3162,4,4-4-LT-A-X-I-CT-PR,12.25,RC
+W000040-BR03,W000040,8928,9765,837,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000040-BR04,W000040,9765,11067,1302,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000040-BR05,W000040,11067,11532,465,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000041-BR00,W000041,0,11253,11253,8,8-8-CC-N-X-I-CR-WO,8.5,PDC
+W000041-BR01,W000041,11253,11718,465,3,3-3-BT-A-X-I-NO-TD,6.125,PDC
+W000042-BR00,W000042,0,372,372,2,2-2-WT-A-X-I-NO-TD,6.125,PDC
+W000042-BR01,W000042,372,1674,1302,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000042-BR02,W000042,1674,1860,186,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000042-BR03,W000042,1860,3348,1488,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000042-BR04,W000042,3348,6789,3441,5,5-5-RR-S-X-I-CT-HR,12.25,PDC
+W000042-BR05,W000042,6789,7440,651,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000043-BR00,W000043,0,9114,9114,8,8-8-CC-N-X-I-CR-WO,8.5,PDC
+W000043-BR01,W000043,9114,11160,2046,4,4-4-LT-A-X-I-CT-PR,6.125,PDC
+W000044-BR00,W000044,0,10974,10974,8,8-8-CC-N-X-I-CR-WO,12.25,PDC
+W000045-BR00,W000045,0,93,93,1,1-1-NO-A-X-I-NO-TD,12.25,RC
+W000045-BR01,W000045,93,1395,1302,2,2-2-WT-A-X-I-NO-TD,8.5,hybrid
+W000045-BR02,W000045,1395,7812,6417,6,6-6-BU-S-X-I-LN-DTF,12.25,PDC
+W000046-BR00,W000046,0,2325,2325,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000046-BR01,W000046,2325,5394,3069,4,4-4-LT-A-X-I-CT-PR,12.25,RC
+W000046-BR02,W000046,5394,10044,4650,6,6-6-BU-S-X-I-LN-DTF,12.25,PDC
+W000046-BR03,W000046,10044,11811,1767,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000047-BR00,W000047,0,4743,4743,4,4-4-LT-A-X-I-CT-PR,12.25,RC
+W000047-BR01,W000047,4743,6603,1860,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000047-BR02,W000047,6603,6882,279,2,2-2-WT-A-X-I-NO-TD,6.125,PDC
+W000047-BR03,W000047,6882,7626,744,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000047-BR04,W000047,7626,10230,2604,4,4-4-LT-A-X-I-CT-PR,12.25,RC
+W000048-BR00,W000048,0,1302,1302,2,2-2-WT-A-X-I-NO-TD,12.25,RC
+W000048-BR01,W000048,1302,2883,1581,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000048-BR02,W000048,2883,4278,1395,3,3-3-BT-A-X-I-NO-TD,17.5,PDC
+W000048-BR03,W000048,4278,4836,558,3,3-3-BT-A-X-I-NO-TD,6.125,PDC
+W000048-BR04,W000048,4836,5580,744,3,3-3-BT-A-X-I-NO-TD,12.25,RC
+W000048-BR05,W000048,5580,6324,744,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000049-BR00,W000049,0,372,372,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000049-BR01,W000049,372,1023,651,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000049-BR02,W000049,1023,10230,9207,8,8-8-CC-N-X-I-CR-WO,12.25,PDC
+W000050-BR00,W000050,0,93,93,1,1-1-NO-A-X-I-NO-TD,6.125,PDC
+W000050-BR01,W000050,93,10788,10695,8,8-8-CC-N-X-I-CR-WO,8.5,PDC
+W000051-BR00,W000051,0,3069,3069,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000051-BR01,W000051,3069,9951,6882,6,6-6-BU-S-X-I-LN-DTF,8.5,PDC
+W000051-BR02,W000051,9951,10230,279,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000052-BR01,W000052,0,11253,11253,8,8-8-CC-N-X-I-CR-WO,8.5,PDC
+W000053-BR00,W000053,0,11625,11625,8,8-8-CC-N-X-I-CR-WO,8.5,PDC
+W000054-BR00,W000054,0,651,651,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000054-BR01,W000054,651,5673,5022,5,5-5-RR-S-X-I-CT-HR,8.5,PDC
+W000054-BR02,W000054,5673,7533,1860,3,3-3-BT-A-X-I-NO-TD,17.5,PDC
+W000054-BR03,W000054,7533,9579,2046,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000054-BR04,W000054,9579,10230,651,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000055-BR00,W000055,0,837,837,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000055-BR01,W000055,837,6324,5487,5,5-5-RR-S-X-I-CT-HR,8.5,PDC
+W000055-BR02,W000055,6324,7626,1302,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000055-BR03,W000055,7626,8091,465,2,2-2-WT-A-X-I-NO-TD,12.25,RC
+W000055-BR04,W000055,8091,9672,1581,3,3-3-BT-A-X-I-NO-TD,8.5,RC
+W000055-BR05,W000055,9672,11625,1953,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000056-BR00,W000056,0,6138,6138,6,6-6-BU-S-X-I-LN-DTF,17.5,RC
+W000056-BR01,W000056,6138,8556,2418,4,4-4-LT-A-X-I-CT-PR,6.125,PDC
+W000056-BR02,W000056,8556,11253,2697,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000057-BR00,W000057,0,5766,5766,6,6-6-BU-S-X-I-LN-DTF,8.5,PDC
+W000057-BR01,W000057,5766,6975,1209,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000057-BR02,W000057,6975,7254,279,2,2-2-WT-A-X-I-NO-TD,17.5,PDC
+W000057-BR03,W000057,7254,10230,2976,5,5-5-RR-S-X-I-CT-HR,6.125,RC
+W000057-BR04,W000057,10230,10974,744,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000058-BR00,W000058,0,279,279,1,1-1-NO-A-X-I-NO-TD,8.5,PDC
+W000058-BR01,W000058,279,9951,9672,8,8-8-CC-N-X-I-CR-WO,8.5,PDC
+W000058-BR02,W000058,9951,10509,558,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000058-BR03,W000058,10509,11346,837,3,3-3-BT-A-X-I-NO-TD,17.5,PDC
+W000059-BR00,W000059,0,11625,11625,8,8-8-CC-N-X-I-CR-WO,17.5,PDC
+W000060-BR00,W000060,0,2139,2139,3,3-3-BT-A-X-I-NO-TD,12.25,RC
+W000060-BR01,W000060,2139,3069,930,2,2-2-WT-A-X-I-NO-TD,8.5,RC
+W000060-BR02,W000060,3069,3255,186,2,2-2-WT-A-X-I-NO-TD,17.5,PDC
+W000060-BR03,W000060,3255,4278,1023,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000060-BR04,W000060,4278,7812,3534,4,4-4-LT-A-X-I-CT-PR,17.5,RC
+W000061-BR00,W000061,0,744,744,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000061-BR01,W000061,744,837,93,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000061-BR02,W000061,837,2976,2139,4,4-4-LT-A-X-I-CT-PR,6.125,RC
+W000061-BR03,W000061,2976,4278,1302,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000061-BR04,W000061,4278,7068,2790,6,6-6-BU-S-X-I-LN-DTF,8.5,hybrid
+W000062-BR00,W000062,0,6231,6231,6,6-6-BU-S-X-I-LN-DTF,8.5,PDC
+W000062-BR01,W000062,6231,10788,4557,5,5-5-RR-S-X-I-CT-HR,12.25,PDC
+W000062-BR02,W000062,10788,11625,837,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000063-BR00,W000063,0,279,279,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000063-BR01,W000063,279,2790,2511,4,4-4-LT-A-X-I-CT-PR,8.5,RC
+W000063-BR02,W000063,2790,8835,6045,6,6-6-BU-S-X-I-LN-DTF,12.25,PDC
+W000063-BR03,W000063,8835,10323,1488,3,3-3-BT-A-X-I-NO-TD,8.5,RC
+W000064-BR00,W000064,0,7533,7533,6,6-6-BU-S-X-I-LN-DTF,8.5,PDC
+W000064-BR01,W000064,7533,11253,3720,5,5-5-RR-S-X-I-CT-HR,6.125,RC
+W000065-BR00,W000065,0,10974,10974,8,8-8-CC-N-X-I-CR-WO,12.25,PDC
+W000066-BR00,W000066,0,11532,11532,8,8-8-CC-N-X-I-CR-WO,8.5,hybrid
+W000067-BR00,W000067,0,6882,6882,6,6-6-BU-S-X-I-LN-DTF,8.5,PDC
+W000067-BR01,W000067,6882,10788,3906,5,5-5-RR-S-X-I-CT-HR,6.125,PDC
+W000068-BR00,W000068,0,2046,2046,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000068-BR01,W000068,2046,7719,5673,5,5-5-RR-S-X-I-CT-HR,8.5,PDC
+W000068-BR02,W000068,7719,11160,3441,4,4-4-LT-A-X-I-CT-PR,8.5,hybrid
+W000069-BR00,W000069,0,930,930,2,2-2-WT-A-X-I-NO-TD,6.125,PDC
+W000069-BR01,W000069,930,5673,4743,5,5-5-RR-S-X-I-CT-HR,8.5,PDC
+W000069-BR02,W000069,5673,5952,279,2,2-2-WT-A-X-I-NO-TD,6.125,PDC
+W000069-BR03,W000069,5952,6324,372,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000069-BR04,W000069,6324,9114,2790,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000069-BR05,W000069,9114,11904,2790,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000070-BR00,W000070,0,744,744,1,1-1-NO-A-X-I-NO-TD,8.5,hybrid
+W000070-BR01,W000070,744,3534,2790,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000070-BR02,W000070,3534,4278,744,2,2-2-WT-A-X-I-NO-TD,6.125,RC
+W000070-BR03,W000070,4278,6045,1767,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000070-BR04,W000070,6045,8184,2139,3,3-3-BT-A-X-I-NO-TD,6.125,PDC
+W000070-BR05,W000070,8184,10137,1953,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000071-BR00,W000071,0,4650,4650,5,5-5-RR-S-X-I-CT-HR,12.25,RC
+W000071-BR01,W000071,4650,6138,1488,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000071-BR02,W000071,6138,7533,1395,3,3-3-BT-A-X-I-NO-TD,8.5,RC
+W000071-BR03,W000071,7533,10230,2697,4,4-4-LT-A-X-I-CT-PR,6.125,RC
+W000072-BR00,W000072,0,837,837,2,2-2-WT-A-X-I-NO-TD,8.5,hybrid
+W000072-BR01,W000072,837,3813,2976,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000072-BR02,W000072,3813,8091,4278,5,5-5-RR-S-X-I-CT-HR,12.25,PDC
+W000072-BR03,W000072,8091,8463,372,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000073-BR00,W000073,0,5022,5022,5,5-5-RR-S-X-I-CT-HR,17.5,RC
+W000073-BR01,W000073,5022,6138,1116,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000074-BR00,W000074,0,3255,3255,3,3-3-BT-A-X-I-NO-TD,8.5,hybrid
+W000074-BR01,W000074,3255,4185,930,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000074-BR02,W000074,4185,5859,1674,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000074-BR03,W000074,5859,7068,1209,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000074-BR04,W000074,7068,7998,930,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000074-BR05,W000074,7998,11439,3441,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000075-BR00,W000075,0,93,93,1,1-1-NO-A-X-I-NO-TD,8.5,RC
+W000075-BR01,W000075,93,1767,1674,2,2-2-WT-A-X-I-NO-TD,6.125,PDC
+W000075-BR02,W000075,1767,3813,2046,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000075-BR03,W000075,3813,7440,3627,4,4-4-LT-A-X-I-CT-PR,8.5,RC
+W000075-BR04,W000075,7440,7719,279,2,2-2-WT-A-X-I-NO-TD,17.5,RC
+W000075-BR05,W000075,7719,10416,2697,4,4-4-LT-A-X-I-CT-PR,6.125,PDC
+W000076-BR00,W000076,0,6696,6696,6,6-6-BU-S-X-I-LN-DTF,8.5,hybrid
+W000077-BR00,W000077,0,1395,1395,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000077-BR01,W000077,1395,3906,2511,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000077-BR02,W000077,3906,6138,2232,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000077-BR03,W000077,6138,9300,3162,4,4-4-LT-A-X-I-CT-PR,17.5,PDC
+W000077-BR04,W000077,9300,11904,2604,4,4-4-LT-A-X-I-CT-PR,17.5,PDC
+W000078-BR00,W000078,0,93,93,1,1-1-NO-A-X-I-NO-TD,8.5,PDC
+W000078-BR01,W000078,93,2604,2511,3,3-3-BT-A-X-I-NO-TD,8.5,RC
+W000078-BR02,W000078,2604,8835,6231,6,6-6-BU-S-X-I-LN-DTF,8.5,PDC
+W000079-BR00,W000079,0,3534,3534,4,4-4-LT-A-X-I-CT-PR,8.5,RC
+W000079-BR01,W000079,3534,5673,2139,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000079-BR02,W000079,5673,7905,2232,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000079-BR03,W000079,7905,9393,1488,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000079-BR04,W000079,9393,10695,1302,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000080-BR00,W000080,0,1674,1674,2,2-2-WT-A-X-I-NO-TD,8.5,RC
+W000080-BR01,W000080,1674,4836,3162,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000080-BR02,W000080,4836,9114,4278,5,5-5-RR-S-X-I-CT-HR,12.25,RC
+W000080-BR03,W000080,9114,9579,465,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000081-BR00,W000081,0,5580,5580,5,5-5-RR-S-X-I-CT-HR,6.125,PDC
+W000081-BR01,W000081,5580,7905,2325,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000081-BR02,W000081,7905,8463,558,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000081-BR03,W000081,8463,10416,1953,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000082-BR00,W000082,0,5301,5301,5,5-5-RR-S-X-I-CT-HR,8.5,PDC
+W000082-BR01,W000082,5301,6138,837,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000083-BR00,W000083,0,744,744,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000083-BR01,W000083,744,1488,744,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000083-BR02,W000083,1488,5394,3906,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000083-BR03,W000083,5394,6231,837,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000083-BR04,W000083,6231,9021,2790,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000083-BR05,W000083,9021,9207,186,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000084-BR00,W000084,0,4743,4743,5,5-5-RR-S-X-I-CT-HR,8.5,PDC
+W000084-BR01,W000084,4743,7440,2697,4,4-4-LT-A-X-I-CT-PR,8.5,RC
+W000085-BR00,W000085,0,1116,1116,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000085-BR01,W000085,1116,1860,744,2,2-2-WT-A-X-I-NO-TD,17.5,PDC
+W000085-BR02,W000085,1860,9021,7161,6,6-6-BU-S-X-I-LN-DTF,8.5,RC
+W000086-BR00,W000086,0,4092,4092,4,4-4-LT-A-X-I-CT-PR,8.5,RC
+W000086-BR01,W000086,4092,6603,2511,4,4-4-LT-A-X-I-CT-PR,12.25,RC
+W000086-BR02,W000086,6603,8277,1674,3,3-3-BT-A-X-I-NO-TD,6.125,PDC
+W000086-BR03,W000086,8277,9858,1581,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000087-BR00,W000087,0,3162,3162,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000087-BR01,W000087,3162,5859,2697,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000087-BR02,W000087,5859,6045,186,3,3-3-BT-A-X-I-NO-TD,17.5,PDC
+W000088-BR00,W000088,0,465,465,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000088-BR01,W000088,465,930,465,2,2-2-WT-A-X-I-NO-TD,12.25,RC
+W000088-BR02,W000088,930,5394,4464,5,5-5-RR-S-X-I-CT-HR,8.5,RC
+W000088-BR03,W000088,5394,7254,1860,3,3-3-BT-A-X-I-NO-TD,6.125,hybrid
+W000088-BR04,W000088,7254,11811,4557,5,5-5-RR-S-X-I-CT-HR,12.25,PDC
+W000088-BR05,W000088,11811,11904,93,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000089-BR00,W000089,0,2976,2976,4,4-4-LT-A-X-I-CT-PR,6.125,PDC
+W000089-BR01,W000089,2976,10881,7905,8,8-8-CC-N-X-I-CR-WO,8.5,PDC
+W000090-BR00,W000090,0,1860,1860,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000090-BR01,W000090,1860,4464,2604,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000090-BR02,W000090,4464,6789,2325,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000090-BR03,W000090,6789,9951,3162,4,4-4-LT-A-X-I-CT-PR,12.25,PDC
+W000091-BR00,W000091,0,7347,7347,7,7-8-LT-N-X-I-BT-PR,8.5,PDC
+W000092-BR00,W000092,0,4557,4557,4,4-4-LT-A-X-I-CT-PR,12.25,RC
+W000092-BR01,W000092,4557,8184,3627,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000092-BR02,W000092,8184,10695,2511,3,3-3-BT-A-X-I-NO-TD,12.25,RC
+W000093-BR00,W000093,0,4743,4743,5,5-5-RR-S-X-I-CT-HR,12.25,RC
+W000093-BR01,W000093,4743,6417,1674,3,3-3-BT-A-X-I-NO-TD,8.5,RC
+W000093-BR02,W000093,6417,7068,651,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000093-BR03,W000093,7068,7905,837,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000093-BR04,W000093,7905,7998,93,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000093-BR05,W000093,7998,11811,3813,5,5-5-RR-S-X-I-CT-HR,6.125,PDC
+W000094-BR00,W000094,0,2697,2697,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000094-BR01,W000094,2697,3534,837,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000094-BR02,W000094,3534,5115,1581,3,3-3-BT-A-X-I-NO-TD,12.25,PDC
+W000094-BR03,W000094,5115,10044,4929,5,5-5-RR-S-X-I-CT-HR,8.5,PDC
+W000095-BR00,W000095,0,186,186,1,1-1-NO-A-X-I-NO-TD,17.5,RC
+W000095-BR01,W000095,186,2232,2046,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000095-BR02,W000095,2232,3906,1674,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000095-BR03,W000095,3906,7626,3720,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000095-BR04,W000095,7626,9579,1953,3,3-3-BT-A-X-I-NO-TD,6.125,PDC
+W000095-BR05,W000095,9579,11625,2046,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000096-BR00,W000096,0,11160,11160,8,8-8-CC-N-X-I-CR-WO,8.5,PDC
+W000097-BR00,W000097,0,11904,11904,8,8-8-CC-N-X-I-CR-WO,8.5,hybrid
+W000098-BR00,W000098,0,2511,2511,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000098-BR01,W000098,2511,4185,1674,2,2-2-WT-A-X-I-NO-TD,12.25,RC
+W000098-BR02,W000098,4185,5115,930,2,2-2-WT-A-X-I-NO-TD,12.25,PDC
+W000098-BR03,W000098,5115,9579,4464,5,5-5-RR-S-X-I-CT-HR,8.5,PDC
+W000098-BR04,W000098,9579,11067,1488,3,3-3-BT-A-X-I-NO-TD,8.5,PDC
+W000098-BR05,W000098,11067,11160,93,2,2-2-WT-A-X-I-NO-TD,8.5,PDC
+W000099-BR00,W000099,0,3813,3813,4,4-4-LT-A-X-I-CT-PR,8.5,PDC
+W000099-BR01,W000099,3813,8091,4278,5,5-5-RR-S-X-I-CT-HR,8.5,RC
+W000099-BR02,W000099,8091,9951,1860,4,4-4-LT-A-X-I-CT-PR,12.25,PDC

drilling_events.csv ADDED Viewed

	@@ -0,0 +1,588 @@

+event_id,well_id,ts,depth_ft,event_type,severity,dysfunction_class
+W000000-EV00000,W000000,1672702737,2743.5,pack_off,0.607,pack_off
+W000000-EV00001,W000000,1672803293,4324.5,pack_off,0.793,pack_off
+W000000-EV00002,W000000,1672815123,4510.5,twist_off,0.371,twist_off
+W000000-EV00003,W000000,1672980746,7114.5,mud_loss,0.201,mud_loss
+W000000-EV00004,W000000,1672986661,7207.5,twist_off,0.462,twist_off
+W000000-EV00005,W000000,1673069472,8509.5,stick_slip,0.473,stick_slip
+W000000-EV00006,W000000,1673199603,10555.5,whirl,0.623,whirl
+W000000-EV00007,W000000,1673241009,11206.5,stick_slip,0.695,stick_slip
+W000001-EV00000,W000001,1673344786,511.5,mud_gain,0.222,mud_gain
+W000001-EV00001,W000001,1673384697,976.5,stuck_pipe_precursor,0.718,stuck_pipe
+W000001-EV00002,W000001,1673504432,2371.5,mud_loss,0.334,mud_loss
+W000001-EV00003,W000001,1673544343,2836.5,pack_off,0.603,pack_off
+W000001-EV00004,W000001,1673632148,3859.5,mud_loss,0.675,mud_loss
+W000001-EV00005,W000001,1673839687,6277.5,bit_balling,0.748,bit_balling
+W000002-EV00000,W000002,1674211266,325.5,washout,0.759,washout
+W000002-EV00001,W000002,1674537714,4510.5,bit_balling,0.475,bit_balling
+W000002-EV00002,W000002,1674544968,4603.5,bit_balling,0.52,bit_balling
+W000002-EV00003,W000002,1674668293,6184.5,stuck_pipe_precursor,0.506,stuck_pipe
+W000002-EV00004,W000002,1674762601,7393.5,twist_off,0.473,twist_off
+W000002-EV00005,W000002,1674885926,8974.5,stuck_pipe_precursor,0.387,stuck_pipe
+W000002-EV00006,W000002,1674914943,9346.5,whirl,0.396,whirl
+W000002-EV00007,W000002,1674987487,10276.5,washout,0.237,washout
+W000002-EV00008,W000002,1675001996,10462.5,washout,0.768,washout
+W000002-EV00009,W000002,1675045523,11020.5,mud_gain,0.844,mud_gain
+W000003-EV00000,W000003,1675139522,46.5,mud_gain,0.352,mud_gain
+W000003-EV00001,W000003,1675198624,1627.5,stuck_pipe_precursor,0.534,stuck_pipe
+W000003-EV00002,W000003,1675219484,2185.5,washout,0.373,washout
+W000003-EV00003,W000003,1675229914,2464.5,mud_loss,0.391,mud_loss
+W000003-EV00004,W000003,1675330736,5161.5,washout,0.337,washout
+W000003-EV00005,W000003,1675438512,8044.5,mud_loss,0.156,mud_loss
+W000004-EV00000,W000004,1675652562,697.5,stuck_pipe_precursor,0.807,stuck_pipe
+W000004-EV00001,W000004,1675656749,790.5,axial_bounce,0.68,axial_bounce
+W000004-EV00002,W000004,1675744684,2743.5,washout,0.29,washout
+W000005-EV00000,W000005,1676009341,976.5,twist_off,0.772,twist_off
+W000005-EV00001,W000005,1676333910,7765.5,mud_loss,0.72,mud_loss
+W000005-EV00002,W000005,1676440618,9997.5,washout,0.299,washout
+W000006-EV00000,W000006,1676854365,5161.5,twist_off,0.781,twist_off
+W000006-EV00001,W000006,1676878587,5533.5,mud_loss,0.315,mud_loss
+W000006-EV00002,W000006,1676963367,6835.5,axial_bounce,0.548,axial_bounce
+W000006-EV00003,W000006,1677181373,10183.5,washout,0.614,washout
+W000007-EV00000,W000007,1677285396,1162.5,stuck_pipe_precursor,0.785,stuck_pipe
+W000007-EV00001,W000007,1677361150,3115.5,stuck_pipe_precursor,0.409,stuck_pipe
+W000007-EV00002,W000007,1677386402,3766.5,pack_off,0.677,pack_off
+W000007-EV00003,W000007,1677530696,7486.5,mud_loss,0.742,mud_loss
+W000007-EV00004,W000007,1677584806,8881.5,whirl,0.47,whirl
+W000007-EV00005,W000007,1677628094,9997.5,stuck_pipe_precursor,0.507,stuck_pipe
+W000007-EV00006,W000007,1677638916,10276.5,washout,0.575,washout
+W000007-EV00007,W000007,1677649738,10555.5,axial_bounce,0.651,axial_bounce
+W000008-EV00000,W000008,1677760283,139.5,washout,0.523,washout
+W000008-EV00001,W000008,1677823464,604.5,bit_balling,0.372,bit_balling
+W000008-EV00002,W000008,1678164641,3115.5,stuck_pipe_precursor,0.806,stuck_pipe
+W000008-EV00003,W000008,1678379456,4696.5,stuck_pipe_precursor,0.491,stuck_pipe
+W000008-EV00004,W000008,1678960721,8974.5,whirl,0.654,whirl
+W000008-EV00005,W000008,1679162900,10462.5,stick_slip,0.4,stick_slip
+W000008-EV00006,W000008,1679226081,10927.5,stick_slip,0.46,stick_slip
+W000008-EV00007,W000008,1679276626,11299.5,stuck_pipe_precursor,0.329,stuck_pipe
+W000009-EV00000,W000009,1679395367,511.5,bit_balling,0.337,bit_balling
+W000009-EV00001,W000009,1679470638,2185.5,bit_balling,0.835,bit_balling
+W000009-EV00002,W000009,1679537545,3673.5,bit_balling,0.748,bit_balling
+W000009-EV00003,W000009,1679554271,4045.5,pack_off,0.561,pack_off
+W000009-EV00004,W000009,1679600270,5068.5,washout,0.784,washout
+W000009-EV00005,W000009,1679654632,6277.5,stuck_pipe_precursor,0.77,stuck_pipe
+W000009-EV00006,W000009,1679713176,7579.5,stuck_pipe_precursor,0.62,stuck_pipe
+W000009-EV00007,W000009,1679771720,8881.5,axial_bounce,0.848,axial_bounce
+W000009-EV00008,W000009,1679817718,9904.5,stuck_pipe_precursor,0.595,stuck_pipe
+W000010-EV00000,W000010,1680191997,3022.5,whirl,0.373,whirl
+W000010-EV00001,W000010,1680285165,4231.5,stuck_pipe_precursor,0.824,stuck_pipe
+W000010-EV00002,W000010,1680629169,8695.5,pack_off,0.743,pack_off
+W000011-EV00000,W000011,1680964988,1162.5,pack_off,0.682,pack_off
+W000011-EV00001,W000011,1681105877,4882.5,stuck_pipe_precursor,0.838,stuck_pipe
+W000011-EV00002,W000011,1681127010,5440.5,mud_loss,0.243,mud_loss
+W000011-EV00003,W000011,1681134055,5626.5,stuck_pipe_precursor,0.533,stuck_pipe
+W000011-EV00004,W000011,1681208021,7579.5,twist_off,0.843,twist_off
+W000011-EV00005,W000011,1681222110,7951.5,stuck_pipe_precursor,0.85,stuck_pipe
+W000011-EV00006,W000011,1681250288,8695.5,washout,0.227,washout
+W000011-EV00007,W000011,1681260855,8974.5,axial_bounce,0.262,axial_bounce
+W000011-EV00008,W000011,1681274943,9346.5,stuck_pipe_precursor,0.341,stuck_pipe
+W000012-EV00000,W000012,1681477423,1999.5,stuck_pipe_precursor,0.671,stuck_pipe
+W000012-EV00001,W000012,1681604914,4789.5,mud_loss,0.679,mud_loss
+W000012-EV00002,W000012,1681609164,4882.5,twist_off,0.301,twist_off
+W000012-EV00003,W000012,1681613414,4975.5,stuck_pipe_precursor,0.401,stuck_pipe
+W000012-EV00004,W000012,1681664411,6091.5,axial_bounce,0.185,axial_bounce
+W000012-EV00005,W000012,1681689909,6649.5,stuck_pipe_precursor,0.699,stuck_pipe
+W000012-EV00006,W000012,1681834400,9811.5,whirl,0.682,whirl
+W000012-EV00007,W000012,1681855648,10276.5,washout,0.306,washout
+W000012-EV00008,W000012,1681864148,10462.5,stuck_pipe_precursor,0.661,stuck_pipe
+W000013-EV00000,W000013,1682013134,1534.5,washout,0.556,washout
+W000013-EV00001,W000013,1682045152,2371.5,pack_off,0.807,pack_off
+W000013-EV00002,W000013,1682148320,5068.5,stuck_pipe_precursor,0.33,stuck_pipe
+W000013-EV00003,W000013,1682151878,5161.5,stuck_pipe_precursor,0.689,stuck_pipe
+W000013-EV00004,W000013,1682297737,8974.5,stuck_pipe_precursor,0.478,stuck_pipe
+W000013-EV00005,W000013,1682354657,10462.5,stuck_pipe_precursor,0.41,stuck_pipe
+W000014-EV00000,W000014,1682480460,511.5,pack_off,0.744,pack_off
+W000014-EV00001,W000014,1682640880,4045.5,mud_gain,0.535,mud_gain
+W000014-EV00002,W000014,1682649323,4231.5,mud_loss,0.307,mud_loss
+W000014-EV00003,W000014,1682716868,5719.5,stuck_pipe_precursor,0.337,stuck_pipe
+W000014-EV00004,W000014,1682797077,7486.5,pack_off,0.707,pack_off
+W000015-EV00000,W000015,1683188931,3487.5,stuck_pipe_precursor,0.464,stuck_pipe
+W000015-EV00001,W000015,1683203266,3766.5,mud_gain,0.334,mud_gain
+W000015-EV00002,W000015,1683246270,4603.5,stuck_pipe_precursor,0.327,stuck_pipe
+W000015-EV00003,W000015,1683298832,5626.5,mud_loss,0.491,mud_loss
+W000015-EV00004,W000015,1683322723,6091.5,washout,0.264,washout
+W000015-EV00005,W000015,1683456516,8695.5,mud_gain,0.27,mud_gain
+W000015-EV00006,W000015,1683556860,10648.5,axial_bounce,0.163,axial_bounce
+W000016-EV00000,W000016,1683645539,232.5,twist_off,0.504,twist_off
+W000016-EV00001,W000016,1683650547,325.5,stuck_pipe_precursor,0.575,stuck_pipe
+W000016-EV00002,W000016,1683695618,1162.5,washout,0.478,washout
+W000016-EV00003,W000016,1683800784,3115.5,washout,0.582,washout
+W000016-EV00004,W000016,1683996093,6742.5,axial_bounce,0.31,axial_bounce
+W000016-EV00005,W000016,1684021132,7207.5,bit_balling,0.546,bit_balling
+W000016-EV00006,W000016,1684126299,9160.5,mud_gain,0.592,mud_gain
+W000017-EV00000,W000017,1684495426,3022.5,stuck_pipe_precursor,0.502,stuck_pipe
+W000017-EV00001,W000017,1684528674,3580.5,stuck_pipe_precursor,0.396,stuck_pipe
+W000017-EV00002,W000017,1684711539,6649.5,stuck_pipe_precursor,0.884,stuck_pipe
+W000017-EV00003,W000017,1684827907,8602.5,mud_loss,0.803,mud_loss
+W000017-EV00004,W000017,1684861156,9160.5,bit_balling,0.225,bit_balling
+W000017-EV00005,W000017,1684905487,9904.5,pack_off,0.523,pack_off
+W000018-EV00000,W000018,1685382261,5626.5,stuck_pipe_precursor,0.474,stuck_pipe
+W000018-EV00001,W000018,1685408327,6091.5,twist_off,0.809,twist_off
+W000018-EV00002,W000018,1685559511,8788.5,stuck_pipe_precursor,0.854,stuck_pipe
+W000018-EV00003,W000018,1685580364,9160.5,washout,0.731,washout
+W000018-EV00004,W000018,1685606430,9625.5,whirl,0.287,whirl
+W000018-EV00005,W000018,1685648136,10369.5,pack_off,0.276,pack_off
+W000019-EV00000,W000019,1685862519,1720.5,mud_loss,0.455,mud_loss
+W000019-EV00001,W000019,1685872630,1906.5,stuck_pipe_precursor,0.445,stuck_pipe
+W000019-EV00002,W000019,1686014175,4510.5,stuck_pipe_precursor,0.704,stuck_pipe
+W000019-EV00003,W000019,1686100114,6091.5,stuck_pipe_precursor,0.474,stuck_pipe
+W000020-EV00000,W000020,1686445292,46.5,stuck_pipe_precursor,0.864,stuck_pipe
+W000020-EV00001,W000020,1686453817,232.5,stuck_pipe_precursor,0.562,stuck_pipe
+W000020-EV00002,W000020,1686470867,604.5,stuck_pipe_precursor,0.703,stuck_pipe
+W000020-EV00003,W000020,1686585955,3115.5,stuck_pipe_precursor,0.467,stuck_pipe
+W000020-EV00004,W000020,1686590218,3208.5,washout,0.503,washout
+W000020-EV00005,W000020,1686743669,6556.5,bit_balling,0.369,bit_balling
+W000020-EV00006,W000020,1686952533,11113.5,washout,0.467,washout
+W000021-EV00000,W000021,1687403682,7300.5,whirl,0.533,whirl
+W000022-EV00000,W000022,1687819792,2836.5,twist_off,0.714,twist_off
+W000022-EV00001,W000022,1687952573,4603.5,stuck_pipe_precursor,0.347,stuck_pipe
+W000022-EV00002,W000022,1688162229,7393.5,washout,0.686,washout
+W000022-EV00003,W000022,1688462735,11392.5,whirl,0.528,whirl
+W000023-EV00000,W000023,1688581425,1069.5,bit_balling,0.45,bit_balling
+W000023-EV00001,W000023,1688671454,3394.5,washout,0.237,washout
+W000023-EV00002,W000023,1688703865,4231.5,mud_loss,0.57,mud_loss
+W000023-EV00003,W000023,1688747079,5347.5,washout,0.783,washout
+W000024-EV00000,W000024,1689052645,1627.5,twist_off,0.306,twist_off
+W000024-EV00001,W000024,1689139350,2464.5,bit_balling,0.179,bit_balling
+W000024-EV00002,W000024,1689534342,6277.5,pack_off,0.6,pack_off
+W000024-EV00003,W000024,1689910066,9904.5,axial_bounce,0.576,axial_bounce
+W000024-EV00004,W000024,1690044941,11206.5,mud_gain,0.55,mud_gain
+W000025-EV00000,W000025,1690224822,1627.5,bit_balling,0.214,bit_balling
+W000025-EV00001,W000025,1690259536,2278.5,pack_off,0.269,pack_off
+W000025-EV00002,W000025,1690537250,7486.5,mud_gain,0.513,mud_gain
+W000025-EV00003,W000025,1690695944,10462.5,stuck_pipe_precursor,0.479,stuck_pipe
+W000026-EV00000,W000026,1690828001,232.5,stuck_pipe_precursor,0.481,stuck_pipe
+W000026-EV00001,W000026,1690881541,1162.5,stuck_pipe_precursor,0.389,stuck_pipe
+W000026-EV00002,W000026,1691090345,4789.5,twist_off,0.803,twist_off
+W000026-EV00003,W000026,1691133176,5533.5,pack_off,0.235,pack_off
+W000027-EV00000,W000027,1691407509,697.5,axial_bounce,0.247,axial_bounce
+W000027-EV00001,W000027,1691474039,2464.5,stuck_pipe_precursor,0.673,stuck_pipe
+W000027-EV00002,W000027,1691474039,2464.5,mud_loss,0.669,mud_loss
+W000027-EV00003,W000027,1691635109,6742.5,stuck_pipe_precursor,0.406,stuck_pipe
+W000027-EV00004,W000027,1691659620,7393.5,axial_bounce,0.514,axial_bounce
+W000027-EV00005,W000027,1691747159,9718.5,stuck_pipe_precursor,0.51,stuck_pipe
+W000028-EV00000,W000028,1691847448,139.5,mud_loss,0.45,mud_loss
+W000028-EV00001,W000028,1691902074,1255.5,stuck_pipe_precursor,0.404,stuck_pipe
+W000028-EV00002,W000028,1691929387,1813.5,axial_bounce,0.211,axial_bounce
+W000028-EV00003,W000028,1691965805,2557.5,bit_balling,0.765,bit_balling
+W000028-EV00004,W000028,1692065953,4603.5,bit_balling,0.774,bit_balling
+W000028-EV00005,W000028,1692097818,5254.5,twist_off,0.534,twist_off
+W000029-EV00000,W000029,1692323819,46.5,pack_off,0.549,pack_off
+W000029-EV00001,W000029,1692464942,3022.5,stuck_pipe_precursor,0.662,stuck_pipe
+W000029-EV00002,W000029,1692645757,6835.5,mud_gain,0.813,mud_gain
+W000029-EV00003,W000029,1692703088,8044.5,bit_balling,0.64,bit_balling
+W000029-EV00004,W000029,1692764830,9346.5,stuck_pipe_precursor,0.392,stuck_pipe
+W000029-EV00005,W000029,1692822161,10555.5,axial_bounce,0.616,axial_bounce
+W000030-EV00000,W000030,1692974545,1162.5,pack_off,0.228,pack_off
+W000030-EV00001,W000030,1693203876,7672.5,stuck_pipe_precursor,0.756,stuck_pipe
+W000030-EV00002,W000030,1693216981,8044.5,stuck_pipe_precursor,0.826,stuck_pipe
+W000031-EV00000,W000031,1693505464,7300.5,mud_gain,0.767,mud_gain
+W000031-EV00001,W000031,1693551753,8881.5,mud_gain,0.746,mud_gain
+W000031-EV00002,W000031,1693625269,11392.5,washout,0.773,washout
+W000032-EV00000,W000032,1693771223,1069.5,pack_off,0.245,pack_off
+W000032-EV00001,W000032,1693793916,1441.5,washout,0.263,washout
+W000032-EV00002,W000032,1693822282,1906.5,mud_gain,0.765,mud_gain
+W000032-EV00003,W000032,1693924401,3580.5,whirl,0.606,whirl
+W000032-EV00004,W000032,1693986807,4603.5,mud_loss,0.783,mud_loss
+W000032-EV00005,W000032,1693998154,4789.5,pack_off,0.541,pack_off
+W000033-EV00000,W000033,1694157639,232.5,bit_balling,0.285,bit_balling
+W000033-EV00001,W000033,1694174469,511.5,washout,0.216,washout
+W000033-EV00002,W000033,1694185689,697.5,mud_loss,0.403,mud_loss
+W000033-EV00003,W000033,1694320332,2929.5,pack_off,0.801,pack_off
+W000033-EV00004,W000033,1694488635,5719.5,twist_off,0.809,twist_off
+W000034-EV00000,W000034,1694672213,1534.5,stuck_pipe_precursor,0.851,stuck_pipe
+W000034-EV00001,W000034,1694768896,3301.5,mud_gain,0.742,mud_gain
+W000034-EV00002,W000034,1694819782,4231.5,pack_off,0.794,pack_off
+W000034-EV00003,W000034,1694906288,5812.5,mud_gain,0.452,mud_gain
+W000034-EV00004,W000034,1695028414,8044.5,stuck_pipe_precursor,0.585,stuck_pipe
+W000034-EV00005,W000034,1695058946,8602.5,stick_slip,0.501,stick_slip
+W000034-EV00006,W000034,1695089477,9160.5,stick_slip,0.429,stick_slip
+W000034-EV00007,W000034,1695089477,9160.5,pack_off,0.233,pack_off
+W000034-EV00008,W000034,1695104743,9439.5,stuck_pipe_precursor,0.541,stuck_pipe
+W000034-EV00009,W000034,1695130186,9904.5,stick_slip,0.48,stick_slip
+W000035-EV00000,W000035,1695309921,1813.5,pack_off,0.706,pack_off
+W000035-EV00001,W000035,1695339487,2464.5,stuck_pipe_precursor,0.814,stuck_pipe
+W000035-EV00002,W000035,1695381724,3394.5,mud_loss,0.416,mud_loss
+W000035-EV00003,W000035,1695584462,7858.5,whirl,0.275,whirl
+W000035-EV00004,W000035,1695605580,8323.5,stuck_pipe_precursor,0.592,stuck_pipe
+W000035-EV00005,W000035,1695643594,9160.5,twist_off,0.6,twist_off
+W000036-EV00000,W000036,1695819040,418.5,mud_gain,0.719,mud_gain
+W000036-EV00001,W000036,1695910103,1813.5,bit_balling,0.238,bit_balling
+W000036-EV00002,W000036,1695982953,2929.5,whirl,0.346,whirl
+W000036-EV00003,W000036,1696304709,7858.5,stuck_pipe_precursor,0.305,stuck_pipe
+W000036-EV00004,W000036,1696328992,8230.5,whirl,0.685,whirl
+W000036-EV00005,W000036,1696365417,8788.5,bit_balling,0.755,bit_balling
+W000036-EV00006,W000036,1696438267,9904.5,stuck_pipe_precursor,0.831,stuck_pipe
+W000036-EV00007,W000036,1696444338,9997.5,bit_balling,0.601,bit_balling
+W000036-EV00008,W000036,1696474693,10462.5,mud_loss,0.167,mud_loss
+W000037-EV00000,W000037,1696741769,3487.5,whirl,0.515,whirl
+W000037-EV00001,W000037,1696838846,5812.5,axial_bounce,0.829,axial_bounce
+W000038-EV00000,W000038,1696974459,418.5,pack_off,0.709,pack_off
+W000038-EV00001,W000038,1697314433,6742.5,axial_bounce,0.216,axial_bounce
+W000038-EV00002,W000038,1697339431,7207.5,bit_balling,0.555,bit_balling
+W000038-EV00003,W000038,1697344431,7300.5,washout,0.355,washout
+W000038-EV00004,W000038,1697359429,7579.5,stuck_pipe_precursor,0.432,stuck_pipe
+W000038-EV00005,W000038,1697569413,11485.5,bit_balling,0.303,bit_balling
+W000039-EV00000,W000039,1697698569,1627.5,stuck_pipe_precursor,0.854,stuck_pipe
+W000039-EV00001,W000039,1697732542,2557.5,washout,0.22,washout
+W000039-EV00002,W000039,1697756323,3208.5,bit_balling,0.736,bit_balling
+W000039-EV00003,W000039,1697780105,3859.5,whirl,0.457,whirl
+W000039-EV00004,W000039,1697831064,5254.5,washout,0.73,washout
+W000039-EV00005,W000039,1697878627,6556.5,stuck_pipe_precursor,0.346,stuck_pipe
+W000039-EV00006,W000039,1698017917,10369.5,stuck_pipe_precursor,0.463,stuck_pipe
+W000040-EV00000,W000040,1698227671,2464.5,washout,0.4,washout
+W000040-EV00001,W000040,1698264183,3208.5,stuck_pipe_precursor,0.779,stuck_pipe
+W000040-EV00002,W000040,1698282439,3580.5,whirl,0.246,whirl
+W000040-EV00003,W000040,1698300695,3952.5,stuck_pipe_precursor,0.847,stuck_pipe
+W000040-EV00004,W000040,1698337207,4696.5,bit_balling,0.564,bit_balling
+W000040-EV00005,W000040,1698382847,5626.5,axial_bounce,0.599,axial_bounce
+W000040-EV00006,W000040,1698560842,9253.5,stuck_pipe_precursor,0.789,stuck_pipe
+W000041-EV00000,W000041,1698758360,418.5,mud_loss,0.85,mud_loss
+W000041-EV00001,W000041,1699039994,4789.5,stuck_pipe_precursor,0.546,stuck_pipe
+W000041-EV00002,W000041,1699057971,5068.5,washout,0.392,washout
+W000041-EV00003,W000041,1699117893,5998.5,stuck_pipe_precursor,0.806,stuck_pipe
+W000041-EV00004,W000041,1699123885,6091.5,mud_loss,0.504,mud_loss
+W000041-EV00005,W000041,1699129878,6184.5,axial_bounce,0.761,axial_bounce
+W000041-EV00006,W000041,1699231745,7765.5,axial_bounce,0.813,axial_bounce
+W000041-EV00007,W000041,1699429488,10834.5,stuck_pipe_precursor,0.424,stuck_pipe
+W000041-EV00008,W000041,1699477426,11578.5,stuck_pipe_precursor,0.341,stuck_pipe
+W000042-EV00000,W000042,1699604668,1255.5,stuck_pipe_precursor,0.405,stuck_pipe
+W000042-EV00001,W000042,1699639567,1906.5,whirl,0.298,whirl
+W000042-EV00002,W000042,1699769191,4324.5,pack_off,0.4,pack_off
+W000043-EV00000,W000043,1700058279,1348.5,washout,0.266,washout
+W000043-EV00001,W000043,1700080638,1906.5,washout,0.483,washout
+W000043-EV00002,W000043,1700080638,1906.5,mud_loss,0.792,mud_loss
+W000043-EV00003,W000043,1700129084,3115.5,stuck_pipe_precursor,0.49,stuck_pipe
+W000043-EV00004,W000043,1700170076,4138.5,twist_off,0.576,twist_off
+W000043-EV00005,W000043,1700207342,5068.5,washout,0.612,washout
+W000043-EV00006,W000043,1700237155,5812.5,stuck_pipe_precursor,0.658,stuck_pipe
+W000043-EV00007,W000043,1700315413,7765.5,stuck_pipe_precursor,0.475,stuck_pipe
+W000043-EV00008,W000043,1700360132,8881.5,bit_balling,0.734,bit_balling
+W000043-EV00009,W000043,1700371312,9160.5,stuck_pipe_precursor,0.64,stuck_pipe
+W000044-EV00000,W000044,1700535205,325.5,washout,0.528,washout
+W000044-EV00001,W000044,1700720045,3394.5,stuck_pipe_precursor,0.632,stuck_pipe
+W000044-EV00002,W000044,1700820866,5068.5,stuck_pipe_precursor,0.667,stuck_pipe
+W000044-EV00003,W000044,1700910485,6556.5,bit_balling,0.364,bit_balling
+W000044-EV00004,W000044,1700994503,7951.5,mud_loss,0.736,mud_loss
+W000044-EV00005,W000044,1701005706,8137.5,mud_loss,0.818,mud_loss
+W000044-EV00006,W000044,1701061718,9067.5,stick_slip,0.517,stick_slip
+W000044-EV00007,W000044,1701106527,9811.5,stick_slip,0.47,stick_slip
+W000045-EV00000,W000045,1701289459,1255.5,mud_loss,0.78,mud_loss
+W000045-EV00001,W000045,1701573904,7486.5,stuck_pipe_precursor,0.555,stuck_pipe
+W000046-EV00000,W000046,1702147947,4045.5,mud_loss,0.538,mud_loss
+W000046-EV00001,W000046,1702397440,6091.5,mud_gain,0.417,mud_gain
+W000046-EV00002,W000046,1702510845,7021.5,stuck_pipe_precursor,0.545,stuck_pipe
+W000046-EV00003,W000046,1702896424,10183.5,bit_balling,0.335,bit_balling
+W000046-EV00004,W000046,1702964467,10741.5,stick_slip,0.438,stick_slip
+W000047-EV00000,W000047,1703118371,46.5,washout,0.485,washout
+W000047-EV00001,W000047,1703140149,697.5,pack_off,0.827,pack_off
+W000047-EV00002,W000047,1703202374,2557.5,axial_bounce,0.77,axial_bounce
+W000047-EV00003,W000047,1703214819,2929.5,stuck_pipe_precursor,0.465,stuck_pipe
+W000047-EV00004,W000047,1703227264,3301.5,whirl,0.69,whirl
+W000047-EV00005,W000047,1703242820,3766.5,stuck_pipe_precursor,0.826,stuck_pipe
+W000047-EV00006,W000047,1703345491,6835.5,pack_off,0.601,pack_off
+W000047-EV00007,W000047,1703364158,7393.5,stuck_pipe_precursor,0.349,stuck_pipe
+W000048-EV00000,W000048,1703548569,418.5,bit_balling,0.314,bit_balling
+W000048-EV00001,W000048,1703584288,1162.5,twist_off,0.679,twist_off
+W000048-EV00002,W000048,1703624472,1999.5,mud_gain,0.778,mud_gain
+W000048-EV00003,W000048,1703718235,3952.5,washout,0.446,washout
+W000048-EV00004,W000048,1703731630,4231.5,stuck_pipe_precursor,0.526,stuck_pipe
+W000048-EV00005,W000048,1703767349,4975.5,washout,0.583,washout
+W000049-EV00000,W000049,1703926151,604.5,whirl,0.478,whirl
+W000049-EV00001,W000049,1703939409,976.5,axial_bounce,0.446,axial_bounce
+W000049-EV00002,W000049,1703969240,1813.5,stuck_pipe_precursor,0.489,stuck_pipe
+W000049-EV00003,W000049,1704144907,6742.5,bit_balling,0.575,bit_balling
+W000050-EV00000,W000050,1704361074,697.5,stuck_pipe_precursor,0.843,stuck_pipe
+W000050-EV00001,W000050,1704400406,1906.5,washout,0.613,washout
+W000050-EV00002,W000050,1704557733,6742.5,washout,0.385,washout
+W000050-EV00003,W000050,1704621269,8695.5,axial_bounce,0.595,axial_bounce
+W000050-EV00004,W000050,1704663627,9997.5,washout,0.559,washout
+W000050-EV00005,W000050,1704678754,10462.5,washout,0.553,washout
+W000051-EV00000,W000051,1704851356,3301.5,bit_balling,0.653,bit_balling
+W000051-EV00001,W000051,1704882492,4417.5,axial_bounce,0.214,axial_bounce
+W000051-EV00002,W000051,1704970710,7579.5,pack_off,0.409,pack_off
+W000051-EV00003,W000051,1705014818,9160.5,mud_gain,0.768,mud_gain
+W000051-EV00004,W000051,1705027792,9625.5,stuck_pipe_precursor,0.309,stuck_pipe
+W000052-EV00000,W000052,1705206487,1348.5,axial_bounce,0.632,axial_bounce
+W000052-EV00001,W000052,1705275413,2371.5,bit_balling,0.805,bit_balling
+W000052-EV00002,W000052,1705438329,4789.5,twist_off,0.166,twist_off
+W000052-EV00003,W000052,1705645108,7858.5,pack_off,0.584,pack_off
+W000052-EV00004,W000052,1705682704,8416.5,stick_slip,0.485,stick_slip
+W000052-EV00005,W000052,1705695236,8602.5,stick_slip,0.526,stick_slip
+W000052-EV00006,W000052,1705720300,8974.5,whirl,0.188,whirl
+W000052-EV00007,W000052,1705770428,9718.5,stuck_pipe_precursor,0.443,stuck_pipe
+W000052-EV00008,W000052,1705870684,11206.5,stick_slip,0.601,stick_slip
+W000053-EV00000,W000053,1705932160,139.5,axial_bounce,0.582,axial_bounce
+W000053-EV00001,W000053,1705941990,325.5,mud_gain,0.731,mud_gain
+W000053-EV00002,W000053,1706128753,3859.5,washout,0.565,washout
+W000053-EV00003,W000053,1706148412,4231.5,bit_balling,0.432,bit_balling
+W000053-EV00004,W000053,1706163156,4510.5,washout,0.335,washout
+W000053-EV00005,W000053,1706222134,5626.5,stuck_pipe_precursor,0.674,stuck_pipe
+W000053-EV00006,W000053,1706281112,6742.5,twist_off,0.791,twist_off
+W000053-EV00007,W000053,1706315515,7393.5,washout,0.494,washout
+W000053-EV00008,W000053,1706389237,8788.5,stuck_pipe_precursor,0.631,stuck_pipe
+W000053-EV00009,W000053,1706403982,9067.5,washout,0.49,washout
+W000053-EV00010,W000053,1706453130,9997.5,twist_off,0.343,twist_off
+W000054-EV00000,W000054,1706598742,46.5,stuck_pipe_precursor,0.554,stuck_pipe
+W000054-EV00001,W000054,1706885427,4975.5,mud_loss,0.537,mud_loss
+W000054-EV00002,W000054,1706890836,5068.5,whirl,0.278,whirl
+W000054-EV00003,W000054,1707015246,7207.5,bit_balling,0.42,bit_balling
+W000055-EV00000,W000055,1707311332,1255.5,stuck_pipe_precursor,0.49,stuck_pipe
+W000055-EV00001,W000055,1707315910,1348.5,stuck_pipe_precursor,0.435,stuck_pipe
+W000055-EV00002,W000055,1707329645,1627.5,washout,0.732,washout
+W000055-EV00003,W000055,1707361693,2278.5,stuck_pipe_precursor,0.859,stuck_pipe
+W000055-EV00004,W000055,1707462414,4324.5,washout,0.364,washout
+W000055-EV00005,W000055,1707494462,4975.5,whirl,0.282,whirl
+W000055-EV00006,W000055,1707631810,7765.5,washout,0.754,washout
+W000055-EV00007,W000055,1707686749,8881.5,stuck_pipe_precursor,0.563,stuck_pipe
+W000055-EV00008,W000055,1707686749,8881.5,axial_bounce,0.734,axial_bounce
+W000055-EV00009,W000055,1707709640,9346.5,washout,0.227,washout
+W000055-EV00010,W000055,1707750844,10183.5,stuck_pipe_precursor,0.728,stuck_pipe
+W000056-EV00000,W000056,1707923457,1069.5,stuck_pipe_precursor,0.408,stuck_pipe
+W000056-EV00001,W000056,1708003882,3115.5,stuck_pipe_precursor,0.726,stuck_pipe
+W000056-EV00002,W000056,1708058717,4510.5,pack_off,0.446,pack_off
+W000056-EV00003,W000056,1708091618,5347.5,mud_loss,0.313,mud_loss
+W000056-EV00004,W000056,1708113552,5905.5,stuck_pipe_precursor,0.461,stuck_pipe
+W000056-EV00005,W000056,1708168387,7300.5,mud_loss,0.282,mud_loss
+W000056-EV00006,W000056,1708186665,7765.5,stuck_pipe_precursor,0.308,stuck_pipe
+W000056-EV00007,W000056,1708201288,8137.5,stuck_pipe_precursor,0.714,stuck_pipe
+W000056-EV00008,W000056,1708259778,9625.5,axial_bounce,0.313,axial_bounce
+W000056-EV00009,W000056,1708278057,10090.5,stuck_pipe_precursor,0.377,stuck_pipe
+W000056-EV00010,W000056,1708278057,10090.5,mud_gain,0.384,mud_gain
+W000056-EV00011,W000056,1708299991,10648.5,stuck_pipe_precursor,0.751,stuck_pipe
+W000057-EV00000,W000057,1708451244,1162.5,whirl,0.48,whirl
+W000057-EV00001,W000057,1708677471,5347.5,mud_loss,0.763,mud_loss
+W000057-EV00002,W000057,1708974081,10834.5,mud_loss,0.786,mud_loss
+W000058-EV00000,W000058,1709050669,325.5,washout,0.681,washout
+W000058-EV00001,W000058,1709187585,4882.5,mud_loss,0.179,mud_loss
+W000058-EV00002,W000058,1709293765,8416.5,pack_off,0.41,pack_off
+W000059-EV00000,W000059,1709482339,790.5,stuck_pipe_precursor,0.866,stuck_pipe
+W000059-EV00001,W000059,1709547575,2464.5,stuck_pipe_precursor,0.617,stuck_pipe
+W000059-EV00002,W000059,1709609187,4045.5,whirl,0.834,whirl
+W000059-EV00003,W000059,1709616435,4231.5,mud_loss,0.263,mud_loss
+W000059-EV00004,W000059,1709634556,4696.5,washout,0.547,washout
+W000059-EV00005,W000059,1709667174,5533.5,twist_off,0.734,twist_off
+W000059-EV00006,W000059,1709732410,7207.5,washout,0.461,washout
+W000059-EV00007,W000059,1709819391,9439.5,pack_off,0.452,pack_off
+W000060-EV00000,W000060,1710019237,976.5,stuck_pipe_precursor,0.456,stuck_pipe
+W000060-EV00001,W000060,1710105707,2650.5,mud_gain,0.494,mud_gain
+W000060-EV00002,W000060,1710187373,4231.5,whirl,0.301,whirl
+W000060-EV00003,W000060,1710216196,4789.5,axial_bounce,0.612,axial_bounce
+W000061-EV00000,W000061,1710570788,1255.5,whirl,0.339,whirl
+W000061-EV00001,W000061,1710630271,1813.5,pack_off,0.304,pack_off
+W000061-EV00002,W000061,1710848377,3859.5,stuck_pipe_precursor,0.779,stuck_pipe
+W000061-EV00003,W000061,1711056568,5812.5,stick_slip,0.418,stick_slip
+W000061-EV00004,W000061,1711185449,7021.5,axial_bounce,0.723,axial_bounce
+W000062-EV00000,W000062,1711302084,1255.5,stuck_pipe_precursor,0.756,stuck_pipe
+W000062-EV00001,W000062,1711340991,2092.5,stuck_pipe_precursor,0.804,stuck_pipe
+W000062-EV00002,W000062,1711418807,3766.5,bit_balling,0.317,bit_balling
+W000062-EV00003,W000062,1711505268,5626.5,washout,0.627,washout
+W000062-EV00004,W000062,1711604699,7765.5,bit_balling,0.608,bit_balling
+W000063-EV00000,W000063,1711952082,2185.5,mud_loss,0.47,mud_loss
+W000063-EV00001,W000063,1711979511,2743.5,washout,0.615,washout
+W000063-EV00002,W000063,1712052657,4231.5,washout,0.23,washout
+W000063-EV00003,W000063,1712244663,8137.5,whirl,0.657,whirl
+W000063-EV00004,W000063,1712326951,9811.5,stuck_pipe_precursor,0.583,stuck_pipe
+W000064-EV00000,W000064,1712423097,232.5,bit_balling,0.81,bit_balling
+W000064-EV00001,W000064,1712468457,1534.5,axial_bounce,0.488,axial_bounce
+W000064-EV00002,W000064,1712604538,5440.5,mud_loss,0.81,mud_loss
+W000064-EV00003,W000064,1712636938,6370.5,bit_balling,0.457,bit_balling
+W000064-EV00004,W000064,1712643418,6556.5,stuck_pipe_precursor,0.866,stuck_pipe
+W000064-EV00005,W000064,1712727659,8974.5,stuck_pipe_precursor,0.516,stuck_pipe
+W000064-EV00006,W000064,1712753579,9718.5,bit_balling,0.559,bit_balling
+W000065-EV00000,W000065,1712954664,1999.5,bit_balling,0.661,bit_balling
+W000065-EV00001,W000065,1713077665,5068.5,pack_off,0.815,pack_off
+W000066-EV00000,W000066,1713501554,1813.5,whirl,0.436,whirl
+W000066-EV00001,W000066,1713646680,3952.5,washout,0.64,washout
+W000066-EV00002,W000066,1713760257,5626.5,stuck_pipe_precursor,0.896,stuck_pipe
+W000066-EV00003,W000066,1713772877,5812.5,stuck_pipe_precursor,0.787,stuck_pipe
+W000066-EV00004,W000066,1713880144,7393.5,stuck_pipe_precursor,0.624,stuck_pipe
+W000066-EV00005,W000066,1713880144,7393.5,axial_bounce,0.76,axial_bounce
+W000067-EV00000,W000067,1714225065,418.5,stuck_pipe_precursor,0.33,stuck_pipe
+W000067-EV00001,W000067,1714248741,1162.5,washout,0.407,washout
+W000067-EV00002,W000067,1714310888,3115.5,stuck_pipe_precursor,0.662,stuck_pipe
+W000068-EV00000,W000068,1714678581,1627.5,stuck_pipe_precursor,0.45,stuck_pipe
+W000068-EV00001,W000068,1714807074,5533.5,mud_loss,0.621,mud_loss
+W000068-EV00002,W000068,1714834608,6370.5,stuck_pipe_precursor,0.855,stuck_pipe
+W000068-EV00003,W000068,1714880498,7765.5,bit_balling,0.601,bit_balling
+W000068-EV00004,W000068,1714883558,7858.5,mud_gain,0.658,mud_gain
+W000068-EV00005,W000068,1714914151,8788.5,stuck_pipe_precursor,0.885,stuck_pipe
+W000068-EV00006,W000068,1714953923,9997.5,washout,0.755,washout
+W000068-EV00007,W000068,1714990635,11113.5,axial_bounce,0.228,axial_bounce
+W000069-EV00000,W000069,1715241828,2743.5,whirl,0.444,whirl
+W000069-EV00001,W000069,1715340706,4231.5,axial_bounce,0.414,axial_bounce
+W000069-EV00002,W000069,1715346886,4324.5,twist_off,0.73,twist_off
+W000069-EV00003,W000069,1715433404,5626.5,washout,0.667,washout
+W000069-EV00004,W000069,1715445764,5812.5,axial_bounce,0.208,axial_bounce
+W000069-EV00005,W000069,1715476663,6277.5,axial_bounce,0.401,axial_bounce
+W000069-EV00006,W000069,1715501382,6649.5,axial_bounce,0.692,axial_bounce
+W000069-EV00007,W000069,1715507562,6742.5,pack_off,0.304,pack_off
+W000069-EV00008,W000069,1715532282,7114.5,washout,0.5,washout
+W000069-EV00009,W000069,1715618800,8416.5,axial_bounce,0.287,axial_bounce
+W000070-EV00000,W000070,1715906055,139.5,mud_loss,0.717,mud_loss
+W000070-EV00001,W000070,1715979822,1999.5,stuck_pipe_precursor,0.632,stuck_pipe
+W000070-EV00002,W000070,1716001953,2557.5,axial_bounce,0.441,axial_bounce
+W000070-EV00003,W000070,1716038837,3487.5,pack_off,0.264,pack_off
+W000070-EV00004,W000070,1716079409,4510.5,mud_gain,0.282,mud_gain
+W000070-EV00005,W000070,1716127358,5719.5,washout,0.28,washout
+W000070-EV00006,W000070,1716186372,7207.5,stuck_pipe_precursor,0.628,stuck_pipe
+W000070-EV00007,W000070,1716289646,9811.5,stuck_pipe_precursor,0.385,stuck_pipe
+W000071-EV00000,W000071,1716427622,976.5,mud_loss,0.819,mud_loss
+W000071-EV00001,W000071,1716578736,3487.5,whirl,0.455,whirl
+W000071-EV00002,W000071,1716617913,4138.5,stuck_pipe_precursor,0.756,stuck_pipe
+W000071-EV00003,W000071,1716690671,5347.5,twist_off,0.203,twist_off
+W000071-EV00004,W000071,1716886559,8602.5,washout,0.579,washout
+W000071-EV00005,W000071,1716948124,9625.5,stuck_pipe_precursor,0.743,stuck_pipe
+W000071-EV00006,W000071,1716976108,10090.5,twist_off,0.651,twist_off
+W000072-EV00000,W000072,1717117400,1348.5,bit_balling,0.312,bit_balling
+W000072-EV00001,W000072,1717153908,1999.5,washout,0.262,washout
+W000072-EV00002,W000072,1717179985,2464.5,washout,0.392,washout
+W000072-EV00003,W000072,1717216492,3115.5,stuck_pipe_precursor,0.856,stuck_pipe
+W000072-EV00004,W000072,1717258216,3859.5,pack_off,0.365,pack_off
+W000072-EV00005,W000072,1717284292,4324.5,pack_off,0.302,pack_off
+W000072-EV00006,W000072,1717352093,5533.5,mud_gain,0.527,mud_gain
+W000072-EV00007,W000072,1717409462,6556.5,twist_off,0.402,twist_off
+W000072-EV00008,W000072,1717425108,6835.5,pack_off,0.552,pack_off
+W000072-EV00009,W000072,1717445970,7207.5,stuck_pipe_precursor,0.673,stuck_pipe
+W000073-EV00000,W000073,1717640875,1348.5,bit_balling,0.727,bit_balling
+W000074-EV00000,W000074,1718075439,3208.5,pack_off,0.814,pack_off
+W000074-EV00001,W000074,1718178102,5440.5,bit_balling,0.589,bit_balling
+W000074-EV00002,W000074,1718195212,5812.5,washout,0.245,washout
+W000074-EV00003,W000074,1718233710,6649.5,pack_off,0.228,pack_off
+W000074-EV00004,W000074,1718289319,7858.5,whirl,0.628,whirl
+W000074-EV00005,W000074,1718336373,8881.5,stuck_pipe_precursor,0.847,stuck_pipe
+W000075-EV00000,W000075,1718650004,3487.5,whirl,0.604,whirl
+W000075-EV00001,W000075,1718764611,6463.5,stuck_pipe_precursor,0.886,stuck_pipe
+W000075-EV00002,W000075,1718825495,8044.5,stuck_pipe_precursor,0.329,stuck_pipe
+W000075-EV00003,W000075,1718900706,9997.5,stuck_pipe_precursor,0.741,stuck_pipe
+W000076-EV00000,W000076,1719101019,4882.5,bit_balling,0.494,bit_balling
+W000076-EV00001,W000076,1719129796,6091.5,twist_off,0.838,twist_off
+W000077-EV00000,W000077,1719264796,790.5,stuck_pipe_precursor,0.437,stuck_pipe
+W000077-EV00001,W000077,1719503879,5161.5,stuck_pipe_precursor,0.416,stuck_pipe
+W000077-EV00002,W000077,1719595443,6835.5,washout,0.305,washout
+W000077-EV00003,W000077,1719641225,7672.5,washout,0.696,washout
+W000077-EV00004,W000077,1719661573,8044.5,stuck_pipe_precursor,0.435,stuck_pipe
+W000077-EV00005,W000077,1719661573,8044.5,whirl,0.236,whirl
+W000077-EV00006,W000077,1719666660,8137.5,axial_bounce,0.63,axial_bounce
+W000077-EV00007,W000077,1719727703,9253.5,stuck_pipe_precursor,0.821,stuck_pipe
+W000078-EV00000,W000078,1719988538,604.5,mud_loss,0.417,mud_loss
+W000079-EV00000,W000079,1720902044,232.5,bit_balling,0.338,bit_balling
+W000079-EV00001,W000079,1720907838,325.5,washout,0.324,washout
+W000079-EV00002,W000079,1720931015,697.5,washout,0.452,washout
+W000079-EV00003,W000079,1720994751,1720.5,stuck_pipe_precursor,0.746,stuck_pipe
+W000079-EV00004,W000079,1721064281,2836.5,washout,0.744,washout
+W000079-EV00005,W000079,1721070075,2929.5,stuck_pipe_precursor,0.313,stuck_pipe
+W000079-EV00006,W000079,1721220724,5347.5,stuck_pipe_precursor,0.513,stuck_pipe
+W000079-EV00007,W000079,1721417727,8509.5,stuck_pipe_precursor,0.598,stuck_pipe
+W000079-EV00008,W000079,1721527816,10276.5,mud_loss,0.636,mud_loss
+W000080-EV00000,W000080,1721653660,976.5,twist_off,0.458,twist_off
+W000080-EV00001,W000080,1721657881,1069.5,whirl,0.294,whirl
+W000080-EV00002,W000080,1721759170,3301.5,axial_bounce,0.364,axial_bounce
+W000080-EV00003,W000080,1721771832,3580.5,axial_bounce,0.447,axial_bounce
+W000080-EV00004,W000080,1721902664,6463.5,stuck_pipe_precursor,0.779,stuck_pipe
+W000080-EV00005,W000080,1721915325,6742.5,washout,0.721,washout
+W000080-EV00006,W000080,1721982852,8230.5,bit_balling,0.38,bit_balling
+W000081-EV00000,W000081,1722446540,6742.5,pack_off,0.734,pack_off
+W000081-EV00001,W000081,1722553453,8881.5,mud_loss,0.789,mud_loss
+W000082-EV00000,W000082,1722723680,976.5,stuck_pipe_precursor,0.481,stuck_pipe
+W000082-EV00001,W000082,1722729599,1162.5,pack_off,0.769,pack_off
+W000082-EV00002,W000082,1722744398,1627.5,stuck_pipe_precursor,0.683,stuck_pipe
+W000083-EV00000,W000083,1723027707,790.5,stuck_pipe_precursor,0.647,stuck_pipe
+W000083-EV00001,W000083,1723578403,7486.5,washout,0.776,washout
+W000083-EV00002,W000083,1723631942,8137.5,stick_slip,0.419,stick_slip
+W000083-EV00003,W000083,1723647239,8323.5,washout,0.628,washout
+W000083-EV00004,W000083,1723662537,8509.5,axial_bounce,0.315,axial_bounce
+W000083-EV00005,W000083,1723677834,8695.5,bit_balling,0.76,bit_balling
+W000084-EV00000,W000084,1723778385,139.5,axial_bounce,0.542,axial_bounce
+W000084-EV00001,W000084,1723787021,325.5,stuck_pipe_precursor,0.56,stuck_pipe
+W000084-EV00002,W000084,1723808610,790.5,bit_balling,0.419,bit_balling
+W000084-EV00003,W000084,1723825881,1162.5,stuck_pipe_precursor,0.882,stuck_pipe
+W000084-EV00004,W000084,1723834517,1348.5,stuck_pipe_precursor,0.339,stuck_pipe
+W000084-EV00005,W000084,1723894967,2650.5,bit_balling,0.336,bit_balling
+W000084-EV00006,W000084,1723899284,2743.5,axial_bounce,0.707,axial_bounce
+W000084-EV00007,W000084,1723907920,2929.5,bit_balling,0.562,bit_balling
+W000084-EV00008,W000084,1724115176,7393.5,stuck_pipe_precursor,0.551,stuck_pipe
+W000085-EV00000,W000085,1724214461,790.5,washout,0.611,washout
+W000085-EV00001,W000085,1724255113,1999.5,whirl,0.507,whirl
+W000085-EV00002,W000085,1724264494,2278.5,whirl,0.229,whirl
+W000085-EV00003,W000085,1724317654,3859.5,washout,0.719,washout
+W000085-EV00004,W000085,1724339544,4510.5,whirl,0.668,whirl
+W000085-EV00005,W000085,1724377068,5626.5,stuck_pipe_precursor,0.409,stuck_pipe
+W000085-EV00006,W000085,1724392704,6091.5,mud_gain,0.687,mud_gain
+W000085-EV00007,W000085,1724417720,6835.5,stuck_pipe_precursor,0.665,stuck_pipe
+W000086-EV00000,W000086,1724710914,3766.5,stuck_pipe_precursor,0.501,stuck_pipe
+W000086-EV00001,W000086,1724787663,5719.5,bit_balling,0.495,bit_balling
+W000086-EV00002,W000086,1724813246,6370.5,washout,0.713,washout
+W000086-EV00003,W000086,1724816901,6463.5,twist_off,0.373,twist_off
+W000086-EV00004,W000086,1724857103,7486.5,bit_balling,0.774,bit_balling
+W000086-EV00005,W000086,1724886341,8230.5,mud_loss,0.704,mud_loss
+W000087-EV00000,W000087,1725031174,139.5,whirl,0.23,whirl
+W000087-EV00001,W000087,1725475052,3859.5,stick_slip,0.408,stick_slip
+W000087-EV00002,W000087,1725508343,4138.5,stick_slip,0.452,stick_slip
+W000088-EV00000,W000088,1726191610,4882.5,washout,0.328,washout
+W000088-EV00001,W000088,1726222239,5254.5,stuck_pipe_precursor,0.416,stuck_pipe
+W000088-EV00002,W000088,1726260525,5719.5,stuck_pipe_precursor,0.347,stuck_pipe
+W000088-EV00003,W000088,1726260525,5719.5,mud_loss,0.63,mud_loss
+W000088-EV00004,W000088,1726321784,6463.5,whirl,0.505,whirl
+W000088-EV00005,W000088,1726620419,10090.5,washout,0.231,washout
+W000088-EV00006,W000088,1726628076,10183.5,twist_off,0.55,twist_off
+W000089-EV00000,W000089,1726813292,46.5,whirl,0.42,whirl
+W000089-EV00001,W000089,1726836375,511.5,stuck_pipe_precursor,0.401,stuck_pipe
+W000089-EV00002,W000089,1726873309,1255.5,twist_off,0.564,twist_off
+W000089-EV00003,W000089,1726961026,3022.5,mud_loss,0.689,mud_loss
+W000089-EV00004,W000089,1726984110,3487.5,whirl,0.588,whirl
+W000089-EV00005,W000089,1726997960,3766.5,twist_off,0.626,twist_off
+W000089-EV00006,W000089,1727030277,4417.5,stuck_pipe_precursor,0.752,stuck_pipe
+W000089-EV00007,W000089,1727233412,8509.5,stuck_pipe_precursor,0.826,stuck_pipe
+W000089-EV00008,W000089,1727321130,10276.5,washout,0.502,washout
+W000090-EV00000,W000090,1727429311,604.5,washout,0.772,washout
+W000090-EV00001,W000090,1727431842,697.5,pack_off,0.754,pack_off
+W000090-EV00002,W000090,1727434373,790.5,stuck_pipe_precursor,0.347,stuck_pipe
+W000090-EV00003,W000090,1727447028,1255.5,stuck_pipe_precursor,0.353,stuck_pipe
+W000090-EV00004,W000090,1727606481,7114.5,axial_bounce,0.82,axial_bounce
+W000090-EV00005,W000090,1727652039,8788.5,washout,0.8,washout
+W000091-EV00000,W000091,1728102310,4324.5,stuck_pipe_precursor,0.744,stuck_pipe
+W000091-EV00001,W000091,1728139686,4789.5,axial_bounce,0.318,axial_bounce
+W000091-EV00002,W000091,1728177063,5254.5,washout,0.617,washout
+W000092-EV00000,W000092,1728778964,5440.5,pack_off,0.226,pack_off
+W000092-EV00001,W000092,1729035303,9160.5,stuck_pipe_precursor,0.43,stuck_pipe
+W000093-EV00000,W000093,1729213882,325.5,washout,0.718,washout
+W000093-EV00001,W000093,1729696560,7672.5,bit_balling,0.345,bit_balling
+W000093-EV00002,W000093,1729879855,10462.5,stuck_pipe_precursor,0.322,stuck_pipe
+W000093-EV00003,W000093,1729910404,10927.5,stuck_pipe_precursor,0.731,stuck_pipe
+W000093-EV00004,W000093,1729928733,11206.5,stuck_pipe_precursor,0.74,stuck_pipe
+W000094-EV00000,W000094,1730079562,1999.5,stuck_pipe_precursor,0.736,stuck_pipe
+W000094-EV00001,W000094,1730099099,2650.5,washout,0.286,washout
+W000094-EV00002,W000094,1730152127,4417.5,stuck_pipe_precursor,0.714,stuck_pipe
+W000094-EV00003,W000094,1730221901,6742.5,stuck_pipe_precursor,0.508,stuck_pipe
+W000094-EV00004,W000094,1730316794,9904.5,bit_balling,0.617,bit_balling
+W000095-EV00000,W000095,1730506439,3208.5,mud_gain,0.763,mud_gain
+W000095-EV00001,W000095,1730559154,4696.5,whirl,0.29,whirl
+W000095-EV00002,W000095,1730592100,5626.5,stuck_pipe_precursor,0.35,stuck_pipe
+W000095-EV00003,W000095,1730592100,5626.5,twist_off,0.503,twist_off
+W000095-EV00004,W000095,1730628341,6649.5,whirl,0.354,whirl
+W000095-EV00005,W000095,1730664582,7672.5,mud_loss,0.274,mud_loss
+W000095-EV00006,W000095,1730753538,10183.5,stuck_pipe_precursor,0.41,stuck_pipe
+W000096-EV00000,W000096,1730891208,511.5,mud_gain,0.526,mud_gain
+W000096-EV00001,W000096,1730934812,1627.5,stuck_pipe_precursor,0.878,stuck_pipe
+W000096-EV00002,W000096,1730945712,1906.5,axial_bounce,0.76,axial_bounce
+W000096-EV00003,W000096,1731098324,5812.5,twist_off,0.167,twist_off
+W000096-EV00004,W000096,1731120125,6370.5,whirl,0.242,whirl
+W000096-EV00005,W000096,1731189164,8137.5,stuck_pipe_precursor,0.436,stuck_pipe
+W000096-EV00006,W000096,1731247301,9625.5,washout,0.566,washout
+W000096-EV00007,W000096,1731287271,10648.5,whirl,0.158,whirl
+W000097-EV00000,W000097,1731495845,2371.5,mud_loss,0.776,mud_loss
+W000097-EV00001,W000097,1731510381,2650.5,twist_off,0.168,twist_off
+W000097-EV00002,W000097,1731592753,4231.5,axial_bounce,0.536,axial_bounce
+W000097-EV00003,W000097,1731888325,9904.5,bit_balling,0.241,bit_balling
+W000097-EV00004,W000097,1731961007,11299.5,washout,0.331,washout
+W000097-EV00005,W000097,1731975543,11578.5,stuck_pipe_precursor,0.73,stuck_pipe
+W000098-EV00000,W000098,1732071495,325.5,stuck_pipe_precursor,0.69,stuck_pipe
+W000098-EV00001,W000098,1732229134,2557.5,bit_balling,0.202,bit_balling
+W000098-EV00002,W000098,1732314522,3766.5,stuck_pipe_precursor,0.457,stuck_pipe
+W000098-EV00003,W000098,1732386773,4789.5,washout,0.235,washout
+W000098-EV00004,W000098,1732550980,7114.5,stuck_pipe_precursor,0.329,stuck_pipe
+W000098-EV00005,W000098,1732702051,9253.5,bit_balling,0.503,bit_balling
+W000099-EV00000,W000099,1733070293,3673.5,twist_off,0.314,twist_off
+W000099-EV00001,W000099,1733116816,4603.5,mud_loss,0.622,mud_loss
+W000099-EV00002,W000099,1733312214,8509.5,twist_off,0.401,twist_off

drilling_labels.csv ADDED Viewed

	@@ -0,0 +1,101 @@

+label_id,well_id,optimal_rop_ft_hr,dysfunction_risk_score,mse_efficiency_score,drilling_efficiency_grade
+W000000-LBL,W000000,71.18,0.1828,0.7182,A
+W000001-LBL,W000001,53.91,0.168,0.5717,B
+W000002-LBL,W000002,54.99,0.1262,0.4768,C
+W000003-LBL,W000003,117.77,0.1112,0.7824,A+
+W000004-LBL,W000004,103.36,0.0954,0.7436,A
+W000005-LBL,W000005,101.77,0.099,0.6475,B
+W000006-LBL,W000006,70.02,0.1296,0.6098,B
+W000007-LBL,W000007,138.39,0.0935,0.649,B
+W000008-LBL,W000008,32.8,0.1984,0.4171,C
+W000009-LBL,W000009,100.36,0.0959,0.5879,B
+W000010-LBL,W000010,55.92,0.1124,0.4863,C
+W000011-LBL,W000011,123.42,0.1202,0.7923,A+
+W000012-LBL,W000012,102.57,0.1404,0.7715,A
+W000013-LBL,W000013,120.91,0.1139,0.7686,A
+W000014-LBL,W000014,103.36,0.1316,0.7782,A
+W000015-LBL,W000015,94.18,0.1097,0.6094,B
+W000016-LBL,W000016,87.83,0.104,0.5751,B
+W000017-LBL,W000017,68.53,0.1053,0.5354,B
+W000018-LBL,W000018,83.9,0.1034,0.5677,B
+W000019-LBL,W000019,83.27,0.1135,0.6027,B
+W000020-LBL,W000020,96.21,0.137,0.7563,A
+W000021-LBL,W000021,92.24,0.0974,0.6225,B
+W000022-LBL,W000022,56.78,0.1015,0.4716,C
+W000023-LBL,W000023,114.22,0.0861,0.7629,A
+W000024-LBL,W000024,43.58,0.1698,0.4664,C
+W000025-LBL,W000025,81.92,0.0979,0.5655,B
+W000026-LBL,W000026,85.65,0.1318,0.6882,A
+W000027-LBL,W000027,124.09,0.1117,0.7727,A
+W000028-LBL,W000028,106.65,0.1044,0.6641,A
+W000029-LBL,W000029,98.49,0.0912,0.591,B
+W000030-LBL,W000030,181.01,0.0751,0.7354,A
+W000031-LBL,W000031,159.8,0.0821,0.7783,A
+W000032-LBL,W000032,75.66,0.138,0.7135,A
+W000033-LBL,W000033,75.54,0.1298,0.7029,A
+W000034-LBL,W000034,86.55,0.1717,0.7437,A
+W000035-LBL,W000035,99.81,0.1028,0.6256,B
+W000036-LBL,W000036,70.59,0.1044,0.5171,B
+W000037-LBL,W000037,126.68,0.0953,0.775,A
+W000038-LBL,W000038,86.82,0.0978,0.5478,B
+W000039-LBL,W000039,144.18,0.1117,0.7884,A+
+W000040-LBL,W000040,91.29,0.1426,0.7566,A
+W000041-LBL,W000041,71.83,0.1195,0.5366,B
+W000042-LBL,W000042,109.43,0.1209,0.7312,A
+W000043-LBL,W000043,128.17,0.1253,0.7628,A
+W000044-LBL,W000044,77.68,0.1825,0.7291,A
+W000045-LBL,W000045,97.28,0.0968,0.728,A
+W000046-LBL,W000046,38.97,0.1707,0.4358,C
+W000047-LBL,W000047,151.2,0.1084,0.8029,A+
+W000048-LBL,W000048,85.98,0.1233,0.7861,A+
+W000049-LBL,W000049,130.1,0.1038,0.8085,A+
+W000050-LBL,W000050,153.65,0.0983,0.7897,A+
+W000051-LBL,W000051,194.23,0.0864,0.8215,A+
+W000052-LBL,W000052,80.32,0.2,0.7065,A
+W000053-LBL,W000053,100.55,0.1121,0.5703,B
+W000054-LBL,W000054,78.74,0.1134,0.604,B
+W000055-LBL,W000055,96.51,0.1011,0.5685,B
+W000056-LBL,W000056,115.9,0.1304,0.7709,A
+W000057-LBL,W000057,81.62,0.1232,0.6268,B
+W000058-LBL,W000058,170.88,0.0841,0.7895,A+
+W000059-LBL,W000059,116.7,0.1151,0.7545,A
+W000060-LBL,W000060,87.42,0.1053,0.6982,A
+W000061-LBL,W000061,45.77,0.2081,0.6159,B
+W000062-LBL,W000062,108.7,0.1032,0.6205,B
+W000063-LBL,W000063,86.65,0.1414,0.7669,A
+W000064-LBL,W000064,141.58,0.1088,0.7853,A+
+W000065-LBL,W000065,116.1,0.1031,0.7617,A
+W000066-LBL,W000066,65.61,0.124,0.5406,B
+W000067-LBL,W000067,161.54,0.0898,0.796,A+
+W000068-LBL,W000068,140.42,0.1024,0.778,A
+W000069-LBL,W000069,69.53,0.1102,0.5004,B
+W000070-LBL,W000070,116.72,0.1056,0.6794,A
+W000071-LBL,W000071,73.73,0.13,0.6055,B
+W000072-LBL,W000072,88.94,0.1332,0.6639,A
+W000073-LBL,W000073,105.23,0.092,0.7698,A
+W000074-LBL,W000074,99.5,0.0902,0.5928,B
+W000075-LBL,W000075,120.26,0.1093,0.7884,A+
+W000076-LBL,W000076,188.63,0.0611,0.8829,A+
+W000077-LBL,W000077,96.59,0.1093,0.5794,B
+W000078-LBL,W000078,41.22,0.1488,0.6756,A
+W000079-LBL,W000079,71.03,0.1283,0.5751,B
+W000080-LBL,W000080,94.76,0.1164,0.6828,A
+W000081-LBL,W000081,101.67,0.0908,0.6125,B
+W000082-LBL,W000082,150.77,0.0815,0.8396,A+
+W000083-LBL,W000083,58.6,0.1349,0.6856,A
+W000084-LBL,W000084,104.7,0.1189,0.7304,A
+W000085-LBL,W000085,136.93,0.0972,0.7457,A
+W000086-LBL,W000086,111.19,0.1005,0.6965,A
+W000087-LBL,W000087,38.76,0.1832,0.7087,A
+W000088-LBL,W000088,54.42,0.1151,0.4567,C
+W000089-LBL,W000089,89.87,0.1488,0.7493,A
+W000090-LBL,W000090,181.64,0.0766,0.7418,A
+W000091-LBL,W000091,62.74,0.1555,0.6488,B
+W000092-LBL,W000092,65.03,0.1,0.6697,A
+W000093-LBL,W000093,72.93,0.1094,0.5258,B
+W000094-LBL,W000094,156.28,0.0884,0.8337,A+
+W000095-LBL,W000095,125.0,0.0765,0.6155,B
+W000096-LBL,W000096,126.45,0.1224,0.7772,A
+W000097-LBL,W000097,94.57,0.0978,0.5699,B
+W000098-LBL,W000098,66.67,0.1138,0.666,A
+W000099-LBL,W000099,97.03,0.1015,0.6254,B

drilling_timeseries.csv ADDED Viewed