Datasets:

xpertsystems
/

oil021-sample

+---
+license: cc-by-nc-4.0
+task_categories:
+- tabular-classification
+- tabular-regression
+- time-series-forecasting
+language:
+- en
+tags:
+- synthetic
+- oil-and-gas
+- equipment-performance
+- predictive-maintenance
+- condition-monitoring
+- rul-prediction
+- vibration-analysis
+- iso-10816
+- api-617
+- xpertsystems
+pretty_name: "OIL-021 — Synthetic Equipment Performance Dataset (Sample)"
+size_categories:
+- 100K<n<1M
+---
+# OIL-021 — Synthetic Equipment Performance Dataset (Sample)
+**SKU:** `OIL021-SAMPLE` · **Vertical:** Oil & Gas / Cross-Stream Equipment Performance
+**License:** CC-BY-NC-4.0 (sample) · **Schema version:** `oil021.v1`
+**Sample version:** `1.0.0` · **Default seed:** `42`
+A free, schema-identical preview of XpertSystems.ai's enterprise equipment
+performance dataset for **predictive maintenance ML, vibration analysis,
+condition monitoring, RUL (remaining useful life) prediction, and equipment
+health scoring** across rotating and static equipment. The sample covers
+**350 pieces of equipment** across **8 equipment
+types**, **6 plants**, and **7 OEMs**, with
+**179,149 rows** linked across **12 tables** via `equipment_id`.
+**OIL-021 is the first cross-stream SKU in the catalog** — applicable to
+upstream, midstream, and downstream operations (heat exchangers, compressors,
+pumps, turbines, motors are universal across the value chain).
+---
+## What's in the box
+| File | Rows | Cols | Description |
+|---|---:|---:|---|
+| `equipment_master.csv` | 350 | 9 | Equipment catalog: 8 types × 6 plants × 7 manufacturers × 4 criticality × age/design efficiency/rated power |
+| `heat_exchanger_performance.csv` | 7,320 | 11 | HX time-series: inlet/outlet temp, cooling water, flow, duty, pressure drop, **fouling-coupled efficiency** per TEMA |
+| `compressor_performance.csv` | 6,240 | 11 | Compressor time-series: suction/discharge P, pressure ratio, flow, **surge-margin-coupled efficiency** per API 617 |
+| `pump_operations.csv` | 8,880 | 9 | Pump time-series: flow, head, **NPSH-cavitation-coupled efficiency** per API 610 + Hydraulic Institute |
+| `vibration_signals.csv` | 84,000 | 8 | Per-equipment 10-min vibration: RMS + peak + axial + radial + **bearing-temperature-coupled** per ISO 10816 + API 670 |
+| `lubrication_analysis.csv` | 5,600 | 9 | Biweekly oil samples: viscosity + water/iron/copper ppm + oxidation per ASTM D6595 + ISO 4406 |
+| `thermal_monitoring.csv` | 21,000 | 7 | Per-equipment thermal: bearing + winding + casing temperatures + cooling efficiency |
+| `maintenance_events.csv` | 1,015 | 7 | 4-class events (preventive/predictive/corrective/inspection per declared 42/24/17/17 weights) + parts replaced |
+| `equipment_failures.csv` | 47 | 7 | 8-class failure modes + 6-class root causes + 4-class severity + repair cost per ISO 14224 |
+| `alarm_trip_logs.csv` | 2,347 | 6 | 7-class alarm codes + trip flag + priority per ISA-18.2 |
+| `efficiency_tracking.csv` | 42,000 | 6 | Daily efficiency with **runtime-driven degradation** (~0.0009/hr rate) |
+| `equipment_labels.csv` | 350 | 6 | **FAILURE-COUPLED ML labels**: health score + 3-class failure risk + RUL days + maintenance priority |
+Total: **179,149 rows** across 12 CSVs, ~13.3 MB on disk.
+---
+## Calibration: industry-anchored, honestly reported
+Validation uses a **10-metric scorecard** with targets sourced exclusively to
+**named industry standards**: **API 660** (Shell-and-Tube Heat Exchangers),
+**TEMA RGP-T-2.4** (heat exchanger fouling), **API 617** (Axial and
+Centrifugal Compressors), **API 670** (Machinery Protection Systems for
+Vibration), **ISO 10816** (Mechanical Vibration Severity Zones), **API 610**
+(Centrifugal Pumps for Petroleum), Hydraulic Institute Standards (pump
+NPSH/cavitation), **ASTM D6595** (Wear Metals in Lubricants), ISO 4406
+(Fluid Cleanliness Codes), API 580/581 (Risk-Based Inspection), **ISO 14224**
+(Equipment Reliability and Maintenance Data Collection), DNV-RP-G101 (RBI),
+IEC 60812 (FMEA), ISA-18.2 (Alarm Management), Kern correlation (HX fouling
+pressure drop).
+**Sample run** (seed `42`, equipment_count=350, periods=120):
+| # | Metric | Observed | Target | Tolerance | Status | Source |
+|---|---|---:|---:|---:|---|---|
+| 1 | avg heat exchanger efficiency pct | 85.5153 | 85.0 | ±4.0 | ✓ PASS | API 660 (Shell-and-Tube Heat Exchangers) + TEMA RGP-T-2.4 — typical operating efficiency for clean-service refinery HX with moderate fouling (80-90% envelope; 85% target reflects mid-life operation) |
+| 2 | avg compressor efficiency pct | 79.2021 | 79.0 | ±4.0 | ✓ PASS | API 617 (Axial and Centrifugal Compressors) — typical operating efficiency for moderate-pressure-ratio centrifugal compressors (75-83% for properly-staged machines; 79% reflects portfolio mean) |
+| 3 | avg pump efficiency pct | 74.7788 | 75.0 | ±4.0 | ✓ PASS | API 610 (Centrifugal Pumps for Petroleum) + Hydraulic Institute Standards — typical pump efficiency at BEP (Best Efficiency Point) for refinery service (70-82% envelope; 75% reflects mixed centrifugal+reciprocating portfolio) |
+| 4 | avg vibration rms mmsec | 2.5220 | 2.6 | ±0.6 | ✓ PASS | ISO 10816 (Mechanical Vibration Severity Zones) + API 670 — typical vibration RMS for medium-machinery Zone B operation (1.8-4.5 mm/sec — 'acceptable for long-term operation'; 2.6 mm/sec reflects mid-Zone B) |
+| 5 | avg lubricant iron ppm | 39.2589 | 35.0 | ±15.0 | ✓ PASS | ASTM D6595 (Wear Metals in Lubricants) + ISO 4406 (Fluid Cleanliness Codes) — typical iron wear metal concentration in mid-life refinery equipment lubricants (20-60 ppm normal; >100 ppm indicates accelerated wear) |
+| 6 | avg bearing temp f | 167.7871 | 168.0 | ±15.0 | ✓ PASS | API 670 (Machinery Protection Systems) — typical rolling-element bearing temperature for refinery machinery (140-180°F normal operating range; >200°F triggers high-temp alarm per API 670 Annex H) |
+| 7 | hx fouling efficiency pearson correlation | -0.1936 | -0.18 | ±0.1 | ✓ PASS | TEMA RGP-T-2.4 + Kern correlation — expected inverse correlation between fouling factor and heat exchanger efficiency (fouling adds resistance to heat transfer, reducing efficiency). Validates generator's TEMA-style fouling physics. |
+| 8 | pump npsh cavitation pearson correlation | -0.7643 | -0.75 | ±0.15 | ✓ PASS | API 610 + Hydraulic Institute Standards — expected strong inverse correlation between NPSH margin and cavitation index (cavitation_index = 1/NPSH_margin per HI standard formula). Validates generator's cavitation physics coupling. |
+| 9 | failure label coupling health gap | 20.3976 | 20.0 | ±6.0 | ✓ PASS | ISO 14224 (Equipment Reliability and Maintenance Data Collection) + API 580/581 (Risk-Based Inspection) — expected health score gap between failed and non-failed equipment (failed assets show ~15-25 point lower health scores in real RAM databases; generator's coefficient is U(12, 28)) |
+| 10 | equipment type diversity entropy | 0.9778 | 0.95 | ±0.04 | ✓ PASS | ISO 14224 equipment taxonomy + API 580 RBI classification — 8-class equipment-type diversity benchmark (heat exchanger, compressor, centrifugal/reciprocating pump, steam/gas turbine, electric motor, gearbox; weights [18/16/16/8/10/8/14/10] per industry portfolio mix), normalized Shannon entropy |
+**Overall: 100.0/100 — Grade A+**
+(10 PASS · 0 MARGINAL · 0 FAIL of 10 metrics)
+---
+## Schema highlights
+**`equipment_master.csv`** — 8-class equipment taxonomy per **ISO 14224**:
+| Type | Weight | Design Efficiency |
+|---|---:|---:|
+| heat_exchanger | 18% | 86.5% |
+| compressor | 16% | 80.5% |
+| centrifugal_pump | 16% | 77.5% |
+| reciprocating_pump | 8% | 74.5% |
+| steam_turbine | 10% | 82.0% |
+| gas_turbine | 8% | 36.0% |
+| electric_motor | 14% | 93.0% |
+| gearbox | 10% | 95.0% |
+**`heat_exchanger_performance.csv`** — TEMA RGP-T-2.4 fouling-efficiency
+physics:
+> efficiency = 86.6 − fouling_factor × 85 − 0.003 × hours + asset_bias + noise
+> pressure_drop = 14 + fouling × 150 + noise   (Kern correlation)
+The sample's fouling↔efficiency Pearson correlation is r ≈ −0.19 in the
+deposition zone — **validates TEMA-style fouling physics**.
+**`compressor_performance.csv`** — API 617 surge-margin physics:
+> efficiency = 79.2 + asset_bias − max(0, 12 − surge_margin) × 0.15 + noise
+> anti_surge_valve_pct = 35 − surge_margin + noise   (recycle opens as surge approaches)
+> discharge_pressure = suction × pressure_ratio   (math-exact)
+**`pump_operations.csv`** — API 610 + Hydraulic Institute cavitation physics:
+> cavitation_index = 1 / NPSH_margin + noise       (HI standard formula)
+> efficiency = 76 + asset_bias − cavitation_index × 8 + noise
+The sample's NPSH↔cavitation correlation is r ≈ −0.76 — **strong inverse
+coupling per Hydraulic Institute** (lower NPSH margin → higher cavitation).
+**`vibration_signals.csv`** — ISO 10816 vibration severity with **bearing-
+temperature coupling**:
+> vibration_rms = 2.28 + health_factor × 0.95 + asset_offset + load + noise
+> bearing_temp = 162 + health_factor × 22 + noise
+The sample mean RMS is 2.52 mm/sec — **mid-Zone B per ISO 10816** ("acceptable
+for long-term operation"). Axial/RMS ratio = 0.62, radial/RMS ratio = 0.88
+match ISO 10816 directional vibration distribution exactly.
+**`lubrication_analysis.csv`** — ASTM D6595 wear metals with contamination
+coupling:
+> water_ppm = 85 + contamination × 250 + noise
+> iron_ppm = 22 + contamination × 130 + noise
+> copper_ppm = 7 + contamination × 50 + noise
+**`equipment_labels.csv`** — **FAILURE-COUPLED LABELS** (first feature-
+coupled label SKU in the OIL-019/020/021 sequence):
+> base_health = N(86, 8)
+> if equipment_id in failures: base_health −= U(12, 28)
+> health = clip(base_health, 35, 99)
+> risk = 'high' if health < 70 else 'medium' if health < 85 else 'low'
+The sample observes a **20-point health gap** between failed and non-failed
+equipment (failed mean ~65, non-failed mean ~85) — **validates feature-
+coupled label generation** per ISO 14224 + API 580/581 RBI standards.
+---
+## Suggested use cases
+1. **Heat exchanger fouling prediction** — regression on
+   `fouling_factor` from operating features. **Strong physics signal**:
+   fouling-efficiency inverse coupling validated to r ≈ −0.19.
+2. **Compressor surge margin prediction** — regression on
+   `surge_margin_pct` from suction + flow + ratio features per API 617.
+3. **Pump cavitation prediction** — binary classifier on high
+   cavitation (`cavitation_index > 0.3`) from NPSH + head features.
+   **Very strong physics**: NPSH-cavitation r ≈ −0.76.
+4. **Vibration anomaly detection** — multi-variate anomaly detection
+   on RMS + axial + radial + bearing temperature per ISO 10816.
+5. **Lubricant wear metal regression** — predict iron/copper ppm
+   from contamination score per ASTM D6595.
+6. **Remaining useful life (RUL) regression** — predict `rul_days`
+   from upstream features. Standard PHM/CBM benchmark target.
+7. **Health score regression** — predict `health_score` from
+   upstream features. **Feature-coupled label** — models trained
+   on this WILL learn meaningful patterns (unlike OIL-019/020
+   labels).
+8. **3-class failure risk classification** — multi-class classifier
+   on `failure_risk_class` (low/medium/high) from upstream features.
+9. **Equipment failure prediction** — binary classifier on
+   "equipment_id in equipment_failures" from vibration + lubrication
+   + thermal features. The failed equipment subset (~10-15% of
+   assets) shows distinct health distributions.
+10. **Multi-table relational ML** — entity-resolution and graph
+    neural-network learning across the 12 joinable tables via
+    `equipment_id`.
+---
+## Loading
+```python
+from datasets import load_dataset
+ds = load_dataset("xpertsystems/oil021-sample", data_files="vibration_signals.csv")
+print(ds["train"][0])
+```
+Or with pandas:
+```python
+import pandas as pd
+eq     = pd.read_csv("hf://datasets/xpertsystems/oil021-sample/equipment_master.csv")
+vib    = pd.read_csv("hf://datasets/xpertsystems/oil021-sample/vibration_signals.csv")
+lube   = pd.read_csv("hf://datasets/xpertsystems/oil021-sample/lubrication_analysis.csv")
+fail   = pd.read_csv("hf://datasets/xpertsystems/oil021-sample/equipment_failures.csv")
+labels = pd.read_csv("hf://datasets/xpertsystems/oil021-sample/equipment_labels.csv")
+# All 12 tables joinable by equipment_id
+joined = eq.merge(labels, on="equipment_id")
+# Failed vs non-failed equipment for RUL ML
+failed_ids = set(fail["equipment_id"])
+labels["failed_flag"] = labels["equipment_id"].isin(failed_ids).astype(int)
+# Now you have a clean feature-coupled binary classification target
+```
+---
+## Reproducibility
+All generation is deterministic via the integer `seed` parameter (driving
+both `random.seed` and `np.random.seed`). 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 predictive maintenance ML
+research, not for live operational decisions. Several notes:
+1. **Detail-table coverage is equipment-type-conditional.** Only
+   ~17% of equipment are heat_exchanger type → only ~60 HX units
+   appear in `heat_exchanger_performance.csv`. Similarly for
+   compressors (~50 units), pumps (~75 units across centrifugal +
+   reciprocating). The remaining equipment types (turbines, motors,
+   gearboxes) only generate vibration / lubrication / thermal /
+   efficiency / alarm / maintenance / label rows — no dedicated
+   performance table. For turbine-specific or motor-specific ML,
+   the full product v1.1 will add type-specific detail tables.
+2. **Failure rate is ~13% at sample scale** vs declared 10% — small-
+   sample variance at n=350. The full product (5000+ equipment)
+   converges closer to the declared 10% per ISO 14224 RAM
+   statistics.
+3. **All equipment timestamps start January 2025** — the
+   `commissioning_date` ranges 2005-2025 but the operational time-
+   series tables all use `timestamp = 2025-01-01 + offset`. There's
+   no relationship between equipment age (from commissioning date)
+   and time-series timestamp index. For age-conditional analysis,
+   use `equipment_master.age_years` as a feature rather than
+   inferring from timestamps.
+4. **Efficiency degradation in `efficiency_tracking.csv` is mild
+   over the 120-day window** — degradation rate ~0.0009/hr × 2880 hr
+   = ~2.6% total decline over 4 months. The runtime↔efficiency
+   correlation is weak (r ≈ −0.05) at sample horizon. For
+   long-horizon degradation ML, use the full product (3-year
+   simulation showing larger degradation envelopes).
+5. **Maintenance event dates are uniformly distributed across the
+   year**, not coupled to operational anomalies. Real maintenance
+   schedules cluster around failures and post-anomaly inspections.
+   Treat `event_date` as a sampling reference rather than a true
+   operational sequence.
+6. **Alarm trip rate is ~8.6%** — within declared 8% tolerance but
+   trip events are not coupled to specific vibration / temperature /
+   surge thresholds in the upstream tables. For threshold-triggered
+   alarm ML, derive synthetic alarms from upstream feature
+   thresholds (e.g., `HI_VIB` when `vibration_rms > 4.5`).
+7. **Vibration RMS↔bearing temperature correlation is moderate**
+   (r ≈ 0.18) — physically correct (both rise with degradation) but
+   weaker than real ISO 10816 condition monitoring data shows.
+   Generator's noise variance dominates the degradation signal at
+   short horizons.
+8. **Compressor surge margin↔efficiency coupling is weak in normal
+   operation** (r ≈ 0.03) because the penalty only fires when
+   surge_margin < 12 — most sample rows have surge_margin ≥ 12 and
+   experience no penalty. To study surge-mode operation
+   specifically, filter to `surge_margin_pct < 12` (~5% of rows).
+---
+## Cross-references to other XpertSystems OIL SKUs
+This SKU is the **first cross-stream equipment SKU** in the catalog —
+applicable to upstream, midstream, and downstream operations:
+| SKU | Layer | Equipment focus |
+|---|---|---|
+| OIL-012 | Upstream | Rig sensor IoT (drilling equipment) |
+| OIL-014 | Upstream | Artificial lift performance (ESP/rod pump/gas lift) |
+| OIL-019 | Downstream | Refinery process operations (per-unit) |
+| **OIL-021** | **Cross-stream** | **Equipment performance: HX/compressor/pump/turbine/motor/gearbox** *(this SKU)* |
+**OIL-021 vs OIL-014**: OIL-014 focuses on **production artificial-lift
+equipment** (ESP, rod pump, gas lift) with lift-system-specific physics
+(fillage, fluid pound, gas interference). OIL-021 focuses on **general
+rotating + static equipment** (HX, compressor, centrifugal pump, turbine,
+motor) with API/ISO/TEMA-anchored physics. Use OIL-014 for production
+optimization ML, OIL-021 for **predictive maintenance + RAM** ML across
+the whole value chain.
+---
+## Full product
+The **full OIL-021 dataset** ships at **5,000 equipment × 240-period
+operational simulation** (prod mode) producing several million time-series
+rows with **type-specific detail tables for all 8 equipment classes**,
+**3-year simulation horizon** showing meaningful degradation envelopes,
+**threshold-coupled alarm generation** (alarms triggered by upstream
+feature crossings), and **proper maintenance scheduling** (clustered
+around failure events) — licensed commercially. Contact XpertSystems.ai
+for licensing terms.
+📧 **pradeep@xpertsystems.ai**
+🌐 **https://xpertsystems.ai**
+---
+## Citation
+```bibtex
+@dataset{xpertsystems_oil021_sample_2026,
+  title  = {OIL-021: Synthetic Equipment Performance Dataset (Sample)},
+  author = {XpertSystems.ai},
+  year   = {2026},
+  url    = {https://huggingface.co/datasets/xpertsystems/oil021-sample}
+}
+```
+## Generation details
+- Sample version    : 1.0.0
+- Random seed       : 42
+- Generated         : 2026-05-22 20:27:23 UTC
+- Equipment         : 350
+- Telemetry periods : 120 (hourly)
+- Vibration periods : 240 (10-min interval)
+- Lubrication samples per asset: 16 (biweekly over ~8 months)
+- Thermal periods   : 60 (hourly)
+- Efficiency periods: 120 (daily)
+- Equipment types   : 8 (heat_exchanger, compressor,
+                      centrifugal_pump, reciprocating_pump, steam_turbine,
+                      gas_turbine, electric_motor, gearbox)
+- Plants            : 6 (Permian Processing, North Sea Offshore,
+                      LNG Gulf Coast, Middle East Refinery, Canadian
+                      Upgrader, Gulf Coast Petrochemical)
+- Manufacturers     : 7 (GE, Siemens, Emerson, Honeywell,
+                      Sulzer, Baker Hughes, Elliott)
+- Failure modes     : 8 (bearing/seal/cavitation/surge/thermal/lube/
+                      misalignment/fouling per ISO 14224)
+- Calibration basis : API 660, TEMA RGP-T-2.4, API 617, API 670,
+                      ISO 10816, API 610, Hydraulic Institute, ASTM D6595,
+                      ISO 4406, API 580/581, ISO 14224, DNV-RP-G101,
+                      IEC 60812, ISA-18.2, Kern correlation
+- Overall validation: 100.0/100 — Grade A+

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efficiency_tracking.csv ADDED Viewed

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equipment_failures.csv ADDED Viewed

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+failure_id,equipment_id,failure_date,failure_mode,root_cause,severity,repair_cost_usd
+FAIL-EQ-0000007,EQ-0000007,2025-10-05,lubrication_breakdown,fouling,medium,2302.12
+FAIL-EQ-0000028,EQ-0000028,2025-04-10,surge_event,corrosion,high,14148.31
+FAIL-EQ-0000030,EQ-0000030,2025-10-09,thermal_runaway,fouling,low,11067.83
+FAIL-EQ-0000039,EQ-0000039,2025-04-16,cavitation,fouling,medium,9793.4
+FAIL-EQ-0000040,EQ-0000040,2025-05-02,cavitation,overheating,medium,2160.31
+FAIL-EQ-0000051,EQ-0000051,2025-04-13,lubrication_breakdown,fouling,medium,7184.07
+FAIL-EQ-0000061,EQ-0000061,2025-08-15,lubrication_breakdown,overheating,low,24319.42
+FAIL-EQ-0000068,EQ-0000068,2025-06-02,shaft_misalignment,fouling,medium,9751.69
+FAIL-EQ-0000069,EQ-0000069,2025-03-19,thermal_runaway,lubrication_failure,high,15346.96
+FAIL-EQ-0000073,EQ-0000073,2025-07-20,seal_leak,fatigue,high,6643.95
+FAIL-EQ-0000078,EQ-0000078,2025-05-14,bearing_failure,fouling,medium,9750.02
+FAIL-EQ-0000089,EQ-0000089,2025-03-09,thermal_runaway,corrosion,low,7962.55
+FAIL-EQ-0000092,EQ-0000092,2025-10-01,thermal_runaway,corrosion,critical,5392.83
+FAIL-EQ-0000098,EQ-0000098,2025-12-09,thermal_runaway,corrosion,high,9264.9
+FAIL-EQ-0000114,EQ-0000114,2025-08-04,bearing_failure,operator_error,high,3538.02
+FAIL-EQ-0000118,EQ-0000118,2025-10-15,seal_leak,overheating,high,10085.83
+FAIL-EQ-0000128,EQ-0000128,2025-07-26,surge_event,fouling,high,18877.82
+FAIL-EQ-0000132,EQ-0000132,2025-09-16,shaft_misalignment,corrosion,medium,5681.93
+FAIL-EQ-0000142,EQ-0000142,2025-07-25,thermal_runaway,fouling,medium,4344.85
+FAIL-EQ-0000150,EQ-0000150,2025-09-26,shaft_misalignment,lubrication_failure,medium,12768.11
+FAIL-EQ-0000153,EQ-0000153,2025-02-18,lubrication_breakdown,overheating,medium,10090.94
+FAIL-EQ-0000162,EQ-0000162,2025-09-30,thermal_runaway,corrosion,low,7930.49
+FAIL-EQ-0000174,EQ-0000174,2025-10-06,fouling_degradation,corrosion,medium,4893.64
+FAIL-EQ-0000184,EQ-0000184,2025-08-05,lubrication_breakdown,overheating,high,4825.65
+FAIL-EQ-0000200,EQ-0000200,2025-02-09,surge_event,fouling,medium,7405.13
+FAIL-EQ-0000203,EQ-0000203,2025-12-12,thermal_runaway,lubrication_failure,critical,13635.44
+FAIL-EQ-0000205,EQ-0000205,2025-03-26,seal_leak,corrosion,low,12732.96
+FAIL-EQ-0000209,EQ-0000209,2025-03-14,seal_leak,lubrication_failure,critical,14322.86
+FAIL-EQ-0000211,EQ-0000211,2025-08-14,thermal_runaway,overheating,low,11278.26
+FAIL-EQ-0000212,EQ-0000212,2025-11-19,cavitation,overheating,low,7916.05
+FAIL-EQ-0000214,EQ-0000214,2025-11-20,bearing_failure,operator_error,high,5949.96
+FAIL-EQ-0000216,EQ-0000216,2025-03-11,cavitation,fatigue,medium,4119.17
+FAIL-EQ-0000225,EQ-0000225,2025-02-23,lubrication_breakdown,overheating,low,9159.62
+FAIL-EQ-0000232,EQ-0000232,2025-09-19,thermal_runaway,lubrication_failure,low,7544.79
+FAIL-EQ-0000238,EQ-0000238,2025-01-31,lubrication_breakdown,fatigue,high,11439.41
+FAIL-EQ-0000242,EQ-0000242,2025-03-04,lubrication_breakdown,overheating,high,2157.05
+FAIL-EQ-0000243,EQ-0000243,2025-02-26,cavitation,overheating,low,11698.53
+FAIL-EQ-0000255,EQ-0000255,2025-07-15,cavitation,lubrication_failure,low,6805.0
+FAIL-EQ-0000260,EQ-0000260,2025-11-20,shaft_misalignment,fatigue,medium,2153.26
+FAIL-EQ-0000280,EQ-0000280,2025-03-30,surge_event,fouling,medium,8065.32
+FAIL-EQ-0000288,EQ-0000288,2025-11-25,lubrication_breakdown,operator_error,medium,2928.81
+FAIL-EQ-0000298,EQ-0000298,2025-06-08,fouling_degradation,overheating,low,14807.94
+FAIL-EQ-0000306,EQ-0000306,2025-05-26,bearing_failure,fatigue,high,11767.67
+FAIL-EQ-0000308,EQ-0000308,2025-06-19,fouling_degradation,corrosion,medium,2620.68
+FAIL-EQ-0000310,EQ-0000310,2025-06-21,surge_event,fatigue,high,12830.43
+FAIL-EQ-0000318,EQ-0000318,2025-07-20,lubrication_breakdown,lubrication_failure,high,7377.57
+FAIL-EQ-0000326,EQ-0000326,2025-08-24,seal_leak,lubrication_failure,high,6356.11

equipment_labels.csv ADDED Viewed

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+label_id,equipment_id,health_score,failure_risk_class,rul_days,maintenance_priority_score
+LBL-EQ-0000000,EQ-0000000,92.67,low,1335,2.95
+LBL-EQ-0000001,EQ-0000001,92.76,low,1278,1.0
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+LBL-EQ-0000297,EQ-0000297,87.05,low,1047,9.53
+LBL-EQ-0000298,EQ-0000298,64.62,high,672,38.24
+LBL-EQ-0000299,EQ-0000299,91.91,low,1157,6.43
+LBL-EQ-0000300,EQ-0000300,99.0,low,1454,1.0
+LBL-EQ-0000301,EQ-0000301,81.78,medium,1065,25.75
+LBL-EQ-0000302,EQ-0000302,88.98,low,1079,10.77
+LBL-EQ-0000303,EQ-0000303,86.11,low,1186,7.02
+LBL-EQ-0000304,EQ-0000304,87.29,low,1137,20.96
+LBL-EQ-0000305,EQ-0000305,67.44,high,640,29.36
+LBL-EQ-0000306,EQ-0000306,63.49,high,722,34.49
+LBL-EQ-0000307,EQ-0000307,97.75,low,1220,1.0
+LBL-EQ-0000308,EQ-0000308,55.35,high,298,37.49
+LBL-EQ-0000309,EQ-0000309,89.62,low,1245,18.23
+LBL-EQ-0000310,EQ-0000310,66.68,high,714,33.65
+LBL-EQ-0000311,EQ-0000311,67.37,high,651,35.87
+LBL-EQ-0000312,EQ-0000312,92.64,low,1260,5.27
+LBL-EQ-0000313,EQ-0000313,79.1,medium,856,14.87
+LBL-EQ-0000314,EQ-0000314,86.15,low,1135,13.61
+LBL-EQ-0000315,EQ-0000315,92.01,low,1197,5.93
+LBL-EQ-0000316,EQ-0000316,73.5,medium,930,30.09
+LBL-EQ-0000317,EQ-0000317,90.12,low,1238,9.17
+LBL-EQ-0000318,EQ-0000318,62.5,high,669,39.77
+LBL-EQ-0000319,EQ-0000319,77.51,medium,998,18.8
+LBL-EQ-0000320,EQ-0000320,83.98,medium,961,14.79
+LBL-EQ-0000321,EQ-0000321,95.05,low,1388,7.83
+LBL-EQ-0000322,EQ-0000322,90.87,low,1430,7.79
+LBL-EQ-0000323,EQ-0000323,73.72,medium,832,26.74
+LBL-EQ-0000324,EQ-0000324,86.24,low,1093,16.38
+LBL-EQ-0000325,EQ-0000325,87.97,low,1040,23.32
+LBL-EQ-0000326,EQ-0000326,81.44,medium,981,18.53
+LBL-EQ-0000327,EQ-0000327,95.12,low,1165,10.83
+LBL-EQ-0000328,EQ-0000328,72.66,medium,637,23.38
+LBL-EQ-0000329,EQ-0000329,90.96,low,1245,10.01
+LBL-EQ-0000330,EQ-0000330,76.78,medium,876,20.86
+LBL-EQ-0000331,EQ-0000331,99.0,low,1352,1.0
+LBL-EQ-0000332,EQ-0000332,87.05,low,1063,10.47
+LBL-EQ-0000333,EQ-0000333,79.44,medium,666,32.23
+LBL-EQ-0000334,EQ-0000334,81.58,medium,916,14.66
+LBL-EQ-0000335,EQ-0000335,80.72,medium,1088,22.02
+LBL-EQ-0000336,EQ-0000336,83.48,medium,1141,14.16
+LBL-EQ-0000337,EQ-0000337,78.93,medium,876,14.61
+LBL-EQ-0000338,EQ-0000338,96.92,low,1455,13.6
+LBL-EQ-0000339,EQ-0000339,93.11,low,1251,12.86
+LBL-EQ-0000340,EQ-0000340,94.08,low,1296,8.52
+LBL-EQ-0000341,EQ-0000341,94.48,low,1347,9.52
+LBL-EQ-0000342,EQ-0000342,86.34,low,1185,13.46
+LBL-EQ-0000343,EQ-0000343,84.46,medium,1105,21.08
+LBL-EQ-0000344,EQ-0000344,85.2,low,1029,11.12
+LBL-EQ-0000345,EQ-0000345,88.16,low,1108,10.61
+LBL-EQ-0000346,EQ-0000346,70.74,medium,916,33.32
+LBL-EQ-0000347,EQ-0000347,93.14,low,1202,8.3
+LBL-EQ-0000348,EQ-0000348,90.97,low,1325,9.41
+LBL-EQ-0000349,EQ-0000349,75.2,medium,751,13.69

equipment_master.csv ADDED Viewed

	@@ -0,0 +1,351 @@

+equipment_id,equipment_type,plant_id,manufacturer,commissioning_date,age_years,design_efficiency_pct,rated_power_kw,criticality
+EQ-0000000,steam_turbine,GulfCoast_Petrochemical,Emerson,2005-07-24,20.44,82.99,1325.29,medium
+EQ-0000001,compressor,Permian_Processing,Baker Hughes,2021-07-09,4.48,81.8,5006.16,low
+EQ-0000002,steam_turbine,Permian_Processing,GE,2005-09-18,20.29,81.53,1227.45,medium
+EQ-0000003,compressor,Permian_Processing,Sulzer,2018-07-03,7.5,83.66,2735.17,medium
+EQ-0000004,gas_turbine,Canadian_Upgrader,Honeywell,2020-09-24,5.27,35.06,2284.83,medium
+EQ-0000005,centrifugal_pump,Permian_Processing,Elliott,2011-03-29,14.76,76.57,1019.86,medium
+EQ-0000006,gas_turbine,LNG_Gulf_Coast,Siemens,2012-08-19,13.37,36.48,320.34,medium
+EQ-0000007,gearbox,Permian_Processing,GE,2012-07-20,13.45,91.55,944.04,mission_critical
+EQ-0000008,heat_exchanger,LNG_Gulf_Coast,Sulzer,2024-01-04,1.99,84.47,1903.4,high
+EQ-0000009,electric_motor,MiddleEast_Refinery,Sulzer,2021-05-14,4.64,91.18,478.26,low
+EQ-0000010,gearbox,Permian_Processing,Sulzer,2013-06-28,12.51,97.93,1235.68,high
+EQ-0000011,electric_motor,LNG_Gulf_Coast,Sulzer,2018-11-15,7.13,93.14,473.52,medium
+EQ-0000012,gas_turbine,GulfCoast_Petrochemical,Siemens,2006-01-11,19.97,34.91,1617.66,high
+EQ-0000013,gearbox,NorthSea_Offshore,Elliott,2024-03-08,1.82,92.7,1999.31,low
+EQ-0000014,centrifugal_pump,GulfCoast_Petrochemical,Elliott,2015-03-04,10.83,76.3,1172.21,high
+EQ-0000015,heat_exchanger,NorthSea_Offshore,Baker Hughes,2012-12-20,13.03,85.3,6514.74,high
+EQ-0000016,gas_turbine,GulfCoast_Petrochemical,GE,2020-05-01,5.67,35.97,635.13,medium
+EQ-0000017,reciprocating_pump,NorthSea_Offshore,Honeywell,2010-06-29,15.51,76.15,557.42,mission_critical
+EQ-0000018,compressor,GulfCoast_Petrochemical,Sulzer,2019-05-10,6.65,80.92,308.67,medium
+EQ-0000019,gas_turbine,Permian_Processing,Siemens,2023-11-27,2.1,33.34,1732.79,low
+EQ-0000020,electric_motor,LNG_Gulf_Coast,GE,2013-12-31,12.0,94.48,1697.81,medium
+EQ-0000021,gearbox,GulfCoast_Petrochemical,Emerson,2017-09-21,8.28,94.77,1163.42,medium
+EQ-0000022,steam_turbine,GulfCoast_Petrochemical,Honeywell,2013-11-16,12.13,79.04,832.24,medium
+EQ-0000023,compressor,GulfCoast_Petrochemical,Sulzer,2010-07-14,15.47,79.58,3448.51,high
+EQ-0000024,gas_turbine,Canadian_Upgrader,Honeywell,2014-08-11,11.39,36.69,361.25,high
+EQ-0000025,compressor,Canadian_Upgrader,Honeywell,2008-02-08,17.9,81.15,1087.82,low
+EQ-0000026,gas_turbine,Permian_Processing,Siemens,2024-04-25,1.69,34.65,2414.73,medium
+EQ-0000027,electric_motor,Canadian_Upgrader,GE,2014-06-21,11.53,95.06,3118.24,mission_critical
+EQ-0000028,centrifugal_pump,Canadian_Upgrader,Emerson,2015-07-02,10.5,75.82,1155.89,low
+EQ-0000029,gas_turbine,GulfCoast_Petrochemical,Sulzer,2007-07-28,18.43,36.66,3230.64,high
+EQ-0000030,electric_motor,Permian_Processing,Emerson,2012-08-18,13.37,92.04,1275.98,mission_critical
+EQ-0000031,heat_exchanger,GulfCoast_Petrochemical,Baker Hughes,2005-01-27,20.93,84.29,568.52,high
+EQ-0000032,gearbox,NorthSea_Offshore,Sulzer,2022-02-02,3.91,96.63,4380.82,low
+EQ-0000033,electric_motor,GulfCoast_Petrochemical,Sulzer,2011-09-11,14.31,92.86,3303.79,medium
+EQ-0000034,heat_exchanger,NorthSea_Offshore,Sulzer,2022-02-07,3.9,87.22,883.51,low
+EQ-0000035,steam_turbine,Permian_Processing,GE,2015-12-17,10.04,82.72,5066.62,high
+EQ-0000036,electric_motor,LNG_Gulf_Coast,Siemens,2023-08-28,2.35,92.93,5175.62,low
+EQ-0000037,compressor,Permian_Processing,GE,2017-09-22,8.28,75.26,2856.98,mission_critical
+EQ-0000038,electric_motor,Canadian_Upgrader,Elliott,2022-01-22,3.94,93.17,1165.37,medium
+EQ-0000039,heat_exchanger,Canadian_Upgrader,Siemens,2015-08-30,10.34,86.68,301.85,high
+EQ-0000040,reciprocating_pump,MiddleEast_Refinery,Siemens,2018-08-10,7.39,74.06,1969.81,medium
+EQ-0000041,gas_turbine,GulfCoast_Petrochemical,Baker Hughes,2013-12-13,12.05,38.96,977.88,high
+EQ-0000042,centrifugal_pump,MiddleEast_Refinery,GE,2016-08-10,9.39,75.88,990.88,medium
+EQ-0000043,compressor,Permian_Processing,Sulzer,2012-08-01,13.42,82.33,1925.62,medium
+EQ-0000044,steam_turbine,Permian_Processing,Baker Hughes,2005-02-28,20.84,80.94,2231.91,low
+EQ-0000045,compressor,LNG_Gulf_Coast,GE,2005-09-15,20.3,80.69,3212.86,medium
+EQ-0000046,compressor,NorthSea_Offshore,Sulzer,2015-11-21,10.11,79.1,1138.96,medium
+EQ-0000047,gas_turbine,Canadian_Upgrader,Sulzer,2024-10-16,1.21,35.22,459.06,mission_critical
+EQ-0000048,compressor,MiddleEast_Refinery,Siemens,2015-08-11,10.39,81.09,1824.1,low
+EQ-0000049,heat_exchanger,LNG_Gulf_Coast,Honeywell,2014-09-02,11.33,86.51,1227.0,mission_critical
+EQ-0000050,centrifugal_pump,Permian_Processing,Baker Hughes,2021-05-09,4.65,74.67,1057.31,low
+EQ-0000051,heat_exchanger,LNG_Gulf_Coast,Elliott,2021-05-02,4.67,85.81,779.13,low
+EQ-0000052,compressor,Canadian_Upgrader,Honeywell,2009-04-08,16.73,80.18,2045.18,medium
+EQ-0000053,centrifugal_pump,MiddleEast_Refinery,Siemens,2011-04-01,14.75,81.27,1702.18,low
+EQ-0000054,centrifugal_pump,Canadian_Upgrader,GE,2024-04-27,1.68,78.02,1394.71,low
+EQ-0000055,steam_turbine,Permian_Processing,GE,2017-02-15,8.88,78.16,1449.23,medium
+EQ-0000056,heat_exchanger,MiddleEast_Refinery,Siemens,2015-11-23,10.11,86.62,10621.06,mission_critical
+EQ-0000057,gearbox,MiddleEast_Refinery,GE,2008-09-10,17.31,94.62,1884.16,mission_critical
+EQ-0000058,compressor,MiddleEast_Refinery,Emerson,2022-08-03,3.41,80.43,581.18,mission_critical
+EQ-0000059,gas_turbine,Canadian_Upgrader,Baker Hughes,2021-05-21,4.62,38.29,2701.46,mission_critical
+EQ-0000060,heat_exchanger,NorthSea_Offshore,GE,2011-08-28,14.35,88.08,715.15,low
+EQ-0000061,gas_turbine,Permian_Processing,Sulzer,2006-04-14,19.72,38.81,482.28,mission_critical
+EQ-0000062,reciprocating_pump,Canadian_Upgrader,Siemens,2024-02-16,1.88,75.67,8538.7,low
+EQ-0000063,gearbox,NorthSea_Offshore,GE,2006-10-19,19.2,93.02,941.02,low
+EQ-0000064,steam_turbine,MiddleEast_Refinery,GE,2010-04-11,15.73,82.2,989.52,medium
+EQ-0000065,reciprocating_pump,Canadian_Upgrader,GE,2005-11-22,20.11,71.4,1563.76,mission_critical
+EQ-0000066,steam_turbine,Canadian_Upgrader,Emerson,2017-09-05,8.32,79.88,2162.18,high
+EQ-0000067,compressor,LNG_Gulf_Coast,Siemens,2021-01-24,4.94,78.66,5115.08,high
+EQ-0000068,centrifugal_pump,GulfCoast_Petrochemical,Emerson,2020-01-25,5.94,75.93,1144.07,mission_critical
+EQ-0000069,compressor,Permian_Processing,GE,2021-11-12,4.14,82.13,552.97,mission_critical
+EQ-0000070,steam_turbine,Permian_Processing,GE,2017-08-18,8.37,82.45,4212.09,medium
+EQ-0000071,reciprocating_pump,LNG_Gulf_Coast,GE,2007-12-22,18.03,71.29,1715.92,medium
+EQ-0000072,centrifugal_pump,MiddleEast_Refinery,Elliott,2008-07-16,17.46,78.02,2766.83,high
+EQ-0000073,steam_turbine,GulfCoast_Petrochemical,Sulzer,2023-02-07,2.9,79.53,514.73,low
+EQ-0000074,steam_turbine,LNG_Gulf_Coast,Baker Hughes,2017-06-10,8.56,83.04,1877.3,low
+EQ-0000075,gearbox,LNG_Gulf_Coast,GE,2008-01-06,17.99,95.5,1953.07,low
+EQ-0000076,gas_turbine,LNG_Gulf_Coast,Emerson,2008-06-27,17.51,34.64,1782.55,medium
+EQ-0000077,gas_turbine,GulfCoast_Petrochemical,Baker Hughes,2009-07-26,16.44,36.59,835.91,high
+EQ-0000078,reciprocating_pump,Permian_Processing,GE,2010-08-20,15.37,78.23,2162.6,mission_critical
+EQ-0000079,electric_motor,Permian_Processing,Emerson,2005-12-28,20.01,90.62,2502.99,medium
+EQ-0000080,steam_turbine,NorthSea_Offshore,Baker Hughes,2010-11-16,15.13,80.05,2778.5,mission_critical
+EQ-0000081,reciprocating_pump,Canadian_Upgrader,GE,2014-08-05,11.41,76.82,767.74,low
+EQ-0000082,heat_exchanger,GulfCoast_Petrochemical,Siemens,2024-10-22,1.19,88.43,2059.51,low
+EQ-0000083,electric_motor,Canadian_Upgrader,Siemens,2018-01-24,7.94,94.64,6750.92,mission_critical
+EQ-0000084,heat_exchanger,LNG_Gulf_Coast,Elliott,2011-12-01,14.09,86.01,809.98,low
+EQ-0000085,electric_motor,GulfCoast_Petrochemical,Siemens,2009-09-17,16.29,91.22,770.74,low
+EQ-0000086,centrifugal_pump,MiddleEast_Refinery,Sulzer,2017-07-23,8.44,77.35,1944.81,medium
+EQ-0000087,gearbox,NorthSea_Offshore,Elliott,2010-04-24,15.69,95.55,2869.08,medium
+EQ-0000088,electric_motor,NorthSea_Offshore,Baker Hughes,2005-07-23,20.44,93.03,4735.43,high
+EQ-0000089,electric_motor,GulfCoast_Petrochemical,Elliott,2014-03-27,11.77,92.47,13044.68,medium
+EQ-0000090,compressor,GulfCoast_Petrochemical,GE,2022-08-30,3.34,81.75,745.66,mission_critical
+EQ-0000091,electric_motor,MiddleEast_Refinery,Siemens,2024-04-04,1.74,90.86,2177.6,medium
+EQ-0000092,electric_motor,LNG_Gulf_Coast,Emerson,2015-04-29,10.68,92.55,2620.71,medium
+EQ-0000093,compressor,NorthSea_Offshore,Honeywell,2019-10-21,6.2,81.45,1396.52,high
+EQ-0000094,compressor,LNG_Gulf_Coast,Emerson,2006-07-23,19.44,78.81,440.59,mission_critical
+EQ-0000095,steam_turbine,Canadian_Upgrader,Emerson,2023-12-04,2.08,81.11,2936.93,low
+EQ-0000096,heat_exchanger,NorthSea_Offshore,Sulzer,2010-11-10,15.14,86.93,546.43,high
+EQ-0000097,heat_exchanger,MiddleEast_Refinery,Emerson,2018-05-20,7.62,86.85,2014.76,high
+EQ-0000098,centrifugal_pump,Permian_Processing,Honeywell,2016-06-21,9.53,75.73,1674.01,medium
+EQ-0000099,compressor,MiddleEast_Refinery,GE,2020-11-24,5.1,80.62,593.25,medium
+EQ-0000100,centrifugal_pump,GulfCoast_Petrochemical,Emerson,2006-07-28,19.43,78.22,2318.39,high
+EQ-0000101,steam_turbine,GulfCoast_Petrochemical,Emerson,2007-10-18,18.21,84.17,3439.36,high
+EQ-0000102,steam_turbine,MiddleEast_Refinery,Baker Hughes,2012-04-26,13.68,79.24,699.06,high
+EQ-0000103,reciprocating_pump,MiddleEast_Refinery,Baker Hughes,2009-04-21,16.7,75.53,2232.84,mission_critical
+EQ-0000104,steam_turbine,Canadian_Upgrader,Sulzer,2008-11-26,17.1,83.03,32279.42,high
+EQ-0000105,centrifugal_pump,Permian_Processing,Emerson,2023-09-13,2.3,78.64,3671.86,high
+EQ-0000106,compressor,Canadian_Upgrader,Sulzer,2022-08-16,3.38,82.41,2492.68,high
+EQ-0000107,centrifugal_pump,GulfCoast_Petrochemical,Siemens,2014-12-02,11.08,76.87,2716.71,mission_critical
+EQ-0000108,electric_motor,GulfCoast_Petrochemical,Siemens,2022-11-09,3.15,91.45,1224.82,low
+EQ-0000109,compressor,GulfCoast_Petrochemical,Sulzer,2019-11-22,6.11,79.53,1580.5,high
+EQ-0000110,heat_exchanger,NorthSea_Offshore,Baker Hughes,2021-11-06,4.15,91.13,332.35,high
+EQ-0000111,compressor,NorthSea_Offshore,GE,2009-06-20,16.53,81.87,407.41,low
+EQ-0000112,compressor,Canadian_Upgrader,Elliott,2015-08-29,10.34,79.56,3537.45,low
+EQ-0000113,centrifugal_pump,GulfCoast_Petrochemical,Sulzer,2024-11-16,1.13,77.63,625.03,medium
+EQ-0000114,gas_turbine,MiddleEast_Refinery,Honeywell,2013-08-12,12.39,34.57,2549.57,medium
+EQ-0000115,heat_exchanger,Permian_Processing,Elliott,2020-06-04,5.58,85.04,1760.17,low
+EQ-0000116,electric_motor,NorthSea_Offshore,Elliott,2009-11-28,16.09,93.09,878.94,mission_critical
+EQ-0000117,heat_exchanger,Permian_Processing,Honeywell,2010-08-04,15.41,90.79,2458.08,medium
+EQ-0000118,electric_motor,Canadian_Upgrader,Sulzer,2019-12-22,6.03,88.95,1718.42,high
+EQ-0000119,gearbox,Canadian_Upgrader,Elliott,2014-12-05,11.07,93.68,2927.62,mission_critical
+EQ-0000120,electric_motor,MiddleEast_Refinery,Siemens,2017-04-16,8.71,91.41,1350.47,mission_critical
+EQ-0000121,centrifugal_pump,NorthSea_Offshore,Elliott,2021-11-11,4.14,78.51,2958.99,high
+EQ-0000122,electric_motor,MiddleEast_Refinery,Baker Hughes,2016-09-10,9.31,90.6,1132.74,medium
+EQ-0000123,compressor,GulfCoast_Petrochemical,Emerson,2006-09-27,19.26,79.55,877.73,medium
+EQ-0000124,compressor,Canadian_Upgrader,GE,2012-03-04,13.83,84.03,2046.7,medium
+EQ-0000125,heat_exchanger,GulfCoast_Petrochemical,Siemens,2013-08-04,12.41,83.98,3084.95,medium
+EQ-0000126,heat_exchanger,LNG_Gulf_Coast,Sulzer,2014-02-22,11.86,90.74,3381.15,mission_critical
+EQ-0000127,centrifugal_pump,MiddleEast_Refinery,Honeywell,2009-08-22,16.36,74.46,1004.87,low
+EQ-0000128,electric_motor,Canadian_Upgrader,Honeywell,2022-03-04,3.83,95.53,840.39,mission_critical
+EQ-0000129,heat_exchanger,LNG_Gulf_Coast,Elliott,2012-11-21,13.11,87.39,2750.97,mission_critical
+EQ-0000130,electric_motor,MiddleEast_Refinery,Sulzer,2023-09-30,2.26,91.15,1411.46,medium
+EQ-0000131,centrifugal_pump,MiddleEast_Refinery,Honeywell,2011-02-14,14.88,71.02,652.29,low
+EQ-0000132,centrifugal_pump,GulfCoast_Petrochemical,Elliott,2020-01-02,6.0,76.99,545.54,mission_critical
+EQ-0000133,gas_turbine,MiddleEast_Refinery,Siemens,2023-11-08,2.15,39.26,471.48,low
+EQ-0000134,gearbox,Canadian_Upgrader,Baker Hughes,2018-04-11,7.73,94.12,1643.51,low
+EQ-0000135,heat_exchanger,NorthSea_Offshore,Elliott,2014-08-13,11.39,89.38,469.33,mission_critical
+EQ-0000136,compressor,MiddleEast_Refinery,Emerson,2010-11-02,15.16,82.83,1492.47,medium
+EQ-0000137,centrifugal_pump,MiddleEast_Refinery,Emerson,2012-07-27,13.43,75.54,2142.4,mission_critical
+EQ-0000138,compressor,MiddleEast_Refinery,GE,2006-11-02,19.16,80.9,915.83,low
+EQ-0000139,gearbox,NorthSea_Offshore,Baker Hughes,2012-11-06,13.15,95.14,1087.62,low
+EQ-0000140,electric_motor,Permian_Processing,Elliott,2019-08-15,6.38,93.23,2514.19,low
+EQ-0000141,gearbox,Permian_Processing,Sulzer,2009-06-22,16.53,98.17,549.91,medium
+EQ-0000142,compressor,GulfCoast_Petrochemical,GE,2015-08-16,10.38,84.77,310.55,medium
+EQ-0000143,centrifugal_pump,LNG_Gulf_Coast,Siemens,2010-10-01,15.25,77.2,2370.02,low
+EQ-0000144,electric_motor,LNG_Gulf_Coast,GE,2008-09-03,17.33,93.56,899.5,low
+EQ-0000145,gearbox,GulfCoast_Petrochemical,Honeywell,2017-11-30,8.09,94.58,997.85,mission_critical
+EQ-0000146,gearbox,Permian_Processing,Sulzer,2009-06-13,16.55,93.82,2921.0,medium
+EQ-0000147,heat_exchanger,LNG_Gulf_Coast,Elliott,2022-04-30,3.67,87.21,850.37,low
+EQ-0000148,electric_motor,Permian_Processing,Emerson,2017-09-11,8.31,94.8,1892.85,mission_critical
+EQ-0000149,steam_turbine,Canadian_Upgrader,Baker Hughes,2006-07-19,19.46,83.63,2449.66,high
+EQ-0000150,heat_exchanger,MiddleEast_Refinery,GE,2014-06-04,11.58,84.84,945.63,mission_critical
+EQ-0000151,gearbox,MiddleEast_Refinery,Baker Hughes,2019-04-04,6.75,96.49,2412.2,medium
+EQ-0000152,centrifugal_pump,Canadian_Upgrader,Baker Hughes,2021-06-17,4.54,77.46,1625.97,high
+EQ-0000153,steam_turbine,MiddleEast_Refinery,Honeywell,2017-01-26,8.93,84.56,922.18,mission_critical
+EQ-0000154,electric_motor,LNG_Gulf_Coast,Emerson,2018-04-16,7.71,94.09,1259.22,medium
+EQ-0000155,electric_motor,LNG_Gulf_Coast,Honeywell,2006-12-11,19.06,92.56,3565.36,medium
+EQ-0000156,gas_turbine,Canadian_Upgrader,Baker Hughes,2017-10-13,8.22,37.65,2837.87,mission_critical
+EQ-0000157,compressor,LNG_Gulf_Coast,Siemens,2016-02-02,9.91,83.11,1505.38,mission_critical
+EQ-0000158,compressor,LNG_Gulf_Coast,Emerson,2022-11-23,3.11,81.86,1154.92,high
+EQ-0000159,electric_motor,LNG_Gulf_Coast,Sulzer,2020-09-23,5.27,93.65,1333.93,low
+EQ-0000160,reciprocating_pump,Permian_Processing,Siemens,2009-04-15,16.71,74.69,2383.02,mission_critical
+EQ-0000161,centrifugal_pump,NorthSea_Offshore,Baker Hughes,2022-01-02,4.0,75.86,7894.41,mission_critical
+EQ-0000162,steam_turbine,MiddleEast_Refinery,Elliott,2016-01-04,9.99,79.99,560.4,low
+EQ-0000163,heat_exchanger,MiddleEast_Refinery,Baker Hughes,2009-12-21,16.03,88.82,2788.7,medium
+EQ-0000164,compressor,LNG_Gulf_Coast,Honeywell,2018-01-17,7.96,81.75,2447.14,high
+EQ-0000165,centrifugal_pump,Canadian_Upgrader,Emerson,2021-09-24,4.27,77.48,722.12,high
+EQ-0000166,gas_turbine,LNG_Gulf_Coast,Emerson,2011-01-29,14.92,36.15,861.15,medium
+EQ-0000167,heat_exchanger,LNG_Gulf_Coast,GE,2009-04-27,16.68,88.45,1316.0,medium
+EQ-0000168,compressor,MiddleEast_Refinery,Emerson,2021-07-26,4.44,78.85,1144.69,high
+EQ-0000169,gearbox,NorthSea_Offshore,Emerson,2023-09-04,2.33,95.83,942.96,medium
+EQ-0000170,centrifugal_pump,Permian_Processing,Baker Hughes,2011-10-13,14.22,75.86,1798.93,medium
+EQ-0000171,compressor,Canadian_Upgrader,Emerson,2006-03-23,19.78,80.99,986.78,medium
+EQ-0000172,steam_turbine,MiddleEast_Refinery,GE,2021-11-19,4.12,81.06,1782.26,low
+EQ-0000173,reciprocating_pump,MiddleEast_Refinery,Honeywell,2015-07-13,10.47,71.6,480.12,high
+EQ-0000174,compressor,LNG_Gulf_Coast,Elliott,2006-02-25,19.85,79.06,1247.93,mission_critical
+EQ-0000175,heat_exchanger,MiddleEast_Refinery,Honeywell,2006-06-20,19.53,87.12,4818.82,low
+EQ-0000176,reciprocating_pump,Permian_Processing,Siemens,2020-05-25,5.6,76.22,1302.51,medium
+EQ-0000177,electric_motor,Permian_Processing,Siemens,2011-10-26,14.18,92.96,663.8,low
+EQ-0000178,reciprocating_pump,Canadian_Upgrader,Sulzer,2014-05-03,11.67,74.46,1175.06,medium
+EQ-0000179,electric_motor,MiddleEast_Refinery,Honeywell,2013-07-14,12.47,93.65,763.73,high
+EQ-0000180,electric_motor,LNG_Gulf_Coast,Sulzer,2014-08-14,11.38,94.04,5045.19,low
+EQ-0000181,steam_turbine,Permian_Processing,Elliott,2021-08-07,4.4,81.78,2041.36,medium
+EQ-0000182,steam_turbine,GulfCoast_Petrochemical,GE,2010-12-08,15.07,83.38,1073.87,medium
+EQ-0000183,compressor,Permian_Processing,Siemens,2017-05-19,8.62,80.95,1495.29,low
+EQ-0000184,centrifugal_pump,Canadian_Upgrader,Honeywell,2020-06-18,5.54,77.7,797.59,high
+EQ-0000185,heat_exchanger,GulfCoast_Petrochemical,Emerson,2011-06-19,14.54,86.55,2204.81,mission_critical
+EQ-0000186,heat_exchanger,LNG_Gulf_Coast,Elliott,2010-03-28,15.76,89.4,3188.85,medium
+EQ-0000187,centrifugal_pump,NorthSea_Offshore,Baker Hughes,2017-03-20,8.79,81.81,801.21,medium
+EQ-0000188,gearbox,NorthSea_Offshore,GE,2023-07-17,2.46,96.74,1714.15,low
+EQ-0000189,heat_exchanger,Canadian_Upgrader,Baker Hughes,2011-11-25,14.1,90.88,775.39,high
+EQ-0000190,centrifugal_pump,GulfCoast_Petrochemical,Emerson,2015-07-07,10.49,75.82,916.43,mission_critical
+EQ-0000191,gearbox,Canadian_Upgrader,Honeywell,2016-03-23,9.78,90.75,972.04,mission_critical
+EQ-0000192,heat_exchanger,MiddleEast_Refinery,Baker Hughes,2005-11-23,20.11,84.98,1669.56,high
+EQ-0000193,steam_turbine,Permian_Processing,Siemens,2005-07-31,20.42,82.68,6640.46,low
+EQ-0000194,gearbox,LNG_Gulf_Coast,Sulzer,2020-01-30,5.92,96.9,933.07,low
+EQ-0000195,electric_motor,MiddleEast_Refinery,Sulzer,2008-12-06,17.07,91.2,2194.12,mission_critical
+EQ-0000196,gearbox,Canadian_Upgrader,Honeywell,2009-01-26,16.93,92.36,6407.13,mission_critical
+EQ-0000197,gearbox,LNG_Gulf_Coast,Honeywell,2015-07-18,10.46,97.36,1017.05,high
+EQ-0000198,compressor,NorthSea_Offshore,Emerson,2007-05-07,18.66,77.07,4372.53,mission_critical
+EQ-0000199,gas_turbine,GulfCoast_Petrochemical,Honeywell,2011-06-20,14.54,35.77,3984.84,low
+EQ-0000200,centrifugal_pump,LNG_Gulf_Coast,Emerson,2012-01-21,13.95,74.31,916.44,low
+EQ-0000201,gearbox,Canadian_Upgrader,Elliott,2014-01-25,11.93,95.01,1536.99,low
+EQ-0000202,steam_turbine,MiddleEast_Refinery,Honeywell,2017-03-03,8.83,81.1,2436.41,low
+EQ-0000203,compressor,Canadian_Upgrader,Elliott,2013-02-11,12.89,78.36,1320.94,mission_critical
+EQ-0000204,steam_turbine,Permian_Processing,Siemens,2022-01-17,3.96,82.24,2234.0,high
+EQ-0000205,reciprocating_pump,MiddleEast_Refinery,Baker Hughes,2011-06-18,14.54,75.92,602.02,mission_critical
+EQ-0000206,heat_exchanger,Canadian_Upgrader,Elliott,2019-02-18,6.87,83.43,4113.96,medium
+EQ-0000207,gas_turbine,Canadian_Upgrader,GE,2011-12-21,14.03,36.66,813.39,mission_critical
+EQ-0000208,heat_exchanger,Permian_Processing,Honeywell,2023-11-15,2.13,89.6,1623.82,low
+EQ-0000209,steam_turbine,MiddleEast_Refinery,Baker Hughes,2008-06-15,17.55,84.36,1562.46,high
+EQ-0000210,reciprocating_pump,MiddleEast_Refinery,Elliott,2011-02-18,14.87,78.62,6028.62,mission_critical
+EQ-0000211,gearbox,MiddleEast_Refinery,Sulzer,2010-06-20,15.53,94.5,3220.39,medium
+EQ-0000212,centrifugal_pump,Canadian_Upgrader,Baker Hughes,2018-06-12,7.56,78.79,4424.47,medium
+EQ-0000213,electric_motor,MiddleEast_Refinery,Emerson,2011-03-14,14.8,91.07,2562.76,high
+EQ-0000214,electric_motor,GulfCoast_Petrochemical,Emerson,2011-05-07,14.66,95.12,362.49,mission_critical
+EQ-0000215,electric_motor,Canadian_Upgrader,Honeywell,2015-01-07,10.98,90.63,289.63,high
+EQ-0000216,compressor,Canadian_Upgrader,Honeywell,2022-02-10,3.89,79.96,2628.15,mission_critical
+EQ-0000217,gearbox,NorthSea_Offshore,Baker Hughes,2024-07-03,1.5,98.0,1570.7,medium
+EQ-0000218,reciprocating_pump,MiddleEast_Refinery,GE,2010-03-29,15.76,77.76,490.74,high
+EQ-0000219,gas_turbine,MiddleEast_Refinery,Honeywell,2020-10-26,5.18,32.59,1415.96,medium
+EQ-0000220,centrifugal_pump,NorthSea_Offshore,Sulzer,2005-10-31,20.17,78.27,1442.08,high
+EQ-0000221,electric_motor,MiddleEast_Refinery,GE,2024-08-10,1.39,88.87,1378.43,mission_critical
+EQ-0000222,heat_exchanger,MiddleEast_Refinery,Elliott,2008-03-26,17.77,83.89,2529.4,medium
+EQ-0000223,heat_exchanger,LNG_Gulf_Coast,Emerson,2022-07-13,3.47,87.23,697.91,mission_critical
+EQ-0000224,steam_turbine,LNG_Gulf_Coast,Elliott,2024-02-08,1.9,80.97,634.37,mission_critical
+EQ-0000225,gearbox,GulfCoast_Petrochemical,Elliott,2019-01-22,6.94,94.87,3178.34,mission_critical
+EQ-0000226,electric_motor,Canadian_Upgrader,GE,2005-10-22,20.19,91.03,2215.51,medium
+EQ-0000227,steam_turbine,NorthSea_Offshore,Baker Hughes,2011-06-13,14.55,80.94,785.01,low
+EQ-0000228,centrifugal_pump,GulfCoast_Petrochemical,Baker Hughes,2007-03-18,18.79,77.29,646.65,low
+EQ-0000229,centrifugal_pump,LNG_Gulf_Coast,GE,2020-07-26,5.43,76.39,567.76,low
+EQ-0000230,compressor,LNG_Gulf_Coast,Emerson,2006-04-05,19.74,84.43,1522.66,high
+EQ-0000231,centrifugal_pump,Canadian_Upgrader,Honeywell,2010-06-24,15.52,76.1,1756.69,medium
+EQ-0000232,heat_exchanger,Canadian_Upgrader,Elliott,2006-10-09,19.23,86.28,1240.44,mission_critical
+EQ-0000233,steam_turbine,MiddleEast_Refinery,Sulzer,2010-05-27,15.6,83.23,2713.53,medium
+EQ-0000234,compressor,LNG_Gulf_Coast,Honeywell,2019-04-23,6.69,79.44,933.88,high
+EQ-0000235,steam_turbine,MiddleEast_Refinery,Emerson,2023-01-18,2.95,81.45,234.74,medium
+EQ-0000236,heat_exchanger,Canadian_Upgrader,Emerson,2012-10-01,13.25,83.47,4418.25,mission_critical
+EQ-0000237,gas_turbine,LNG_Gulf_Coast,Siemens,2015-04-01,10.75,39.29,1212.9,mission_critical
+EQ-0000238,electric_motor,NorthSea_Offshore,Honeywell,2007-05-24,18.61,94.15,1898.84,high
+EQ-0000239,reciprocating_pump,LNG_Gulf_Coast,GE,2020-09-07,5.32,80.66,3625.18,mission_critical
+EQ-0000240,compressor,GulfCoast_Petrochemical,Elliott,2017-09-11,8.31,80.24,689.22,low
+EQ-0000241,gearbox,MiddleEast_Refinery,Elliott,2021-09-18,4.29,91.79,1741.97,high
+EQ-0000242,electric_motor,Canadian_Upgrader,Elliott,2010-03-01,15.84,91.49,474.47,high
+EQ-0000243,compressor,Canadian_Upgrader,Emerson,2009-04-07,16.74,79.21,623.13,medium
+EQ-0000244,steam_turbine,GulfCoast_Petrochemical,GE,2019-01-28,6.93,85.37,2996.83,high
+EQ-0000245,electric_motor,Canadian_Upgrader,Emerson,2005-10-01,20.25,92.98,4836.54,medium
+EQ-0000246,heat_exchanger,LNG_Gulf_Coast,Baker Hughes,2011-08-15,14.38,86.65,743.21,mission_critical
+EQ-0000247,heat_exchanger,Canadian_Upgrader,Emerson,2007-12-19,18.04,89.55,2278.17,high
+EQ-0000248,electric_motor,MiddleEast_Refinery,Elliott,2010-10-07,15.24,90.93,1271.22,high
+EQ-0000249,gas_turbine,Permian_Processing,Honeywell,2012-08-06,13.4,34.25,489.68,low
+EQ-0000250,heat_exchanger,GulfCoast_Petrochemical,Baker Hughes,2010-01-23,15.94,88.35,6819.44,mission_critical
+EQ-0000251,gearbox,Canadian_Upgrader,Emerson,2023-01-18,2.95,92.2,2322.44,low
+EQ-0000252,electric_motor,LNG_Gulf_Coast,Sulzer,2005-04-25,20.69,91.7,1002.55,low
+EQ-0000253,centrifugal_pump,GulfCoast_Petrochemical,Baker Hughes,2020-02-03,5.91,76.32,741.6,high
+EQ-0000254,steam_turbine,GulfCoast_Petrochemical,Emerson,2023-06-13,2.55,82.1,761.46,low
+EQ-0000255,steam_turbine,Permian_Processing,Sulzer,2015-07-30,10.43,82.54,1421.99,high
+EQ-0000256,gearbox,GulfCoast_Petrochemical,GE,2009-12-19,16.04,94.52,716.19,mission_critical
+EQ-0000257,gearbox,GulfCoast_Petrochemical,Honeywell,2011-10-12,14.22,93.85,2708.94,low
+EQ-0000258,heat_exchanger,LNG_Gulf_Coast,Honeywell,2005-11-01,20.17,87.5,677.19,low
+EQ-0000259,heat_exchanger,Canadian_Upgrader,Siemens,2024-11-25,1.1,86.7,2700.28,mission_critical
+EQ-0000260,centrifugal_pump,GulfCoast_Petrochemical,Baker Hughes,2020-01-15,5.96,74.16,2286.3,mission_critical
+EQ-0000261,steam_turbine,NorthSea_Offshore,Honeywell,2021-04-19,4.7,80.67,2336.66,low
+EQ-0000262,electric_motor,MiddleEast_Refinery,Emerson,2018-10-23,7.19,91.47,349.36,low
+EQ-0000263,gas_turbine,MiddleEast_Refinery,Honeywell,2009-11-15,16.13,32.74,1538.35,medium
+EQ-0000264,electric_motor,GulfCoast_Petrochemical,Emerson,2007-03-25,18.77,93.52,718.06,high
+EQ-0000265,heat_exchanger,NorthSea_Offshore,GE,2011-03-11,14.81,87.78,391.81,mission_critical
+EQ-0000266,heat_exchanger,GulfCoast_Petrochemical,Baker Hughes,2009-10-04,16.24,86.37,561.82,low
+EQ-0000267,heat_exchanger,NorthSea_Offshore,Siemens,2012-06-25,13.52,85.2,1537.51,medium
+EQ-0000268,heat_exchanger,Canadian_Upgrader,Siemens,2022-03-01,3.84,84.78,1088.28,medium
+EQ-0000269,electric_motor,LNG_Gulf_Coast,Elliott,2010-03-24,15.78,95.01,933.08,medium
+EQ-0000270,electric_motor,Permian_Processing,Emerson,2018-05-15,7.63,94.67,599.58,medium
+EQ-0000271,gearbox,LNG_Gulf_Coast,Elliott,2017-02-12,8.88,96.06,4690.31,medium
+EQ-0000272,heat_exchanger,Permian_Processing,Siemens,2024-06-07,1.57,81.56,782.49,low
+EQ-0000273,centrifugal_pump,NorthSea_Offshore,Sulzer,2022-09-07,3.32,78.65,1258.36,high
+EQ-0000274,heat_exchanger,Permian_Processing,Siemens,2010-12-14,15.05,87.24,913.07,mission_critical
+EQ-0000275,reciprocating_pump,Permian_Processing,Honeywell,2021-09-22,4.28,74.67,1306.96,mission_critical
+EQ-0000276,electric_motor,Canadian_Upgrader,GE,2016-07-06,9.49,95.34,1814.45,mission_critical
+EQ-0000277,reciprocating_pump,Permian_Processing,Baker Hughes,2018-10-18,7.21,75.18,1064.75,high
+EQ-0000278,centrifugal_pump,Permian_Processing,Honeywell,2005-09-13,20.3,76.52,1047.28,mission_critical
+EQ-0000279,centrifugal_pump,MiddleEast_Refinery,Baker Hughes,2007-06-04,18.58,78.29,1057.02,mission_critical
+EQ-0000280,heat_exchanger,LNG_Gulf_Coast,Sulzer,2006-10-24,19.19,87.08,7787.85,medium
+EQ-0000281,heat_exchanger,Canadian_Upgrader,Baker Hughes,2011-03-03,14.83,88.24,1140.45,high
+EQ-0000282,centrifugal_pump,Canadian_Upgrader,Emerson,2018-05-26,7.6,79.9,1068.0,mission_critical
+EQ-0000283,reciprocating_pump,Permian_Processing,Elliott,2014-08-26,11.35,70.42,660.85,low
+EQ-0000284,electric_motor,Canadian_Upgrader,Baker Hughes,2019-08-08,6.4,89.26,1117.43,medium
+EQ-0000285,centrifugal_pump,NorthSea_Offshore,Honeywell,2024-12-02,1.08,77.54,5659.83,high
+EQ-0000286,electric_motor,MiddleEast_Refinery,Baker Hughes,2013-12-11,12.06,93.65,1242.3,low
+EQ-0000287,compressor,GulfCoast_Petrochemical,Emerson,2012-01-05,13.99,82.16,252.42,high
+EQ-0000288,gearbox,MiddleEast_Refinery,GE,2020-05-28,5.6,95.47,2742.68,low
+EQ-0000289,electric_motor,MiddleEast_Refinery,GE,2007-02-03,18.91,90.04,3695.99,high
+EQ-0000290,electric_motor,Permian_Processing,Sulzer,2017-06-24,8.52,93.68,1061.85,high
+EQ-0000291,steam_turbine,LNG_Gulf_Coast,Elliott,2014-03-20,11.79,83.27,9104.78,mission_critical
+EQ-0000292,electric_motor,Permian_Processing,Emerson,2021-03-04,4.83,93.36,1805.47,high
+EQ-0000293,centrifugal_pump,Canadian_Upgrader,Siemens,2017-12-18,8.04,76.58,750.04,medium
+EQ-0000294,steam_turbine,Permian_Processing,Emerson,2010-01-12,15.97,83.66,746.3,high
+EQ-0000295,heat_exchanger,Canadian_Upgrader,Siemens,2011-04-02,14.75,86.64,1010.17,mission_critical
+EQ-0000296,electric_motor,Canadian_Upgrader,Sulzer,2022-03-19,3.79,93.96,1933.2,low
+EQ-0000297,steam_turbine,GulfCoast_Petrochemical,Emerson,2019-10-03,6.25,84.08,984.36,low
+EQ-0000298,compressor,LNG_Gulf_Coast,Emerson,2020-10-05,5.24,79.96,676.54,high
+EQ-0000299,heat_exchanger,NorthSea_Offshore,Sulzer,2024-07-05,1.49,85.61,2001.88,mission_critical
+EQ-0000300,heat_exchanger,GulfCoast_Petrochemical,GE,2021-08-15,4.38,88.01,707.88,low
+EQ-0000301,gas_turbine,MiddleEast_Refinery,Honeywell,2009-10-29,16.18,37.74,4378.71,mission_critical
+EQ-0000302,centrifugal_pump,LNG_Gulf_Coast,Baker Hughes,2013-04-20,12.7,78.33,6643.78,high
+EQ-0000303,electric_motor,Canadian_Upgrader,GE,2017-09-24,8.27,91.45,546.91,low
+EQ-0000304,heat_exchanger,Canadian_Upgrader,GE,2021-12-03,4.08,82.94,4899.24,low
+EQ-0000305,compressor,MiddleEast_Refinery,Honeywell,2019-11-06,6.15,81.81,1415.92,mission_critical
+EQ-0000306,centrifugal_pump,Canadian_Upgrader,GE,2009-11-01,16.17,78.06,601.61,high
+EQ-0000307,centrifugal_pump,GulfCoast_Petrochemical,Baker Hughes,2011-05-10,14.65,82.39,1641.52,mission_critical
+EQ-0000308,reciprocating_pump,Permian_Processing,Siemens,2011-12-02,14.08,74.72,2645.49,mission_critical
+EQ-0000309,gearbox,Permian_Processing,Siemens,2006-03-25,19.77,95.96,1770.66,high
+EQ-0000310,gearbox,NorthSea_Offshore,Elliott,2022-03-19,3.79,93.42,2158.51,high
+EQ-0000311,compressor,Permian_Processing,Honeywell,2007-09-10,18.31,84.26,4343.07,mission_critical
+EQ-0000312,heat_exchanger,Canadian_Upgrader,Baker Hughes,2013-07-12,12.47,89.69,983.41,medium
+EQ-0000313,reciprocating_pump,GulfCoast_Petrochemical,Elliott,2023-09-10,2.31,72.52,1338.59,high
+EQ-0000314,heat_exchanger,GulfCoast_Petrochemical,GE,2024-04-30,1.67,86.61,3552.31,mission_critical
+EQ-0000315,heat_exchanger,LNG_Gulf_Coast,Sulzer,2006-09-30,19.26,83.12,5032.34,mission_critical
+EQ-0000316,reciprocating_pump,GulfCoast_Petrochemical,Honeywell,2020-11-30,5.09,74.18,1052.05,high
+EQ-0000317,heat_exchanger,LNG_Gulf_Coast,Siemens,2005-06-20,20.53,84.48,393.91,mission_critical
+EQ-0000318,electric_motor,Permian_Processing,Honeywell,2013-02-12,12.88,94.65,1569.72,low
+EQ-0000319,compressor,MiddleEast_Refinery,Sulzer,2018-03-18,7.79,77.92,525.28,low
+EQ-0000320,centrifugal_pump,GulfCoast_Petrochemical,Emerson,2011-12-17,14.04,76.83,5626.36,medium
+EQ-0000321,compressor,Permian_Processing,Sulzer,2008-10-09,17.23,79.98,444.74,low
+EQ-0000322,reciprocating_pump,LNG_Gulf_Coast,Emerson,2009-05-08,16.65,74.01,1190.13,medium
+EQ-0000323,compressor,LNG_Gulf_Coast,Siemens,2008-04-14,17.72,75.11,1417.38,medium
+EQ-0000324,steam_turbine,GulfCoast_Petrochemical,GE,2022-01-19,3.95,81.54,2583.67,medium
+EQ-0000325,gearbox,MiddleEast_Refinery,Honeywell,2019-02-01,6.92,98.7,3645.51,mission_critical
+EQ-0000326,gas_turbine,Canadian_Upgrader,Baker Hughes,2024-10-13,1.22,35.46,610.81,high
+EQ-0000327,electric_motor,LNG_Gulf_Coast,Siemens,2019-01-26,6.93,98.15,1552.12,mission_critical
+EQ-0000328,heat_exchanger,GulfCoast_Petrochemical,Emerson,2014-12-02,11.08,86.53,1452.0,high
+EQ-0000329,steam_turbine,Canadian_Upgrader,GE,2012-11-23,13.11,82.4,1318.85,high
+EQ-0000330,centrifugal_pump,Permian_Processing,Emerson,2005-11-05,20.16,76.35,955.77,high
+EQ-0000331,heat_exchanger,Permian_Processing,Sulzer,2024-05-20,1.62,86.43,958.4,mission_critical
+EQ-0000332,centrifugal_pump,GulfCoast_Petrochemical,GE,2017-06-07,8.57,76.07,1611.86,mission_critical
+EQ-0000333,gearbox,GulfCoast_Petrochemical,Siemens,2017-10-28,8.18,94.49,4930.49,high
+EQ-0000334,steam_turbine,NorthSea_Offshore,GE,2016-03-31,9.75,76.7,3544.69,mission_critical
+EQ-0000335,heat_exchanger,LNG_Gulf_Coast,Baker Hughes,2023-10-13,2.22,88.99,281.83,low
+EQ-0000336,reciprocating_pump,Permian_Processing,Siemens,2008-11-14,17.13,73.81,1099.76,mission_critical
+EQ-0000337,gearbox,Canadian_Upgrader,Sulzer,2016-10-03,9.25,92.18,794.53,medium
+EQ-0000338,centrifugal_pump,MiddleEast_Refinery,Honeywell,2011-05-07,14.66,75.28,6013.83,high
+EQ-0000339,steam_turbine,GulfCoast_Petrochemical,Baker Hughes,2006-03-05,19.83,83.87,4093.86,high
+EQ-0000340,heat_exchanger,Canadian_Upgrader,Baker Hughes,2007-02-14,18.88,87.94,599.9,mission_critical
+EQ-0000341,compressor,GulfCoast_Petrochemical,Sulzer,2021-03-26,4.77,79.45,2189.66,medium
+EQ-0000342,compressor,GulfCoast_Petrochemical,Siemens,2018-01-26,7.93,78.06,2618.61,high
+EQ-0000343,compressor,GulfCoast_Petrochemical,Baker Hughes,2019-09-19,6.29,80.02,1096.79,mission_critical
+EQ-0000344,heat_exchanger,Permian_Processing,Emerson,2020-11-24,5.1,87.92,2112.04,mission_critical
+EQ-0000345,steam_turbine,NorthSea_Offshore,Baker Hughes,2012-05-14,13.63,81.28,3742.33,low
+EQ-0000346,steam_turbine,Canadian_Upgrader,Emerson,2014-07-01,11.5,79.84,2422.97,low
+EQ-0000347,centrifugal_pump,NorthSea_Offshore,Emerson,2009-01-16,16.96,78.69,1155.59,mission_critical
+EQ-0000348,compressor,NorthSea_Offshore,GE,2008-02-01,17.92,81.15,544.09,high
+EQ-0000349,electric_motor,Canadian_Upgrader,Elliott,2007-04-09,18.73,94.85,1276.76,low

heat_exchanger_performance.csv ADDED Viewed

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lubrication_analysis.csv ADDED Viewed

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maintenance_events.csv ADDED Viewed

	@@ -0,0 +1,1016 @@

+event_id,equipment_id,event_date,event_type,maintenance_class,downtime_hours,parts_replaced
+ME-EQ-0000000-000,EQ-0000000,2025-09-13,corrective,critical,11.03,bearing
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+ME-EQ-0000000-002,EQ-0000000,2025-05-30,preventive,critical,3.71,filter
+ME-EQ-0000001-000,EQ-0000001,2025-08-31,predictive,minor,5.43,sensor
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+ME-EQ-0000001-002,EQ-0000001,2025-01-02,corrective,minor,5.38,lubricant
+ME-EQ-0000002-000,EQ-0000002,2025-03-13,predictive,critical,6.14,filter
+ME-EQ-0000002-001,EQ-0000002,2025-09-08,predictive,critical,3.57,bearing
+ME-EQ-0000003-000,EQ-0000003,2025-03-03,preventive,major,20.85,filter
+ME-EQ-0000003-001,EQ-0000003,2025-07-15,preventive,critical,1.74,impeller
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+ME-EQ-0000003-003,EQ-0000003,2025-01-07,preventive,major,3.95,impeller
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+ME-EQ-0000004-001,EQ-0000004,2025-07-15,preventive,critical,2.3,bearing
+ME-EQ-0000004-002,EQ-0000004,2025-10-17,inspection,minor,8.51,sensor
+ME-EQ-0000005-000,EQ-0000005,2025-05-18,predictive,major,10.15,impeller
+ME-EQ-0000005-001,EQ-0000005,2025-08-14,inspection,critical,5.76,filter
+ME-EQ-0000005-002,EQ-0000005,2025-11-12,predictive,minor,2.94,seal
+ME-EQ-0000006-000,EQ-0000006,2025-07-30,preventive,minor,2.72,seal
+ME-EQ-0000007-000,EQ-0000007,2025-03-07,predictive,critical,4.66,bearing
+ME-EQ-0000007-001,EQ-0000007,2025-11-23,inspection,minor,2.92,bearing
+ME-EQ-0000007-002,EQ-0000007,2025-03-15,corrective,major,3.57,none
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+ME-EQ-0000007-004,EQ-0000007,2025-12-13,preventive,major,2.78,none
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+ME-EQ-0000008-001,EQ-0000008,2025-01-18,inspection,critical,4.05,sensor
+ME-EQ-0000008-002,EQ-0000008,2025-06-02,preventive,minor,2.88,bearing
+ME-EQ-0000009-000,EQ-0000009,2025-07-09,preventive,major,4.43,sensor
+ME-EQ-0000009-001,EQ-0000009,2025-03-16,inspection,critical,7.28,lubricant
+ME-EQ-0000009-002,EQ-0000009,2025-03-13,predictive,minor,2.45,none
+ME-EQ-0000010-000,EQ-0000010,2025-02-16,preventive,minor,3.9,filter
+ME-EQ-0000010-001,EQ-0000010,2025-01-18,preventive,critical,4.14,impeller
+ME-EQ-0000010-002,EQ-0000010,2025-09-30,predictive,minor,10.73,filter
+ME-EQ-0000011-000,EQ-0000011,2025-11-29,preventive,major,7.38,none
+ME-EQ-0000011-001,EQ-0000011,2025-01-07,preventive,major,3.93,sensor
+ME-EQ-0000012-000,EQ-0000012,2025-12-06,corrective,major,3.98,none
+ME-EQ-0000012-001,EQ-0000012,2025-05-22,preventive,major,6.0,impeller
+ME-EQ-0000013-000,EQ-0000013,2025-11-02,predictive,critical,6.83,impeller
+ME-EQ-0000013-001,EQ-0000013,2025-06-17,predictive,critical,3.56,bearing
+ME-EQ-0000013-002,EQ-0000013,2025-10-14,preventive,minor,4.94,impeller
+ME-EQ-0000013-003,EQ-0000013,2025-10-04,preventive,critical,4.57,lubricant
+ME-EQ-0000013-004,EQ-0000013,2025-07-16,preventive,critical,7.8,none
+ME-EQ-0000014-000,EQ-0000014,2025-09-07,predictive,major,5.91,none
+ME-EQ-0000014-001,EQ-0000014,2025-04-05,inspection,critical,5.24,impeller
+ME-EQ-0000014-002,EQ-0000014,2025-03-08,corrective,critical,10.99,impeller
+ME-EQ-0000014-003,EQ-0000014,2025-01-21,preventive,major,5.13,none
+ME-EQ-0000014-004,EQ-0000014,2025-03-23,predictive,major,14.49,seal
+ME-EQ-0000015-000,EQ-0000015,2025-06-17,corrective,major,8.22,filter
+ME-EQ-0000016-000,EQ-0000016,2025-03-18,preventive,minor,3.94,sensor
+ME-EQ-0000017-000,EQ-0000017,2025-09-11,predictive,minor,2.2,filter
+ME-EQ-0000017-001,EQ-0000017,2025-05-03,predictive,major,6.37,bearing
+ME-EQ-0000017-002,EQ-0000017,2025-04-21,preventive,critical,3.21,seal
+ME-EQ-0000018-000,EQ-0000018,2025-12-19,corrective,minor,23.33,filter
+ME-EQ-0000018-001,EQ-0000018,2025-03-24,corrective,major,5.57,sensor
+ME-EQ-0000018-002,EQ-0000018,2025-12-21,predictive,minor,11.69,filter
+ME-EQ-0000018-003,EQ-0000018,2025-02-05,preventive,critical,13.17,filter
+ME-EQ-0000019-000,EQ-0000019,2025-01-24,inspection,minor,10.38,seal
+ME-EQ-0000019-001,EQ-0000019,2025-12-16,preventive,minor,2.16,none
+ME-EQ-0000019-002,EQ-0000019,2025-12-05,preventive,major,6.17,impeller
+ME-EQ-0000020-000,EQ-0000020,2025-07-25,preventive,critical,7.73,lubricant
+ME-EQ-0000021-000,EQ-0000021,2025-10-01,preventive,critical,6.31,bearing
+ME-EQ-0000022-000,EQ-0000022,2025-03-02,preventive,minor,3.37,filter
+ME-EQ-0000023-000,EQ-0000023,2025-01-18,predictive,major,5.83,none
+ME-EQ-0000024-000,EQ-0000024,2025-02-11,corrective,major,10.28,lubricant
+ME-EQ-0000024-001,EQ-0000024,2025-03-02,corrective,major,3.76,seal
+ME-EQ-0000024-002,EQ-0000024,2025-09-29,inspection,major,7.41,sensor
+ME-EQ-0000025-000,EQ-0000025,2025-03-17,predictive,critical,3.08,seal
+ME-EQ-0000025-001,EQ-0000025,2025-08-22,corrective,critical,5.87,lubricant
+ME-EQ-0000026-000,EQ-0000026,2025-04-05,preventive,critical,9.0,filter
+ME-EQ-0000026-001,EQ-0000026,2025-12-19,preventive,major,3.17,seal
+ME-EQ-0000027-000,EQ-0000027,2025-10-12,preventive,major,6.63,sensor
+ME-EQ-0000027-001,EQ-0000027,2025-04-20,preventive,major,6.18,impeller
+ME-EQ-0000027-002,EQ-0000027,2025-09-06,corrective,minor,3.71,sensor
+ME-EQ-0000027-003,EQ-0000027,2025-05-10,predictive,major,5.79,none
+ME-EQ-0000027-004,EQ-0000027,2025-01-23,corrective,major,10.37,impeller
+ME-EQ-0000028-000,EQ-0000028,2025-01-27,inspection,major,5.5,sensor
+ME-EQ-0000028-001,EQ-0000028,2025-07-04,inspection,minor,1.82,none
+ME-EQ-0000029-000,EQ-0000029,2025-07-22,corrective,major,10.64,seal
+ME-EQ-0000029-001,EQ-0000029,2025-03-28,predictive,critical,1.38,sensor
+ME-EQ-0000029-002,EQ-0000029,2025-09-06,preventive,minor,4.6,bearing
+ME-EQ-0000029-003,EQ-0000029,2025-09-23,inspection,critical,7.89,filter
+ME-EQ-0000029-004,EQ-0000029,2025-03-15,predictive,minor,6.45,none
+ME-EQ-0000030-000,EQ-0000030,2025-08-11,preventive,critical,1.35,seal
+ME-EQ-0000030-001,EQ-0000030,2025-04-26,preventive,critical,3.97,none
+ME-EQ-0000030-002,EQ-0000030,2025-06-17,predictive,critical,1.19,lubricant
+ME-EQ-0000031-000,EQ-0000031,2025-06-07,inspection,major,8.72,lubricant
+ME-EQ-0000031-001,EQ-0000031,2025-08-31,corrective,critical,6.53,bearing
+ME-EQ-0000031-002,EQ-0000031,2025-10-14,predictive,major,7.5,seal
+ME-EQ-0000032-000,EQ-0000032,2025-01-22,predictive,minor,10.08,none
+ME-EQ-0000032-001,EQ-0000032,2025-08-25,preventive,minor,5.52,lubricant
+ME-EQ-0000032-002,EQ-0000032,2025-12-07,predictive,critical,8.87,none
+ME-EQ-0000033-000,EQ-0000033,2025-03-04,preventive,major,3.84,sensor
+ME-EQ-0000033-001,EQ-0000033,2025-07-13,predictive,critical,5.52,seal
+ME-EQ-0000034-000,EQ-0000034,2025-09-08,corrective,major,2.92,bearing
+ME-EQ-0000034-001,EQ-0000034,2025-09-06,preventive,minor,7.96,lubricant
+ME-EQ-0000035-000,EQ-0000035,2025-12-05,preventive,critical,8.55,lubricant
+ME-EQ-0000036-000,EQ-0000036,2025-06-27,inspection,critical,6.16,filter
+ME-EQ-0000036-001,EQ-0000036,2025-11-12,inspection,critical,6.37,seal
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+ME-EQ-0000036-004,EQ-0000036,2025-10-30,preventive,critical,5.05,sensor
+ME-EQ-0000037-000,EQ-0000037,2025-05-25,predictive,major,3.55,impeller
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+ME-EQ-0000039-000,EQ-0000039,2025-10-09,preventive,major,21.94,none
+ME-EQ-0000039-001,EQ-0000039,2025-10-13,preventive,critical,6.78,seal
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+ME-EQ-0000039-003,EQ-0000039,2025-10-14,predictive,minor,11.53,none
+ME-EQ-0000040-000,EQ-0000040,2025-06-05,preventive,critical,1.82,sensor
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+ME-EQ-0000040-002,EQ-0000040,2025-06-23,preventive,critical,1.82,none
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+ME-EQ-0000041-000,EQ-0000041,2025-10-14,predictive,minor,2.73,filter
+ME-EQ-0000041-001,EQ-0000041,2025-11-29,corrective,critical,6.74,impeller
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pump_operations.csv ADDED Viewed

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thermal_monitoring.csv ADDED Viewed

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vibration_signals.csv ADDED Viewed

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