idx int64 0 99 | MaintenanceID stringclasses 15
values | AircraftModel stringlengths 10 15 | Component stringlengths 4 22 | Date stringlengths 10 10 | SensorReading float64 0.3 5 | MaintenanceType stringlengths 11 37 | RepairCost stringlengths 4 6 | FailureType stringlengths 4 22 | Status stringclasses 3
values |
|---|---|---|---|---|---|---|---|---|---|
0 | M12345 | Boeing 737 | Engine | 2021-06-15 | 2.5 | Engine Check | $5000 | Wear | Completed |
1 | M12346 | Airbus A320 | Landing Gear | 2021-07-22 | 1.8 | Landing Gear Inspection | $3000 | Surface Damage | Scheduled |
2 | M12347 | Boeing 777 | Fuel System | 2021-08-10 | 1.2 | Fuel Filter Replacement | $1500 | Leakage | Completed |
3 | M12348 | Airbus A330 | Avionics | 2021-09-05 | 0.9 | Avionics Software Update | $4500 | System Error | In Progress |
4 | M12349 | Boeing 747 | Air Conditioning | 2021-10-19 | 3.1 | Air Conditioning Compressor | $2200 | Malfunction | Scheduled |
5 | M12350 | Airbus A380 | Hydraulic System | 2021-11-12 | 4 | Hydraulic Fluid Exchange | $4000 | Low Pressure | Completed |
6 | M12350 | Airbus A380 | Hydraulic System | 2021-11-12 | 4 | Hydraulic Fluid Exchange | $4000 | Low Pressure | Completed |
7 | M12350 | Boeing 737 | Landing Gear | 2021-11-02 | 1.5 | Landing Gear Inspection | $2500 | Wear | Completed |
8 | M12350 | Boeing 787 | Electrical System | 2021-11-03 | 2.8 | Electrical Wiring Check | $3500 | Short Circuit | Scheduled |
9 | M12350 | Boeing 787 | Electrical System | 2021-11-12 | 2 | Electrical System Diagnostic | $6000 | Short Circuit | Completed |
10 | M12350 | Boeing 787 | Hydraulics | 2021-11-12 | 2.1 | Hydraulic Pump Service | $2000 | Loss of Pressure | Scheduled |
11 | M12350 | Boeing 787 | Hydraulic System | 2021-11-12 | 0.6 | Hydraulic Pump Service | $7500 | Fluid Contamination | Completed |
12 | M12350 | Airbus A380 | Hydraulic System | 2021-11-04 | 2.8 | Hydraulic Fluid Analysis | $6000 | Contamination | Completed |
13 | M12350 | Boeing 787 | Wing | 2021-11-02 | 2.9 | Wing Leakage Repair | $28000 | Hydraulic Leak | Completed |
15 | M12351 | Boeing 787 | Electrical System | 2021-12-03 | 2.1 | Electrical Wiring Inspection | $2500 | Short Circuit | Scheduled |
16 | M12351 | Boeing 787 | Electrical System | 2021-12-18 | 2.1 | Electrical Wiring Inspection | $2500 | Short Circuit | Scheduled |
17 | M12351 | Airbus A330 | Engine | 2021-11-15 | 2.7 | Engine Tuning | $3200 | Vibration | Completed |
18 | M12351 | Airbus A340 | Turbine Engine | 2021-12-01 | 2.1 | Turbine Engine Oil Change | $3200 | Contamination | Completed |
19 | M12351 | Airbus A350 | Hydraulic System | 2021-12-01 | 2.3 | Hydraulic Fluid Analysis | $3500 | Leakage | Scheduled |
20 | M12351 | Airbus A350 | Navigation | 2021-12-03 | 1.5 | Flight Management System Update | $2500 | GPS Error | Completed |
21 | M12351 | Airbus A380 | Cockpit Voice Recorder | 2021-12-01 | 0.3 | Data Drive Upgrade | $6000 | Storage Error | In Progress |
22 | M12351 | Boeing 787 | Electrical Wiring | 2021-11-12 | 1.6 | Electrical System Diagnostic | $2500 | Short Circuit | Scheduled |
23 | M12351 | Boeing 767 | Turbofan | 2021-11-15 | 1.7 | Turbofan Blade Replacement | $7500 | Blade Fatigue | Completed |
25 | M12352 | Embraer E190 | Fuel System | 2022-01-17 | 3.3 | Fuel Filter Replacement | $2000 | Clogging | In Progress |
26 | M12352 | Airbus A340 | Fuel Delivery | 2022-01-23 | 1.4 | Fuel Line Replacement | $3500 | Clog | Completed |
27 | M12352 | Boeing 777 | Fuel System | 2021-12-01 | 0.9 | Fuel Filter Replacement | $1700 | Leakage | Completed |
28 | M12352 | Boeing 767 | Landing Gear | 2021-12-15 | 1.5 | Landing Gear Retract System Check | $2800 | Stiffness | In Progress |
29 | M12352 | Boeing 767 | Engine | 2022-01-18 | 3 | Engine Health Check | $4000 | Oil Contamination | Completed |
30 | M12352 | Boeing 767 | Engine | 2022-01-18 | 2.9 | Engine Twin | $6500 | Engine Failure | Completed |
31 | M12352 | Boeing 767 | Windshield | 2022-01-15 | 2.7 | Windshield Replacement | $15000 | Impact Damage | Scheduled |
32 | M12352 | Airbus A320neo | Engine | 2021-11-28 | 3.2 | Engine Turbine Blade Replacement | $8000 | Turbulence | Completed |
33 | M12352 | Airbus A350 | Hydraulic System | 2021-11-25 | 0.4 | Hydraulic System Check | $2000 | Pressure Drop | Scheduled |
35 | M12353 | Boeing 737NG | Turbine Engine | 2022-02-21 | 2.9 | Turbine Engine Maintenance | $8000 | High Temperature | Completed |
36 | M12353 | Boeing 767 | Control Surfaces | 2022-02-15 | 2.3 | Control Actuator Service | $3200 | Sticking | In Progress |
37 | M12353 | Airbus A320 | Avionics | 2021-12-22 | 1.3 | Avionics Calibration | $4000 | Software Glitch | In Progress |
38 | M12353 | Airbus A350 | Fuel System | 2021-12-25 | 1 | Fuel Line Inspection | $2300 | Crack | Completed |
39 | M12353 | Airbus A340 | Wheel | 2022-02-14 | 1.4 | Wheel Alignment | $1000 | Wear | Completed |
40 | M12353 | Airbus A380 | Cockpit Display | 2022-02-11 | 0.8 | Cockpit Display Replacement | $3500 | Screen Damage | Scheduled |
41 | M12353 | Airbus A350 | Electrical System | 2022-02-20 | 1.1 | Battery Replacement | $3500 | Voltage Fluctuation | Completed |
42 | M12353 | Boeing 767 | Landing Gear | 2021-12-10 | 1.3 | Landing Gear Brake Inspection | $3500 | Brake Wear | Scheduled |
43 | M12353 | Boeing 757 | Fuel Metering Unit | 2021-12-01 | 3.4 | Fuel Metering Unit Calibration | $3200 | Inaccurate Fuel Flow | In Progress |
45 | M12354 | Airbus A350 | Landing Gear | 2022-03-25 | 1.5 | Landing Gear Hydraulic System Check | $3500 | Leakage | Completed |
46 | M12354 | Airbus A330 | Flight Control System | 2022-03-11 | 1.6 | Flight Control Sensor Calibration | $3800 | Inaccurate Readings | Scheduled |
47 | M12354 | Boeing 747 | Air Conditioning | 2022-01-10 | 2.9 | Air Conditioning Compressor | $2000 | Malfunction | Completed |
48 | M12354 | Boeing 737 | Engine | 2022-01-07 | 2.7 | Engine Noise Analysis | $5500 | Vibration | Scheduled |
49 | M12354 | Boeing 737 MAX | Autopilot | 2022-03-22 | 0.7 | Autopilot System Check | $5000 | Software Error | In Progress |
50 | M12354 | Boeing 757 | Electrical System | 2022-03-22 | 2.3 | Electrical System Diagnostic | $1000 | Short Circuit | Completed |
51 | M12354 | Boeing 757 | Navigation System | 2022-03-10 | 1.9 | GPS Upgrade | $5500 | Signal Interference | In Progress |
52 | M12354 | Airbus A330 | Wing | 2021-12-18 | 2.7 | Wing Structural Inspection | $5000 | Crack | Completed |
53 | M12354 | Airbus A330 | Flaps and Slats | 2021-12-12 | 2 | Flap and Slats Mechanism Inspection | $1800 | Sensor Malfunction | Completed |
55 | M12355 | Boeing 777F | Cargo Bay | 2022-04-19 | 2.2 | Cargo Bay System Inspection | $2700 | Component Degradation | Scheduled |
56 | M12355 | Boeing 757 | Oxygen System | 2022-04-05 | 3.2 | Oxygen System Check | $1800 | Low Oxygen Levels | Completed |
57 | M12355 | Airbus A350 | Engine | 2022-01-25 | 3.2 | Engine Overhaul | $6000 | Power Loss | Scheduled |
58 | M12355 | Airbus A330 | Avionics | 2022-01-15 | 0.7 | Avionics Firmware Update | $4000 | Update Failure | Completed |
59 | M12355 | Airbus A380 | Fuel | 2022-04-19 | 2.2 | Fuel Pump Test | $2500 | Malfunction | Scheduled |
60 | M12355 | Airbus A340 | Turbine Engine | 2022-04-05 | 3.2 | Turbine Engine Overhaul | $7500 | Overheating | In Progress |
61 | M12355 | Airbus A330 | Water Ingress System | 2022-04-05 | 1.4 | Drain Valve Inspection | $2500 | Leakage | Scheduled |
62 | M12355 | Boeing 757 | Fuel Tank | 2022-01-02 | 2.2 | Fuel Tank Pressure Test | $3000 | Leakage | Scheduled |
63 | M12355 | Boeing 717 | Landing Gear Brakes | 2021-12-20 | 4.2 | Landing Gear Brakes Maintenance | $6000 | Worn Friction Material | Completed |
65 | M12356 | Airbus A330neo | Air Conditioning | 2022-05-05 | 3.5 | Air Conditioning Replacement | $3200 | Failure | Scheduled |
66 | M12356 | Airbus A310 | Avionics | 2022-04-26 | 2.7 | Avionics Battery Replacement | $2900 | Voltage Drop | Scheduled |
67 | M12356 | Boeing 737 | Landing Gear | 2022-02-14 | 1.4 | Landing Gear Inspection | $2800 | Wear | Scheduled |
68 | M12356 | Boeing 747 | Air Conditioning | 2022-01-25 | 3.3 | Air Conditioning Compressor | $2400 | Leakage | Scheduled |
69 | M12356 | Boeing 757 | Avionics | 2022-05-20 | 1.1 | Avionics Software Update | $4200 | Hardware Issue | In Progress |
70 | M12356 | Boeing 717 | Fuel Line | 2022-05-10 | 1.7 | Fuel Line Cleaning | $2500 | Blockage | Scheduled |
71 | M12356 | Boeing 777 | Shock Absorber | 2022-05-21 | 0.8 | Shock Absorber Replacement | $8000 | Wear and Tear | Completed |
72 | M12356 | Airbus A350 | Flight Control System | 2022-01-16 | 0.8 | Flight Control Sensor Calibration | $4000 | Sensor Drift | In Progress |
73 | M12356 | Airbus A321 | Wiper System | 2021-12-28 | 0.8 | Wiper System Test | $500 | Sensor Failure | Scheduled |
75 | M12357 | Boeing 747-8I | Propulsion System | 2022-05-28 | 5 | Propulsion System Maintenance | $12000 | Engine Wear | In Progress |
76 | M12357 | Boeing 777 | Engine | 2022-05-13 | 2.9 | Engine Turbine Blade Inspection | $5500 | Blade Fatigue | Scheduled |
77 | M12357 | Airbus A330 | Fuel System | 2022-02-28 | 1.1 | Fuel Filter Replacement | $1500 | Leakage | Completed |
78 | M12357 | Airbus A380 | Hydraulic System | 2022-02-05 | 2 | Hydraulic Fluid Analysis | $3000 | Contamination | Completed |
79 | M12357 | Airbus A330neo | Engine | 2022-06-10 | 2.8 | Engine Performance Monitoring | $4800 | Thermal Expansion | Scheduled |
80 | M12357 | Airbus A320neo | Hydraulics | 2022-06-17 | 2.8 | Hydraulic System Leak | $4000 | Leakage | Completed |
81 | M12357 | Airbus A380 | Engine Cooling System | 2022-06-18 | 2.2 | Coolant Fluid Change | $6500 | Overheating | Scheduled |
82 | M12357 | Boeing 777X | Interior | 2022-01-25 | 3 | Cabin Lighting System Overhaul | $4500 | Failure | Completed |
83 | M12357 | Boeing 767 | Lithium-ion Battery | 2022-01-05 | 2.1 | Lithium-ion Battery Replacement | $20000 | Voltage Fluctuation | Completed |
85 | M12358 | Airbus A321XLR | Wing Flaps | 2022-06-10 | 2.6 | Wing Flap Structure Inspection | $2300 | Structural Damage | Completed |
86 | M12358 | Airbus A350 | Wiring | 2022-06-08 | 1.9 | Cable and Wire Tightening | $1600 | Slack | Completed |
87 | M12358 | Boeing 777 | Avionics | 2022-03-15 | 1 | Avionics System Check | $3800 | System Error | Completed |
88 | M12358 | Boeing 777 | Fuel System | 2022-02-18 | 1.4 | Fuel Pump Check | $2600 | Failure | In Progress |
89 | M12358 | Boeing 747-8 | Pressurization | 2022-07-05 | 2.5 | Pressurization System Check | $3200 | Pressure Fluctuation | Completed |
90 | M12358 | Boeing 737 MAX | Stabilizer | 2022-07-24 | 0.6 | Stabilizer Repair | $3000 | Structural Damage | Scheduled |
91 | M12358 | Boeing 737 | Flight Control System | 2022-07-08 | 1.3 | Actuator Maintenance | $9000 | Actuator Failure | In Progress |
92 | M12358 | Airbus A320 | Cockpit Display | 2022-02-03 | 1.7 | Cockpit Display Replacement | $3200 | Faulty Components | Scheduled |
93 | M12358 | Airbus A380 | Engine Ignition System | 2022-01-15 | 1.5 | Engine Ignition System Calibration | $4500 | Ignition Delay | Completed |
95 | M12359 | Boeing 737 MAX | Flight Control System | 2022-06-24 | 3 | Flight Control System Software Update | $5500 | Software Glitch | In Progress |
96 | M12359 | Boeing 737 MAX | Flight Control | 2022-07-02 | 2.2 | Flight Control Software Update | $3000 | Unresponsive | In Progress |
97 | M12359 | Airbus A320 | Engine | 2022-03-22 | 2.8 | Engine Retirement | $7500 | End of Life | Completed |
98 | M12359 | Airbus A320 | Wiring | 2022-02-28 | 2.2 | Wiring Routing Check | $2700 | Short Circuit | Scheduled |
99 | M12359 | Airbus A350-900 | Flight Control | 2022-08-23 | 1.3 | Flight Control System Test | $3700 | Sensor Error | In Progress |
AircraftMaintenanceRecords
tags: predictive_maintenance, failure_analysis, repair_cost
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'AircraftMaintenanceRecords' dataset is designed to support machine learning models in predictive maintenance for aviation. The dataset compiles various maintenance logs, inspection reports, and failure analyses from commercial aircraft to facilitate the development of predictive models that can forecast potential failures, estimate repair costs, and schedule maintenance activities efficiently. The data collected includes but is not limited to sensor readings, maintenance history, component failure rates, and cost-related information. The purpose of this dataset is to provide a comprehensive resource for improving aircraft reliability, reducing downtime, and optimizing repair costs through data-driven insights.
CSV Content Preview:
"MaintenanceID","AircraftModel","Component","Date","SensorReading","MaintenanceType","RepairCost","FailureType","Status"
"M12345","Boeing 737","Engine","2021-06-15","2.5","Engine Check","$5000","Wear","Completed"
"M12346","Airbus A320","Landing Gear","2021-07-22","1.8","Landing Gear Inspection","$3000","Surface Damage","Scheduled"
"M12347","Boeing 777","Fuel System","2021-08-10","1.2","Fuel Filter Replacement","$1500","Leakage","Completed"
"M12348","Airbus A330","Avionics","2021-09-05","0.9","Avionics Software Update","$4500","System Error","In Progress"
"M12349","Boeing 747","Air Conditioning","2021-10-19","3.1","Air Conditioning Compressor","$2200","Malfunction","Scheduled"
Source of the data:
The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query 'Aviation MRO':
- Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=Aviation+MRO&dataset=AircraftMaintenanceRecords&tags=predictive_maintenance,+failure_analysis,+repair_cost
- Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub
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