Awesome Industrial Datasets

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Welcome to the Awesome Industrial Datasets repository! This project aims to simplify the access to high-quality industrial datasets across various sectors such as chemical, mechanical, oil and gas, and more. These datasets are invaluable for researchers, engineers, and data scientists working on machine learning models and other analytical tasks that require real-world industrial data.

If you find this repository useful, please consider giving it a ⭐ to show your support!

🤝 If you're interested in contributing, please refer to the Contribution Guidelines.

Datasets Table

Dataset Name	Labeled	Time Series	Simulation	Additional Tags
3W	Yes	Yes	Both	Oil and Gas; Real events; Fault detection; Multivariate data; Sensor data; Time-series analysis; Oil wells; Machine learning benchmark
Ai4I 2020 Predictive Maintenance Dataset	Yes	Yes	Yes	Predictive maintenance; Synthetic data; Industry 4.0; Machine failure; Time-series data
Aps Failure At Scania Trucks	Yes	No	No	Scania trucks; APS system; Component failure; Predictive maintenance; Industrial data
Additional Tennessee Eastman Process Simulation Data	Yes	Yes	Yes	Anomaly detection; Process simulation; Human-automated systems; Operational research; Fault analysis
Air Quality	Yes	Yes	No	Air quality monitoring; Sensor data; Pollution levels; Time-series analysis; Environmental data
Appliances Energy Prediction	No	Yes	No	Indoor environment monitoring; ZigBee wireless network; Temperature data; Humidity data; Weather integration; Energy consumption; M-bus energy meters; Airport weather station
Beijing Pm2 5 Data	Yes	Yes	No	Air quality; PM2.5 concentration; Meteorological data; Environmental monitoring; Time-series data
Bosch Production Line Performance	Yes	No	No	Manufacturing; Production line; Quality control; Industrial data; Machine learning
Brent Oil Prices	Yes	Yes	No	Brent oil; Crude oil prices; Economic indicators; Market analysis; Financial markets
Business And Industry Reports	Yes	No	No	Economic data; Industry reports; Business statistics; Market analysis; U.S. Census data
C Mapss Aircraft Engine Simulator Data	Yes	Yes	Yes	Aircraft engine; Simulator data; Engine performance; Sensor data; Prognostics
C-Mapss Aircraft Engine Simulator Data	Yes	Yes	Yes	Aircraft engine; Simulator data; Engine performance; Sensor data; Prognostics
Cmapss Jet Engine Simulated Data	Yes	Yes	Yes	Jet engines; Simulation data; Prognostics; Health management; Aerospace engineering
Cnc Mill Tool Wear	Yes	Yes	No	CNC milling; Tool wear detection; Predictive maintenance; Operational efficiency; Industrial sensors
Car Evaluation	Yes	No	No	Automobile evaluation; Decision-making; Categorical data; Multivariate data; Classification task
Casting Product Image Data For Quality Inspection	Yes	No	No	Quality inspection; Metal casting; Image classification; Defect detection; Manufacturing process
Chemical Composition Of Ceramic Samples	Yes	No	No	Ceramic analysis; Chemical composition; X-ray fluorescence; Material science; Historical ceramics
Chemical Production India 2013 To 2020	Yes	Yes	No	Chemical industry; Production data; India; Economic analysis; Time-series forecasting
Civil Engineering Cement Manufacturing Dataset	Yes	No	No	Civil engineering; Cement composition; Concrete strength; Structural engineering; Material science
Combined Cycle Power Plant	Yes	No	No	Power plant; Energy output; Regression tasks; Environmental data; Multivariate data
Concrete Compressive Strength	Yes	No	No	Civil engineering; Material properties; Concrete strength; Regression data; Multivariate data
Concrete Crack Images For Classification	Yes	No	No	Concrete; Crack detection; Image classification; Deep learning; Structural health monitoring
Condition Based Maintenance Of Naval Propulsion Plants	Yes	No	No	Naval propulsion; Condition-based maintenance; Gas turbine; Simulation data; Performance decay
Condition Monitoring Of Hydraulic Systems	Yes	Yes	No	Hydraulic systems; Condition monitoring; Sensor data; Time-series data; Mechanical systems
Data Driven Prediction Of Battery Cycle Life Before Capacity Degradation	Yes	Yes	No	Battery life prediction; Lithium-ion batteries; Charge-discharge cycles; Predictive maintenance; Energy storage
Detecting Anomalies In Wafer Manufacturing	Yes	No	No	Wafer manufacturing; Sensor data; Defect detection; Anomaly detection; Manufacturing quality
Eco Dataset	Yes	Yes	No	Electricity consumption; Occupancy detection; Smart meters; Energy efficiency; Household data
Electrical Grid Stability Simulated Data	Yes	No	Yes	Electrical grid; Stability analysis; Smart grid; Simulation data; Physics
Electricity Load Diagrams 2011 2014	Yes	Yes	No	Electricity consumption; Time-series data; Energy monitoring; Smart grid; Urban energy use
Energy Efficiency	Yes	No	Yes	Energy efficiency; Building simulation; Heating load; Cooling load; Environmental data
Greend	Yes	Yes	No	Energy consumption; Household data; Smart grids; Time-series; Open data
Gas Sensor Array Drift At Different Concentrations	Yes	Yes	No	Gas sensors; Sensor drift; Chemical sensing; Time-series data; Environmental monitoring
Gas Sensor Array Temperature Modulation	Yes	Yes	No	Gas sensing; MOX sensors; Temperature modulation; Environmental monitoring; Sensor arrays
Gas Sensor Array Under Dynamic Gas Mixtures	Yes	Yes	No	Gas sensors; Dynamic mixtures; Sensor data; Time-series data; Chemical sensors
Gas Sensor Arrays In Open Sampling Settings	Yes	Yes	No	Gas sensing; Sensor arrays; Environmental monitoring; Chemical detection; Open sampling settings
Genesis Demonstrator Data For Machine Learning	Yes	Yes	INA	Robotics; Automation; Sensor data; Machine learning; Industrial systems
Global Power Plant Dataset	Yes	No	No	Global energy; Power plants; Renewable energy; Energy statistics; Environmental impact
Green House Gas Produce By Different Industry	Yes	No	No	Environmental data; Greenhouse gases; Industry emissions; Sustainability; Emission tracking
High Storage System Data For Energy Optimization	Yes	Yes	INA	Energy optimization; High storage systems; Predictive analytics; Sensor data; Industrial energy efficiency
Hill-Valley	Yes	No	No	Classification; Feature representation; Graph data; Pattern recognition
International Stiction Data Base	Yes	Yes	No	Valve stiction; Control loop analysis; Industrial process optimization; Fault diagnosis
Individual Household Electric Power Consumption	Yes	Yes	No	Electric power consumption; Time-series data; Energy monitoring; Smart grid; Household energy use
Industrial Safety And Health Analytics Database	Yes	No	No	Workplace safety; Health and safety; Accident reports; Risk management
Li Ion Battery Aging Datasets	Yes	Yes	No	Battery health; Prognostics; Electrochemical impedance spectroscopy; Deep discharge; Aging effects
Maintenance Of Naval Propulsion Plants Dataset	Yes	No	Yes	Naval propulsion; Predictive maintenance; Operational efficiency; System performance; Maritime data
Manufacturing Cost	Yes	No	No	Cost analysis; Production efficiency; Cost reduction; Economic analysis; Operational costs
Manufacturing Defects	Yes	No	No	Manufacturing defects; Quality control; Predictive modeling; Industrial analysis; Process optimization
Mechanical Analysis	Yes	No	No	Fault diagnosis; Electromechanical devices; Component analysis; Classification tasks; Pump analysis
Mercedes Benz Greener Manufacturing	Yes	No	No	Automotive manufacturing; Efficiency optimization; Environmental sustainability; Predictive modeling
Milling Wear	Yes	Yes	No	Milling operations; Tool wear analysis; Degradation study; Predictive maintenance; Operational efficiency
Multi Stage Continuous Flow Manufacturing Process	Yes	Yes	No	Manufacturing process; Continuous-flow; Sensor data; Process monitoring; Anomaly detection
Nasa Bearing Dataset	Yes	Yes	No	Bearing failure; Vibration analysis; Predictive maintenance; Mechanical diagnostics; Operational monitoring
Oecd Data Crude Oil Production	Yes	Yes	No	Crude oil; OECD countries; Energy production; Economic analysis; Market trends
Oil Storage Tanks	Yes	Yes	No	Satellite imagery; Oil storage tanks; Object detection; Remote sensing; Geospatial analysis
Oil Well	Yes	No	No	Oil well; Petroleum engineering; Production optimization; Operational data
Oil And Gas	Yes	No	No	Oil industry; Gas industry; Energy sector; Economic analysis; Market trends
Oscillation Detection Artificial Dataset	Yes	Yes	Yes	Control loops; Oscillation detection; Machine learning; Process optimization
Phm 2008 Challenge	Yes	Yes	No	Aircraft engines; Prognostics challenge; Sensor noise; Operational settings; Engine degradation
Phm Data Challenge	Yes	Yes	No	PHM; Fault detection; Prognostics; Industrial monitoring; Time-series analysis; Plant monitoring
Panasonic 18650Pf Li Ion Battery Data	Yes	Yes	No	Li-ion battery; State of charge; Battery testing; Energy storage; Neural networks
Parts Manufacturing	Yes	No	No	Manufacturing; Industrial data; Quality control; Component measurements; Production optimization
Power Consumption Of Tetuan City	Yes	Yes	No	Power consumption; Urban energy use; Time-series data; Weather data; Smart grid
Predicting Manufacturing Defects Dataset	Yes	No	No	Manufacturing defects; Quality control; Predictive modeling; Industrial data; Process optimization
Productivity Prediction Of Garment Employees	Yes	No	No	Garment industry; Employee productivity; Manufacturing process; Workforce analytics; Performance prediction
Prognostics Data Repository	Yes	Yes	No	Prognostics; NASA; Fault detection; Time-series data; System health monitoring
Pump Sensor Data	Yes	Yes	No	Sensor data; Pump monitoring; Predictive maintenance; Operational efficiency; Machine learning
Quality Prediction In A Mining Process	Yes	Yes	No	Mining industry; Process optimization; Quality control; Predictive analytics; Operational efficiency
Renewable Power Plants	Yes	No	No	Renewable energy; Power plants; Solar energy; Wind energy; Hydroelectric power
Robot Execution Failures	Yes	Yes	No	Robotics; Failure detection; Force and torque data; Time-series analysis; Machine learning
Sacac	INA	INA	INA	Control systems; Performance monitoring; Industrial data; Research; Process optimization
Secom	Yes	No	No	Manufacturing; Semi-conductor; Process optimization; Feature selection; Industrial data
Siso Raw	No	Yes	No	Control loops; Process monitoring; Oil and gas industry; Data visualization; Process control
Sml2010	Yes	Yes	No	Domotic systems; Environmental monitoring; Home automation; Time-series data; Energy efficiency
Secure Water Treatment Swat Dataset	Yes	Yes	Yes	Water treatment; Cybersecurity; Anomaly detection; Sensor data; Time-series data
Severstal Steel Defect Detection	Yes	No	No	Steel defects; Surface defects; Industrial quality control; Image classification; Machine learning
Solar Power Generation Data	Yes	Yes	No	Solar energy; Power generation data; Environmental factors; Energy forecasting; Renewable energy
Steel Dataset	Yes	No	No	Steel manufacturing; Defect detection; Quality control; Industrial inspection; Manufacturing processes
Steel Industry Energy Consumption	No	Yes	No	Energy consumption; Steel and iron production; Electricity usage data; CO2 emissions; Korea Electric Power Corporation
Steel Industry Datasets	Yes	Yes	No	Steel production; Energy consumption; Manufacturing process; Industrial data; Operational efficiency
Steel Plates Faults	Yes	No	No	Steel plates; Fault detection; Manufacturing; Pattern recognition; Classification tasks
Superconductivity Data	Yes	No	No	Superconductors; Material properties; Physics; Chemistry; Critical temperature
Reference Energy Disaggregation Data Set Redd	Yes	Yes	No	Energy consumption; Residential data; High frequency data; Low frequency data; Circuit level monitoring
Top Defense Manufacturers	Yes	No	No	Defense industry; Manufacturer rankings; Market analysis; Financial data; Global defense companies
Turbofan Engine Degradation Simulation Data Set	Yes	Yes	Yes	Turbofan engines; Engine degradation; Simulation data; Prognostics health management; NASA dataset
Us Crude Oil Imports	Yes	Yes	No	Crude oil; Imports; U.S. economy; Energy economics; Market analysis
Uk Dale Dataset	Yes	Yes	No	Energy consumption; Smart homes; High-frequency data; Time-series analysis; Appliance monitoring
Urban Land Cover	Yes	No	No	Urban land cover; Aerial imagery; Environmental monitoring; Remote sensing; Land use classification
Vehicle Manufacturing Dataset	Yes	No	No	Vehicle production; Manufacturing quality; Operational efficiency; Automotive industry; Product testing
Versatile Production System	Yes	Yes	INA	Industrial automation; Sensor data; Production systems; Quality control; Manufacturing processes
Water Distribution Wadi Dataset	Yes	Yes	Yes	Water distribution; Cybersecurity; Anomaly detection; Sensor data; Time-series data
Wind Turbine Scada Dataset	Yes	Yes	No	Wind energy; SCADA; Operational data; Predictive maintenance; Energy efficiency
Wine Quality	Yes	No	No	Wine quality; Physicochemical analysis; Sensory data; Classification tasks; Regression tasks
Iv2V And Iv2I Plus Industrial Datasets	Yes	Yes	No	Industrial communication; V2V; V2I; Wireless networks; Signal processing; AGVs; Time-series

Contribution Guidelines

Thank you for considering contributing to our repository.

How You Can Contribute

You can contribute in several ways:

• Suggest a New Dataset: Propose a new dataset by creating an issue under the "Enhancement" label in the Issues tab.
• Add a Dataset: Create a JSON file describing a dataset and submit a pull request to add it to the repository.
• Suggest Changes: You can suggest improvements through the Issues tab or directly edit the JSON files and submit your changes via a pull request.

Adding a Dataset

Before adding a new dataset, please ensure that it is unique and not already included in the repository.

To add a dataset:

1. Create a JSON file that accurately describes the dataset, following the same template as the existing datasets in the json folder.
2. Place this JSON file in the json folder.

Updating Documentation

To update the documentation (Markdown and HTML files) and refresh the README:

1. Run the generate_documentation.py script located in the root of the repository. This script will:
   • Generate Markdown files in the markdown folder.
   • Generate HTML files in the html folder.
   • Update the README.md file with the latest datasets table.

Making a Pull Request

Please adhere to these guidelines when submitting a pull request:

• Check for Duplicates: Ensure your contribution is unique and not already included.
• Submit Separate Pull Requests: Submit individual pull requests for each suggestion or dataset.
• Follow the format: Use our JSON template for datasets and maintain readability and structure in documentation.