Research Made Reliable

Research Datasets

 TitlesLinks
Computer ScienceNatural Language Processing (NLP)https://rajpurkar.github.io/SQuAD-explorer/
Computer Visionhttps://cocodataset.org/#download
Algorithms & Data Structureshttps://snap.stanford.edu/data/
Programming Languages / Code Analysishttps://github.com/github/CodeSearchNet
Operating Systemshttps://github.com/google/cluster-data
Databases & Data Mininghttps://datasets.imdbws.com/
Computer Architecture / Hardwarehttps://github.com/felixsteinke/cpu-spec-dataset
Information TechnologyCloud Computinghttps://github.com/google/cluster-data
Software Engineeringhttps://www.kaggle.com/datasets/syedmharis/software-engineering-interview-questions-dataset
IT Service Managementhttps://www.kaggle.com/datasets/swapniljadhav96/itsm-dataset
Cybersecurityhttps://www.kaggle.com/datasets/teamincribo/cyber-security-attacks
User Behavior / Web Analyticshttps://archive.org/details/datasets
Electrical EngineeringPower Systemshttps://ieee-dataport.org/documents/power-system-multi-source-events-dataset
Renewable Energy (Solar/Wind)https://www.nrel.gov/grid/solar-power-data.html
Smart Gridhttps://www.kaggle.com/datasets/ziya07/smart-grid-monitoring-dataset/data
Electrical Machineshttps://ieee-dataport.org/open-access/industrial-machines-dataset-electrical-load-disaggregation
Control Systemshttps://ieee-dataport.org/documents/dataset-bundle-building-automation-and-control-systems-security-analysis#
Electronics and Communication EngineeringDigital Signal Processing (DSP)https://www.kaggle.com/datasets/emirhanai/advanced-signal-processing-dataset-from-ai-sensors
Wireless Communicationhttps://catalog.data.gov/dataset/?tags=wireless-communications-and-networks
5G / Cellular Networkshttps://www.kaggle.com/datasets/vinothkannaece/5g-network-data
Antenna & RF Systemshttps://www.kaggle.com/datasets/suraj520/rf-signal-data
VLSI / IC Designhttps://github.com/vlsi/calcite-test-dataset
BiomedicalPhysioNet (ECG, EEG, Vital Signs)https://physionet.org/
MIMIC-IV Clinical Databasehttps://www.kaggle.com/datasets/montassarba/mimic-iv-clinical-database-demo-2-2
BraTS (Brain Tumor Segmentation)https://www.med.upenn.edu/cbica/brats2020/data.html
COVID-19 Radiography Databasehttps://www.kaggle.com/datasets/tawsifurrahman/covid19-radiography-database
Renewable EnergyNREL Solar Power Datahttps://github.com/Charlie5DH/Solar-Power-Datasets-and-Resources
NREL Wind Integration Datasetshttps://www.nrel.gov/grid/wind-toolkit.html
Global Energy Forecasting Competition (GEFCom)https://www.kaggle.com/competitions/GEF2012-wind-forecasting
Open Power System Data (Renewables)https://data.open-power-system-data.org/
Mechanical EngineeringNASA Turbofan Engine Degradation Simulationhttps://ti.arc.nasa.gov/tech/dash/groups/pcoe/prognostic-data-repository/
IC Engine Vibration / Sound Datasetshttps://github.com/Charlie5DH/PredictiveMaintenance-and-Vibration-Resources
Structural Health Monitoring Sensor Datahttps://www.kaggle.com/datasets/ziya07/building-structural-health-sensor-dataset
Robotics / Control Benchmark Datasetshttps://github.com/mint-lab/awesome-robotics-datasets
Autonomous Vehicle EngineeringKITTI Vision Benchmark Suitehttp://www.cvlibs.net/datasets/kitti/
Waymo Open Datasethttps://waymo.com/open/
ApolloScapehttp://apolloscape.auto/
Civil EngineeringBuilding Energy Datasethttps://www.kaggle.com/c/ashrae-energy-prediction
Pavia University Remote Sensinghttps://www.kaggle.com/datasets/syamkakarla/pavia-university-hsi
UCI Concrete Compressive Strengthhttps://archive.ics.uci.edu/ml/datasets/Concrete+Compressive+Strength
Chemical EngineeringCatalysis Reaction Data (QM9 Molecules)https://quantum-machine.org/datasets/
Chemical Process Simulation (DREAM Challenge)https://zenodo.org/records/3735364
Industrial Chemical Sensor Datahttps://archive.ics.uci.edu/dataset/45/heart+disease
Process Systems Engineering Datasets (PSE)https://data.world/briannielsen/process-systems-engineering
Aerospace EngineeringNASA Airfoil Self-Noise Datasethttps://www.kaggle.com/datasets/fedesoriano/airfoil-selfnoise-dataset
UCI Flight Delay Datasethttps://www.transtats.bts.gov/OT_Delay/
NASA Turbofan Engine Degradation (C-MAPSS)https://github.com/kpeters/exploring-nasas-turbofan-dataset
OpenAeroStruct (Aero-Struct Optimization)https://github.com/mdolab/OpenAeroStruct
ERA5 Atmospheric Reanalysis Datahttps://cds.climate.copernicus.eu/datasets
Industrial EngineeringUCI Manufacturing Failure Detectionhttps://www.kaggle.com/datasets/ziya07/smart-manufacturing-iot-cloud-monitoring-dataset
SECOM Semiconductor Manufacturing Datahttps://archive.ics.uci.edu/ml/datasets/SECOM
Tennessee Eastman Process Simulationhttps://github.com/jonathanwvd/awesome-industrial-datasets/blob/master/markdown/tennessee_eastman_process_simulation_dataset.md
Open Jobs/Workforce Data (BLS)https://www.bls.gov/data/
Assembly Line Sensor Datahttps://universe.roboflow.com/wd-rohcm/dataset-s7uii
Metallurgical EngineeringMaterials Data Repository (NIST)https://github.com/sedaoturak/data-resources-for-materials-science
Materials Project (Crystallography & Properties)https://materialsproject.org/
Open Quantum Materials Database (OQMD)https://colab.research.google.com/github/Tony-Y/oqmd-v1.2-dataset-for-cgnn/blob/main/OQMD_v1_2_dataset_for_CGNN.ipynb
Materials Science EngineeringMaterials Project Databasehttps://materialsproject.org/
NIST Thermo-Calc Datasetshttps://www.nist.gov/programs/projects/thermo-calc-data
Citrine Materials Datahttps://citrine.io/media-post/data-highlight-materials-project-dataset/
Jarvis DFT Databasehttps://jarvis.nist.gov/
Mechatronics EngineeringUCI Human Activity Recognition Using Smartphoneshttps://archive.ics.uci.edu/ml/datasets/Human+Activity+Recognition+Using+Smartphones
Robotic Grasping Dataset (Cornell)https://www.kaggle.com/datasets/oneoneliu/cornell-grasp
OpenAI Gym Robotics Environmentshttps://github.com/openai/robogym
Mobile Robot Navigation (TurtleBot Logs)https://zenodo.org/records/1188976
Inertial Measurement Unit (IMU) Motion Datahttps://www.kaggle.com/datasets/ziya07/ai-powered-imu-motion-dataset
Automobile EngineeringKITTI Autonomous Driving Datasethttp://www.cvlibs.net/datasets/kitti/
NUScenes AV Datasethttps://www.kaggle.com/datasets/mitanshuchakrawarty/nuscenes
Car Evaluation Datasethttps://archive.ics.uci.edu/ml/datasets/Car+Evaluation
Vehicle Fuel Consumption (EPA)https://www.fueleconomy.gov/feg/download.shtml
Open Traffic Data (HERE)https://developer.here.com/products/traffic
Control Systems EngineeringUCI PID Controller Benchmark Datahttps://archive.ics.uci.edu/ml/datasets/Servo
MATLAB/Simulink Control Test Cases (CORA)https://in.mathworks.com/matlabcentral/fileexchange/68551-cora
Benchmark Control System Models (DAE)https://www.cds.caltech.edu/~murray/wiki/
Aircraft Control Simulation Logshttps://data.nas.nasa.gov/
Instrumentation & Control EngineeringUCI Servo Control Datasethttps://archive.ics.uci.edu/ml/datasets/Servo
PID Tuning Benchmark (MATLAB/Simulink logs)https://github.com/contractor-core/cora-benchmarks
Industrial Process Control Data (Tennessee Eastman)https://github.com/jonathanwvd/awesome-industrial-datasets/blob/master/markdown/tennessee_eastman_process_simulation_dataset.md
Embedded Systems EngineeringWISDM Smartphone Data (Embedded Sensors)https://www.kaggle.com/datasets/antonandreenko/industrial-control-system-ics-alarm-text-dataset
OpenEmbedded Benchmark Datasethttps://github.com/openembedded/
IoT Traffic Dataset (UCI)https://github.com/thieu1995/iot_dataset/blob/master/ReadMe.md
Arduino Sensor Dataset (UCI)https://archive.ics.uci.edu/dataset/506/human+activity+recognition+from+continuous+ambient+sensor+data
VLSI Design EngineeringISCAS Circuits Benchmark (VLSI Testing)https://www.kaggle.com/datasets/hemanthhari/vlsi-data
OpenROAD VLSI Data (Layout/Synthesis)https://github.com/The-OpenROAD-Project
ISPD Contest Benchmark Suiteshttps://universe.roboflow.com/casproject/ispd
Microelectronics EngineeringMicroelectronic Failure Analysis Datahttps://www.kaggle.com/datasets/umerrtx/machine-failure-prediction-using-sensor-data
SEM Image Dataset (Materials)https://github.com/BAMresearch/automatic-sem-image-segmentation
Power Electronics EngineeringPower Electronics Converter Data (Simulation)https://data.world/briannielsen/power-electronics
PEC Dataset (Inverter/Converter Logs)https://www.kaggle.com/datasets/rusuanjun/pec-dataset
Electric Vehicle Powertrain Datahttps://data.gov/transportation/
Grid-Connected Inverter Datasethttps://www.nrel.gov/grid/solar-power-data.html
Biotechnology EngineeringGenomic Data (NCBI SRA)https://www.ncbi.nlm.nih.gov/sra
TCGA Cancer Genomics Datasethttps://portal.gdc.cancer.gov/
Human Microbiome Project Datahttps://github.com/awslabs/open-data-registry/tree/main/datasets
Protein Data Bank (PDB)https://catalog.data.gov/dataset/protein-data-bank-pdb
KEGG Pathway Databasehttps://www.genome.jp/kegg/
Pharmaceutical EngineeringPubChem BioAssayhttps://archive.ics.uci.edu/dataset/209/pubchem+bioassay+data
DrugBank (Drug Data)https://www.kaggle.com/datasets/aryelbezerra/drugbank-approved-drugs-dataset
ChEMBL (Bioactive Molecules)https://github.com/awslabs/open-data-registry/blob/main/datasets/chembl.yaml
Genetic EngineeringNCBI Gene Expression Omnibus (GEO)https://www.ncbi.nlm.nih.gov/geo/
1000 Genomes Projecthttps://www.internationalgenome.org/data
Drosophila RNA-Seq (modENCODE)https://www.kaggle.com/datasets/tianjiechen/tcga-rna-datasets
Food Technology EngineeringFood Composition Database (USDA)https://fdc.nal.usda.gov/
Food Quality & Safety Data (UCI)https://www.kaggle.com/datasets/nikhitaganiger/food-safety
Food Microbiology (FERMENTATION)https://data.world/makefoodsafe/fermentation
Agricultural EngineeringUCI Crop Dataset (Plant Seedlings)https://www.kaggle.com/competitions/plant-seedlings-classification
FAOSTAT Agriculture Datahttps://www.fao.org/faostat/en/
Weather & Yield (Global)https://www.ecmwf.int/en/forecasts/datasets
Irrigation & Soil Moisture Data (USDA)https://catalog.data.gov/dataset/?tags=irrigation
Dairy Technology EngineeringMilk Composition Database (IDF)https://github.com/saideepaknagaraj/Milk-spectra-analysis
UCI Fermented Dairy Datasethttps://www.kaggle.com/datasets/suraj520/dairy-goods-sales-dataset
Power Systems EngineeringNREL Renewable Integration Datahttps://registry.opendata.aws/nrel-pds-wtk/
European Transmission System Datahttps://www.entsoe.eu/data/
UCI Electrical Grid Stabilityhttps://archive.ics.uci.edu/dataset/471/electrical+grid+stability+simulated+data
Geological EngineeringUSGS Earthquake Cataloghttps://www.kaggle.com/datasets/rupindersinghrana/usgs-earthquakes-2024
OneGeology Global Geoscience Datahttps://www.kaggle.com/competitions/geology-forecast-challenge-open
Mineral Resources Data System (USGS)https://github.com/DOI-USGS/dataretrieval-python
Geo-Environmental EngineeringGlobal Soil Data (ISRIC-World Soil Information)https://data.nasa.gov/dataset/global-data-set-of-derived-soil-properties-0-5-degree-grid-isric-wise-3fec2
Air Quality Open Data (OpenAQ)https://openaq.org/
Water Quality Portal (USGS + EPA)https://www.waterqualitydata.us/
NASA Earthdata Environmental Datasetshttps://www.kaggle.com/datasets/ivansher/nasa-nearest-earth-objects-1910-2024
Nanotechnology EngineeringNanomaterial Registryhttps://github.com/NanoCommons/datasets
Materials Project (Nano/Crystalline Data)https://materialsproject.org/
PubChem Nanomaterialshttps://pubchem.ncbi.nlm.nih.gov/
NetworkingCAIDA Internet Traffic Datasethttps://www.caida.org/data/passive/
MAWI Working Group Traffic Archivehttps://mawi.wide.ad.jp/mawi/
Internet Traffic Archive (ITA)https://www.kaggle.com/datasets/ravikumargattu/network-traffic-dataset/data
CybersecurityCSE-CIC-IDS 2018https://www.unb.ca/cic/datasets/ids-2018.html
MITRE ATT&CK Evaluations Datasethttps://github.com/mitre-attack/attack-stix-data
DARPA Intrusion Detection Datasethttps://www.ll.mit.edu/r-d/datasets
Network SecurityUNSW-NB15 Datasethttps://research.unsw.edu.au/projects/unsw-nb15-dataset
NSL-KDD Datasethttps://www.unb.ca/cic/datasets/nsl.html
Bot-IoT Datasethttps://research.unsw.edu.au/projects/bot-iot-dataset
Wireless Sensor Network (WSN)Intel Berkeley Research Lab Sensor Datasethttp://db.csail.mit.edu/labdata/labdata.html
LUCE Environmental Sensor Datasethttps://www.kaggle.com/datasets/garystafford/environmental-sensor-data-132k
UCI Sensorless Drive Diagnosishttps://archive.ics.uci.edu/datasets?search=Sensorless_drive_diagnosis
Wireless CommunicationDeepSig RadioML Datasethttps://github.com/sofwerx/deepsig_datasets
Wireless InSite Channel Datasethttps://www.qualcomm.com/developer/software/wireless-indoor-simulations-dataset
NYU Wireless mmWave Channel Measurementshttps://archive.ics.uci.edu/datasets?search=Sensorless_drive_diagnosis
Network CommunicationStanford SNAP Communication Networkshttps://snap.stanford.edu/data/
Email Communication Network (Enron)https://www.cs.cmu.edu/~enron/
EU Email Communication Datasethttps://snap.stanford.edu/data/email-Eu-core.html
Satellite CommunicationNASA Space Communications Datasethttps://data.nasa.gov/
ESA Satellite Telemetry Datahttps://www.kaggle.com/datasets/sammahoney/esa-anomaly-dataset
SATCOM Channel Measurement Datasethttps://github.com/clarkzjw/LENS
TelecommunicationITU Telecommunication Indicatorshttps://data360.worldbank.org/en/dataset/ITU_DH
Ofcom Telecom Market Datahttps://www.ofcom.org.uk/research-and-data
Telecom Italia Network Traffic Datasethttps://doi.org/10.7910/DVN/3QBYB5
Broadband Measurement Data (FCC MBA)https://www.fcc.gov/general/measuring-broadband-america
CAIDA Internet Topology Datahttps://www.caida.org/data/
Edge ComputingIoT Edge Analytics Dataset (UCI)https://www.kaggle.com/datasets/mohamedamineferrag/edgeiiotset-cyber-security-dataset-of-iot-iiot
Edge AI Sensor Dataset (WISDM)https://archive.ics.uci.edu/ml/datasets/WISDM+Smartphone+and+Smartwatch+Activity+and+Biometry+Dataset
Azure IoT Edge Telemetry Datahttps://www.kaggle.com/code/chaozhuang/iot-telemetry-sensor-data-analysis
Fog ComputingSmart City Fog Computing Datasethttps://github.com/IBM/smart-city-analytics
IoT-Fog Resource Usage Datasethttps://www.kaggle.com/datasets/ziya07/multi-tier-iot-resource-allocation-dataset
Vehicular Fog Computing Datasethttps://github.com/aniketmaurya/vehicular-fog-dataset
Cloud Fog Task Scheduling Datasethttps://data.world/uci/fog-computing
Smart Healthcare Fog Datasethttps://www.kaggle.com/datasets/acharyakamal/smart-healthcare-prediction-management-system
Optical CommunicationOptical Fiber Channel Datasethttps://github.com/functions-lab/COSMOS-EDFA-Dataset
Coherent Optical Communication Datasethttps://zenodo.org/records/4553836
Optical Signal Modulation Datasethttps://ieee-dataport.org/open-access/optical-communication-datasets
Nonlinear Fiber Optics Datasethttps://catalog.data.gov/dataset/?tags=fiber-optic
Optical Noise Measurement Datasethttps://zenodo.org/records/8392622
Optical NetworkGÉANT Network Topology Datahttps://ieee-dataport.org/documents/traffic-datsets-abilene-geant-taxibj
Optical Transport Network Dataset (OTN)https://ieee-dataport.org/open-access/optical-network-datasets
WDM Network Benchmark Datasethttps://www.kaggle.com/competitions/ofc-2026-ml-challenge
Flex-Grid Optical Network Datasethttps://zenodo.org/records/3696817
Cellular NetworkCRAwdAD Cellular Network Traceshttps://crawdad.org/
OpenCellID (Cell Tower Data)https://www.opencellid.org/
MIT Reality Mining Datasethttp://realitycommons.media.mit.edu/realitymining.html
Telecom Italia Mobile Datasethttps://dandelion.eu/datamine/open-big-data/
5G Dataset (InterDigital)https://www.kaggle.com/datasets/vinothkannaece/5g-network-data
Mobile CommunicationUCI Human Mobility Datasethttps://archive.ics.uci.edu/dataset/240/human+activity+recognition+using+smartphones
Mobile Phone Usage Dataset (D4D Orange)https://www.kaggle.com/datasets/bhadramohit/smartphone-usage-and-behavioral-dataset
MIT Smartphone Sensing Datasethttps://www.kaggle.com/datasets/prince7489/smartphone-usage-dataset
Wireless Mobility Traces (CRAWDAD)https://crawdad.org/
Cell Phone Activity Dataset (Telecom Italia)https://www.kaggle.com/code/ijfezika/mobile-phone-activity-exploratory-analysis
Distributed ComputingGoogle Cluster Workload Traceshttps://github.com/google/cluster-data
Alibaba Cluster Trace Datasethttps://github.com/alibaba/clusterdata
Grid Workload Archivehttps://gwa.ewi.tudelft.nl/
HPC Job Scheduling Datasethttps://zenodo.org/records/3634616
Distributed Systems Benchmark (DeathStarBench)https://github.com/delimitrou/DeathStarBench
Cloud ComputingGoogle Cloud Trace Datasethttps://github.com/google/cluster-data
Azure Public Cloud Datasethttps://www.kaggle.com/datasets/rishi2123/oragnizations-expenses-2023-2024
AWS Open Data Registryhttps://registry.opendata.aws/
OpenDC Cloud Workload Datasethttps://github.com/atlarge-research/opendc
Bitbrains Cloud Workload Traceshttps://www.kaggle.com/datasets/gauravdhamane/gwa-bitbrains
Computer VisionCOCO (Common Objects in Context)https://cocodataset.org/
Pascal VOChttp://host.robots.ox.ac.uk/pascal/VOC/
Cityscapeshttps://www.cityscapes-dataset.com/
Open Images Datasethttps://storage.googleapis.com/openimages/web/index.html
Pattern RecognitionMNIST Handwritten Digitshttp://yann.lecun.com/exdb/mnist/
EMNIST Extended Digits & Lettershttps://www.nist.gov/itl/products-and-services/emnist-dataset
UCI Optical Recognition of Handwritten Digitshttps://archive.ics.uci.edu/ml/datasets/Optical+Recognition+of+Handwritten+Digits
ISOLET Spoken Letter Datasethttps://archive.ics.uci.edu/ml/datasets/isolet
Caltech 101https://data.caltech.edu/records/20086
Remote SensingLandsat Satellite Imageryhttps://landsat.gsfc.nasa.gov/data/
Sentinel-2 Satellite Datahttps://www.kaggle.com/datasets/salmaadell/eurosat-rgb
UC Merced Land Use Datasethttps://www.kaggle.com/datasets/abdulhasibuddin/uc-merced-land-use-dataset
ISPRS Aerial Image Datasethttps://github.com/whuwuteng/Aerial_Stereo_Dataset
MODIS Earth Observation Datahttps://modis.gsfc.nasa.gov/data/
Natural Language Processing (NLP)SQuAD (Question Answering)https://rajpurkar.github.io/SQuAD-explorer/
WikiText Language Modeling Datasethttps://www.kaggle.com/datasets/rohitgr/wikitext
Common Crawl Text Corpushttps://www.kaggle.com/datasets/jyesawtellrickson/commoncrawl
IMDB Movie Reviewshttps://ai.stanford.edu/~amaas/data/sentiment/
Image ProcessingBerkeley Segmentation Dataset (BSDS500)https://www2.eecs.berkeley.edu/Research/Projects/CS/vision/bsds/
USC SIPI Image Databasehttps://sipi.usc.edu/database/
Set12 Image Denoising Datasethttps://github.com/cszn/DnCNN
DIV2K High-Resolution Imageshttps://data.vision.ee.ethz.ch/cvl/DIV2K/
Kodak Image Datasethttps://r0k.us/graphics/kodak/
Signal ProcessingMIT-BIH Arrhythmia ECG Datasethttps://physionet.org/content/mitdb/
Speech Commands Datasethttps://www.tensorflow.org/datasets/catalog/speech_commands
RadioML Signal Modulation Datasethttps://www.kaggle.com/datasets/pinxau1000/radioml2018
UCI Gas Sensor Array Drift Datasethttps://archive.ics.uci.edu/dataset/224/gas+sensor+array+drift+dataset
EEG Motor Movement Datasethttps://physionet.org/content/eegmmidb/
BiomedicalPhysioNet Clinical Signalshttps://physionet.org/
MIMIC-IV Clinical Databasehttps://www.kaggle.com/datasets/montassarba/mimic-iv-clinical-database-demo-2-2
BraTS Brain Tumor Datasethttps://www.med.upenn.edu/cbica/brats2020/data.html
NIH Chest X-ray Datasethttps://nihcc.app.box.com/v/ChestXray-NIHCC
ADNI Alzheimer’s Datasethttps://adni.loni.usc.edu/
Big DataGoogle Cluster Workload Traceshttps://github.com/google/cluster-data
Amazon Reviews Datasethttps://registry.opendata.aws/amazon-reviews/
NYC Taxi Trip Recordshttps://www.nyc.gov/site/tlc/about/tlc-trip-record-data.page
Wikipedia Data Dumpshttps://dumps.wikimedia.org/
Common Crawl Web Datahttps://www.kaggle.com/datasets/jyesawtellrickson/commoncrawl
Software EngineeringPROMISE Software Defect Datasethttps://github.com/feiwww/PROMISE-backup
CodeSearchNethttps://github.com/github/CodeSearchNet
Apache Software Logshttps://www.kaggle.com/datasets/omduggineni/loghub-apache-log-data
GitHub Public Dataset (BigQuery)https://cloud.google.com/bigquery/public-data/github
NASA Software Defect Datasethttps://github.com/klainfo/NASADefectDataset
Power ElectronicsPower Converter Dataset (Zenodo)https://zenodo.org/records/3606180
PEMS Power Electronics Measurementshttps://www.kaggle.com/datasets/sepandhaghighi/proton-exchange-membrane-pem-fuel-cell-dataset
Inverter Fault Diagnosis Datasethttps://www.kaggle.com/datasets/ziya07/fault-diagnosis-dataset-for-new-energy-vehicles
Electric Drive & Converter Dataset (UCI)https://archive.ics.uci.edu/dataset/321/electricityloaddiagrams20112014
Power SystemsIEEE Power System Test Caseshttps://labs.ece.uw.edu/pstca/
MATPOWER Power Grid Datahttps://matpower.org/download/
ENTSO-E Electricity Network Datahttps://www.entsoe.eu/data/
NREL Power System Datahttps://www.nrel.gov/grid/data-tools.html
UCI Electrical Grid Stability Datasethttps://archive.ics.uci.edu/ml/datasets/Electrical+Grid+Stability+Simulated+Data
Open Power System Datahttps://data.open-power-system-data.org/
Wind Turbine / Solar EnergyNREL Wind Toolkithttps://www.nrel.gov/grid/wind-toolkit.html
NREL Solar Power Datahttps://www.nrel.gov/grid/solar-power-data.html
Wind Turbine SCADA Datasethttps://data.world/energi/wind-turbine-scada
Global Solar Atlas Datahttps://gee-community-catalog.org/projects/gsa/
GEFCom Renewable Forecasting Datasethttps://www.kaggle.com/competitions/GEF2012-wind-forecasting
COCO Datasethttps://cocodataset.org/
Open Images Datasethttps://storage.googleapis.com/openimages/web/index.html
AI2 ARC Reasoning Datasethttps://allenai.org/data/arc
CLEVR Reasoning Datasethttps://cs.stanford.edu/people/jcjohns/clevr/
Artificial IntelligenceUCI Machine Learning Repositoryhttps://archive.ics.uci.edu/ml/index.php
OpenML Benchmark Datasetshttps://www.openml.org/
LIBSVM Dataset Collectionhttps://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/
StatLib Datasetshttps://lib.stat.cmu.edu/datasets/
Deep LearningMNISThttps://git-disl.github.io/GTDLBench/datasets/mnist_datasets/
CIFAR-10 / CIFAR-100https://www.cs.toronto.edu/~kriz/cifar.html
SVHN Datasethttp://ufldl.stanford.edu/housenumbers/
CelebA Face Datasethttps://mmlab.ie.cuhk.edu.hk/projects/CelebA.html
ImageNet-21Khttps://www.image-net.org/download
DeepSig RadioML Datasethttps://www.deepsig.ai/datasets/
AI LLM (Large Language Models)The Pile (Massive Text Corpus)https://pile.eleuther.ai/
C4 (Colossal Clean Crawled Corpus)https://www.tensorflow.org/datasets/catalog/c4
WikiText-103https://huggingface.co/datasets/Salesforce/wikitext/tree/main/wikitext-103-raw-v1
OpenWebTexthttps://github.com/jcpeterson/openwebtext
BigScience ROOTS Corpushttps://huggingface.co/bigscience-corpus
AI SLMAlpaca Instruction Datasethttps://github.com/tatsu-lab/stanford_alpaca
FLAN Instruction Datasethttps://github.com/google-research/FLAN
Dolly Instruction Datasethttps://huggingface.co/datasets/databricks/databricks-dolly-15k
TinyStories Datasethttps://huggingface.co/datasets/roneneldan/TinyStories
Artificial General IntelligenceARC (Abstraction and Reasoning Corpus)https://allenai.org/data/arc
BabyAI Platform & Datasethttps://github.com/mila-iqia/babyai
bAbI Reasoning Taskshttps://github.com/facebookarchive/bAbI-tasks
CLEVR Compositional Reasoning Datasethttps://cs.stanford.edu/people/jcjohns/clevr/
Neuro-Symbolic AICLEVRER (Causal & Symbolic Reasoning)http://clevrer.csail.mit.edu/
DeepProbLog Datasetshttps://github.com/ML-KULeuven/deepproblog
Abduction and Argumentation Datasethttps://github.com/AbductiveLearning/ABLSim
Logic Tensor Networks Benchmarkshttps://github.com/logictensornetworks/ltntorch
Cognitive ComputingOpenCog Cognitive Datasetshttps://github.com/opencog/opencog
ATOMIC Commonsense Knowledge Graphhttps://allenai.org/data/atomic
ConceptNethttps://conceptnet.io/
MindBigData (Human Thought Data)http://www.mindbigdata.com/opendb/
Self-Supervised LearningImageNet (Unlabeled / SSL Use)https://www.image-net.org/
STL-10 Datasethttps://cs.stanford.edu/~acoates/stl10/
AudioSet (Self-Supervised Audio)https://research.google.com/audioset/
Kinetics Video Datasethttps://github.com/cvdfoundation/kinetics-dataset
LibriSpeech (SSL for Speech)https://www.openslr.org/12
Federated LearningLEAF Federated Learning Benchmarkhttps://leaf.cmu.edu/
FedScale Dataset Suitehttps://github.com/SymbioticLab/FedScale
Google Federated EMNISThttps://figshare.com/articles/dataset/Federated_EMNIST_Dataset/26308777
NIID-Bench Federated Datasethttps://github.com/Xtra-Computing/NIID-Bench
Explainable AIUCI Adult Dataset (XAI Benchmark)https://archive.ics.uci.edu/ml/datasets/adult
COMPAS Recidivism Datasethttps://www.kaggle.com/datasets/danofer/compass
OpenML Explainability Benchmarkshttps://www.openml.org/search?type=data
MIMIC-IV (Clinical XAI)https://mimic.physionet.org/
FICO Explainable ML Challenge Datasethttps://www.kaggle.com/datasets/lhagiimn/fico-dataset
Quantum Machine LearningQML Benchmark Datasets (IBM)https://huggingface.co/datasets/Cohaerence/ibm-qml-kernel
Quantum Data Sets (UCI-style)https://quantum-machine.org/datasets/
QASM Circuit Datasethttps://github.com/FujiiLabCollaboration/MNISQ-quantum-circuit-dataset
QML Toy Datasets (PennyLane)https://pennylane.ai/datasets/collection/qml-benchmarks
Edge AI / TinyMLGoogle Speech Commands (TinyML)https://www.tensorflow.org/datasets/catalog/speech_commands
MLPerf Tiny Benchmark Datasethttps://github.com/mlcommons/tiny
Edge Impulse Public Datasetshttps://docs.edgeimpulse.com/datasets
UCI HAR (Embedded Sensors)https://archive.ics.uci.edu/ml/datasets/Human+Activity+Recognition+Using+Smartphones
WISDM Wearable Datasethttps://archive.ics.uci.edu/dataset/507/wisdm+smartphone+and+smartwatch+activity+and+biometrics+dataset
Generative AILAION-5B Multimodal Datasethttps://laion.ai/blog/laion-5b/
The Pile (Text Generation)https://pile.eleuther.ai/
Common Crawlhttps://commoncrawl.org/
CelebA (Image Generation)https://mmlab.ie.cuhk.edu.hk/projects/CelebA.html
MusicNet (Audio Generation)https://homes.cs.washington.edu/~thickstn/musicnet.html
CodeSearchNet (Code Generation)https://github.com/github/CodeSearchNet
Neuromorphic ComputingSpiking Heidelberg Digits (SHD)https://ieee-dataport.org/open-access/heidelberg-spiking-datasets
Spiking Speech Commandshttps://zenkelab.org/resources/spiking-heidelberg-datasets-shd/
DVS Gesture Datasethttps://github.com/VicenteAlex/DVS-Gesture-Chain?tab=readme-ov-file
N-MNISThttps://www.garrickorchard.com/datasets/n-mnist
Data Science and AnalyticsUCI Adult Income Datasethttps://archive.ics.uci.edu/ml/datasets/adult
OpenML Benchmark Suitehttps://www.openml.org/search?type=data
World Bank Open Datahttps://data.worldbank.org/
NYC Open Datahttps://www.kaggle.com/datasets/nycopendata/new-york
Self-Supervised LearningYCB Object and Model Sethttps://www.ycbbenchmarks.com/
RoboNet Datasethttps://github.com/SudeepDasari/RoboNet
DROID Robot Manipulation Datasethttps://droid-dataset.github.io/
Oxford RobotCar Datasethttps://robotcar-dataset.robots.ox.ac.uk/
Signals and SystemsMIT-BIH Arrhythmia Databasehttps://physionet.org/content/mitdb/
ECG-ID Databasehttps://physionet.org/content/ecgiddb/
NOAA Signal Datahttps://www.ngdc.noaa.gov/
UCR Time Series Archivehttps://www.timeseriesclassification.com/
PhysioNet Signal Archivehttps://physionet.org/about/database/
BlockchainEthereum Blockchain Datasethttps://www.kaggle.com/datasets/bigquery/ethereum-blockchain
Bitcoin Historical Datahttps://www.kaggle.com/datasets/mczielinski/bitcoin-historical-data
Elliptic Bitcoin Datasethttps://www.kaggle.com/datasets/ellipticco/elliptic-data-set
Blockchain.com Charts Datahttps://www.blockchain.com/charts
5G NetworkITU IMT-2020 Evaluation Datahttps://www.itu.int/md/meetingdoc.asp?lang=en&parent=R19-IMT.2020.SAT-C&source=WP4B
Open5GCore Datasetshttps://github.com/OPENAIRINTERFACE/openairinterface5g
5G NR Channel Model Datahttps://zenodo.org/records/15210986
VANETVeReMi Datasethttps://veremi-dataset.github.io/
Luxembourg SUMO Traffic Datasethttps://github.com/lcodeca/LuSTScenario
NGSIM Vehicle Trajectorieshttps://www.kaggle.com/datasets/nigelwilliams/ngsim-vehicle-trajectory-data-us-101
TAPAS Cologne Traffic Datasethttps://sumo.dlr.de/docs/Data/Scenarios/TAPASCologne.html
V2X CommunicationOPV2V Autonomous Driving Datasethttps://mobility-lab.seas.ucla.edu/opv2v/
DAIR-V2X Datasethttps://github.com/AIR-THU/DAIR-V2X?tab=readme-ov-file#dataset
V2X-Sim Datasethttps://github.com/ai4ce/V2X-Sim
OFDM Wireless CommunicationCOST 207 Channel Model Datahttps://onlinelibrary.wiley.com/doi/epdf/10.1002/0470847808.app5
IEEE 802.11 OFDM Signal Datasethttps://ieee-dataport.org/open-access/deepwiphy-synthetic-and-real-world-ieee-80211ax-ofdm-symbol-dataset
Wireless InSite Ray-Tracing Datasethttps://github.com/sowang46/mmWave_V2X_dataset
MANET (Mobile Ad Hoc Networks)CRAWDAD MANET Traceshttps://crawdad.org/
MIT MANET Mobility Datasethttps://tracebase.org/tracebase/
Manet Routing Datasethttps://www.kaggle.com/datasets/gymprathap/manet-routing-dataset
SDN (Software Defined Networking)ARP SDN Traffic Datasethttps://github.com/nisha077/ARP-SDN-Dataset
InSDN Datasethttps://www.kaggle.com/datasets/badcodebuilder/insdn-dataset
SDN DDoS Datasethttps://ieee-dataport.org/documents/sdn-ddos-attack-image-dataset
Mininet Traffic Datasethttps://data.mendeley.com/datasets/9hz6f62gtk/1
Underwater Sensor NetworkSFI Smart Ocean Acoustic Datasethttps://ieee-dataport.org/open-access/sfi-smart-ocean-dataset-underwater-acoustic-communications
Underwater Acoustic Communication Datasethttps://ieee-dataport.org/documents/band-full-duplex-underwater-acoustic-communication-measurements-lake-environment
UUV Simulator Datahttps://catalog.data.gov/dataset/teamer-electrically-engaged-undulation-system-for-unmanned-underwater-vehicles-7ffb5
Sea Trial Acoustic Datasethttps://zenodo.org/records/6372728
IoT (Internet of Things)IoT-23 Datasethttps://www.stratosphereips.org/datasets-iot23
TON_IoT Datasethttps://research.unsw.edu.au/projects/toniot-datasets
Intel Lab IoT Sensor Datasethttps://db.csail.mit.edu/labdata/labdata.html
Smart Home IoT Datasethttps://www.kaggle.com/datasets/taranvee/smart-home-dataset-with-weather-information
Quantum NetworkingQuantum Internet Datasethttps://zenodo.org/records/17504715
IBM Quantum Network Datahttps://quantum-computing.ibm.com/services/resources
Quantum Entanglement Network Datasethttps://zenodo.org/records/8279583
QKD Experimental Datasethttps://archive.researchdata.leeds.ac.uk/1285/
6G Networks6G Channel Measurement Datasethttps://github.com/ocatak/6g-channel-estimation-dataset
Terahertz Communication Datasethttps://ieee-dataport.org/documents/measurement-based-parameterization-physics-reflection-models-terahertz-communication-s21
Hexa-X 6G Datasethttps://zenodo.org/records/17396743
AI-enabled 6G Network Datasethttps://www.kaggle.com/datasets/ziya07/dynamic-network-slicing-dataset-in-6g-networks
Network RoutingRocketfuel ISP Topology Datasethttps://www.cs.washington.edu/research/networking/rocketfuel/
CAIDA Internet Topology Datahttps://www.caida.org/catalog/datasets/
INET Routing Datasethttps://www.kaggle.com/datasets/asfandyar250/network
Opensource Routing Traceshttps://github.com/BNN-UPC/NetworkModelingDatasets
Intrusion Detection SystemCIC-IDS2017https://www.unb.ca/cic/datasets/ids-2017.html
UNSW-NB15https://research.unsw.edu.au/projects/unsw-nb15-dataset
NSL-KDDhttps://www.unb.ca/cic/datasets/nsl.html
TII-SSRC-23https://ieee-dataport.org/documents/tii-ssrc-23-dataset-edited
DARPA IDS Datasethttps://www.ll.mit.edu/r-d/datasets/1998-darpa-intrusion-detection-evaluation-dataset
MIMO (Multiple Input Multiple Output)DeepMIMO Datasethttps://github.com/DeepMIMO/DeepMIMO
NYU Wireless mmWave MIMO Datasethttps://github.com/nyu-wireless/mmwRobotNav
Massive MIMO Channel Measurementshttps://ieee-dataport.org/open-access/beamspace-channel-dataset-mmwave-massive-mimo
COST 2100 MIMO Datasethttps://www.kaggle.com/datasets/forment/cost2100
Cognitive Radio NetworksCRAWDAD Spectrum Occupancy Measurementshttps://crawdad.org/
Spectrum Measurement Datasethttps://www.kaggle.com/datasets/ajithdari/cass-spectrum-dataset
Electrosense Radio Spectrum Datasethttps://zenodo.org/records/7521246
IEEE 802.22 WRAN Simulation Datahttps://www.ieee802.org/22/
Digital ForensicsDigital Corpora Forensic Imageshttps://digitalcorpora.org/
DFRWS Forensic Challenge Datasetshttps://www.dfrws.org/forensic-challenges/
NIST CFReDS Datasethttps://cfreds.nist.gov/
UC Irvine Memory Forensics Datasethttps://daniyyell.com/datasets/Memory-Forensics-Attack-Simulation-Dataset/
Wireless Body Area Network (WBAN)MHEALTH Datasethttps://archive.ics.uci.edu/ml/datasets/mhealth+dataset
WISDM Wearable Sensor Datasethttps://www.cis.fordham.edu/wisdm/dataset.php
BSN Challenge Datasethttps://physionet.org/content/bhi-2018-challenge/1.0/
LTE (Long Term Evolution)OpenAirInterface LTE Datasethttps://data.europa.eu/data/datasets/oai-zenodo-org-10811147?locale=de
LTE Drive Test Datasethttps://ieee-dataport.org/open-access/technical-university-denmark-lte-drive-test-measurements
Vienna LTE-A Link Level Simulator Datahttps://arxiv.org/html/2603.02638v1
Ad Hoc NetworksMIT Reality Mining Datasethttp://realitycommons.media.mit.edu/realitymining.html
FAN-GHETS24 Ad Hoc Datasethttps://zenodo.org/records/13315419
Helsinki Mobility Traceshttps://www.tracebase.org/tracebase/
Forensic ScienceDigital Corpora Forensic Imageshttps://digitalcorpora.org/
NIST CFReDShttps://cfreds.nist.gov/
DFRWS Forensic Challenge Datasetshttps://www.dfrws.org/forensic-challenges/
GovDocs1 Forensic Corpushttps://digitalcorpora.org/corpora/govdocs
PsychologyOpen Psychometrics Datahttps://openpsychometrics.org/_rawdata/
Human Connectome Projecthttps://www.humanconnectome.org/
Child Mind Institute Datasethttps://www.kaggle.com/competitions/child-mind-institute-problematic-internet-use/data
MIDUS Psychological Studyhttps://midus.wisc.edu/data-access/
APA Open Data Repositoryhttps://www.apa.org/pubs/databases
Public AdministrationWorld Bank Governance Indicatorshttps://www.imf.org/en/publications/sprolls/world-economic-outlook-databases
OECD Public Governance Datahttps://oecd-public-integrity-indicators.org/indicators/
UN Public Administration Datasethttps://publicadministration.un.org/
USA Government Open Datahttps://www.data.gov/
European Open Government Datahttps://data.europa.eu/
EconomicsPenn World Tablehttps://www.rug.nl/ggdc/productivity/pwt/
IMF World Economic Outlook Datahttps://www.data.imf.org/en
World Bank Development Indicatorshttps://databank.worldbank.org/source/world-development-indicators
OECD Economic Outlookhttps://data-explorer.oecd.org/
FRED Economic Datahttps://fred.stlouisfed.org/
International RelationsCorrelates of War Datasethttps://correlatesofwar.org/
UCDP Conflict Datasethttps://ucdp.uu.se/
GDELT Global Events Databasehttps://www.gdeltproject.org/
World Trade Organization Statisticshttps://stats.wto.org/
SIPRI Military Expenditure Databasehttps://www.sipri.org/databases/milex
EducationNational Center for Education Statisticshttps://catalog.data.gov/dataset?publisher=NationalCenterforEducationStatistics%28NCES%29
OECD PISA Datasethttps://www.oecd.org/pisa/data/
World Bank Education Statisticshttps://databank.worldbank.org/source/education-statistics
Open University Learning Analytics Datasethttps://analyse.kmi.open.ac.uk/open-dataset
UCI Student Performance Datasethttps://archive.ics.uci.edu/ml/datasets/student+performance
CommerceUN Comtrade International Trade Datahttps://comtrade.un.org/
World Bank Enterprise Surveyshttps://data360.worldbank.org/en/dataset/WB_ES
Retail Scanner Data (US Census)https://www.kaggle.com/datasets/census/retail-and-retailers-sales-time-series-collection
Eurostat Business Statisticshttps://ec.europa.eu/eurostat
Global Financial Datahttps://github.com/JerBouma/FinanceDatabase
Business AdministrationHarvard Dataverse Business Datasetshttps://dataverse.harvard.edu/
Crunchbase Open Data Maphttps://data.crunchbase.com/
Compustat Financial Datasethttps://www.marketplace.spglobal.com/
IBM HR Analytics Datasethttps://www.kaggle.com/datasets/pavansubhasht/ibm-hr-analytics-attrition-dataset
Wharton Research Data Serviceshttps://wrds.wharton.upenn.edu/
PhysicsCERN Open Data Portalhttps://opendata.cern.ch/
NASA Physical Sciences Datahttps://pds.nasa.gov/
LIGO Open Science Centerhttps://losc.ligo.org/
Materials Project Datasethttps://materialsproject.org/
NIST Physical Measurement Datahttps://www.nist.gov/data
ChemistryPubChem Databasehttps://pubchem.ncbi.nlm.nih.gov/
ChemSpiderhttps://www.chemspider.com/
NIST Chemistry WebBookhttps://webbook.nist.gov/chemistry/
Harvard Clean Energy Project Datasethttps://cepdb.molecularspace.org/
QM9 Molecular Datasethttps://deepchemdata.s3-us-west-1.amazonaws.com/datasets/qm9.csv
MathematicsOEIS Integer Sequenceshttps://oeis.org/
L-Functions and Modular Forms Databasehttps://www.lmfdb.org/
UCI Mathematical Datasetshttps://archive.ics.uci.edu/ml/index.php
Numerical Dataset Archivehttps://www.kaggle.com/datasets/subhashinimariappan/numerical-dataset
Kaggle Mathematical Modeling Datahttps://www.kaggle.com/datasets/xinyilea/mathematical-modeling-data/data
Computational ScienceNERSC Scientific Data Repositoryhttps://www.nersc.gov
Argonne Leadership Computing Facility Datahttps://ieee-dataport.org/documents/argonne-leadership-computing-facility-data-catalog
NASA High-End Computing Datahttps://www.nas.nasa.gov/hecc/
LANL Simulation Datasetshttps://www.kaggle.com/c/LANL-Earthquake-Prediction
StatisticsStatLib Data Archivehttp://lib.stat.cmu.edu/datasets/
UCI Machine Learning Repositoryhttps://archive.ics.uci.edu/ml/
World Bank Statistical Datahttps://databank.worldbank.org/
OECD Statisticshttps://stats.oecd.org/
US Census Bureau Statisticshttps://www.kaggle.com/datasets/census/census-bureau-usa
BiologyNCBI BioProjecthttps://www.ncbi.nlm.nih.gov/bioproject/
Ensembl Genome Databasehttps://www.useast.ensembl.org/
Human Protein Atlashttps://www.proteinatlas.org/
PDB Biological Structureshttps://www.rcsb.org/
BioStudies Databasehttps://www.ebi.ac.uk/biostudies/
BotanyTRY Plant Trait Databasehttps://www.try-db.org/
GBIF Plant Occurrence Datahttps://www.gbif.org/
USDA PLANTS Databasehttps://plants.sc.egov.usda.gov/
Global Biodiversity Information Facility (Plants)https://www.gbif.org/dataset
Plant Phenotyping Datasethttps://www.plant-phenotyping.org/datasets
ZoologyGBIF Animal Occurrence Datahttps://www.gbif.org/
PanTHERIA Mammal Traits Datasethttps://esapubs.org/archive/ecol/E090/184/
Animal Diversity Web Datahttps://animaldiversity.org/
Movebank Animal Tracking Datahttps://www.kaggle.com/datasets/pulkit8595/movebank-animal-tracking
VertNet Vertebrate Datasethttps://vertnet.org/
MicrobiologyNCBI Genome Databasehttps://www.ncbi.nlm.nih.gov/genome/
PATRIC Bacterial Bioinformatics Resourcehttps://www.patricbrc.org/
IMG/M Microbial Genome Databasehttps://img.jgi.doe.gov/
Human Microbiome Projecthttps://www.hmpdacc.org/
MicrobiomeDBhttps://microbiomedb.org/
GeneticsNCBI Gene Databasehttps://www.ncbi.nlm.nih.gov/gene/
1000 Genomes Projecthttps://www.internationalgenome.org/
GWAS Cataloghttps://www.ebi.ac.uk/gwas/
ClinVar Genetic Variantshttps://www.ncbi.nlm.nih.gov/clinvar/
OMIM Genetic Disorders Databasehttps://www.omim.org/
GenomicsENCODE Project Datasethttps://www.encodeproject.org/
GenBankhttps://www.ncbi.nlm.nih.gov/genbank/
TCGA Genomic Datahttps://portal.gdc.cancer.gov/
UCSC Genome Browser Datahttps://genome.ucsc.edu/
ArrayExpress Genomics Datahttps://www.ebi.ac.uk/arrayexpress/
Molecular BiologyProtein Data Bankhttps://www.rcsb.org/docs/general-help/organization-of-3d-structures-in-the-protein-data-bank
UniProt Protein Databasehttps://www.uniprot.org/
BioGRID Interaction Datasethttps://downloads.thebiogrid.org/BioGRID
STRING Protein Interaction Datahttps://string-db.org/
Gene Expression Omnibushttps://www.ncbi.nlm.nih.gov/sites/GDSbrowser/
ImmunologyImmPort Immunology Datahttps://www.immport.org/
IEDB Immune Epitope Databasehttps://www.iedb.org/
Human Cell Atlas Immune Datahttps://www.data.humancellatlas.org/
Vaccine Adverse Event Reporting Systemhttps://vaers.hhs.gov/data.html
FlowRepository Cytometry Datahttps://flowrepository.org/
NeurobiologyAllen Brain Atlashttps://brain-map.org/
OpenNeurohttps://openneuro.org/
Human Connectome Projecthttps://www.humanconnectome.org/
Neurodata Without Bordershttps://www.nwb.org/
CRCNS Neural Data Repositoryhttps://crcns.org/data-sets
BioinformaticsNCBI Sequence Read Archivehttps://www.ncbi.nlm.nih.gov/sra/docs/sradownload/
KEGG Pathway Databasehttps://www.genome.jp/kegg/
Reactome Pathway Datasethttps://reactome.org/download-data
BioMart Data Portalhttps://asia.ensembl.org/info/data/biomart/index.html?
Zenodo Bioinformatics Datasetshttps://www.ncbi.nlm.nih.gov/geo/
Marine BiologyNOAA Oceanographic Datahttps://www.nodc.noaa.gov/
Coral Reef Monitoring Datasethttps://www.kaggle.com/datasets/jxwleong/coral-reef-dataset
World Ocean Atlashttps://www.ncei.noaa.gov/products/world-ocean-atlas
Marine Microbial Eukaryote Transcriptome Projecthttps://gold.jgi.doe.gov/sraexperiment?id=SRX554091
Wildlife BiologyMovebank Wildlife Tracking Datahttps://www.movebank.org/
Global Biodiversity Information Facilityhttps://www.gbif.org/
IUCN Red List Datahttps://www.iucnredlist.org/resources/spatial-data-download
Wildlife Insights Camera Trap Datahttps://www.wildlifeinsights.org/
Living Planet Databasehttps://livingplanetindex.org/data_portal
Human BiologyUK Biobankhttps://www.ukbiobank.ac.uk/
Human Protein Atlashttps://www.proteinatlas.org/
NHANES Health Datasethttps://www.kaggle.com/datasets/cdc/national-health-and-nutrition-examination-survey
Human Cell Atlashttps://www.humancellatlas.org/
GTEx Gene Expression Datasethttps://gtexportal.org/home/