Scientific Data

Article	Citations
Chromosome-level haplotype-resolved genome assembly of bread wheat’s wild relative Aegilops mutica	955
Quantum computing dataset of maximum independent set problem on king lattice of over hundred Rydberg atoms	487
SDUST2023GRA_MSS: the new global marine gravity anomaly model determined from mean sea surface model	430
Shotgun metagenomes from productive lakes in an urban region of Sweden	349
A database of seed plants on taxonomy, geography and ecology in the Qinling-Daba Mountains and adjacent areas	310
Ultra-deep sequencing data from a liquid biopsy proficiency study demonstrating analytic validity	286
Slovak database of speech affected by neurodegenerative diseases	248
Author Correction: Open-access quantitative MRI data of the spinal cord and reproducibility across participants, sites and manufacturers	245
CreelCat, a Catalog of United States Inland Creel and Angler Survey Data	240
Monitoring non-pharmaceutical public health interventions during the COVID-19 pandemic	230
A thermosurvey dataset: Older adults’ experiences and adaptation to urban heat and climate change	205
Unified access to up-to-date residue-level annotations from UniProtKB and other biological databases for PDB data	199
Directional wave buoy data measured near Campbell Island, New Zealand	196
RNA-seq of peripheral blood mononuclear cells of congenital generalized lipodystrophy type 2 patients	193
Author Correction: Mobility networks in Greater Mexico City	188
The Carbon Catalogue, carbon footprints of 866 commercial products from 8 industry sectors and 5 continents	187
Occurrence of human infection with Salmonella Typhi in sub-Saharan Africa	180
Author Correction: The Plegma dataset: Domestic appliance-level and aggregate electricity demand with metadata from Greece	161
The Superfund Research Program Analytics Portal: linking environmental chemical exposure to biological phenotypes	160
District-scale surface temperatures generated from high-resolution longitudinal thermal infrared images	140
Reinterpretation of prostate cancer pathology by Appl1, Sortilin and Syndecan-1 biomarkers	136
A Synthetic Dataset for Semantic Segmentation of Waterbodies in Out-of-Distribution Situations	124
Bioclimatic atlas of the terrestrial Arctic	124
Canopy height model and NAIP imagery pairs across CONUS	114
Linking Research Data with Physically Preserved Research Materials in Chemistry	112

Enrichment of lung cancer computed tomography collections with AI-derived annotations	112
Empowering open data sharing for social good: a privacy-aware approach	110
BUS-UCLM: Breast ultrasound lesion segmentation dataset	103
A Cross Spatio-Temporal Pathology-based Lung Nodule Dataset	100
A semantic approach to mapping the Provenance Ontology to Basic Formal Ontology	99
Statistical performance indicators and index—a new tool to measure country statistical capacity	98
A neuroimaging dataset during sequential color qualia similarity judgments with and without reports	94
Making Mathematical Research Data FAIR: Pathways to Improved Data Sharing	93
Spatial and temporal data to study residential heat decarbonisation pathways in England and Wales	91
A century-long eddy-resolving simulation of global oceanic large- and mesoscale state	91
Author Correction: Whales from space dataset, an annotated satellite image dataset of whales for training machine learning models	88
In toto light sheet fluorescence microscopy live imaging datasets of Ceratitis capitata embryonic development	88
The R package for DICOM to brain imaging data structure conversion	87
Chromosome-level genome assembly of Oriental chestnut gall wasp (Dryocosmus kuriphilus)	87
EEG Dataset for the Recognition of Different Emotions Induced in Voice-User Interaction	86
Multi-proteomics and interactome dataset of tick-borne encephalitis virus infected host cells	86
A large-scale dataset of patient summaries for retrieval-based clinical decision support systems	86
A global dataset of fossil fungi records from the Cenozoic	84
Dynamic urban morphology mapping in Chinese cities based on local climate zone approach	82
The interplay between brain and behavior during development: A multisite effort to generate and share simulated datasets	82
Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infection	81
PPB-Affinity: Protein-Protein Binding Affinity dataset for AI-based protein drug discovery	80
An agenda for addressing bias in conflict data	80
A Frontal Ablation Dataset for 49 Tidewater Glaciers in Greenland	78
Globe-LFMC 2.0, an enhanced and updated dataset for live fuel moisture content research	78
NeuMa - the absolute Neuromarketing dataset en route to an holistic understanding of consumer behaviour	78
Chromosome-level genome assembly of the traditional medicinal plant Lindera aggregata	76
The landscape of abiotic and biotic stress-responsive splice variants with deep RNA-seq datasets in hot pepper	75
FIGARO-E3: a high-resolution extended multi-regional input-output database consistent with official statistics	73
Whole genome and exome sequencing reference datasets from a multi-center and cross-platform benchmark study	73
A dataset of the daily edge of each polynya in the Antarctic	73
A multilayered urban tree dataset of point clouds, quantitative structure and graph models	73
A construction waste landfill dataset of two districts in Beijing, China from high resolution satellite images	72
Ensemble of CMIP6 derived reference and potential evapotranspiration with radiative and advective components	71
Head model dataset for mixed reality navigation in neurosurgical interventions for intracranial lesions	71
A comprehensive genomic and transcriptomic dataset of triple-negative breast cancers	71
A western United States snow reanalysis dataset over the Landsat era from water years 1985 to 2021	70
Home monitoring with connected mobile devices for asthma attack prediction with machine learning	70
Dataset on the effects of psychological care on depression and suicide ideation in underrepresented children	69
Global Ocean Particulate Organic Phosphorus, Carbon, Oxygen for Respiration, and Nitrogen (GO-POPCORN)	69
Enhancing radiomics and Deep Learning systems through the standardization of medical imaging workflows	68
Generating FAIR research data in experimental tribology	68
Analysis of AlphaMissense data in different protein groups and structural context	68
An 8-model ensemble of CMIP6-derived ocean surface wave climate	67
A focus groups study on data sharing and research data management	67
Chromosome-level assemblies of cultivated water chestnut Trapa bicornis and its wild relative Trapa incisa	67
T1DiabetesGranada: a longitudinal multi-modal dataset of type 1 diabetes mellitus	67
OPERAnet, a multimodal activity recognition dataset acquired from radio frequency and vision-based sensors	67
Scenarios of future Indian electricity demand accounting for space cooling and electric vehicle adoption	67
A Global Database of Soil Plant Available Phosphorus	67

A large EEG dataset for studying cross-session variability in motor imagery brain-computer interface	66
A daily high-resolution (1 km) human thermal index collection over the North China Plain from 2003 to 2020	64
A large-scale multi-label 12-lead electrocardiogram database with standardized diagnostic statements	63
Dataset on heavy metal pollution assessment in freshwater ecosystems	63
An open-access database of nature-based carbon offset project boundaries	63
Very High Resolution Projections over Italy under different CMIP5 IPCC scenarios	62
China’s provincial process CO2 emissions from cement production during 1993–2019	61
An open dataset for oracle bone character recognition and decipherment	61
A dataset for deep learning based detection of printed circuit board surface defect	61
QMugs, quantum mechanical properties of drug-like molecules	60
An automatic multi-tissue human fetal brain segmentation benchmark using the Fetal Tissue Annotation Dataset	60
RailFOD23: A dataset for foreign object detection on railroad transmission lines	59
Scaling up SoccerNet with multi-view spatial localization and re-identification	58
GARD-LENS: A downscaled large ensemble dataset for understanding future climate and its uncertainties	58
Exploring the electrophysiology of Parkinson’s disease with magnetoencephalography and deep brain recordings	58
Optimizing drug combination and mechanism analysis based on risk pathway crosstalk in pan cancer	58
A 24-hour population distribution dataset based on mobile phone data from Helsinki Metropolitan Area, Finland	57
Machine learning-ready remote sensing data for Maya archaeology	57
Hydrological model-based streamflow reconstruction for Indian sub-continental river basins, 1951–2021	56
Multimodal Data for the Detection of Freezing of Gait in Parkinson’s Disease	56
Global monthly gridded atmospheric carbon dioxide concentrations under the historical and future scenarios	56
Chinese environmentally extended input-output database for 2017 and 2018	55
Metagenomic sequencing and reconstruction of 82 microbial genomes from barley seed communities	54
Constructing a global human epidemic database using open-source digital biosurveillance	54
3D motion analysis dataset of healthy young adult volunteers walking and running on overground and treadmill	54
Measurement of ship-generated waves in German coastal waterways from 1998–2022	54
LungHist700: A dataset of histological images for deep learning in pulmonary pathology	53
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and Beyond	53
REAL-Colon: A dataset for developing real-world AI applications in colonoscopy	52
Mobility of Erasmus+ students in Europe: Geolocated individual and aggregate mobility flows from 2014 to 2022	52
High-resolution ethograms, accelerometer recordings, and behavioral time series of Japanese quail	52
A database of in situ water temperatures for large inland lakes across the coterminous United States	52
Contextualized race and ethnicity annotations for clinical text from MIMIC-III	51
Chromosome-scale genome assembly and annotation of Xenocypris argentea	51
Accumulation-depuration data collection in support of toxicokinetic modelling	51
An Observation-Based Dataset of Global Sub-Daily Precipitation Indices (GSDR-I)	50
Multiorder hydrologic Position for Europe — a Set of Features for Machine Learning and Analysis in Hydrology	50
Global photovoltaic solar panel dataset from 2019 to 2022	50
A soil database from Queretaro, Mexico for assessment of crop and irrigation water requirements	49
A Chinese Face Dataset with Dynamic Expressions and Diverse Ages Synthesized by Deep Learning	49
Combining citizen science data and literature to build a traits dataset of Taiwan’s birds	48
Global inventory of species categorized by known underwater sonifery	48
Gap-free 16-year (2005–2020) sub-diurnal surface meteorological observations across Florida	48
A two-year dataset of energy, environment, and system operations for an ultra-low energy office building	48
Endoscapes, a critical view of safety and surgical scene segmentation dataset for laparoscopic cholecystectomy	48
NuInsSeg: A fully annotated dataset for nuclei instance segmentation in H&E-stained histological images	48
Cognitive tasks, anatomical MRI, and functional MRI data evaluating the construct of self-regulation	48
MSPB: a longitudinal multi-sensor dataset with phenotypic trait measurements from honey bees	48
A near-complete chromosome-level genome assembly of looseleaf lettuce (Lactuca sativa var. crispa)	47
Mapping Road Surface Type of Kenya Using OpenStreetMap and High-resolution Google Satellite Imagery	47
Haplotype-resolved chromosome-level genome assembly of Ehretia macrophylla	47
An Experimental and Clinical Physiological Signal Dataset for Automated Pain Recognition	46
A multi-site, multi-modal travelling-heads resource for brain MRI harmonisation	46
Observing the Central Arctic Atmosphere and Surface with University of Colorado uncrewed aircraft systems	46
Dual Radar: A Multi-modal Dataset with Dual 4D Radar for Autononous Driving	46
Dataset of the suitability of major food crops in Africa under climate change	46
Molecular structural dataset of lignin macromolecule elucidating experimental structural compositions	46
Dataset on child vaccination in Brazil from 1996 to 2021	46
A geospatial database of close-to-reality travel times to obstetric emergency care in 15 Nigerian conurbations	45
Inventory of shallow landslides triggered by extreme precipitation in July 2023 in Beijing, China	45
Georectified polygon database of ground-mounted large-scale solar photovoltaic sites in the United States	45
A pseudoproxy emulation of the PAGES 2k database using a hierarchy of proxy system models	45
GriddingMachine, a database and software for Earth system modeling at global and regional scales	43
Ontology for the Avida digital evolution platform	43
PEARL-Neuro Database: EEG, fMRI, health and lifestyle data of middle-aged people at risk of dementia	43
Improved high quality sand fly assemblies enabled by ultra low input long read sequencing	43
A large-scale multicenter breast cancer DCE-MRI benchmark dataset with expert segmentations	43
Analysis of metabolic dynamics during drought stress in Arabidopsis plants	43
ROBIN: Reference observatory of basins for international hydrological climate change detection	43
Daily station-level records of air temperature, snow depth, and ground temperature in the Northern Hemisphere	42
Global nature run data with realistic high-resolution carbon weather for the year of the Paris Agreement	42
A global dataset on mungbean for managing seed yield and quality	42
A new high-resolution global topographic factor dataset calculated based on SRTM	42
A chromosome-scale reference genome of grasspea (Lathyrus sativus)	42
Chromosome-level genome assembly of Odontothrips loti Haliday (Thysanoptera: Thripidae)	42
The W2024 database of the water isotopologue $${{\rm{H}}}_{2}^{\,16}{\rm{O}}$$	42
A biologging database of juvenile white sharks from the northeast Pacific	41
Confocal imaging dataset to assess endothelial cell orientation during extreme glucose conditions	41
Borrelia PeptideAtlas: A proteome resource of common Borrelia burgdorferi isolates for Lyme research	41
Bimodal electroencephalography-functional magnetic resonance imaging dataset for inner-speech recognition	41

Historical dataset details the distribution, extent and form of lost Ostrea edulis reef ecosystems	40
Publisher Correction: Chromosome-level genome assembly and annotation of xerophyte secretohalophyte Reaumuria soongarica	40
Assessing temporal dynamics of nitrogen surplus in Indian agriculture: district scale data from 1966 to 2017	40
A Multidisciplinary Multimodal Aligned Dataset for Academic Data Processing	40
24-hour average PM2.5 concentration caused by aircraft in Chinese airports from Jan. 2006 to Dec. 2023	40
Sm-Nd Isotope Data Compilation from Geoscientific Literature Using an Automated Tabular Extraction Method	40
Manually annotated and curated Dataset of diverse Weed Species in Maize and Sorghum for Computer Vision	40
An East Antarctic, sub-annual resolution water isotope record from the Mount Brown South Ice core	39
The HAInich: A multidisciplinary vision data-set for a better understanding of the forest ecosystem	39
Author Correction: Geographical characterisation of British urban form and function using the spatial signatures framework	39
BIRAFFE2, a multimodal dataset for emotion-based personalization in rich affective game environments	39
The genome assembly and annotation of the cricket Gryllus longicercus	39
An integrated multi-source dataset of elasmobranchs in the Red Sea following the Red Sea Decade Expedition	39
SignEEG v1.0: Multimodal Dataset with Electroencephalography and Hand-written Signature for Biometric Systems	39
A database with frailty, functional and inertial gait metrics for the research of fall causes in older adults	39
1.5 million materials narratives generated by chatbots	39
A global dataset on species occurrences and functional traits of Schizothoracinae fish	38
A benchmark for domain adaptation and generalization in smartphone-based human activity recognition	38
Distribution of soil macrofauna across different habitats in the Eastern European Alps	38
A combined microbial and biogeochemical dataset from high-latitude ecosystems with respect to methane cycle	38
A Biomechanical Dataset of 1,798 Healthy and Injured Subjects During Treadmill Walking and Running	37
Hong Kong Corpus of Chinese Sentence and Passage Reading	37
Chromosome-level genome assembly and annotation of the Yunling cattle with PacBio and Hi-C sequencing data	37
A tree-based corpus annotated with Cyber-Syndrome, symptoms, and acupoints	37
Innovative molecular networking analysis of steroids and characterisation of the urinary steroidome	37
A speech corpus of Quechua Collao for automatic dimensional emotion recognition	36
Acting Emotions: a comprehensive dataset of elicited emotions	36
Coral community data Heron Island Great Barrier Reef 1962–2016	36
Sharkipedia: a curated open access database of shark and ray life history traits and abundance time-series	36
ValLAI_Crop, a validation dataset for coarse-resolution satellite LAI products over Chinese cropland	36
A point-of-use drinking water quality dataset from fieldwork in Detroit, Michigan	35
Datasets for characterizing extreme events relevant to hydrologic design over the conterminous United States	35
Harmonized Database of Western U.S. Water Rights (HarDWR) v.1	35
Analysis-ready optical underwater images of Manganese-nodule covered seafloor of the Clarion-Clipperton Zone	35
Data scheme and data format for transferable force fields for molecular simulation	35
Detection of differential bait proteoforms through immunoprecipitation-mass spectrometry data analysis	35
Surrounding road density of child care centers in Australia	35
Daily precipitation dataset at 0.1° for the Yarlung Zangbo River basin from 2001 to 2015	34
Dataset of soil hydraulic parameters in the Yellow River Basin based on in situ deep sampling	34
Chromosome-level genome assemblies of sunflower oilseed and confectionery cultivars	34
PTB-XL+, a comprehensive electrocardiographic feature dataset	34
A multi-year campus-level smart meter database	34
A panel sequencing dataset of peripheral blood gene variations in pan-cancer	34
A chromosome-level genome assembly of skipjack tuna, Katsuwonus pelamis (Perciformes: Scombridae)	34
An RNA-seq time series of the medaka pituitary gland during sexual maturation	34
A dataset of riverine nitrogen yield across watersheds in the Conterminous United States	34
Spatial transcriptome profiling of normal human liver	33
A benchmark GaoFen-7 dataset for building extraction from satellite images	33
COFACTOR Drammen dataset - 4 years of hourly energy use data from 45 public buildings in Drammen, Norway	33
High resolution climate change observations and projections for the evaluation of heat-related extremes	33
3DSC - a dataset of superconductors including crystal structures	33
An ageing study of twenty 18650 lithium-ion Graphite/LFP cells in first and second life use	33
An intra-annual 30-m dataset of small lakes of the Qilian Mountains for the period 1987–2020	33
Seven years of time-tracking data capturing collaboration and failure dynamics: the Gryzzly dataset	33
Quantum chemical calculations of lithium-ion battery electrolyte and interphase species	32
ISARIC-COVID-19 dataset: A Prospective, Standardized, Global Dataset of Patients Hospitalized with COVID-19	32
AVDOS-VR: Affective Video Database with Physiological Signals and Continuous Ratings Collected Remotely in VR	32
Sentinel-3 Altimetry Thematic Products for Hydrology, Sea Ice and Land Ice	32
An EEG Dataset of Neural Signatures in a Competitive Two-Player Game Encouraging Deceptive Behavior	32
Three-dimensional chromatin architecture datasets for aging and Alzheimer’s disease	32
ResOpsUS, a dataset of historical reservoir operations in the contiguous United States	32
Characterization of hormone-producing cell types in the teleost pituitary gland using single-cell RNA-seq	32
Discrete typing units of Trypanosoma cruzi: Geographical and biological distribution in the Americas	32
Perovskite- and Dye-Sensitized Solar-Cell Device Databases Auto-generated Using ChemDataExtractor	32
Global hydro-environmental lake characteristics at high spatial resolution	31
Brightfield vs Fluorescent Staining Dataset–A Test Bed Image Set for Machine Learning based Virtual Staining	31
A database of mapped global fishing activity 1950–2017	31
Chromosome-level genome assembly of the sap beetle Glischrochilus (Librodor) japonius (Coleoptera: Nitidulidae)	31
Big data collection in pharmaceutical manufacturing and its use for product quality predictions	31
ReaLSAT, a global dataset of reservoir and lake surface area variations	31
A taxonomic, genetic and ecological data resource for the vascular plants of Britain and Ireland	31
A hierarchical inventory of the world’s mountains for global comparative mountain science	30
Bias-corrected NESM3 global dataset for dynamical downscaling under 1.5 °C and 2 °C global warming scenarios	30
A dataset of eye gaze images for calibration-free eye tracking augmented reality headset	30
NEON-SD: A 30-m Structural Diversity Product Derived from the NEON Discrete-Return LiDAR Point Cloud	30
A clinical microscopy dataset to develop a deep learning diagnostic test for urinary tract infection	30
A global dataset of terrestrial evapotranspiration and soil moisture dynamics from 1982 to 2020	30
Abrasivity database of different genetic rocks based on CERCHAR Abrasivity Test	30
Elaboration of a new framework for fine-grained epidemiological annotation	30
A high-quality genome assembly of the waterlily aphid Rhopalosiphum nymphaeae	30
Global 1 km × 1 km gridded revised real gross domestic product and electricity consumption during 1992–2019 based on calibrated nighttime light data	30
A dataset of hourly sea surface temperature from drifting buoys	30
Bioclimatic indicators dataset for the orographically complex Canary Islands archipelago	30
Library of rough hailstone backscattering coefficients at 2.8 GHz	30
Environmental risks to humans, the first database of valence and arousal ratings for images of natural hazards	29
Reconstructed SPECT images of 177Lu homogeneous cylindrical phantom used for calibration and texture analysis	29
Measuring the presence and incidence of cholera in Hindustan: New data from primary sources for the colonial era	29
Publisher Correction: Chromosome-scale assembly and high-density genetic map of the yellow drum, Nibea albiflora	29
A multi-omics dataset of the response to early plant polysaccharide ingestion in rabbits	29
Unfolding the downloads of datasets: A multifaceted exploration of influencing factors	29
A global ocean dissolved organic phosphorus concentration database (DOPv2021)	29
Interaction networks of Escherichia coli replication proteins under different bacterial growth conditions	29
MeadoWatch: a long-term community-science database of wildflower phenology in Mount Rainier National Park	29
A 14-year time series of marine megafauna bycatch in the Italian midwater pair trawl fishery	29
Paired field and water measurements from drainage management practices in row-crop agriculture	29