Scientific Data

Article	Citations
Shotgun metagenomes from productive lakes in an urban region of Sweden	1256
A database of seed plants on taxonomy, geography and ecology in the Qinling-Daba Mountains and adjacent areas	563
Ultra-deep sequencing data from a liquid biopsy proficiency study demonstrating analytic validity	528
Slovak database of speech affected by neurodegenerative diseases	419
CreelCat, a Catalog of United States Inland Creel and Angler Survey Data	354
Unified access to up-to-date residue-level annotations from UniProtKB and other biological databases for PDB data	344
Directional wave buoy data measured near Campbell Island, New Zealand	306
RNA-seq of peripheral blood mononuclear cells of congenital generalized lipodystrophy type 2 patients	303
Author Correction: Mobility networks in Greater Mexico City	287
Occurrence of human infection with Salmonella Typhi in sub-Saharan Africa	286
Reinterpretation of prostate cancer pathology by Appl1, Sortilin and Syndecan-1 biomarkers	279
Author Correction: The Plegma dataset: Domestic appliance-level and aggregate electricity demand with metadata from Greece	279
A Synthetic Dataset for Semantic Segmentation of Waterbodies in Out-of-Distribution Situations	242
Linking Research Data with Physically Preserved Research Materials in Chemistry	234
Empowering open data sharing for social good: a privacy-aware approach	205
A daily high-resolution (1 km) human thermal index collection over the North China Plain from 2003 to 2020	189
The first high-quality chromosome-level genome of Parupeneus biaculeatus using HiFi and Hi-C data	154
Author Correction: Whales from space dataset, an annotated satellite image dataset of whales for training machine learning models	144
Chromosome-level genome assembly of the Rhizoctonia solani	144
The R package for DICOM to brain imaging data structure conversion	141
Chromosome-level genome assembly of Oriental chestnut gall wasp (Dryocosmus kuriphilus)	137
Multi-proteomics and interactome dataset of tick-borne encephalitis virus infected host cells	137
EEG Dataset for the Recognition of Different Emotions Induced in Voice-User Interaction	129
A global dataset of fossil fungi records from the Cenozoic	127
The interplay between brain and behavior during development: A multisite effort to generate and share simulated datasets	124

Dynamic urban morphology mapping in Chinese cities based on local climate zone approach	124
A dataset of the daily edge of each polynya in the Antarctic	113
OPERAnet, a multimodal activity recognition dataset acquired from radio frequency and vision-based sensors	109
A comprehensive genomic and transcriptomic dataset of triple-negative breast cancers	104
Molecular landscape of respiratory infection: A large-scale, multi-centre blood transcriptome dataset	104
The landscape of abiotic and biotic stress-responsive splice variants with deep RNA-seq datasets in hot pepper	103
Statistical performance indicators and index—a new tool to measure country statistical capacity	103
Multimodal Data for the Detection of Freezing of Gait in Parkinson’s Disease	102
An Enhanced Phenology Dataset for Global Drylands from 2001 to 2019	101
Students’ performance dataset for using machine learning technique in physics education research	99
A 24-hour population distribution dataset based on mobile phone data from Helsinki Metropolitan Area, Finland	98
Near-complete reference genome assembly of Hoya carnosa	98
A large-scale multi-label 12-lead electrocardiogram database with standardized diagnostic statements	97
Enhancing radiomics and Deep Learning systems through the standardization of medical imaging workflows	97
PAVC: The foundation for a Pan-Arctic Vegetation Cover database	94
Exploring the electrophysiology of Parkinson’s disease with magnetoencephalography and deep brain recordings	94
A Field-Level Asset Mapping Dataset for England’s Agricultural Sector	92
Ensemble of CMIP6 derived reference and potential evapotranspiration with radiative and advective components	89
A Cross Spatio-Temporal Pathology-based Lung Nodule Dataset	89
China’s provincial process CO2 emissions from cement production during 1993–2019	88
A construction waste landfill dataset of two districts in Beijing, China from high resolution satellite images	88
A thermosurvey dataset: Older adults’ experiences and adaptation to urban heat and climate change	88
NeuMa - the absolute Neuromarketing dataset en route to an holistic understanding of consumer behaviour	87
Generating FAIR research data in experimental tribology	87
A Frontal Ablation Dataset for 49 Tidewater Glaciers in Greenland	85
FIGARO-E3: a high-resolution extended multi-regional input-output database consistent with official statistics	85
Chromosome-level genome assembly of the traditional medicinal plant Lindera aggregata	84
An open-access database of nature-based carbon offset project boundaries	83
Chromosome-level assemblies of cultivated water chestnut Trapa bicornis and its wild relative Trapa incisa	82
A global 1 km resolution daily surface longwave radiation product from MODIS satellite data from 2000–2023	82
Head model dataset for mixed reality navigation in neurosurgical interventions for intracranial lesions	81
Machine learning-ready remote sensing data for Maya archaeology	81
Global Ocean Particulate Organic Phosphorus, Carbon, Oxygen for Respiration, and Nitrogen (GO-POPCORN)	79
The Superfund Research Program Analytics Portal: linking environmental chemical exposure to biological phenotypes	79
Author Correction: Open-access quantitative MRI data of the spinal cord and reproducibility across participants, sites and manufacturers	78
A neuroimaging dataset during sequential color qualia similarity judgments with and without reports	77
PPB-Affinity: Protein-Protein Binding Affinity dataset for AI-based protein drug discovery	76
Canopy height model and NAIP imagery pairs across CONUS	76
ML-extendable framework for multiphysics-multiscale simulation workflow and data management using Kadi4Mat	76
Sea ice records over more than a century at an observatory facing the Okhotsk coast of Hokkaido, Japan	75
SDUST2023GRA_MSS: the new global marine gravity anomaly model determined from mean sea surface model	75
Unveiling the Spatiotemporal Dynamics of Global Brain Circulation: A Comprehensive Corpus (2000–2024)	74
Scaling up SoccerNet with multi-view spatial localization and re-identification	74
Monitoring non-pharmaceutical public health interventions during the COVID-19 pandemic	73
MarNemaFunDiv: a first comprehensive dataset of functional traits for marine nematodes	73
Spatial and temporal data to study residential heat decarbonisation pathways in England and Wales	72
A dataset of scientific dates from archaeological sites in eastern Africa spanning 5000 BCE to 1800 CE	72
District-scale surface temperatures generated from high-resolution longitudinal thermal infrared images	71
Making Mathematical Research Data FAIR: Pathways to Improved Data Sharing	71
Multi-Domain Indoor Dataset for Visual Place Recognition and Anomaly Detection by Mobile Robots	71

Chromosome-level genome assembly of rock carp (Procypris rabaudi)	70
BUS-UCLM: Breast ultrasound lesion segmentation dataset	69
Dataset on heavy metal pollution assessment in freshwater ecosystems	68
An open dataset for oracle bone character recognition and decipherment	67
Globe-LFMC 2.0, an enhanced and updated dataset for live fuel moisture content research	64
GARD-LENS: A downscaled large ensemble dataset for understanding future climate and its uncertainties	64
Bioclimatic atlas of the terrestrial Arctic	64
The Carbon Catalogue, carbon footprints of 866 commercial products from 8 industry sectors and 5 continents	63
A haplotype-resolved chromosomal-level genome assembly of Oxalis articulata	63
A century-long eddy-resolving simulation of global oceanic large- and mesoscale state	63
What’s the TEE: Metrics of Temperature Extremes in Europe NUTS Regions (1980-2024)	62
Mediterranean marine sediment cores database: unlocking paleoclimatic signals for the last 20,000 years	62
Dataset on the effects of psychological care on depression and suicide ideation in underrepresented children	61
RailFOD23: A dataset for foreign object detection on railroad transmission lines	61
An agenda for addressing bias in conflict data	61
In toto light sheet fluorescence microscopy live imaging datasets of Ceratitis capitata embryonic development	61
Hydrological model-based streamflow reconstruction for Indian sub-continental river basins, 1951–2021	59
A focus groups study on data sharing and research data management	59
A multilayered urban tree dataset of point clouds, quantitative structure and graph models	59
A semantic approach to mapping the Provenance Ontology to Basic Formal Ontology	58
T1DiabetesGranada: a longitudinal multi-modal dataset of type 1 diabetes mellitus	58
Chromosome-level haplotype-resolved genome assembly of bread wheat’s wild relative Aegilops mutica	58
Optimizing drug combination and mechanism analysis based on risk pathway crosstalk in pan cancer	58
Whole genome and exome sequencing reference datasets from a multi-center and cross-platform benchmark study	58
Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infection	57
An 8-model ensemble of CMIP6-derived ocean surface wave climate	57
Identifying Cocoa Flower Visitors: A Deep Learning Dataset	57
Very High Resolution Projections over Italy under different CMIP5 IPCC scenarios	57
A large EEG dataset for studying cross-session variability in motor imagery brain-computer interface	57
Chinese environmentally extended input-output database for 2017 and 2018	56
A western United States snow reanalysis dataset over the Landsat era from water years 1985 to 2021	56
Enrichment of lung cancer computed tomography collections with AI-derived annotations	56
F-DATA: A Fugaku Workload Dataset for Job-centric Predictive Modelling in HPC Systems	56
Home monitoring with connected mobile devices for asthma attack prediction with machine learning	55
Tsunami Runup Survey Data From The Taan Fjord Landslide Event	54
A database of steric and electronic properties of heteroaryl substituents	54
A dataset for deep learning based detection of printed circuit board surface defect	54
Quantum computing dataset of maximum independent set problem on king lattice of over hundred Rydberg atoms	53
A large-scale dataset of patient summaries for retrieval-based clinical decision support systems	53
QMugs, quantum mechanical properties of drug-like molecules	53
Global monthly gridded atmospheric carbon dioxide concentrations under the historical and future scenarios	52
Analysis of AlphaMissense data in different protein groups and structural context	52
A Global Database of Soil Plant Available Phosphorus	52
Measurement of ship-generated waves in German coastal waterways from 1998–2022	51
Constructing a global human epidemic database using open-source digital biosurveillance	51
Global photovoltaic solar panel dataset from 2019 to 2022	50
A database of in situ water temperatures for large inland lakes across the coterminous United States	50
Seven years of time-tracking data capturing collaboration and failure dynamics: the Gryzzly dataset	50
Mobility of Erasmus+ students in Europe: Geolocated individual and aggregate mobility flows from 2014 to 2022	50
Chromosome-scale genome assembly and annotation of Xenocypris argentea	50
Metagenomic sequencing and reconstruction of 82 microbial genomes from barley seed communities	50
Accumulation-depuration data collection in support of toxicokinetic modelling	49
A Chinese Face Dataset with Dynamic Expressions and Diverse Ages Synthesized by Deep Learning	49
A global dataset on mungbean for managing seed yield and quality	49
A multi-site, multi-modal travelling-heads resource for brain MRI harmonisation	49
Ontology for the Avida digital evolution platform	49
Dataset on child vaccination in Brazil from 1996 to 2021	48
OSMlanduse a dataset of European Union land use at 10 m resolution derived from OpenStreetMap and Sentinel-2	48
A near-complete chromosome-level genome assembly of looseleaf lettuce (Lactuca sativa var. crispa)	48
Bias-corrected NESM3 global dataset for dynamical downscaling under 1.5 °C and 2 °C global warming scenarios	48
Haplotype-resolved chromosome-level genome assembly of Ehretia macrophylla	48
Sentinel-3 Altimetry Thematic Products for Hydrology, Sea Ice and Land Ice	48
A chromosome-scale reference genome of grasspea (Lathyrus sativus)	47
SignEEG v1.0: Multimodal Dataset with Electroencephalography and Hand-written Signature for Biometric Systems	47
Combining citizen science data and literature to build a traits dataset of Taiwan’s birds	47
Contextualized race and ethnicity annotations for clinical text from MIMIC-III	47
A database of mapped global fishing activity 1950–2017	47
A geospatial database of close-to-reality travel times to obstetric emergency care in 15 Nigerian conurbations	46
Hong Kong Corpus of Chinese Sentence and Passage Reading	46
Gap-free 16-year (2005–2020) sub-diurnal surface meteorological observations across Florida	46
High-resolution ethograms, accelerometer recordings, and behavioral time series of Japanese quail	46
Spatial transcriptome profiling of normal human liver	46
Surrounding road density of child care centers in Australia	46
Daily precipitation dataset at 0.1° for the Yarlung Zangbo River basin from 2001 to 2015	45
Bimodal electroencephalography-functional magnetic resonance imaging dataset for inner-speech recognition	45
Assessing temporal dynamics of nitrogen surplus in Indian agriculture: district scale data from 1966 to 2017	44
The W2024 database of the water isotopologue $${{\rm{H}}}_{2}^{\,16}{\rm{O}}$$	44
Daily station-level records of air temperature, snow depth, and ground temperature in the Northern Hemisphere	44
A Biomechanical Dataset of 1,798 Healthy and Injured Subjects During Treadmill Walking and Running	44
MiTra: A Drone-Based Trajectory Data for an All-Traffic-State Inclusive Freeway with Ramps	44

A curated dataset on the distribution of West Palaearctic freshwater bivalves	44
In vivo submillimeter diffusion MRI dataset of 9 macaque brains curated for tractography	44
A biologging database of juvenile white sharks from the northeast Pacific	43
1.5 million materials narratives generated by chatbots	43
Confocal imaging dataset to assess endothelial cell orientation during extreme glucose conditions	43
Borrelia PeptideAtlas: A proteome resource of common Borrelia burgdorferi isolates for Lyme research	43
Global nature run data with realistic high-resolution carbon weather for the year of the Paris Agreement	43
Publisher Correction: Chromosome-level genome assembly and annotation of xerophyte secretohalophyte Reaumuria soongarica	42
The HAInich: A multidisciplinary vision data-set for a better understanding of the forest ecosystem	42
Sm-Nd Isotope Data Compilation from Geoscientific Literature Using an Automated Tabular Extraction Method	42
Author Correction: Geographical characterisation of British urban form and function using the spatial signatures framework	42
A Multidisciplinary Multimodal Aligned Dataset for Academic Data Processing	42
Chromosome-level genome assembly and annotation of the Yunling cattle with PacBio and Hi-C sequencing data	41
A benchmark for domain adaptation and generalization in smartphone-based human activity recognition	41
Innovative molecular networking analysis of steroids and characterisation of the urinary steroidome	41
A combined microbial and biogeochemical dataset from high-latitude ecosystems with respect to methane cycle	41
Coral community data Heron Island Great Barrier Reef 1962–2016	41
A tree-based corpus annotated with Cyber-Syndrome, symptoms, and acupoints	41
An integrated multi-source dataset of elasmobranchs in the Red Sea following the Red Sea Decade Expedition	41
A speech corpus of Quechua Collao for automatic dimensional emotion recognition	40
Detection of differential bait proteoforms through immunoprecipitation-mass spectrometry data analysis	40
Harmonized Database of Western U.S. Water Rights (HarDWR) v.1	40
ValLAI_Crop, a validation dataset for coarse-resolution satellite LAI products over Chinese cropland	40
A panel sequencing dataset of peripheral blood gene variations in pan-cancer	39
A dataset of riverine nitrogen yield across watersheds in the Conterminous United States	39
Sharkipedia: a curated open access database of shark and ray life history traits and abundance time-series	39
Haplotype-resolved T2T genome assembly of the pear cultivar ‘Danxiahong’	39
A multimodal dataset for coronary microvascular disease biomarker discovery	39
Data scheme and data format for transferable force fields for molecular simulation	39
COFACTOR Drammen dataset - 4 years of hourly energy use data from 45 public buildings in Drammen, Norway	39
3D motion analysis dataset of healthy young adult volunteers walking and running on overground and treadmill	39
Endoscapes, a critical view of safety and surgical scene segmentation dataset for laparoscopic cholecystectomy	39
Chromosome-level genome assembly of Odontothrips loti Haliday (Thysanoptera: Thripidae)	39
A chromosome-level genome assembly of skipjack tuna, Katsuwonus pelamis (Perciformes: Scombridae)	39
An RNA-seq time series of the medaka pituitary gland during sexual maturation	39
A pseudoproxy emulation of the PAGES 2k database using a hierarchy of proxy system models	39
Improved high quality sand fly assemblies enabled by ultra low input long read sequencing	39
An East Antarctic, sub-annual resolution water isotope record from the Mount Brown South Ice core	39
A multi-year campus-level smart meter database	39
Distribution of soil macrofauna across different habitats in the Eastern European Alps	38
Chromosome-level genome assembly of the sap beetle Glischrochilus (Librodor) japonius (Coleoptera: Nitidulidae)	38
A curated bacterial and archaeal 16S rRNA Gene Oral Sequences dataset	38
Comprehensive curation and validation of genomic datasets for chestnut	38
A corpus and a modular infrastructure for the empirical study of (an)notated music	38
RecyBat24: a dataset for detecting lithium-ion batteries in electronic waste disposal	38
The genome assembly and annotation of the cricket Gryllus longicercus	37
Historical dataset details the distribution, extent and form of lost Ostrea edulis reef ecosystems	37
Inventory of shallow landslides triggered by extreme precipitation in July 2023 in Beijing, China	37
24-hour average PM2.5 concentration caused by aircraft in Chinese airports from Jan. 2006 to Dec. 2023	37
ROBIN: Reference observatory of basins for international hydrological climate change detection	37
Acting Emotions: a comprehensive dataset of elicited emotions	37
An intra-annual 30-m dataset of small lakes of the Qilian Mountains for the period 1987–2020	37
STInt: An integrated dataset covering science, technology and industry information in the pharmaceutical field	37
AVDOS-VR: Affective Video Database with Physiological Signals and Continuous Ratings Collected Remotely in VR	37
MSPB: a longitudinal multi-sensor dataset with phenotypic trait measurements from honey bees	36
Georectified polygon database of ground-mounted large-scale solar photovoltaic sites in the United States	36
Discrete typing units of Trypanosoma cruzi: Geographical and biological distribution in the Americas	36
Psilocybin’s acute and persistent brain effects: a precision imaging drug trial	36
Brightfield vs Fluorescent Staining Dataset–A Test Bed Image Set for Machine Learning based Virtual Staining	36
GriddingMachine, a database and software for Earth system modeling at global and regional scales	36
Characterization of hormone-producing cell types in the teleost pituitary gland using single-cell RNA-seq	35
ReaLSAT, a global dataset of reservoir and lake surface area variations	35
An ageing study of twenty 18650 lithium-ion Graphite/LFP cells in first and second life use	35
PEARL-Neuro Database: EEG, fMRI, health and lifestyle data of middle-aged people at risk of dementia	35
3DSC - a dataset of superconductors including crystal structures	35
A hierarchical inventory of the world’s mountains for global comparative mountain science	35
Manually annotated and curated Dataset of diverse Weed Species in Maize and Sorghum for Computer Vision	35
Three-dimensional chromatin architecture datasets for aging and Alzheimer’s disease	35
A chromosomal-level genome assembly of Odontolabis cuvera Hope, 1842 (Coleoptera: Lucanidae)	34
Mapping Road Surface Type of Kenya Using OpenStreetMap and High-resolution Google Satellite Imagery	34
High resolution climate change observations and projections for the evaluation of heat-related extremes	34
Underground well water level observation grid dataset from 2005 to 2022	34
NuInsSeg: A fully annotated dataset for nuclei instance segmentation in H&E-stained histological images	34
Observing the Central Arctic Atmosphere and Surface with University of Colorado uncrewed aircraft systems	34
A benchmark GaoFen-7 dataset for building extraction from satellite images	34
Variation of winter wheat phenology dataset in Huang Huai Hai Plain of China from 1981 to 2021	34
Molecular structural dataset of lignin macromolecule elucidating experimental structural compositions	33
REAL-Colon: A dataset for developing real-world AI applications in colonoscopy	33
A large-scale multicenter breast cancer DCE-MRI benchmark dataset with expert segmentations	33
An Observation-Based Dataset of Global Sub-Daily Precipitation Indices (GSDR-I)	33
A taxonomic, genetic and ecological data resource for the vascular plants of Britain and Ireland	33
Dataset of the suitability of major food crops in Africa under climate change	33
Datasets for characterizing extreme events relevant to hydrologic design over the conterminous United States	33
Global inventory of species categorized by known underwater sonifery	33
Cognitive tasks, anatomical MRI, and functional MRI data evaluating the construct of self-regulation	33
A new high-resolution global topographic factor dataset calculated based on SRTM	32
A soil database from Queretaro, Mexico for assessment of crop and irrigation water requirements	32
A global dataset of terrestrial evapotranspiration and soil moisture dynamics from 1982 to 2020	32
Global hydro-environmental lake characteristics at high spatial resolution	32
LungHist700: A dataset of histological images for deep learning in pulmonary pathology	32
Analysis of metabolic dynamics during drought stress in Arabidopsis plants	32
A global dataset on species occurrences and functional traits of Schizothoracinae fish	32
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and Beyond	32
A database with frailty, functional and inertial gait metrics for the research of fall causes in older adults	32
Dataset of soil hydraulic parameters in the Yellow River Basin based on in situ deep sampling	32