Scientific Data

Article	Citations
A database of seed plants on taxonomy, geography and ecology in the Qinling-Daba Mountains and adjacent areas	1351
Ultra-deep sequencing data from a liquid biopsy proficiency study demonstrating analytic validity	600
CreelCat, a Catalog of United States Inland Creel and Angler Survey Data	569
Directional wave buoy data measured near Campbell Island, New Zealand	449
RNA-seq of peripheral blood mononuclear cells of congenital generalized lipodystrophy type 2 patients	360
Author Correction: Mobility networks in Greater Mexico City	328
Author Correction: The Plegma dataset: Domestic appliance-level and aggregate electricity demand with metadata from Greece	320
Reinterpretation of prostate cancer pathology by Appl1, Sortilin and Syndecan-1 biomarkers	317
A Synthetic Dataset for Semantic Segmentation of Waterbodies in Out-of-Distribution Situations	308
Linking Research Data with Physically Preserved Research Materials in Chemistry	296
Empowering open data sharing for social good: a privacy-aware approach	295
A daily high-resolution (1 km) human thermal index collection over the North China Plain from 2003 to 2020	257
The first high-quality chromosome-level genome of Parupeneus biaculeatus using HiFi and Hi-C data	248
Chromosome-level genome assembly of the Rhizoctonia solani	217
Author Correction: Whales from space dataset, an annotated satellite image dataset of whales for training machine learning models	200
The R package for DICOM to brain imaging data structure conversion	167
Chromosome-level genome assembly of Oriental chestnut gall wasp (Dryocosmus kuriphilus)	163
Multi-proteomics and interactome dataset of tick-borne encephalitis virus infected host cells	152
EEG Dataset for the Recognition of Different Emotions Induced in Voice-User Interaction	150
A global dataset of fossil fungi records from the Cenozoic	144
The interplay between brain and behavior during development: A multisite effort to generate and share simulated datasets	142
A dataset of the daily edge of each polynya in the Antarctic	132
Molecular landscape of respiratory infection: A large-scale, multi-centre blood transcriptome dataset	128
Students’ performance dataset for using machine learning technique in physics education research	125
Near-complete reference genome assembly of Hoya carnosa	123

Exploring the electrophysiology of Parkinson’s disease with magnetoencephalography and deep brain recordings	115
A thermosurvey dataset: Older adults’ experiences and adaptation to urban heat and climate change	113
Generating FAIR research data in experimental tribology	110
NeuMa - the absolute Neuromarketing dataset en route to an holistic understanding of consumer behaviour	109
An open-access database of nature-based carbon offset project boundaries	107
A Frontal Ablation Dataset for 49 Tidewater Glaciers in Greenland	107
A global 1 km resolution daily surface longwave radiation product from MODIS satellite data from 2000–2023	104
Chromosome-level assemblies of cultivated water chestnut Trapa bicornis and its wild relative Trapa incisa	104
Head model dataset for mixed reality navigation in neurosurgical interventions for intracranial lesions	101
Machine learning-ready remote sensing data for Maya archaeology	100
The Superfund Research Program Analytics Portal: linking environmental chemical exposure to biological phenotypes	99
Global Ocean Particulate Organic Phosphorus, Carbon, Oxygen for Respiration, and Nitrogen (GO-POPCORN)	98
A neuroimaging dataset during sequential color qualia similarity judgments with and without reports	97
Author Correction: Open-access quantitative MRI data of the spinal cord and reproducibility across participants, sites and manufacturers	97
Canopy height model and NAIP imagery pairs across CONUS	97
ML-extendable framework for multiphysics-multiscale simulation workflow and data management using Kadi4Mat	96
PPB-Affinity: Protein-Protein Binding Affinity dataset for AI-based protein drug discovery	95
Sea ice records over more than a century at an observatory facing the Okhotsk coast of Hokkaido, Japan	93
Unveiling the Spatiotemporal Dynamics of Global Brain Circulation: A Comprehensive Corpus (2000–2024)	91
SDUST2023GRA_MSS: the new global marine gravity anomaly model determined from mean sea surface model	91
A focus groups study on data sharing and research data management	90
Chromosome-level haplotype-resolved genome assembly of bread wheat’s wild relative Aegilops mutica	90
Whole genome and exome sequencing reference datasets from a multi-center and cross-platform benchmark study	90
A semantic approach to mapping the Provenance Ontology to Basic Formal Ontology	89
An 8-model ensemble of CMIP6-derived ocean surface wave climate	88
A Field-Level Asset Mapping Dataset for England’s Agricultural Sector	88
Optimizing drug combination and mechanism analysis based on risk pathway crosstalk in pan cancer	88
A large-scale dataset of patient summaries for retrieval-based clinical decision support systems	88
PAVC: The foundation for a Pan-Arctic Vegetation Cover database	86
Enrichment of lung cancer computed tomography collections with AI-derived annotations	85
Identifying Cocoa Flower Visitors: A Deep Learning Dataset	84
Chinese environmentally extended input-output database for 2017 and 2018	84
MarNemaFunDiv: a first comprehensive dataset of functional traits for marine nematodes	83
District-scale surface temperatures generated from high-resolution longitudinal thermal infrared images	82
A dataset of scientific dates from archaeological sites in eastern Africa spanning 5000 BCE to 1800 CE	82
Multi-Domain Indoor Dataset for Visual Place Recognition and Anomaly Detection by Mobile Robots	78
Chromosome-level genome assembly of rock carp (Procypris rabaudi)	77
Making Mathematical Research Data FAIR: Pathways to Improved Data Sharing	77
A haplotype-resolved chromosomal-level genome assembly of Oxalis articulata	76
GARD-LENS: A downscaled large ensemble dataset for understanding future climate and its uncertainties	76
Bioclimatic atlas of the terrestrial Arctic	76
Mediterranean marine sediment cores database: unlocking paleoclimatic signals for the last 20,000 years	75
What’s the TEE: Metrics of Temperature Extremes in Europe NUTS Regions (1980-2024)	73
A century-long eddy-resolving simulation of global oceanic large- and mesoscale state	72
Dataset on the effects of psychological care on depression and suicide ideation in underrepresented children	72
A Cross Spatio-Temporal Pathology-based Lung Nodule Dataset	72
Spatial and temporal data to study residential heat decarbonisation pathways in England and Wales	72
A construction waste landfill dataset of two districts in Beijing, China from high resolution satellite images	70
Very High Resolution Projections over Italy under different CMIP5 IPCC scenarios	69
Slovak database of speech affected by neurodegenerative diseases	69

Statistical performance indicators and index—a new tool to measure country statistical capacity	68
A comprehensive genomic and transcriptomic dataset of triple-negative breast cancers	68
Occurrence of human infection with Salmonella Typhi in sub-Saharan Africa	66
Globe-LFMC 2.0, an enhanced and updated dataset for live fuel moisture content research	66
A database of steric and electronic properties of heteroaryl substituents	65
Quantum computing dataset of maximum independent set problem on king lattice of over hundred Rydberg atoms	65
Tsunami Runup Survey Data From The Taan Fjord Landslide Event	65
Chromosome-level genome assembly of the traditional medicinal plant Lindera aggregata	65
In toto light sheet fluorescence microscopy live imaging datasets of Ceratitis capitata embryonic development	64
An agenda for addressing bias in conflict data	64
A large-scale multi-label 12-lead electrocardiogram database with standardized diagnostic statements	64
Unified access to up-to-date residue-level annotations from UniProtKB and other biological databases for PDB data	63
Ensemble of CMIP6 derived reference and potential evapotranspiration with radiative and advective components	63
An Enhanced Phenology Dataset for Global Drylands from 2001 to 2019	62
Full Field Digital Mammography Dataset from a Population Screening Program	62
F-DATA: A Fugaku Workload Dataset for Job-centric Predictive Modelling in HPC Systems	61
Dataset on heavy metal pollution assessment in freshwater ecosystems	61
Analysis of AlphaMissense data in different protein groups and structural context	61
A Simulated Comprehensive Photon Flux Shielding Spectra Dataset for Advanced Radiation Safety Assessment	60
Dynamic urban morphology mapping in Chinese cities based on local climate zone approach	60
A Global Database of Soil Plant Available Phosphorus	60
The landscape of abiotic and biotic stress-responsive splice variants with deep RNA-seq datasets in hot pepper	60
China’s provincial process CO2 emissions from cement production during 1993–2019	59
FIGARO-E3: a high-resolution extended multi-regional input-output database consistent with official statistics	59
An open dataset for oracle bone character recognition and decipherment	59
Scaling up SoccerNet with multi-view spatial localization and re-identification	59
Home monitoring with connected mobile devices for asthma attack prediction with machine learning	59
A western United States snow reanalysis dataset over the Landsat era from water years 1985 to 2021	58
Shotgun metagenomes from productive lakes in an urban region of Sweden	58
T1DiabetesGranada: a longitudinal multi-modal dataset of type 1 diabetes mellitus	58
BUS-UCLM: Breast ultrasound lesion segmentation dataset	57
A multilayered urban tree dataset of point clouds, quantitative structure and graph models	57
A large EEG dataset for studying cross-session variability in motor imagery brain-computer interface	56
RailFOD23: A dataset for foreign object detection on railroad transmission lines	55
A 24-hour population distribution dataset based on mobile phone data from Helsinki Metropolitan Area, Finland	55
OPERAnet, a multimodal activity recognition dataset acquired from radio frequency and vision-based sensors	55
The Carbon Catalogue, carbon footprints of 866 commercial products from 8 industry sectors and 5 continents	55
A dataset for deep learning based detection of printed circuit board surface defect	54
Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infection	53
Global monthly gridded atmospheric carbon dioxide concentrations under the historical and future scenarios	53
Enhancing radiomics and Deep Learning systems through the standardization of medical imaging workflows	53
Hydrological model-based streamflow reconstruction for Indian sub-continental river basins, 1951–2021	53
Seven years of time-tracking data capturing collaboration and failure dynamics: the Gryzzly dataset	51
Metagenomic sequencing and reconstruction of 82 microbial genomes from barley seed communities	51
QMugs, quantum mechanical properties of drug-like molecules	51
Constructing a global human epidemic database using open-source digital biosurveillance	51
Chromosome-scale genome assembly and annotation of Xenocypris argentea	51
Measurement of ship-generated waves in German coastal waterways from 1998–2022	51
Global photovoltaic solar panel dataset from 2019 to 2022	51
Mobility of Erasmus+ students in Europe: Geolocated individual and aggregate mobility flows from 2014 to 2022	51
Multimodal Data for the Detection of Freezing of Gait in Parkinson’s Disease	51
Ontology for the Avida digital evolution platform	50
OSMlanduse a dataset of European Union land use at 10 m resolution derived from OpenStreetMap and Sentinel-2	50
A Chinese Face Dataset with Dynamic Expressions and Diverse Ages Synthesized by Deep Learning	50
Accumulation-depuration data collection in support of toxicokinetic modelling	50
A multi-site, multi-modal travelling-heads resource for brain MRI harmonisation	50
Sentinel-3 Altimetry Thematic Products for Hydrology, Sea Ice and Land Ice	50
A near-complete chromosome-level genome assembly of looseleaf lettuce (Lactuca sativa var. crispa)	49
Bias-corrected NESM3 global dataset for dynamical downscaling under 1.5 °C and 2 °C global warming scenarios	49
A database of mapped global fishing activity 1950–2017	49
Haplotype-resolved chromosome-level genome assembly of Ehretia macrophylla	49
SignEEG v1.0: Multimodal Dataset with Electroencephalography and Hand-written Signature for Biometric Systems	49
Dataset on child vaccination in Brazil from 1996 to 2021	49
Combining citizen science data and literature to build a traits dataset of Taiwan’s birds	48
High-resolution ethograms, accelerometer recordings, and behavioral time series of Japanese quail	48
Spatial transcriptome profiling of normal human liver	48
Gap-free 16-year (2005–2020) sub-diurnal surface meteorological observations across Florida	48
A chromosome-scale reference genome of grasspea (Lathyrus sativus)	48
A geospatial database of close-to-reality travel times to obstetric emergency care in 15 Nigerian conurbations	48
Bimodal electroencephalography-functional magnetic resonance imaging dataset for inner-speech recognition	47
Daily precipitation dataset at 0.1° for the Yarlung Zangbo River basin from 2001 to 2015	47
Hong Kong Corpus of Chinese Sentence and Passage Reading	47
MiTra: A Drone-Based Trajectory Data for an All-Traffic-State Inclusive Freeway with Ramps	47
The W2024 database of the water isotopologue $${{\rm{H}}}_{2}^{\,16}{\rm{O}}$$	46
1.5 million materials narratives generated by chatbots	45
In vivo submillimeter diffusion MRI dataset of 9 macaque brains curated for tractography	45
A curated dataset on the distribution of West Palaearctic freshwater bivalves	45
A database of in situ water temperatures for large inland lakes across the coterminous United States	45
A Biomechanical Dataset of 1,798 Healthy and Injured Subjects During Treadmill Walking and Running	45
Georectified polygon database of ground-mounted large-scale solar photovoltaic sites in the United States	44

GriddingMachine, a database and software for Earth system modeling at global and regional scales	44
Characterization of hormone-producing cell types in the teleost pituitary gland using single-cell RNA-seq	44
Analysis-ready optical underwater images of Manganese-nodule covered seafloor of the Clarion-Clipperton Zone	43
Machine learning training data: over 500,000 images of butterflies and moths (Lepidoptera) with species labels	43
Assessing temporal dynamics of nitrogen surplus in Indian agriculture: district scale data from 1966 to 2017	43
Coral community data Heron Island Great Barrier Reef 1962–2016	43
Discrete typing units of Trypanosoma cruzi: Geographical and biological distribution in the Americas	43
Global inventory of species categorized by known underwater sonifery	43
An East Antarctic, sub-annual resolution water isotope record from the Mount Brown South Ice core	43
An intra-annual 30-m dataset of small lakes of the Qilian Mountains for the period 1987–2020	43
A global dataset of terrestrial evapotranspiration and soil moisture dynamics from 1982 to 2020	43
A benchmark for domain adaptation and generalization in smartphone-based human activity recognition	42
Dataset of soil hydraulic parameters in the Yellow River Basin based on in situ deep sampling	42
Perovskite- and Dye-Sensitized Solar-Cell Device Databases Auto-generated Using ChemDataExtractor	42
A new high-resolution global topographic factor dataset calculated based on SRTM	42
Curated CYP450 Interaction Dataset: Covering the Majority of Phase I Drug Metabolism	42
Manually annotated and curated Dataset of diverse Weed Species in Maize and Sorghum for Computer Vision	41
Analysis of metabolic dynamics during drought stress in Arabidopsis plants	41
Historical dataset details the distribution, extent and form of lost Ostrea edulis reef ecosystems	41
Inventory of shallow landslides triggered by extreme precipitation in July 2023 in Beijing, China	41
Surrounding road density of child care centers in Australia	41
Mapping Road Surface Type of Kenya Using OpenStreetMap and High-resolution Google Satellite Imagery	41
REAL-Colon: A dataset for developing real-world AI applications in colonoscopy	41
Global hydro-environmental lake characteristics at high spatial resolution	41
ISARIC-COVID-19 dataset: A Prospective, Standardized, Global Dataset of Patients Hospitalized with COVID-19	41
A taxonomic, genetic and ecological data resource for the vascular plants of Britain and Ireland	40
Global nature run data with realistic high-resolution carbon weather for the year of the Paris Agreement	40
Sm-Nd Isotope Data Compilation from Geoscientific Literature Using an Automated Tabular Extraction Method	40
Author Correction: Geographical characterisation of British urban form and function using the spatial signatures framework	40
Contextualized race and ethnicity annotations for clinical text from MIMIC-III	40
Borrelia PeptideAtlas: A proteome resource of common Borrelia burgdorferi isolates for Lyme research	40
A Multidisciplinary Multimodal Aligned Dataset for Academic Data Processing	40
An integrated multi-source dataset of elasmobranchs in the Red Sea following the Red Sea Decade Expedition	40
Confocal imaging dataset to assess endothelial cell orientation during extreme glucose conditions	40
PEARL-Neuro Database: EEG, fMRI, health and lifestyle data of middle-aged people at risk of dementia	40
MSPB: a longitudinal multi-sensor dataset with phenotypic trait measurements from honey bees	40
The HAInich: A multidisciplinary vision data-set for a better understanding of the forest ecosystem	40
Publisher Correction: Chromosome-level genome assembly and annotation of xerophyte secretohalophyte Reaumuria soongarica	40
Data scheme and data format for transferable force fields for molecular simulation	39
ValLAI_Crop, a validation dataset for coarse-resolution satellite LAI products over Chinese cropland	39
Innovative molecular networking analysis of steroids and characterisation of the urinary steroidome	39
Harmonized Database of Western U.S. Water Rights (HarDWR) v.1	39
A speech corpus of Quechua Collao for automatic dimensional emotion recognition	39
A tree-based corpus annotated with Cyber-Syndrome, symptoms, and acupoints	39
A chromosome-level genome assembly of skipjack tuna, Katsuwonus pelamis (Perciformes: Scombridae)	39
Detection of differential bait proteoforms through immunoprecipitation-mass spectrometry data analysis	39
Chromosome-level genome assembly and annotation of the Yunling cattle with PacBio and Hi-C sequencing data	39
A multi-year campus-level smart meter database	38
A dataset of riverine nitrogen yield across watersheds in the Conterminous United States	38
A panel sequencing dataset of peripheral blood gene variations in pan-cancer	38
An RNA-seq time series of the medaka pituitary gland during sexual maturation	38
A multimodal dataset for coronary microvascular disease biomarker discovery	37
Endoscapes, a critical view of safety and surgical scene segmentation dataset for laparoscopic cholecystectomy	37
Chromosome-level genome assembly of Odontothrips loti Haliday (Thysanoptera: Thripidae)	37
Sharkipedia: a curated open access database of shark and ray life history traits and abundance time-series	37
A pseudoproxy emulation of the PAGES 2k database using a hierarchy of proxy system models	37
3D motion analysis dataset of healthy young adult volunteers walking and running on overground and treadmill	37
LungHist700: A dataset of histological images for deep learning in pulmonary pathology	36
Cognitive tasks, anatomical MRI, and functional MRI data evaluating the construct of self-regulation	36
A global dataset on species occurrences and functional traits of Schizothoracinae fish	36
BIRAFFE2, a multimodal dataset for emotion-based personalization in rich affective game environments	36
An EEG Dataset of Neural Signatures in a Competitive Two-Player Game Encouraging Deceptive Behavior	36
Haplotype-resolved T2T genome assembly of the pear cultivar ‘Danxiahong’	36
An Experimental and Clinical Physiological Signal Dataset for Automated Pain Recognition	36
A dataset of eye gaze images for calibration-free eye tracking augmented reality headset	36
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and Beyond	36
Dataset of the suitability of major food crops in Africa under climate change	36
A soil database from Queretaro, Mexico for assessment of crop and irrigation water requirements	36
A two-year dataset of energy, environment, and system operations for an ultra-low energy office building	36
A database with frailty, functional and inertial gait metrics for the research of fall causes in older adults	36
A biologging database of juvenile white sharks from the northeast Pacific	35
Multiorder hydrologic Position for Europe — a Set of Features for Machine Learning and Analysis in Hydrology	35
High-Resolution Ultrasound Data for AI-Based Segmentation in Mouse Brain Tumor	35
Big data collection in pharmaceutical manufacturing and its use for product quality predictions	35
A chromosomal-level genome assembly of Odontolabis cuvera Hope, 1842 (Coleoptera: Lucanidae)	35
A global dataset on mungbean for managing seed yield and quality	34
Comprehensive curation and validation of genomic datasets for chestnut	34
ROBIN: Reference observatory of basins for international hydrological climate change detection	34
Chromosome-level genome assembly of the sap beetle Glischrochilus (Librodor) japonius (Coleoptera: Nitidulidae)	34
A corpus and a modular infrastructure for the empirical study of (an)notated music	34
The draft genome sequences of the cosmopolitan centric diatom, the genus Skeletonema	34
The genome assembly and annotation of the cricket Gryllus longicercus	34
AVDOS-VR: Affective Video Database with Physiological Signals and Continuous Ratings Collected Remotely in VR	34
Whole genome sequencing and structural variations provide insights into the body size traits of Hu sheep	34
A point-of-use drinking water quality dataset from fieldwork in Detroit, Michigan	34
A curated bacterial and archaeal 16S rRNA Gene Oral Sequences dataset	34
24-hour average PM2.5 concentration caused by aircraft in Chinese airports from Jan. 2006 to Dec. 2023	34
RecyBat24: a dataset for detecting lithium-ion batteries in electronic waste disposal	34
Renji endoscopic submucosal dissection video data set for colorectal neoplastic lesions	34
Acting Emotions: a comprehensive dataset of elicited emotions	33
Brightfield vs Fluorescent Staining Dataset–A Test Bed Image Set for Machine Learning based Virtual Staining	33
Variation of winter wheat phenology dataset in Huang Huai Hai Plain of China from 1981 to 2021	33
Psilocybin’s acute and persistent brain effects: a precision imaging drug trial	33
An ageing study of twenty 18650 lithium-ion Graphite/LFP cells in first and second life use	33
STInt: An integrated dataset covering science, technology and industry information in the pharmaceutical field	33