Scientific Data

Article	Citations
Chromosomal level genome assemblies of two Malus crabapple cultivars Flame and Royalty	597
A biological ocean data reformatting effort	381
A chromosome-level genome assembly of East Asia endemic minnow Zacco platypus	279
HYADES - A Global Archive of Annual Maxima Daily Precipitation	257
Physiological data for affective computing in HRI with anthropomorphic service robots: the AFFECT-HRI data set	214
DNA barcode reference library for the West Sahara-Sahel reptiles	198
Lake volume variation in the endorheic basin of the Tibetan Plateau from 1989 to 2019	190
An ocean front dataset for the Mediterranean sea and southwest Indian ocean	187
In toto light sheet fluorescence microscopy live imaging datasets of Ceratitis capitata embryonic development	182
The bii4africa dataset of faunal and floral population intactness estimates across Africa’s major land uses	174
Integrated microbiome-metabolome-genome axis data of Laiwu and Lulai pigs	168
Single-cell integrative analysis reveals consensus cancer cell states and clinical relevance in breast cancer	165
SDUST2023GRA_MSS: the new global marine gravity anomaly model determined from mean sea surface model	163
The global Multidimensional Poverty Index: Harmonised level estimates and their changes over time	160
Recovery of nearly 3,000 archaeal genomes from 152 terrestrial geothermal spring metagenomes	157
A National Synthetic Populations Dataset for the United States	125
Linking Research Data with Physically Preserved Research Materials in Chemistry	122
Propithecus verreauxi demography spanning 40 years at Bezà Mahafaly Special Reserve, southwest Madagascar	120
Author Correction: Microbial Metagenomes Across a Complete Phytoplankton Bloom Cycle: High-Resolution Sampling Every 4 Hours Over 22 Days	117
Australian automotive workers and community leaders interview dataset following 2017 assembly plant closures	113
A time-varying index for agricultural suitability across Europe from 1500–2000	113
A high-quality chromosome-scale genome assembly of the Cherokee rose (Rosa laevigata)	106
Chromosome-level genome assembly of tetraploid Chinese cherry (Prunus pseudocerasus)	105
PCMMD: A Novel Dataset of Plasma Cells to Support the Diagnosis of Multiple Myeloma	104
Dataset for developing deep learning models to assess crack width and self-healing progress in concrete	101

A travelable area boundary dataset for visual navigation of field robots	95
A catalogue of land-based adaptation and mitigation solutions to tackle climate change	92
Mapping of 10-km daily diffuse solar radiation across China from reanalysis data and a Machine-Learning method	91
An fMRI dataset for whole-body somatotopic mapping in humans	91
Thirty years of volcano geodesy from space at Campi Flegrei caldera (Italy)	89
Multi sequence average templates for aging and neurodegenerative disease populations	83
Robotic monitoring of Alpine screes: a dataset from the EU Natura2000 habitat 8110 in the Italian Alps	82
A Multimodal Dataset for Mixed Emotion Recognition	77
Dataset on the effects of psychological care on depression and suicide ideation in underrepresented children	76
NeuroLINCS Proteomics: Defining human-derived iPSC proteomes and protein signatures of pluripotency	73
Automatic question answering for multiple stakeholders, the epidemic question answering dataset	70
Preoperative CT and survival data for patients undergoing resection of colorectal liver metastases	68
A proteomic and RNA-seq transcriptomic dataset of capsaicin-aggravated mouse chronic colitis model	67
Inflation of test accuracy due to data leakage in deep learning-based classification of OCT images	66
EEG Dataset for the Recognition of Different Emotions Induced in Voice-User Interaction	66
Occurrence of human infection with Salmonella Typhi in sub-Saharan Africa	66
Global Ocean Particulate Organic Phosphorus, Carbon, Oxygen for Respiration, and Nitrogen (GO-POPCORN)	65
A comprehensive dataset of annotated brain metastasis MR images with clinical and radiomic data	64
M4Raw: A multi-contrast, multi-repetition, multi-channel MRI k-space dataset for low-field MRI research	64
An automatic multi-tissue human fetal brain segmentation benchmark using the Fetal Tissue Annotation Dataset	63
The RETA Benchmark for Retinal Vascular Tree Analysis	62
ISLES 2022: A multi-center magnetic resonance imaging stroke lesion segmentation dataset	61
A Prolonged Artificial Nighttime-light Dataset of China (1984-2020)	60
Optical emissivity dataset of multi-material heterogeneous designs generated with automated figure extraction	60
Shear modulus reduction and damping ratios curves joined with engineering geological units in Italy	60
CheXmask: a large-scale dataset of anatomical segmentation masks for multi-center chest x-ray images	60
Three-Dimensional Motion Capture Data of a Movement Screen from 183 Athletes	60
Chromosome-level genome assembly and annotation of the prickly nightshade Solanum rostratum Dunal	59
Time series of useful energy consumption patterns for energy system modeling	59
An open dataset for oracle bone character recognition and decipherment	59
A western United States snow reanalysis dataset over the Landsat era from water years 1985 to 2021	59
Chromosome-level genome assembly of Oriental chestnut gall wasp (Dryocosmus kuriphilus)	58
R code and downstream analysis objects for the scRNA-seq atlas of normal and tumorigenic human breast tissue	57
A dataset of alternately located segments in protein crystal structures	57
Coassembly and binning of a twenty-year metagenomic time-series from Lake Mendota	57
Harmonized nitrogen and phosphorus concentrations in the Mississippi/Atchafalaya River Basin from 1980 to 2018	56
A Multi-Stain Breast Cancer Histological Whole-Slide-Image Data Set from Routine Diagnostics	56
Single-cell RNA-sequencing of virus-specific cellular immune responses in chronic hepatitis B patients	55
A database of chemical absorption in human skin with mechanistic modeling applications	55
Automated BigSMILES conversion workflow and dataset for homopolymeric macromolecules	55
High-resolution freshwater dissolved calcium and pH data layers for Canada and the United States	55
A dataset for assessing phytolith data for implementation of the FAIR data principles	54
Total irrigation by crop in the Continental United States from 2008 to 2020	54
Fluorescent Neuronal Cells v2: multi-task, multi-format annotations for deep learning in microscopy	54
Towards Gender Harmony Dataset: Gender Beliefs and Gender Stereotypes in 62 Countries	54
High-quality faba bean reference transcripts generated using PacBio and Illumina RNA-seq data	54
A chromosome-level genome assembly of the spider mite Tetranychus piercei McGregor	54
A global synthesis of high-resolution stable isotope data from benthic foraminifera of the last deglaciation	53
Unified access to up-to-date residue-level annotations from UniProtKB and other biological databases for PDB data	53
Soul: An OCTA dataset based on Human Machine Collaborative Annotation Framework	51

The Avian Diet Database as a source of quantitative information on bird diets	51
Genome-wide identification of accessible chromatin regions by ATAC-seq upon induction of the transcription factor bZIP11 in Arabidopsis	51
Comprehensive energy demand and usage data for building automation	50
A georeferenced rRNA amplicon database of aquatic microbiomes from South America	50
A Python library to check the level of anonymity of a dataset	50
Chromosome-level Genome Assembly of Theretra japonica (Lepidoptera: Sphingidae)	49
Chromosome-level genome assembly of ridgetail white shrimp Exopalaemon carinicauda	48
A high-quality genome assembly and annotation of Thielaviopsis punctulata DSM102798	48
Chromosome-level genome assembly of the flower thrips Frankliniella intonsa	48
A haplotype-resolved genome assembly of Malus domestica ‘Red Fuji’	47
Type B Aortic Dissection CTA Collection with True and False Lumen Expert Annotations for the Development of AI-based Algorithms	47
Chromosome-level genome assembly of bean flower thrips Megalurothrips usitatus (Thysanoptera: Thripidae)	47
Effects of Candidatus Liberibacter asiaticus infection on metagenome of Diaphorina citri gut endosymbiont	46
A unified dataset for the city-scale traffic assignment model in 20 U.S. cities	46
Telomere-to-telomere genome assembly of sorghum	46
Fluorescence microscopy and correlative brightfield videos of mitochondria and vesicles in H9c2 cardiomyoblasts	46
De novo transcriptomes of cave and surface isopod crustaceans: insights from 11 species across three suborders	46
Aci-bench: a Novel Ambient Clinical Intelligence Dataset for Benchmarking Automatic Visit Note Generation	46
Generating FAIR research data in experimental tribology	46
Dataset of solution-based inorganic materials synthesis procedures extracted from the scientific literature	45
Shotgun metagenomes from productive lakes in an urban region of Sweden	45
A literature-derived dataset on risk factors for dry eye disease	45
A nineteenth-century urban Ottoman population micro dataset: Data extraction and relational database curation from the 1840s pre-census Bursa population registers	45
Capturing the COVID-19 Crisis through Public Health and Social Measures Data Science	44
A minimum data standard for vector competence experiments	44
Aerodynamic characterisation of porous fairings: pressure drop and Laser Doppler Velocimetry measurements	43
Optimizing drug combination and mechanism analysis based on risk pathway crosstalk in pan cancer	43
Dataset of human-single neuron activity during a Sternberg working memory task	42
A large-scale dataset for end-to-end table recognition in the wild	42
An interprovincial input–output database distinguishing firm ownership in China from 1997 to 2017	42
Improving data archiving practices in ancient genomics	41
Dataset of the rumen microbiota and epithelial transcriptomics and proteomics in goat affected by solid diets	41
Small non-coding RNA transcriptomic profiling in adult and fetal human brain	41
Long-term gridded land evapotranspiration reconstruction using Deep Forest with high generalizability	41
Analysis of AlphaMissense data in different protein groups and structural context	40
Multi-omics and single cell characterization of cancer immunosenescence landscape	40
Motor evoked potentials for multiple sclerosis, a multiyear follow-up dataset	40
A bankfull geometry dataset for major exorheic rivers on the Qinghai-Tibet Plateau	40
LoDoPaB-CT, a benchmark dataset for low-dose computed tomography reconstruction	40
Normative volumes and relaxation times at 3T during brain development	40
High-content siRNA 3D co-cultures to identify myoepithelial cell-derived breast cancer suppressor proteins	40
An improved dataset of force fields, electronic and physicochemical descriptors of metabolic substrates	40
OSeMOSYS Global, an open-source, open data global electricity system model generator	39
Multimodal Data for the Detection of Freezing of Gait in Parkinson’s Disease	39
Phytoplankton optical fingerprint libraries for development of phytoplankton ocean color satellite products	39
Chromosome-level genome assembly of chub mackerel (Scomber japonicus) from the Indo-Pacific Ocean	37
A Time-of-Flight and Radar Dataset of a neonatal Thorax Simulator with synchronized Reference Sensor Signals for respiratory Rate Detection	37
De novo transcriptomes of six calanoid copepods (Crustacea): a resource for the discovery of novel genes	37
FIKElectricity: A Electricity Consumption Dataset from Three Restaurant Kitchens in Portugal	37
A transcriptome dataset for gonadectomy-induced changes in rat spinal cord	37
Charge balance calculations for mixed salt systems applied to a large dataset from the built environment	37
The R package for DICOM to brain imaging data structure conversion	36
Cancer-Alterome: a literature-mined resource for regulatory events caused by genetic alterations in cancer	36
A dataset of micro biodiversity in benthic sediment at a global scale	36
Annual Impervious Surface Data from 2001–2020 for West African Countries: Ghana, Togo, Benin and Nigeria	36
CaliPopGen: A genetic and life history database for the fauna and flora of California	36
Bridging the gap in fishing effort mapping: a spatially-explicit fisheries dataset for Campanian MPAs, Italy	36
Extended-wavelength diffuse reflectance spectroscopy dataset of animal tissues for bone-related biomedical applications	36
High-resolution climate projection dataset based on CMIP6 for Peru and Ecuador: BASD-CMIP6-PE	36
Bioclimatic atlas of the terrestrial Arctic	36
De novo chromosome-level genome assembly of Chinese motherwort (Leonurus japonicus)	36
Enrichment of lung cancer computed tomography collections with AI-derived annotations	35
High-resolution estimates of social distancing feasibility, mapped for urban areas in sub-Saharan Africa	35
Datasets of in vitro clonogenic assays showing low dose hyper-radiosensitivity and induced radioresistance	35
Attributes of the food and physical activity built environments from the Southern Cone of Latin America	35
National-scale 1-km maps of hospital travel time and hospital accessibility in China	34
City-scale Vehicle Trajectory Data from Traffic Camera Videos	34
A Synthetic Dataset for Semantic Segmentation of Waterbodies in Out-of-Distribution Situations	34
AI-Generated Annotations Dataset for Diverse Cancer Radiology Collections in NCI Image Data Commons	34
Individual attendance data for over 30 years of international climate change talks	34
Three genome assemblies of Opsariichthys bidens from Yangzte River, Pearl River and Qiantang River basins	34
Telomere-to-telomere Genome Assembly of two representative Asian and European pear cultivars	34
A global genome dataset for Salmonella Gallinarum recovered between 1920 and 2024	34
A high-quality genome of the early diverging tychoplanktonic diatom Paralia guyana	33
HVSMR-2.0: A 3D cardiovascular MR dataset for whole-heart segmentation in congenital heart disease	33
QUaternary fault strain INdicators database - QUIN 1.0 - first release from the Apennines of central Italy	33
Monitoring the West Nile virus outbreaks in Italy using open access data	33
Single-cell RNA-seq of primary bone marrow neutrophils from female and male adult mice	33
The short-term mortality fluctuation data series, monitoring mortality shocks across time and space	33
Ancient Yi Script Handwriting Sample Repository	33

A chromosome-level genome assembly of an avivorous bat species (Nyctalus aviator)	33
The role of plant functional groups mediating climate impacts on carbon and biodiversity of alpine grasslands	33
Chromosome-level genome assembly of Korean holoparasitic plants, Orobanche coerulescens	33
A large-scale fMRI dataset for the visual processing of naturalistic scenes	32
Metagenome sequencing and 103 microbial genomes from ballast water and sediments	32
High-resolution bathymetries and shorelines for the Great Lakes of the White Nile basin	32
3D surgical instrument collection for computer vision and extended reality	32
Ten lessons for data sharing with a data commons	32
An integrated metagenomic, metabolomic and transcriptomic survey of Populus across genotypes and environments	32
A near-complete genome assembly of Monochamus alternatus a major vector beetle of pinewood nematode	32
A human lower-limb biomechanics and wearable sensors dataset during cyclic and non-cyclic activities	32
Collegiate athlete brain data for white matter mapping and network neuroscience	32
An EEG database for the cognitive assessment of motor imagery during walking with a lower-limb exoskeleton	31
East Australian Current velocity, temperature and salinity data products	31
Daily 1 km terrain resolving maps of surface fine particulate matter for the western United States 2003–2021	31
Anatomical structures, cell types, and biomarkers of the healthy human blood vasculature	31
The PhanSST global database of Phanerozoic sea surface temperature proxy data	31
Biological traits of marine benthic invertebrates in Northwest Europe	31
Genome assembly and population genomic data of a pulmonate snail Ellobium chinense	31
A publicly available newborn ear shape dataset for medical diagnosis of auricular deformities	30
The first chromosome-level genome of the stag beetle Dorcus hopei Saunders, 1854 (Coleoptera: Lucanidae)	30
Computed tomography reconstructions of burrow networks for the Opheliid polychaete, Armandia cirrhosa	30
Making Mathematical Research Data FAIR: Pathways to Improved Data Sharing	30
High-resolution transcriptome datasets during embryogenesis of plant-parasitic nematodes	30
Chromosome-level genome assembly of Cnidium monnieri, a highly demanded traditional Chinese medicine	30
An image-based screen for secreted proteins involved in breast cancer G0 cell cycle arrest	29
Chromosome-level assemblies of cultivated water chestnut Trapa bicornis and its wild relative Trapa incisa	29
De novo transcriptome reconstruction in aquacultured early life stages of the cephalopod Octopus vulgaris	29
Telomere-to-telomere genome assembly of Eleocharis dulcis and expression profiles during corm development	29
An update of skin permeability data based on a systematic review of recent research	29
Spanish electoral archive. SEA database	29
EStreams: An integrated dataset and catalogue of streamflow, hydro-climatic and landscape variables for Europe	29
A comprehensive genomic and transcriptomic dataset of triple-negative breast cancers	29
The Superfund Research Program Analytics Portal: linking environmental chemical exposure to biological phenotypes	29
Hydrological model-based streamflow reconstruction for Indian sub-continental river basins, 1951–2021	28
A dataset for measuring the impact of research data and their curation	28
Profile observations of the Arctic atmospheric boundary layer with the BELUGA tethered balloon during MOSAiC	28
A Non-Laboratory Gait Dataset of Full Body Kinematics and Egocentric Vision	28
Chromosome-level genome assembly of the threatened resource plant Cinnamomum chago	28
Head model dataset for mixed reality navigation in neurosurgical interventions for intracranial lesions	28
Autonomic aging – A dataset to quantify changes of cardiovascular autonomic function during healthy aging	27
Pre- and post-surgery brain tumor multimodal magnetic resonance imaging data optimized for large scale computational modelling	27
Harmonized geospatial data to support infrastructure siting feasibility planning for energy system transitions	27
A chromosomal-level genome assembly of Serrognathus titanus Boisduval, 1835 (Coleoptera: Lucanidae)	27
The chromosome-level genomes of the herbal magnoliids Warburgia ugandensis and Saururus chinensis	27
Haplotype-resolved chromosomal-level assembly of wasabi (Eutrema japonicum) genome	27
High frequency Lunar Penetrating Radar quality control, editing and processing of Chang’E-4 lunar mission	27
Ultra-deep sequencing data from a liquid biopsy proficiency study demonstrating analytic validity	27
The ImSURE phantoms: a digital dataset for radiomic software benchmarking and investigation	27
HiFi chromosome-scale diploid assemblies of the grape rootstocks 110R, Kober 5BB, and 101–14 Mgt	27
Exploring the electrophysiology of Parkinson’s disease with magnetoencephalography and deep brain recordings	27
Near-real-time MODIS-derived vegetation index data products and online services for CONUS based on NASA LANCE	26
A comprehensive multimodal dataset for contactless lip reading and acoustic analysis	26
Mass cytometry analysis of blood from peanut-sensitized tolerant and clinically allergic infants	26
A comprehensive genomic catalog from global cold seeps	26
A century-long eddy-resolving simulation of global oceanic large- and mesoscale state	26
A database of seed plants on taxonomy, geography and ecology in the Qinling-Daba Mountains and adjacent areas	26
Passive microwave Arctic sea ice melt onset dates from the advanced horizontal range algorithm 1979–2022	26
Mass cytometric and transcriptomic profiling of epithelial-mesenchymal transitions in human mammary cell lines	26
Database of SARS-CoV-2 and coronaviruses kinetics relevant for assessing persistence in food processing plants	26
COVID-BEHAVE dataset: measuring human behaviour during the COVID-19 pandemic	26
A subnational reproductive, maternal, newborn, child, and adolescent health and development atlas of India	26
Reservoir inventory for China in 2016 and 2021	25
Haplotype-resolved genome assembly of Coriaria nepalensis a non-legume nitrogen-fixing shrub	25
Chromosome-level genome assembly of the critically endangered Baer’s pochard (Aythya baeri)	25
Realization times of energetic modernization measures for buildings based on interviews with craftworkers	25
CreelCat, a Catalog of United States Inland Creel and Angler Survey Data	25
Positive and Negative Affect Schedule in early COVID-19 pandemic	25
EPIC: Annotated epileptic EEG independent components for artifact reduction	25
Directional wave buoy data measured near Campbell Island, New Zealand	25
A daily high-resolution (1 km) human thermal index collection over the North China Plain from 2003 to 2020	25
A labeled data set of underwater images of fish and crab species from five mesohabitats in Puget Sound WA USA	25
Three-dimensional topology dataset of folded radar stratigraphy in northern Greenland	25
A multi-modal panel dataset to understand the psychological impact of the pandemic	25
SPRC19: A Database of State Policy Responses to COVID-19 in the United States	25
U.S. national water and energy land dataset for integrated multisector dynamics research	25
A dataset on energy efficiency grade of white goods in mainland China at regional and household levels	24
Scientific echosounder data provide a predator’s view of Antarctic krill (Euphausia superba)	24
Transcriptom and miRNA data of PUFA-enriched stimulated murine macrophage and human endothelial cell lines	24
Open access dataset integrating EEG and fNIRS during Stroop tasks	24
Stable isotope variations of dew under three different climates	24
The Three Terms Task - an open benchmark to compare human and artificial semantic representations	24
A dataset of human capital-weighted population estimates for 185 countries from 1970 to 2100	24
A nearly complete database on the records and ecology of the rarest boreal tiger moth from 1840s to 2020	24
Fisheries dataset on moulting patterns and shell quality of American lobsters H. americanus in Atlantic Canada	24
The Simrad EK60 echosounder dataset from the Malaspina circumnavigation	24
Flora diversity survey and establishment of a plant DNA barcode database of Lomas ecosystems in Peru	24
Global WaterPack - The development of global surface water over the past 20 years at daily temporal resolution	23
One high quality genome and two transcriptome datasets for new species of Mantamonas, a deep-branching eukaryote clade	23
Vectorized dataset of silted land formed by check dams on the Chinese Loess Plateau	23
SOIL-WATERGRIDS, mapping dynamic changes in soil moisture and depth of water table from 1970 to 2014	23
Home monitoring with connected mobile devices for asthma attack prediction with machine learning	23
Statistical performance indicators and index—a new tool to measure country statistical capacity	23
A consistent and corrected nighttime light dataset (CCNL 1992–2013) from DMSP-OLS data	23
Chromosome-level genome assembly of the northern Pacific seastar Asterias amurensis	23