Scientific Data

Article	Citations
A chromosome-level genome assembly of East Asia endemic minnow Zacco platypus	869
Dataset for developing deep learning models to assess crack width and self-healing progress in concrete	461
A travelable area boundary dataset for visual navigation of field robots	404
A catalogue of land-based adaptation and mitigation solutions to tackle climate change	329
Kinematics, kinetics, and muscle activations during human locomotion over compliant terrains	300
Author Correction: Microbial Metagenomes Across a Complete Phytoplankton Bloom Cycle: High-Resolution Sampling Every 4 Hours Over 22 Days	265
PCMMD: A Novel Dataset of Plasma Cells to Support the Diagnosis of Multiple Myeloma	235
Recovery of nearly 3,000 archaeal genomes from 152 terrestrial geothermal spring metagenomes	228
A large-scale dataset for Chinese historical document recognition and analysis	223
The compositional behavior of the human T cell receptor repertoire in ovarian cancer compared to healthy donors	211
Mapping of 10-km daily diffuse solar radiation across China from reanalysis data and a Machine-Learning method	208
A dataset on formulation parameters and characteristics of drug-loaded PLGA microparticles	199
Curated global occurrence dataset of the insect order Zoraptera	194
Vis-NIR soil spectral library of the Hungarian Soil Degradation Observation System	191
CESNET-TimeSeries24: Time Series Dataset for Network Traffic Anomaly Detection and Forecasting	181
A high-quality chromosome-level genome assembly of Pacific whiteleg shrimp (Penaeus vannamei)	178
A co-registered in-situ and ex-situ dataset from wire arc additive manufacturing process	172
A standardized lexicon of body odor words crafted from 17 countries	167
Time-dependent RNA transcriptional profiling of abomasal mucosa in cattle infected with Ostertagia ostertagi	155
A global dataset of fossil fungi records from the Cenozoic	148
EEG Dataset for the Recognition of Different Emotions Induced in Voice-User Interaction	135
Shear modulus reduction and damping ratios curves joined with engineering geological units in Italy	133
Single-cell assay for transposase-accessible chromatin sequencing of human clear cell renal cell carcinoma	127
Exploring, walking, and interacting in virtual reality with simulated low vision: a living contextual dataset	119
A neuroimaging dataset during sequential color qualia similarity judgments with and without reports	118

Measuring Overwork in China Using Daily High-Resolution Nighttime Satellite Data	109
XyloDensMap: a georeferenced dataset for the wood density of 110,000 trees from 156 European species in France	108
Chromosome-level genome assembly and annotation of the prickly nightshade Solanum rostratum Dunal	108
Human alterations of the global floodplains 1992–2019	106
Comprehensive energy demand and usage data for building automation	97
Multi-environment field trials for wheat yield, stability and breeding progress in Germany	92
Global daily 1 km land surface precipitation based on cloud cover-informed downscaling	91
Effects of heat stress on 16S rDNA, metagenome and metabolome in Holstein cows at different growth stages	90
A database of low-energy atomically precise nanoclusters	89
A human lower-limb biomechanics and wearable sensors dataset during cyclic and non-cyclic activities	87
ODFM, an omics data resource from microorganisms associated with fermented foods	86
Size-fractionated microbiome observed during an eight-month long sampling in Jiaozhou Bay and the Yellow Sea	86
Annual Impervious Surface Data from 2001–2020 for West African Countries: Ghana, Togo, Benin and Nigeria	85
De novo transcriptome assembly and gene annotation for the toxic dinoflagellate Dinophysis	83
A database of chemical absorption in human skin with mechanistic modeling applications	83
High-quality faba bean reference transcripts generated using PacBio and Illumina RNA-seq data	82
The transcriptomic footprint of Mytella strigata: de novo transcriptome assembly of a major invasive species	82
Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets	82
High-fidelity annotated triploid genome of the quarantine root-knot nematode, Meloidogyne enterolobii	80
Multidimensional dataset for cognitive assessment, sMRI, and rsfMRI in common benign epileptic children	78
The Bushland, Texas, maize evapotranspiration, growth, and yield dataset Collection	78
Dynamic urban morphology mapping in Chinese cities based on local climate zone approach	78
An enhanced rainfall-induced landslide catalogue in Italy	77
High-speed video recordings of metal powder pneumatic conveying in thin capillary pipes	77
A time-varying index for agricultural suitability across Europe from 1500–2000	76
Chromosome-level genome assembly of tetraploid Chinese cherry (Prunus pseudocerasus)	74
A high-quality chromosome-scale genome assembly of the Cherokee rose (Rosa laevigata)	73
Linking Research Data with Physically Preserved Research Materials in Chemistry	71
A human single-neuron dataset for object recognition	71
Propithecus verreauxi demography spanning 40 years at Bezà Mahafaly Special Reserve, southwest Madagascar	70
Australian automotive workers and community leaders interview dataset following 2017 assembly plant closures	70
An Integrated Database for Exploring Alternative Promoters in Animals	69
A National Synthetic Populations Dataset for the United States	69
A synthetic building operation dataset	68
Genome assembly of Hawaiian flower thrips Thrips hawaiiensis (Thysanoptera: Thripidae)	68
A knowledge graph for crop diseases and pests in China	68
A chromosome-level genome assembly of the spider mite Tetranychus piercei McGregor	67
Monitoring non-pharmaceutical public health interventions during the COVID-19 pandemic	67
Author Correction: First assessment of underwater sound levels in the Northern Adriatic Sea at the basin scale	67
Chromosome-level genome assembly of the critically endangered Baer’s pochard (Aythya baeri)	66
SOIL-WATERGRIDS, mapping dynamic changes in soil moisture and depth of water table from 1970 to 2014	65
The Avian Diet Database as a source of quantitative information on bird diets	65
FastMRI Prostate: A public, biparametric MRI dataset to advance machine learning for prostate cancer imaging	65
Single-cell RNA-sequencing of virus-specific cellular immune responses in chronic hepatitis B patients	65
Three-Dimensional Motion Capture Data of a Movement Screen from 183 Athletes	64
Author Correction: European primary forest database v2.0	64
A high-fidelity residential building occupancy detection dataset	64
RNA-seq of peripheral blood mononuclear cells of congenital generalized lipodystrophy type 2 patients	64
A high-spatial-resolution dataset of human thermal stress indices over South and East Asia	64
High-resolution freshwater dissolved calcium and pH data layers for Canada and the United States	64

Crowd cluster data in the USA for analysis of human response to COVID-19 events and policies	63
Attributes of the food and physical activity built environments from the Southern Cone of Latin America	63
Product, building, and infrastructure material stocks dataset for 337 Chinese cities between 1978 and 2020	63
The short-term mortality fluctuation data series, monitoring mortality shocks across time and space	61
Directional wave buoy data measured near Campbell Island, New Zealand	61
An integrated metagenomic, metabolomic and transcriptomic survey of Populus across genotypes and environments	61
Whole genome and exome sequencing reference datasets from a multi-center and cross-platform benchmark study	60
Author Correction: Open-access quantitative MRI data of the spinal cord and reproducibility across participants, sites and manufacturers	60
The Simrad EK60 echosounder dataset from the Malaspina circumnavigation	59
Total irrigation by crop in the Continental United States from 2008 to 2020	58
De novo transcriptomes of six calanoid copepods (Crustacea): a resource for the discovery of novel genes	58
Integrated microbiome-metabolome-genome axis data of Laiwu and Lulai pigs	57
A dataset for measuring the impact of research data and their curation	57
Unified access to up-to-date residue-level annotations from UniProtKB and other biological databases for PDB data	56
A construction waste landfill dataset of two districts in Beijing, China from high resolution satellite images	56
The first chromosome-level genome of the stag beetle Dorcus hopei Saunders, 1854 (Coleoptera: Lucanidae)	56
Addendum: High-resolution terrestrial climate, bioclimate and vegetation for the last 120,000 years	56
Towards Gender Harmony Dataset: Gender Beliefs and Gender Stereotypes in 62 Countries	56
Chromosome-level genome assembly of the threatened resource plant Cinnamomum chago	55
Haplotype-resolved genome assembly of Coriaria nepalensis a non-legume nitrogen-fixing shrub	55
Normative volumes and relaxation times at 3T during brain development	55
gga-miRNOME, a microRNA-sequencing dataset from chick embryonic tissues	54
Scientific echosounder data provide a predator’s view of Antarctic krill (Euphausia superba)	53
Mass cytometric and transcriptomic profiling of epithelial-mesenchymal transitions in human mammary cell lines	53
Author Correction: Brain Data Standards - A method for building data-driven cell-type ontologies	53
Flora diversity survey and establishment of a plant DNA barcode database of Lomas ecosystems in Peru	53
ReMIND: The Brain Resection Multimodal Imaging Database	52
Stable isotope variations of dew under three different climates	52
A chromosome-level genome assembly of an avivorous bat species (Nyctalus aviator)	52
Zeo-1, a computational data set of zeolite structures	52
A worldwide epidemiological database for COVID-19 at fine-grained spatial resolution	51
Open science resources from the Tara Pacific expedition across coral reef and surface ocean ecosystems	51
Genome-resolved carbon processing potential of tropical peat microbiomes from an oil palm plantation	51
Exploring SureChEMBL from a drug discovery perspective	51
De novo transcriptome assembly and annotation for gene discovery in Salamandra salamandra at the larval stage	50
A Synthetic Dataset for Semantic Segmentation of Waterbodies in Out-of-Distribution Situations	49
Author Correction: Mobility networks in Greater Mexico City	49
Chromosome-level genome assembly of ridgetail white shrimp Exopalaemon carinicauda	49
SkewDB, a comprehensive database of GC and 10 other skews for over 30,000 chromosomes and plasmids	49
A single-cell RNA-seq dataset describing macrophages in NSCLC tumor and peritumor tissues	48
Venom-gland transcriptomics and venom proteomics of the Tibellus oblongus spider	48
Revised monthly energy generation estimates for 1,500 hydroelectric power plants in the United States	48
Individual attendance data for over 30 years of international climate change talks	48
Robotic monitoring of Alpine screes: a dataset from the EU Natura2000 habitat 8110 in the Italian Alps	48
A dataset of manually annotated filaments from H-alpha observations	48
Publisher Correction: 1-km resolution rebound surfaces and paleotopography of glaciated North America since the Last Glacial Maximum	48
The ImSURE phantoms: a digital dataset for radiomic software benchmarking and investigation	47
District-scale surface temperatures generated from high-resolution longitudinal thermal infrared images	46
Chromosome-level genome assembly of chub mackerel (Scomber japonicus) from the Indo-Pacific Ocean	46
Atmospheric new particle formation identifier using longitudinal global particle number size distribution data	45
Thirty years of volcano geodesy from space at Campi Flegrei caldera (Italy)	45
Dataset on heavy metal pollution assessment in freshwater ecosystems	45
T1DiabetesGranada: a longitudinal multi-modal dataset of type 1 diabetes mellitus	45
The PAD-US-AR dataset: Measuring accessible and recreational parks in the contiguous United States	44
An fMRI dataset in response to large-scale short natural dynamic facial expression videos	44
Dataset of Smartphone-Based Finger Tapping Test	44
Modeling community standards for metadata as templates makes data FAIR	44
Finnish inventory data of underwater marine biodiversity	43
Eagle-449: A volumetric, whole-brain compilation of brain atlases for vestibular functional MRI research	43
High-resolution repeat topography of drifting ice floes in the Arctic Ocean from terrestrial laser scanning	43
Multi-proteomics and interactome dataset of tick-borne encephalitis virus infected host cells	43
Optimizing drug combination and mechanism analysis based on risk pathway crosstalk in pan cancer	43
A transcriptome dataset for gonadectomy-induced changes in rat spinal cord	43
Aerodynamic characterisation of porous fairings: pressure drop and Laser Doppler Velocimetry measurements	43
Multi-cohort shotgun metagenomic analysis of oral and gut microbiota overlap in healthy adults	43
Extended-wavelength diffuse reflectance spectroscopy dataset of animal tissues for bone-related biomedical applications	42
A Non-Laboratory Gait Dataset of Full Body Kinematics and Egocentric Vision	42
Chromosome-level genome assembly of the giant ladybug Megalocaria dilatata	42
Dataset of human-single neuron activity during a Sternberg working memory task	42
A subnational reproductive, maternal, newborn, child, and adolescent health and development atlas of India	42
Fluorescence microscopy and correlative brightfield videos of mitochondria and vesicles in H9c2 cardiomyoblasts	42
Slovak database of speech affected by neurodegenerative diseases	42
A global dataset of tree hydraulic and structural traits imputed from phylogenetic relationships	42
Bioclimatic atlas of the terrestrial Arctic	42
A high-resolution multi-scale industrial water use dataset in China	42
Transcriptome-wide RNA 5-methylcytosine profiles of human iPSCs and iPSC-derived cardiomyocytes	41
Chromosome-level genome assembly for three geographical stocks of large yellow croaker (Larimichthys crocea)	41
Single-Molecule Tracking dataset for histone H3 (hht1) from live and fixed cells of Schizosaccharomyces pombe	41
AerialWaste dataset for landfill discovery in aerial and satellite images	41
A literature-derived dataset on risk factors for dry eye disease	41

A Time-of-Flight and Radar Dataset of a neonatal Thorax Simulator with synchronized Reference Sensor Signals for respiratory Rate Detection	41
Author Correction: A public dataset of dogs vital signs recorded with ultra wideband radar and reference sensors	40
3DPatBody: 3D dataset of human bodies of a patagonian population and their anthropometric measurements	40
Phytoplankton optical fingerprint libraries for development of phytoplankton ocean color satellite products	39
Chromosome-level genome assembly of the Japanese sawyer beetle Monochamus alternatus	39
GARD-LENS: A downscaled large ensemble dataset for understanding future climate and its uncertainties	39
Chromosome-level genome assembly of Phortica okadai, a vector of Thelazia callipaeda	39
The Three Terms Task - an open benchmark to compare human and artificial semantic representations	39
Global Gridded Crop Production Dataset at 10 km Resolution from 2010 to 2020	39
A global synthesis of high-resolution stable isotope data from benthic foraminifera of the last deglaciation	39
A biological ocean data reformatting effort	38
Chromosomal level genome assemblies of two Malus crabapple cultivars Flame and Royalty	38
A chromosome-level genome assembly of the forestry pest Coronaproctus castanopsis	38
Dual-modal edible oil impurity dataset for weak feature detection	38
COVID-19 non-pharmaceutical interventions: data annotation for rapidly changing local policy information	37
Fluorescent Neuronal Cells v2: multi-task, multi-format annotations for deep learning in microscopy	37
The Superfund Research Program Analytics Portal: linking environmental chemical exposure to biological phenotypes	37
A large-scale dataset for end-to-end table recognition in the wild	37
A multiomics dataset for the study of RNA modifications in human macrophage differentiation and polarisation	37
Remote Sensing-Based Extension of GRDC Discharge Time Series - A Monthly Product with Uncertainty Estimates	37
Cancer-Alterome: a literature-mined resource for regulatory events caused by genetic alterations in cancer	36
Dataset on the effects of psychological care on depression and suicide ideation in underrepresented children	36
WAVES – The Lucile Packard Children’s Hospital Pediatric Physiological Waveforms Dataset	36
The bii4africa dataset of faunal and floral population intactness estimates across Africa’s major land uses	36
Protein interactors of 3-O sulfated heparan sulfates in human MCI and age-matched control cerebrospinal fluid	36
GEOWEALTH-US: Spatial wealth inequality data for the United States, 1960–2020	36
Single-cell integrative analysis reveals consensus cancer cell states and clinical relevance in breast cancer	36
Chimera: An atlas of regular vines on up to 8 nodes	35
HYADES - A Global Archive of Annual Maxima Daily Precipitation	35
Global holiday datasets for understanding seasonal human mobility and population dynamics	35
A large and diverse brain organoid dataset of 1,400 cross-laboratory images of 64 trackable brain organoids	35
A unified dataset for the city-scale traffic assignment model in 20 U.S. cities	35
Native range estimates for red-listed vascular plants	34
Processing of visual and non-visual naturalistic spatial information in the "parahippocampal place area"	34
Author Correction: Mapping annual 10-m soybean cropland with spatiotemporal sample migration	34
A dataset of micro biodiversity in benthic sediment at a global scale	34
The Carbon Catalogue, carbon footprints of 866 commercial products from 8 industry sectors and 5 continents	34
Ultra-deep sequencing data from a liquid biopsy proficiency study demonstrating analytic validity	33
An interprovincial input–output database distinguishing firm ownership in China from 1997 to 2017	33
Developing a large-scale dataset of flood fatalities for territories in the Euro-Mediterranean region, FFEM-DB	33
De novo transcriptomes of cave and surface isopod crustaceans: insights from 11 species across three suborders	33
A haplotype-resolved genome assembly of Malus domestica ‘Red Fuji’	33
Simulated sulfur K-edge X-ray absorption spectroscopy database of lithium thiophosphate solid electrolytes	33
Author Correction: MASCDB, a database of images, descriptors and microphysical properties of individual snowflakes in free fall	32
A nineteenth-century urban Ottoman population micro dataset: Data extraction and relational database curation from the 1840s pre-census Bursa population registers	32
Human displacements, fatalities, and economic damages linked to remotely observed floods	32
A dataset of human capital-weighted population estimates for 185 countries from 1970 to 2100	32
Home monitoring with connected mobile devices for asthma attack prediction with machine learning	32
Ensemble of CMIP6 derived reference and potential evapotranspiration with radiative and advective components	32
Motor evoked potentials for multiple sclerosis, a multiyear follow-up dataset	32
Single cell transcriptome sequencing of stimulated and frozen human peripheral blood mononuclear cells	32
Caltech Conte Center, a multimodal data resource for exploring social cognition and decision-making	32
Type B Aortic Dissection CTA Collection with True and False Lumen Expert Annotations for the Development of AI-based Algorithms	32
A dataset for assessing phytolith data for implementation of the FAIR data principles	32
NeuMa - the absolute Neuromarketing dataset en route to an holistic understanding of consumer behaviour	31
Spatial and temporal data to study residential heat decarbonisation pathways in England and Wales	31
A thermosurvey dataset: Older adults’ experiences and adaptation to urban heat and climate change	31
Fatigue database of complex metallic alloys	31
Realization times of energetic modernization measures for buildings based on interviews with craftworkers	31
Multi sequence average templates for aging and neurodegenerative disease populations	31
A dataset of high-resolution digital elevation models of the Skeiðarársandur kettle holes, Southern Iceland	30
Machine-learning ready data on the thermal power consumption of the Mars Express Spacecraft	30
Generating FAIR research data in experimental tribology	30
High-resolution transcriptome datasets during embryogenesis of plant-parasitic nematodes	30
Transcriptome sequencing of seven deep marine invertebrates	30
A global dataset of the fraction of absorbed photosynthetically active radiation for 1982–2022	30
A multi-modal panel dataset to understand the psychological impact of the pandemic	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
A focus groups study on data sharing and research data management	30
A collection of 3D geomodels of the Los Humeros and Acoculco geothermal systems (Mexico)	30
Chromosome-level genome assembly of Korean holoparasitic plants, Orobanche coerulescens	29
Author Correction: Three de novo assembled wild cacao genomes from the Upper Amazon	29
In toto light sheet fluorescence microscopy live imaging datasets of Ceratitis capitata embryonic development	29
Clinical trial data sharing: a cross-sectional study of outcomes associated with two U.S. National Institutes of Health models	29
Chromosome-level genome assembly of Cnidium monnieri, a highly demanded traditional Chinese medicine	29
A multi-predator trophic database for the California Current Large Marine Ecosystem	29
Three-dimensional topology dataset of folded radar stratigraphy in northern Greenland	29
SPRC19: A Database of State Policy Responses to COVID-19 in the United States	29
Genome-wide identification of accessible chromatin regions by ATAC-seq upon induction of the transcription factor bZIP11 in Arabidopsis	29
Terabyte-scale supervised 3D training and benchmarking dataset of the mouse kidney	29
HVSMR-2.0: A 3D cardiovascular MR dataset for whole-heart segmentation in congenital heart disease	29
PSHG-TISS: A collection of polarization-resolved second harmonic generation microscopy images of fixed tissues	28
DUO-GAIT: A gait dataset for walking under dual-task and fatigue conditions with inertial measurement units	28
Machine learning-ready remote sensing data for Maya archaeology	28
A large-scale fMRI dataset for the visual processing of naturalistic scenes	28
Profile observations of the Arctic atmospheric boundary layer with the BELUGA tethered balloon during MOSAiC	28
Scaling up SoccerNet with multi-view spatial localization and re-identification	28
Metagenome sequencing and 103 microbial genomes from ballast water and sediments	28
A Multi-Stain Breast Cancer Histological Whole-Slide-Image Data Set from Routine Diagnostics	27
40 years of forest dynamics and tree demography in an intact tropical forest at M’Baïki in central Africa	27
A comprehensive genomic and transcriptomic dataset of triple-negative breast cancers	27
Dataset of the rumen microbiota and epithelial transcriptomics and proteomics in goat affected by solid diets	27
Author Correction: Chromatic dispersion and thermal coefficients of hygroscopic liquids: 5 glycols and glycerol	27
Author Correction: An fMRI Dataset for Concept Representation with Semantic Feature Annotations	27