Scientific Data

Article	Citations
A database of seed plants on taxonomy, geography and ecology in the Qinling-Daba Mountains and adjacent areas	2630
Linking Research Data with Physically Preserved Research Materials in Chemistry	968
Dataset on the effects of psychological care on depression and suicide ideation in underrepresented children	892
Near-complete reference genome assembly of Hoya carnosa	712
A Field-Level Asset Mapping Dataset for England’s Agricultural Sector	625
Chromosome-level assemblies of cultivated water chestnut Trapa bicornis and its wild relative Trapa incisa	511
The first high-quality chromosome-level genome of Parupeneus biaculeatus using HiFi and Hi-C data	464
Molecular landscape of respiratory infection: A large-scale, multi-centre blood transcriptome dataset	419
Chromosome-level genome assembly of rock carp (Procypris rabaudi)	382
A dataset of scientific dates from archaeological sites in eastern Africa spanning 5000 BCE to 1800 CE	331
The Latin American Legislators Dataset	323
One-year high-frequency environmental and behavioral data from ALAN experience in a French coastal area	322
A century-long eddy-resolving simulation of global oceanic large- and mesoscale state	300
ML-extendable framework for multiphysics-multiscale simulation workflow and data management using Kadi4Mat	228
A longitudinal cross-country dataset on agricultural productivity and welfare in Sub-Saharan Africa	224
Pennsieve: A Collaborative Platform for Translational Neuroscience and Beyond	203
Chromosome-level genome assembly of the alpine extremophyte Tibetan snow lotus, Saussurea hypsipeta Diels	200
Ensemble of CMIP6 derived reference and potential evapotranspiration with radiative and advective components	195
A Simulated Comprehensive Photon Flux Shielding Spectra Dataset for Advanced Radiation Safety Assessment	193
Atmospheric and oceanic data from a triangle-shaped moored array in the northern South China Sea during 2016	175
Multiclass Dataset for Intelligent Detection of Wind Turbine Blade Defects Using Drone Imagery	172
Paired magnetic susceptibility and geochemistry of young volcanism in Iceland and Tengchong, China	171
A chromosome-scale assembly of Ormosia boluoensis (Fabaceae)	170
Author Correction: Mobility networks in Greater Mexico City	168
Author Correction: The Plegma dataset: Domestic appliance-level and aggregate electricity demand with metadata from Greece	167

Author Correction: GERDA: The German Election Database	164
Author Correction: Database covering the prayer movements which were not available previously	162
A Cross Spatio-Temporal Pathology-based Lung Nodule Dataset	156
A VibV Dataset Integrating Vibration and Vision for Enhanced Safety in Self-Driving Tasks	156
Near complete T2T genome assembly of the banded goonch (Bagarius rutilus)	149
Chromosomal-level genome assembly of Ichthyurus bourgeoisi Gestro using PacBio HiFi and Hi-C sequencing	148
Home monitoring with connected mobile devices for asthma attack prediction with machine learning	143
The interplay between brain and behavior during development: A multisite effort to generate and share simulated datasets	142
Slovak database of speech affected by neurodegenerative diseases	141
Full Field Digital Mammography Dataset from a Population Screening Program	141
Global Ocean Particulate Organic Phosphorus, Carbon, Oxygen for Respiration, and Nitrogen (GO-POPCORN)	141
Head model dataset for mixed reality navigation in neurosurgical interventions for intracranial lesions	131
A long-term ecosystem monitoring dataset from the ICP Integrated Monitoring network: biogeochemical data from 1977–2020 across 14 European countries	128
A validated Mandarin Chinese Auditory Emotion Database of Subject-Personal-Pronoun Sentences (MCAE-SPPS)	125
A Frontal Ablation Dataset for 49 Tidewater Glaciers in Greenland	125
Development of Gridded Root-Zone Soil Moisture Product for India, 1981–2024	124
EEG Dataset for the Recognition of Different Emotions Induced in Voice-User Interaction	124
Bounding the costs of electric vehicle managed charging—supply curves for scenarios from 2025 to 2050	115
A bimodal dataset for diabetes research	115
The Superfund Research Program Analytics Portal: linking environmental chemical exposure to biological phenotypes	111
A haplotype-resolved chromosomal-level genome assembly of Oxalis articulata	111
A near-telomere-to-telomere genome assembly of the Chinese soft-shelled turtle (Pelodiscus sinensis)	110
Shotgun metagenomes from productive lakes in an urban region of Sweden	106
A dataset of the daily edge of each polynya in the Antarctic	105
Identifying Cocoa Flower Visitors: A Deep Learning Dataset	104
Students’ performance dataset for using machine learning technique in physics education research	103
The R package for DICOM to brain imaging data structure conversion	103
GARD-LENS: A downscaled large ensemble dataset for understanding future climate and its uncertainties	103
A multimodal dataset of causal mechanisms in materials science literature	100
A dataset of real-world oscillograms from electrical power grids	99
NeuMa - the absolute Neuromarketing dataset en route to an holistic understanding of consumer behaviour	98
A near-global dataset of dissolved organic carbon concentrations and yields in forested headwater streams	98
What’s the TEE: Metrics of Temperature Extremes in Europe NUTS Regions (1980-2024)	97
Correction: Sea lice infestation dataset for wild and farmed salmon populations on the Pacific coast of Canada (2001–2023)	97
The landscape of abiotic and biotic stress-responsive splice variants with deep RNA-seq datasets in hot pepper	96
Reinterpretation of prostate cancer pathology by Appl1, Sortilin and Syndecan-1 biomarkers	95
Making Mathematical Research Data FAIR: Pathways to Improved Data Sharing	93
Exploring the electrophysiology of Parkinson’s disease with magnetoencephalography and deep brain recordings	93
Optimizing drug combination and mechanism analysis based on risk pathway crosstalk in pan cancer	93
Enrichment of lung cancer computed tomography collections with AI-derived annotations	92
Chromosome-level genome assembly and annotation of potato grouper (Epinephelus tukula)	92
Multi-proteomics and interactome dataset of tick-borne encephalitis virus infected host cells	91
Unveiling the Spatiotemporal Dynamics of Global Brain Circulation: A Comprehensive Corpus (2000–2024)	90
Global dataset of soil eukaryotic communities created with a uniform protocol and long read sequencing	90
Unified access to up-to-date residue-level annotations from UniProtKB and other biological databases for PDB data	90
A comprehensive genomic and transcriptomic dataset of triple-negative breast cancers	89
Tsunami Runup Survey Data From The Taan Fjord Landslide Event	88
A dataset of patients with isolated and syndromic optic neuropathies linked to RTN4IP1 genetic variants	88
VISDB 2.0: A manually curated resource of viral integration sites and their regulatory maps in human diseases	87
CreelCat, a Catalog of United States Inland Creel and Angler Survey Data	86

A daily high-resolution (1 km) human thermal index collection over the North China Plain from 2003 to 2020	86
lncRNA, miRNA, and mRNA dynamics in cholangiocyte-to-immature hepatocyte differentiation in liver regeneration	85
A comprehensive dataset of riverine levee overtopping events for advancing risk assessment	85
Canopy height model and NAIP imagery pairs across CONUS	83
RailFOD23: A dataset for foreign object detection on railroad transmission lines	83
A multilayered urban tree dataset of point clouds, quantitative structure and graph models	83
PAVC: The foundation for a Pan-Arctic Vegetation Cover database	82
Chromosome-level genome assembly of the traditional medicinal plant Lindera aggregata	79
A global dataset of fossil fungi records from the Cenozoic	78
Chromosome-level genome assembly of Oriental chestnut gall wasp (Dryocosmus kuriphilus)	77
A high-quality chromosome-level genome assembly of apple of Peru (Nicandra physalodes)	77
M3OT: A Multi-Drone Multi-Modality dataset for Multi-Object Tracking	77
Occurrence of human infection with Salmonella Typhi in sub-Saharan Africa	77
Hydrological model-based streamflow reconstruction for Indian sub-continental river basins, 1951–2021	75
Chromosome-level haplotype-resolved genome assembly of bread wheat’s wild relative Aegilops mutica	75
‌A century-scale dataset of crop yield and agronomic trait evolution under field management in China	74
Machine learning-ready remote sensing data for Maya archaeology	74
Multi-sensor microclimate and tree canopy dataset from a linden tree for green infrastructure validation	73
Tomato Multi-Angle Multi-Pose Dataset for Fine-Grained Phenotyping	73
Reconstructing high-quality ground-level ozone records from 1980 to 2012 in central and eastern China	73
Spatio-temporal dataset (2009–2012) of Culicoides spp., vectors of livestock viruses, in France	72
District-scale surface temperatures generated from high-resolution longitudinal thermal infrared images	71
A western United States snow reanalysis dataset over the Landsat era from water years 1985 to 2021	70
A Fine-Grained Lightweight Urban Signalized-Intersection Dataset of Dense Conflict Trajectories	70
Quantum computing dataset of maximum independent set problem on king lattice of over hundred Rydberg atoms	70
Statistical performance indicators and index—a new tool to measure country statistical capacity	70
An open dataset for oracle bone character recognition and decipherment	70
Dataset on heavy metal pollution assessment in freshwater ecosystems	69
A construction waste landfill dataset of two districts in Beijing, China from high resolution satellite images	69
A database of steric and electronic properties of heteroaryl substituents	69
Chromosome-level genome assembly of the Rhizoctonia solani	69
The global compendium of Aedes japonicus: An Underappreciated Arbovirus Vector of growing concerns	69
F-DATA: A Fugaku Workload Dataset for Job-centric Predictive Modelling in HPC Systems	68
Analysis of AlphaMissense data in different protein groups and structural context	68
T1DiabetesGranada: a longitudinal multi-modal dataset of type 1 diabetes mellitus	67
A large EEG dataset for studying cross-session variability in motor imagery brain-computer interface	67
A large-scale dataset of pre- and postsurgical MRI data from patients with chronic trigeminal neuralgia	66
A large-scale dataset of patient summaries for retrieval-based clinical decision support systems	66
Multi-Domain Indoor Dataset for Visual Place Recognition and Anomaly Detection by Mobile Robots	66
A dataset for deep learning based detection of printed circuit board surface defect	66
A neuroimaging dataset during sequential color qualia similarity judgments with and without reports	66
Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infection	64
A chromosomal-level genome assembly of Batocera lineolata Chevrolat, 1852 (Coleoptera: Cerambycidae)	64
Very High Resolution Projections over Italy under different CMIP5 IPCC scenarios	64
A semantic approach to mapping the Provenance Ontology to Basic Formal Ontology	64
MarNemaFunDiv: a first comprehensive dataset of functional traits for marine nematodes	64
An IMU and sEMG dataset of induced stumble events during treadmill walking in transfemoral amputees	64
Individual encounter data of six African carnivore species optimized for multi-species density estimation	63
An open-access database of nature-based carbon offset project boundaries	63
Celtic Invasive Plants database	62
A chromosome-level reference genome assembly and annotation of Serrodes campana	62
FIGARO-E3: a high-resolution extended multi-regional input-output database consistent with official statistics	61
Sea ice records over more than a century at an observatory facing the Okhotsk coast of Hokkaido, Japan	61
Empowering open data sharing for social good: a privacy-aware approach	61
A curated dataset of great ape genome diversity	61
Chinese provinces–embedded inter-country input-output datasets with firm ownership heterogeneity	61
A Synthetic Dataset for Semantic Segmentation of Waterbodies in Out-of-Distribution Situations	61
An agenda for addressing bias in conflict data	60
Mediterranean marine sediment cores database: unlocking paleoclimatic signals for the last 20,000 years	60
BUS-UCLM: Breast ultrasound lesion segmentation dataset	60
SDUST2023GRA_MSS: the new global marine gravity anomaly model determined from mean sea surface model	60
Multimodal Data for the Detection of Freezing of Gait in Parkinson’s Disease	60
An 8-model ensemble of CMIP6-derived ocean surface wave climate	60
Enhancing radiomics and Deep Learning systems through the standardization of medical imaging workflows	60
OPERAnet, a multimodal activity recognition dataset acquired from radio frequency and vision-based sensors	60
Bioclimatic atlas of the terrestrial Arctic	59
Dataset for studying deformation in 3D patient-specific pulmonary artery anatomies	59
An Enhanced Phenology Dataset for Global Drylands from 2001 to 2019	59
PPB-Affinity: Protein-Protein Binding Affinity dataset for AI-based protein drug discovery	59
Globe-LFMC 2.0, an enhanced and updated dataset for live fuel moisture content research	59
A global 1 km resolution daily surface longwave radiation product from MODIS satellite data from 2000–2023	59
Dynamic urban morphology mapping in Chinese cities based on local climate zone approach	59
Measurement of ship-generated waves in German coastal waterways from 1998–2022	58
The HAInich: A multidisciplinary vision data-set for a better understanding of the forest ecosystem	58
A thermosurvey dataset: Older adults’ experiences and adaptation to urban heat and climate change	58
A Global Database of Soil Plant Available Phosphorus	58
A tree-based corpus annotated with Cyber-Syndrome, symptoms, and acupoints	58
The draft genome sequences of the cosmopolitan centric diatom, the genus Skeletonema	57
Chromosome-level genome assembly of Odontothrips loti Haliday (Thysanoptera: Thripidae)	57
A chromosomal-level genome assembly of Odontolabis cuvera Hope, 1842 (Coleoptera: Lucanidae)	57

Innovative molecular networking analysis of steroids and characterisation of the urinary steroidome	57
A database of in situ water temperatures for large inland lakes across the coterminous United States	56
Sm-Nd Isotope Data Compilation from Geoscientific Literature Using an Automated Tabular Extraction Method	56
Coral community data Heron Island Great Barrier Reef 1962–2016	56
Proteomic Dataset of Sparganum proliferum and Spirometra mansoni to Understand Asexual Proliferation in Hosts	56
Chromosome-scale genome assembly and annotation of Xenocypris argentea	55
Three-dimensional chromatin architecture datasets for aging and Alzheimer’s disease	55
Manually annotated and curated Dataset of diverse Weed Species in Maize and Sorghum for Computer Vision	55
OSMlanduse a dataset of European Union land use at 10 m resolution derived from OpenStreetMap and Sentinel-2	54
Transcriptome profiling of mRNA and lncRNA involved in wax biosynthesis in cauliflower	54
Dataset of soil hydraulic parameters in the Yellow River Basin based on in situ deep sampling	54
STInt: An integrated dataset covering science, technology and industry information in the pharmaceutical field	54
Ontology for the Avida digital evolution platform	54
A Multi-Omics Dataset of Prostate Cancer Response to Oncolytic Virus OH2 Treatment	53
Chromosome-level genome assembly of the Tyrrhenian tree frog (Hyla sarda)	53
A global dataset for steel aluminum and cement in-use stocks at 500 m gridded level 2000-2019	53
A panel sequencing dataset of peripheral blood gene variations in pan-cancer	53
A Chinese Face Dataset with Dynamic Expressions and Diverse Ages Synthesized by Deep Learning	53
Chromosome-level genome assembly of Siberian kale (Brassica napus subsp. pabularia)	53
Data scheme and data format for transferable force fields for molecular simulation	52
Whole genome sequencing and structural variations provide insights into the body size traits of Hu sheep	52
Harmonized Database of Western U.S. Water Rights (HarDWR) v.1	52
Detection of differential bait proteoforms through immunoprecipitation-mass spectrometry data analysis	52
Renji endoscopic submucosal dissection video data set for colorectal neoplastic lesions	52
A chromosome-level genome assembly of skipjack tuna, Katsuwonus pelamis (Perciformes: Scombridae)	52
8,266 SARS-CoV-2 Genomic Assemblies from Asymptomatic Carriers in Japan	51
A curated dataset on the distribution of West Palaearctic freshwater bivalves	51
A combined microbial and biogeochemical dataset from high-latitude ecosystems with respect to methane cycle	51
Combining citizen science data and literature to build a traits dataset of Taiwan’s birds	51
A Labrador PeptideAtlas and DIA spectral assay library - resources for proteomics research in dogs	51
Haplotype-resolved T2T genome assembly of the pear cultivar ‘Danxiahong’	51
Single-nucleus chromatin landscapes of cholestatic injury and repair in mice liver	50
A global dataset on mungbean for managing seed yield and quality	50
A multi-year campus-level smart meter database	50
The RESILIENT Dataset: Multimodal Monitoring of Ageing-Related Comorbidities and Cognitive Decline	50
Migrant Electoral Rights (MER) New Data from 165 Countries and Six Decades	50
A benchmark GaoFen-7 dataset for building extraction from satellite images	49
Analysis-ready optical underwater images of Manganese-nodule covered seafloor of the Clarion-Clipperton Zone	49
An RNA-seq time series of the medaka pituitary gland during sexual maturation	49
A Central European tree species dataset of annotated terrestrial laser scanning point clouds - TreeScanPL10K	49
AVDOS-VR: Affective Video Database with Physiological Signals and Continuous Ratings Collected Remotely in VR	49
An intra-annual 30-m dataset of small lakes of the Qilian Mountains for the period 1987–2020	49
A DNA Barcode Reference Library of Native Seed Plants in Chinese Dryland Regions	49
The 2021 Tower Lake Dense Array Experiment for High-Resolution Microseismicity Monitoring During Hydraulic Fracturing	49
Dataset on child vaccination in Brazil from 1996 to 2021	48
AHAD: African major crops harvested area dataset for the years of 2000, 2010, and 2020	48
A multi-model based dataset of global atmospheric moisture source-sink relationships and atmospheric basins	48
Genome Skimming Reveals Genetic Diversity in 220 Papaver Individuals from China	48
Endoscapes, a critical view of safety and surgical scene segmentation dataset for laparoscopic cholecystectomy	48
De novo transcriptome analysis of Perna perna L. (Bivalve) with functional and metabolic pathway analysis	48
Proteome of Bronchial Alveolar Lavage fluid and Serum from Tuberculosis patients during drug treatment	47
Acting Emotions: a comprehensive dataset of elicited emotions	47
High resolution climate change observations and projections for the evaluation of heat-related extremes	47
A dataset of riverine nitrogen yield across watersheds in the Conterminous United States	47
Mobility of Erasmus+ students in Europe: Geolocated individual and aggregate mobility flows from 2014 to 2022	47
A whole rock geochemical dataset for magmatic rocks drilled on the mid-Norwegian margin	47
Borrelia PeptideAtlas: A proteome resource of common Borrelia burgdorferi isolates for Lyme research	46
Dataset of the suitability of major food crops in Africa under climate change	46
A concordance between patent and trademark classes to link technologies to markets	46
A point-of-use drinking water quality dataset from fieldwork in Detroit, Michigan	46
An ageing study of twenty 18650 lithium-ion Graphite/LFP cells in first and second life use	46
Constructing a global human epidemic database using open-source digital biosurveillance	46
Metagenomic sequencing and reconstruction of 82 microbial genomes from barley seed communities	46
A Dataset for Victim Detection in Search-and-Rescue Operations Using Robot-Mounted UWB-Radar Sensors	46
Chromosome-level genome assemblies of sunflower oilseed and confectionery cultivars	46
A telomere-to-telomere reference genome for Stemona tuberosa	46
Cognitive tasks, anatomical MRI, and functional MRI data evaluating the construct of self-regulation	46
Chromosome-level genome assembly of the sap beetle Glischrochilus (Librodor) japonius (Coleoptera: Nitidulidae)	45
24-hour average PM2.5 concentration caused by aircraft in Chinese airports from Jan. 2006 to Dec. 2023	45
Chromosome-level genome assembly of mud snail Bullacta exarata	45
Non-coding RNA profiling in BRAFV600E-mutant cutaneous melanoma before and after Spry1 depletion	45
A database of mapped global fishing activity 1950–2017	45
Wheel-Mounted Inertial Datasets	45
Human gut archaea collection from Estonian population	45
SignEEG v1.0: Multimodal Dataset with Electroencephalography and Hand-written Signature for Biometric Systems	45
Global Dataset of the Energy Transition Vulnerability Index 2000-2023	45
Gap-free 16-year (2005–2020) sub-diurnal surface meteorological observations across Florida	45
A corpus and a modular infrastructure for the empirical study of (an)notated music	45
Improved high quality sand fly assemblies enabled by ultra low input long read sequencing	44
Single-nucleus RNA sequencing dataset of diverse tissues from wild-type monkey and Tau-P301L transgenic monkey	44
A compendium of temperature and salinity profiles and discrete nutrients from selected NOAA programs in Alaska	44
A large-scale, multitask, multisensory dataset for climate-aware crop monitoring in the US from 2018–2022	44
Comprehensive curation and validation of genomic datasets for chestnut	44
Brightfield vs Fluorescent Staining Dataset–A Test Bed Image Set for Machine Learning based Virtual Staining	44
Muscle Proteomic Dataset of A Threatened Indian walking catfish, Clarias magur (Hamilton 1822) Exposed to Thermal Stress	44
Observing the Central Arctic Atmosphere and Surface with University of Colorado uncrewed aircraft systems	44
Curated CYP450 Interaction Dataset: Covering the Majority of Phase I Drug Metabolism	44
Multiorder hydrologic Position for Europe — a Set of Features for Machine Learning and Analysis in Hydrology	44
Assessing temporal dynamics of nitrogen surplus in Indian agriculture: district scale data from 1966 to 2017	44
Distribution of soil macrofauna across different habitats in the Eastern European Alps	43
Labeled photovoltaic installations for orthographic aerial imagery in Queens, New York	43
A multimodal dataset for coronary microvascular disease biomarker discovery	43
Contextualized race and ethnicity annotations for clinical text from MIMIC-III	43
Chromosome-level genome assembly of Monochamus sutor in China	43
A pseudoproxy emulation of the PAGES 2k database using a hierarchy of proxy system models	43