Scientific Data

Article	Citations
Author Correction: The Plegma dataset: Domestic appliance-level and aggregate electricity demand with metadata from Greece	1794
Author Correction: Mobility networks in Greater Mexico City	711
A database of seed plants on taxonomy, geography and ecology in the Qinling-Daba Mountains and adjacent areas	706
Tsunami Runup Survey Data From The Taan Fjord Landslide Event	623
Multi-proteomics and interactome dataset of tick-borne encephalitis virus infected host cells	451
Linking Research Data with Physically Preserved Research Materials in Chemistry	447
Chromosome-level genome assembly of the Rhizoctonia solani	436
GARD-LENS: A downscaled large ensemble dataset for understanding future climate and its uncertainties	426
Shotgun metagenomes from productive lakes in an urban region of Sweden	375
Author Correction: GERDA: The German Election Database	373
The interplay between brain and behavior during development: A multisite effort to generate and share simulated datasets	313
Bioclimatic atlas of the terrestrial Arctic	308
Occurrence of human infection with Salmonella Typhi in sub-Saharan Africa	257
CreelCat, a Catalog of United States Inland Creel and Angler Survey Data	251
In toto light sheet fluorescence microscopy live imaging datasets of Ceratitis capitata embryonic development	250
A dataset of scientific dates from archaeological sites in eastern Africa spanning 5000 BCE to 1800 CE	238
What’s the TEE: Metrics of Temperature Extremes in Europe NUTS Regions (1980-2024)	201
Mediterranean marine sediment cores database: unlocking paleoclimatic signals for the last 20,000 years	183
Near-complete reference genome assembly of Hoya carnosa	178
Dataset on the effects of psychological care on depression and suicide ideation in underrepresented children	178
A Field-Level Asset Mapping Dataset for England’s Agricultural Sector	165
A Simulated Comprehensive Photon Flux Shielding Spectra Dataset for Advanced Radiation Safety Assessment	157
Empowering open data sharing for social good: a privacy-aware approach	156
Chromosome-level assemblies of cultivated water chestnut Trapa bicornis and its wild relative Trapa incisa	151
Enrichment of lung cancer computed tomography collections with AI-derived annotations	151

The first high-quality chromosome-level genome of Parupeneus biaculeatus using HiFi and Hi-C data	149
A chromosome-scale assembly of Ormosia boluoensis (Fabaceae)	133
Author Correction: Database covering the prayer movements which were not available previously	128
A thermosurvey dataset: Older adults’ experiences and adaptation to urban heat and climate change	128
Generating FAIR research data in experimental tribology	126
A curated dataset of great ape genome diversity	126
Global Ocean Particulate Organic Phosphorus, Carbon, Oxygen for Respiration, and Nitrogen (GO-POPCORN)	125
An open dataset for oracle bone character recognition and decipherment	124
Molecular landscape of respiratory infection: A large-scale, multi-centre blood transcriptome dataset	123
Chromosome-level genome assembly of rock carp (Procypris rabaudi)	122
A Frontal Ablation Dataset for 49 Tidewater Glaciers in Greenland	119
PPB-Affinity: Protein-Protein Binding Affinity dataset for AI-based protein drug discovery	119
ML-extendable framework for multiphysics-multiscale simulation workflow and data management using Kadi4Mat	117
Students’ performance dataset for using machine learning technique in physics education research	117
Multi-Domain Indoor Dataset for Visual Place Recognition and Anomaly Detection by Mobile Robots	116
An open-access database of nature-based carbon offset project boundaries	114
Author Correction: Whales from space dataset, an annotated satellite image dataset of whales for training machine learning models	111
Statistical performance indicators and index—a new tool to measure country statistical capacity	111
SDUST2023GRA_MSS: the new global marine gravity anomaly model determined from mean sea surface model	107
Canopy height model and NAIP imagery pairs across CONUS	106
A longitudinal cross-country dataset on agricultural productivity and welfare in Sub-Saharan Africa	106
A global dataset of fossil fungi records from the Cenozoic	105
The Latin American Legislators Dataset	105
A database of steric and electronic properties of heteroaryl substituents	104
Spatio-temporal dataset (2009–2012) of Culicoides spp., vectors of livestock viruses, in France	101
One-year high-frequency environmental and behavioral data from ALAN experience in a French coastal area	101
The Carbon Catalogue, carbon footprints of 866 commercial products from 8 industry sectors and 5 continents	101
Pennsieve: A Collaborative Platform for Translational Neuroscience and Beyond	100
A haplotype-resolved chromosomal-level genome assembly of Oxalis articulata	100
F-DATA: A Fugaku Workload Dataset for Job-centric Predictive Modelling in HPC Systems	97
Home monitoring with connected mobile devices for asthma attack prediction with machine learning	94
Slovak database of speech affected by neurodegenerative diseases	93
Multimodal Data for the Detection of Freezing of Gait in Parkinson’s Disease	93
A focus groups study on data sharing and research data management	92
A semantic approach to mapping the Provenance Ontology to Basic Formal Ontology	89
The Superfund Research Program Analytics Portal: linking environmental chemical exposure to biological phenotypes	89
An 8-model ensemble of CMIP6-derived ocean surface wave climate	87
A dataset of the daily edge of each polynya in the Antarctic	86
Ultra-deep sequencing data from a liquid biopsy proficiency study demonstrating analytic validity	85
Optimizing drug combination and mechanism analysis based on risk pathway crosstalk in pan cancer	84
EEG Dataset for the Recognition of Different Emotions Induced in Voice-User Interaction	82
A century-long eddy-resolving simulation of global oceanic large- and mesoscale state	82
A VibV Dataset Integrating Vibration and Vision for Enhanced Safety in Self-Driving Tasks	82
T1DiabetesGranada: a longitudinal multi-modal dataset of type 1 diabetes mellitus	81
Quantum computing dataset of maximum independent set problem on king lattice of over hundred Rydberg atoms	81
NeuMa - the absolute Neuromarketing dataset en route to an holistic understanding of consumer behaviour	81
Machine learning-ready remote sensing data for Maya archaeology	81
Reinterpretation of prostate cancer pathology by Appl1, Sortilin and Syndecan-1 biomarkers	81
A daily high-resolution (1 km) human thermal index collection over the North China Plain from 2003 to 2020	81
An Enhanced Phenology Dataset for Global Drylands from 2001 to 2019	81

M3OT: A Multi-Drone Multi-Modality dataset for Multi-Object Tracking	80
Reconstructing high-quality ground-level ozone records from 1980 to 2012 in central and eastern China	79
FIGARO-E3: a high-resolution extended multi-regional input-output database consistent with official statistics	78
A Synthetic Dataset for Semantic Segmentation of Waterbodies in Out-of-Distribution Situations	78
MarNemaFunDiv: a first comprehensive dataset of functional traits for marine nematodes	78
Spatial and temporal data to study residential heat decarbonisation pathways in England and Wales	76
OPERAnet, a multimodal activity recognition dataset acquired from radio frequency and vision-based sensors	76
A western United States snow reanalysis dataset over the Landsat era from water years 1985 to 2021	76
Chromosome-level haplotype-resolved genome assembly of bread wheat’s wild relative Aegilops mutica	75
Near complete T2T genome assembly of the banded goonch (Bagarius rutilus)	75
Sea ice records over more than a century at an observatory facing the Okhotsk coast of Hokkaido, Japan	75
Identifying Cocoa Flower Visitors: A Deep Learning Dataset	74
Dataset on heavy metal pollution assessment in freshwater ecosystems	74
The R package for DICOM to brain imaging data structure conversion	72
Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infection	72
PAVC: The foundation for a Pan-Arctic Vegetation Cover database	72
Dynamic urban morphology mapping in Chinese cities based on local climate zone approach	71
Ensemble of CMIP6 derived reference and potential evapotranspiration with radiative and advective components	71
A large-scale dataset of patient summaries for retrieval-based clinical decision support systems	71
Unveiling the Spatiotemporal Dynamics of Global Brain Circulation: A Comprehensive Corpus (2000–2024)	70
A global 1 km resolution daily surface longwave radiation product from MODIS satellite data from 2000–2023	70
Hydrological model-based streamflow reconstruction for Indian sub-continental river basins, 1951–2021	70
Globe-LFMC 2.0, an enhanced and updated dataset for live fuel moisture content research	70
A multilayered urban tree dataset of point clouds, quantitative structure and graph models	70
Chromosome-level genome assembly of the traditional medicinal plant Lindera aggregata	70
A comprehensive genomic and transcriptomic dataset of triple-negative breast cancers	69
Head model dataset for mixed reality navigation in neurosurgical interventions for intracranial lesions	68
An agenda for addressing bias in conflict data	67
A 24-hour population distribution dataset based on mobile phone data from Helsinki Metropolitan Area, Finland	67
Paired magnetic susceptibility and geochemistry of young volcanism in Iceland and Tengchong, China	65
District-scale surface temperatures generated from high-resolution longitudinal thermal infrared images	65
China’s provincial process CO2 emissions from cement production during 1993–2019	65
Chromosome-level genome assembly of Oriental chestnut gall wasp (Dryocosmus kuriphilus)	64
BUS-UCLM: Breast ultrasound lesion segmentation dataset	63
The landscape of abiotic and biotic stress-responsive splice variants with deep RNA-seq datasets in hot pepper	62
A large EEG dataset for studying cross-session variability in motor imagery brain-computer interface	61
Full Field Digital Mammography Dataset from a Population Screening Program	61
Enhancing radiomics and Deep Learning systems through the standardization of medical imaging workflows	61
A Global Database of Soil Plant Available Phosphorus	60
RailFOD23: A dataset for foreign object detection on railroad transmission lines	60
A comprehensive dataset of riverine levee overtopping events for advancing risk assessment	59
QMugs, quantum mechanical properties of drug-like molecules	59
A dataset for deep learning based detection of printed circuit board surface defect	58
A Cross Spatio-Temporal Pathology-based Lung Nodule Dataset	58
A construction waste landfill dataset of two districts in Beijing, China from high resolution satellite images	58
Very High Resolution Projections over Italy under different CMIP5 IPCC scenarios	58
Unified access to up-to-date residue-level annotations from UniProtKB and other biological databases for PDB data	58
A large-scale dataset of pre- and postsurgical MRI data from patients with chronic trigeminal neuralgia	58
Making Mathematical Research Data FAIR: Pathways to Improved Data Sharing	57
Global monthly gridded atmospheric carbon dioxide concentrations under the historical and future scenarios	57
Scaling up SoccerNet with multi-view spatial localization and re-identification	57
A large-scale multi-label 12-lead electrocardiogram database with standardized diagnostic statements	57
Analysis of AlphaMissense data in different protein groups and structural context	56
Measurement of ship-generated waves in German coastal waterways from 1998–2022	56
Exploring the electrophysiology of Parkinson’s disease with magnetoencephalography and deep brain recordings	56
A neuroimaging dataset during sequential color qualia similarity judgments with and without reports	56
Constructing a global human epidemic database using open-source digital biosurveillance	56
Borrelia PeptideAtlas: A proteome resource of common Borrelia burgdorferi isolates for Lyme research	55
Author Correction: Geographical characterisation of British urban form and function using the spatial signatures framework	55
Confocal imaging dataset to assess endothelial cell orientation during extreme glucose conditions	55
The HAInich: A multidisciplinary vision data-set for a better understanding of the forest ecosystem	55
24-hour average PM2.5 concentration caused by aircraft in Chinese airports from Jan. 2006 to Dec. 2023	55
A tree-based corpus annotated with Cyber-Syndrome, symptoms, and acupoints	55
RecyBat24: a dataset for detecting lithium-ion batteries in electronic waste disposal	54
Seven years of time-tracking data capturing collaboration and failure dynamics: the Gryzzly dataset	54
A chromosomal-level genome assembly of Odontolabis cuvera Hope, 1842 (Coleoptera: Lucanidae)	54
A corpus and a modular infrastructure for the empirical study of (an)notated music	54
A curated bacterial and archaeal 16S rRNA Gene Oral Sequences dataset	54
The draft genome sequences of the cosmopolitan centric diatom, the genus Skeletonema	54
A database of in situ water temperatures for large inland lakes across the coterminous United States	53
Innovative molecular networking analysis of steroids and characterisation of the urinary steroidome	53
Haplotype-resolved chromosome-level genome assembly of Ehretia macrophylla	53
Coral community data Heron Island Great Barrier Reef 1962–2016	53
A chromosome-scale reference genome of grasspea (Lathyrus sativus)	53
Machine learning training data: over 500,000 images of butterflies and moths (Lepidoptera) with species labels	53
Publisher Correction: Chromosome-level genome assembly and annotation of xerophyte secretohalophyte Reaumuria soongarica	52
DiTEC-WDN: A Large-Scale Dataset of Hydraulic Scenarios across Multiple Water Distribution Networks	52
Hong Kong Corpus of Chinese Sentence and Passage Reading	52
Chromosome-scale genome assembly and annotation of Xenocypris argentea	52
A new high-resolution global topographic factor dataset calculated based on SRTM	52

A panel sequencing dataset of peripheral blood gene variations in pan-cancer	51
De novo transcriptome analysis of Perna perna L. (Bivalve) with functional and metabolic pathway analysis	51
Global nature run data with realistic high-resolution carbon weather for the year of the Paris Agreement	51
A soil database from Queretaro, Mexico for assessment of crop and irrigation water requirements	51
A global dataset on mungbean for managing seed yield and quality	51
A Multidisciplinary Multimodal Aligned Dataset for Academic Data Processing	50
Harmonized Database of Western U.S. Water Rights (HarDWR) v.1	50
Renji endoscopic submucosal dissection video data set for colorectal neoplastic lesions	50
A dataset of riverine nitrogen yield across watersheds in the Conterminous United States	50
A chromosome-level genome assembly of skipjack tuna, Katsuwonus pelamis (Perciformes: Scombridae)	50
Whole genome sequencing and structural variations provide insights into the body size traits of Hu sheep	50
OSMlanduse a dataset of European Union land use at 10 m resolution derived from OpenStreetMap and Sentinel-2	50
Detection of differential bait proteoforms through immunoprecipitation-mass spectrometry data analysis	50
A biologging database of juvenile white sharks from the northeast Pacific	50
Data scheme and data format for transferable force fields for molecular simulation	50
Transcriptome profiling of mRNA and lncRNA involved in wax biosynthesis in cauliflower	49
Multiorder hydrologic Position for Europe — a Set of Features for Machine Learning and Analysis in Hydrology	49
Curated CYP450 Interaction Dataset: Covering the Majority of Phase I Drug Metabolism	49
Haplotype-resolved T2T genome assembly of the pear cultivar ‘Danxiahong’	49
A benchmark database of ten years of prospective next-day earthquake forecasts in California from the Collaboratory for the Study of Earthquake Predictability	49
Soil carbon stock densities in mangrove and forested wetland ecosystems of Panama	49
An EEG Dataset of Neural Signatures in a Competitive Two-Player Game Encouraging Deceptive Behavior	48
Psilocybin’s acute and persistent brain effects: a precision imaging drug trial	48
3DSC - a dataset of superconductors including crystal structures	48
An Experimental and Clinical Physiological Signal Dataset for Automated Pain Recognition	48
The RESILIENT Dataset: Multimodal Monitoring of Ageing-Related Comorbidities and Cognitive Decline	48
Impact factors for quantifying country-level terrestrial biodiversity intactness footprints (IBIF)	48
GriddingMachine, a database and software for Earth system modeling at global and regional scales	48
A near-complete chromosome-level genome assembly of looseleaf lettuce (Lactuca sativa var. crispa)	47
A global dataset on species occurrences and functional traits of Schizothoracinae fish	47
A multimodal dataset for coronary microvascular disease biomarker discovery	47
Acting Emotions: a comprehensive dataset of elicited emotions	47
A global dataset for steel aluminum and cement in-use stocks at 500 m gridded level 2000-2019	46
High-resolution ethograms, accelerometer recordings, and behavioral time series of Japanese quail	46
Chromosome-level genome assembly of the Tyrrhenian tree frog (Hyla sarda)	45
Genome Skimming Reveals Genetic Diversity in 220 Papaver Individuals from China	45
Assessing temporal dynamics of nitrogen surplus in Indian agriculture: district scale data from 1966 to 2017	45
Improved high quality sand fly assemblies enabled by ultra low input long read sequencing	45
Chromosome-level genome assembly and annotation of the Yunling cattle with PacBio and Hi-C sequencing data	45
A Chinese Face Dataset with Dynamic Expressions and Diverse Ages Synthesized by Deep Learning	45
Metagenomic sequencing and reconstruction of 82 microbial genomes from barley seed communities	45
Three-dimensional chromatin architecture datasets for aging and Alzheimer’s disease	45
Non-coding RNA profiling in BRAFV600E-mutant cutaneous melanoma before and after Spry1 depletion	45
AHAD: African major crops harvested area dataset for the years of 2000, 2010, and 2020	45
The genome assembly and annotation of the cricket Gryllus longicercus	45
A pseudoproxy emulation of the PAGES 2k database using a hierarchy of proxy system models	45
Gap-free 16-year (2005–2020) sub-diurnal surface meteorological observations across Florida	44
A database of mapped global fishing activity 1950–2017	44
MCV-Intention: A Multimodalities and Cross-View Dataset for Human Assembly Intention Recognition	44
Surrounding road density of child care centers in Australia	44
Brightfield vs Fluorescent Staining Dataset–A Test Bed Image Set for Machine Learning based Virtual Staining	44
An integrated multi-source dataset of elasmobranchs in the Red Sea following the Red Sea Decade Expedition	44
Observing the Central Arctic Atmosphere and Surface with University of Colorado uncrewed aircraft systems	44
Global Bias-Corrected CORDEX Datasets at Half Degree Resolution	44
A multi-model based dataset of global atmospheric moisture source-sink relationships and atmospheric basins	43
An East Antarctic, sub-annual resolution water isotope record from the Mount Brown South Ice core	43
Dataset on child vaccination in Brazil from 1996 to 2021	43
Accumulation-depuration data collection in support of toxicokinetic modelling	43
Cognitive tasks, anatomical MRI, and functional MRI data evaluating the construct of self-regulation	43
A Multi-Omics Dataset of Prostate Cancer Response to Oncolytic Virus OH2 Treatment	43
A haplotype-resolved genome assembly of Anoectochilus roxburghii	42
MiTra: A Drone-Based Trajectory Data for an All-Traffic-State Inclusive Freeway with Ramps	42
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and Beyond	42
Big data collection in pharmaceutical manufacturing and its use for product quality predictions	42
Global inventory of species categorized by known underwater sonifery	42
Chromosome-level genome assembly of Odontothrips loti Haliday (Thysanoptera: Thripidae)	42
Ontology for the Avida digital evolution platform	42
Mapping Road Surface Type of Kenya Using OpenStreetMap and High-resolution Google Satellite Imagery	42
SignEEG v1.0: Multimodal Dataset with Electroencephalography and Hand-written Signature for Biometric Systems	42
Bias-corrected NESM3 global dataset for dynamical downscaling under 1.5 °C and 2 °C global warming scenarios	42
A geospatial database of close-to-reality travel times to obstetric emergency care in 15 Nigerian conurbations	41
An RNA-seq time series of the medaka pituitary gland during sexual maturation	41
Sm-Nd Isotope Data Compilation from Geoscientific Literature Using an Automated Tabular Extraction Method	41
Comprehensive curation and validation of genomic datasets for chestnut	41
A compendium of temperature and salinity profiles and discrete nutrients from selected NOAA programs in Alaska	41
An Observation-Based Dataset of Global Sub-Daily Precipitation Indices (GSDR-I)	41
Distribution of soil macrofauna across different habitats in the Eastern European Alps	40
PTB-XL+, a comprehensive electrocardiographic feature dataset	40
BIRAFFE2, a multimodal dataset for emotion-based personalization in rich affective game environments	40
STInt: An integrated dataset covering science, technology and industry information in the pharmaceutical field	40
Datasets for characterizing extreme events relevant to hydrologic design over the conterminous United States	40
ROBIN: Reference observatory of basins for international hydrological climate change detection	40
Analysis of metabolic dynamics during drought stress in Arabidopsis plants	40
Wheel-Mounted Inertial Datasets	39
A benchmark GaoFen-7 dataset for building extraction from satellite images	39
A Biomechanical Dataset of 1,798 Healthy and Injured Subjects During Treadmill Walking and Running	39
Spatial transcriptome profiling of normal human liver	39
The W2024 database of the water isotopologue $${{\rm{H}}}_{2}^{\,16}{\rm{O}}$$	39
Endoscapes, a critical view of safety and surgical scene segmentation dataset for laparoscopic cholecystectomy	39
3D motion analysis dataset of healthy young adult volunteers walking and running on overground and treadmill	39
Proteomic Dataset of Sparganum proliferum and Spirometra mansoni to Understand Asexual Proliferation in Hosts	39
Underground well water level observation grid dataset from 2005 to 2022	39
A multi-site, multi-modal travelling-heads resource for brain MRI harmonisation	39
Molecular structural dataset of lignin macromolecule elucidating experimental structural compositions	39
Georectified polygon database of ground-mounted large-scale solar photovoltaic sites in the United States	38