Scientific Data

Article	Citations
Author Correction: The Plegma dataset: Domestic appliance-level and aggregate electricity demand with metadata from Greece	1688
Author Correction: Mobility networks in Greater Mexico City	681
A database of seed plants on taxonomy, geography and ecology in the Qinling-Daba Mountains and adjacent areas	675
Identifying Cocoa Flower Visitors: A Deep Learning Dataset	595
Tsunami Runup Survey Data From The Taan Fjord Landslide Event	420
Chromosome-level genome assembly of Oriental chestnut gall wasp (Dryocosmus kuriphilus)	413
Multi-proteomics and interactome dataset of tick-borne encephalitis virus infected host cells	406
Linking Research Data with Physically Preserved Research Materials in Chemistry	401
Chromosome-level genome assembly of the Rhizoctonia solani	362
Occurrence of human infection with Salmonella Typhi in sub-Saharan Africa	362
EEG Dataset for the Recognition of Different Emotions Induced in Voice-User Interaction	294
CreelCat, a Catalog of United States Inland Creel and Angler Survey Data	293
An Enhanced Phenology Dataset for Global Drylands from 2001 to 2019	244
In toto light sheet fluorescence microscopy live imaging datasets of Ceratitis capitata embryonic development	232
A dataset of scientific dates from archaeological sites in eastern Africa spanning 5000 BCE to 1800 CE	227
A dataset of the daily edge of each polynya in the Antarctic	223
A daily high-resolution (1 km) human thermal index collection over the North China Plain from 2003 to 2020	189
A focus groups study on data sharing and research data management	180
The Latin American Legislators Dataset	175
PAVC: The foundation for a Pan-Arctic Vegetation Cover database	168
OPERAnet, a multimodal activity recognition dataset acquired from radio frequency and vision-based sensors	157
A global dataset of fossil fungi records from the Cenozoic	146
T1DiabetesGranada: a longitudinal multi-modal dataset of type 1 diabetes mellitus	142
A database of steric and electronic properties of heteroaryl substituents	142
An 8-model ensemble of CMIP6-derived ocean surface wave climate	141

What’s the TEE: Metrics of Temperature Extremes in Europe NUTS Regions (1980-2024)	139
Mediterranean marine sediment cores database: unlocking paleoclimatic signals for the last 20,000 years	126
Dataset on the effects of psychological care on depression and suicide ideation in underrepresented children	122
Near-complete reference genome assembly of Hoya carnosa	121
A Simulated Comprehensive Photon Flux Shielding Spectra Dataset for Advanced Radiation Safety Assessment	118
A Field-Level Asset Mapping Dataset for England’s Agricultural Sector	118
Empowering open data sharing for social good: a privacy-aware approach	118
Enrichment of lung cancer computed tomography collections with AI-derived annotations	117
Chromosome-level genome assembly of rock carp (Procypris rabaudi)	117
Chromosome-level assemblies of cultivated water chestnut Trapa bicornis and its wild relative Trapa incisa	116
The first high-quality chromosome-level genome of Parupeneus biaculeatus using HiFi and Hi-C data	116
A chromosome-scale assembly of Ormosia boluoensis (Fabaceae)	112
Author Correction: Database covering the prayer movements which were not available previously	111
A thermosurvey dataset: Older adults’ experiences and adaptation to urban heat and climate change	110
A Frontal Ablation Dataset for 49 Tidewater Glaciers in Greenland	109
Unveiling the Spatiotemporal Dynamics of Global Brain Circulation: A Comprehensive Corpus (2000–2024)	109
Students’ performance dataset for using machine learning technique in physics education research	107
The Superfund Research Program Analytics Portal: linking environmental chemical exposure to biological phenotypes	106
ML-extendable framework for multiphysics-multiscale simulation workflow and data management using Kadi4Mat	105
Chromosome-level haplotype-resolved genome assembly of bread wheat’s wild relative Aegilops mutica	102
Multi-Domain Indoor Dataset for Visual Place Recognition and Anomaly Detection by Mobile Robots	100
District-scale surface temperatures generated from high-resolution longitudinal thermal infrared images	99
An open-access database of nature-based carbon offset project boundaries	99
NeuMa - the absolute Neuromarketing dataset en route to an holistic understanding of consumer behaviour	98
Head model dataset for mixed reality navigation in neurosurgical interventions for intracranial lesions	98
Statistical performance indicators and index—a new tool to measure country statistical capacity	98
A longitudinal cross-country dataset on agricultural productivity and welfare in Sub-Saharan Africa	97
Machine learning-ready remote sensing data for Maya archaeology	95
Home monitoring with connected mobile devices for asthma attack prediction with machine learning	95
Author Correction: Whales from space dataset, an annotated satellite image dataset of whales for training machine learning models	95
Optimizing drug combination and mechanism analysis based on risk pathway crosstalk in pan cancer	91
Slovak database of speech affected by neurodegenerative diseases	90
Canopy height model and NAIP imagery pairs across CONUS	87
Chromosome-level genome assembly of the traditional medicinal plant Lindera aggregata	85
A neuroimaging dataset during sequential color qualia similarity judgments with and without reports	85
The Carbon Catalogue, carbon footprints of 866 commercial products from 8 industry sectors and 5 continents	84
SDUST2023GRA_MSS: the new global marine gravity anomaly model determined from mean sea surface model	83
Hydrological model-based streamflow reconstruction for Indian sub-continental river basins, 1951–2021	83
GARD-LENS: A downscaled large ensemble dataset for understanding future climate and its uncertainties	81
A century-long eddy-resolving simulation of global oceanic large- and mesoscale state	80
Shotgun metagenomes from productive lakes in an urban region of Sweden	80
The R package for DICOM to brain imaging data structure conversion	79
Ultra-deep sequencing data from a liquid biopsy proficiency study demonstrating analytic validity	79
The interplay between brain and behavior during development: A multisite effort to generate and share simulated datasets	79
Author Correction: GERDA: The German Election Database	79
Bioclimatic atlas of the terrestrial Arctic	79
A semantic approach to mapping the Provenance Ontology to Basic Formal Ontology	78
A Synthetic Dataset for Semantic Segmentation of Waterbodies in Out-of-Distribution Situations	78
Generating FAIR research data in experimental tribology	77
Unified access to up-to-date residue-level annotations from UniProtKB and other biological databases for PDB data	76

A construction waste landfill dataset of two districts in Beijing, China from high resolution satellite images	75
Exploring the electrophysiology of Parkinson’s disease with magnetoencephalography and deep brain recordings	74
A 24-hour population distribution dataset based on mobile phone data from Helsinki Metropolitan Area, Finland	74
Spatio-temporal dataset (2009–2012) of Culicoides spp., vectors of livestock viruses, in France	74
Dataset on heavy metal pollution assessment in freshwater ecosystems	73
Enhancing radiomics and Deep Learning systems through the standardization of medical imaging workflows	73
A haplotype-resolved chromosomal-level genome assembly of Oxalis articulata	73
Spatial and temporal data to study residential heat decarbonisation pathways in England and Wales	73
FIGARO-E3: a high-resolution extended multi-regional input-output database consistent with official statistics	72
F-DATA: A Fugaku Workload Dataset for Job-centric Predictive Modelling in HPC Systems	72
A multilayered urban tree dataset of point clouds, quantitative structure and graph models	71
One-year high-frequency environmental and behavioral data from ALAN experience in a French coastal area	70
A comprehensive genomic and transcriptomic dataset of triple-negative breast cancers	70
Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infection	68
QMugs, quantum mechanical properties of drug-like molecules	68
A global 1 km resolution daily surface longwave radiation product from MODIS satellite data from 2000–2023	68
A Global Database of Soil Plant Available Phosphorus	68
Reinterpretation of prostate cancer pathology by Appl1, Sortilin and Syndecan-1 biomarkers	68
Making Mathematical Research Data FAIR: Pathways to Improved Data Sharing	68
A curated dataset of great ape genome diversity	67
Pennsieve: A Collaborative Platform for Translational Neuroscience and Beyond	67
Ensemble of CMIP6 derived reference and potential evapotranspiration with radiative and advective components	67
PPB-Affinity: Protein-Protein Binding Affinity dataset for AI-based protein drug discovery	66
RailFOD23: A dataset for foreign object detection on railroad transmission lines	66
MarNemaFunDiv: a first comprehensive dataset of functional traits for marine nematodes	66
An agenda for addressing bias in conflict data	65
China’s provincial process CO2 emissions from cement production during 1993–2019	65
Full Field Digital Mammography Dataset from a Population Screening Program	64
Molecular landscape of respiratory infection: A large-scale, multi-centre blood transcriptome dataset	63
Quantum computing dataset of maximum independent set problem on king lattice of over hundred Rydberg atoms	63
A large EEG dataset for studying cross-session variability in motor imagery brain-computer interface	62
Multimodal Data for the Detection of Freezing of Gait in Parkinson’s Disease	62
Dynamic urban morphology mapping in Chinese cities based on local climate zone approach	61
An open dataset for oracle bone character recognition and decipherment	59
Sea ice records over more than a century at an observatory facing the Okhotsk coast of Hokkaido, Japan	59
Globe-LFMC 2.0, an enhanced and updated dataset for live fuel moisture content research	59
Scaling up SoccerNet with multi-view spatial localization and re-identification	59
A Cross Spatio-Temporal Pathology-based Lung Nodule Dataset	58
BUS-UCLM: Breast ultrasound lesion segmentation dataset	58
A western United States snow reanalysis dataset over the Landsat era from water years 1985 to 2021	57
A large-scale multi-label 12-lead electrocardiogram database with standardized diagnostic statements	56
Global Ocean Particulate Organic Phosphorus, Carbon, Oxygen for Respiration, and Nitrogen (GO-POPCORN)	56
A dataset for deep learning based detection of printed circuit board surface defect	55
Analysis of AlphaMissense data in different protein groups and structural context	55
Very High Resolution Projections over Italy under different CMIP5 IPCC scenarios	55
The landscape of abiotic and biotic stress-responsive splice variants with deep RNA-seq datasets in hot pepper	55
A large-scale dataset of patient summaries for retrieval-based clinical decision support systems	55
Global monthly gridded atmospheric carbon dioxide concentrations under the historical and future scenarios	54
Author Correction: Geographical characterisation of British urban form and function using the spatial signatures framework	54
Borrelia PeptideAtlas: A proteome resource of common Borrelia burgdorferi isolates for Lyme research	54
Confocal imaging dataset to assess endothelial cell orientation during extreme glucose conditions	54
Constructing a global human epidemic database using open-source digital biosurveillance	54
A tree-based corpus annotated with Cyber-Syndrome, symptoms, and acupoints	54
24-hour average PM2.5 concentration caused by aircraft in Chinese airports from Jan. 2006 to Dec. 2023	54
The HAInich: A multidisciplinary vision data-set for a better understanding of the forest ecosystem	54
Measurement of ship-generated waves in German coastal waterways from 1998–2022	54
STInt: An integrated dataset covering science, technology and industry information in the pharmaceutical field	54
A curated bacterial and archaeal 16S rRNA Gene Oral Sequences dataset	53
Comprehensive curation and validation of genomic datasets for chestnut	53
Chromosome-level genome assembly of the sap beetle Glischrochilus (Librodor) japonius (Coleoptera: Nitidulidae)	53
RecyBat24: a dataset for detecting lithium-ion batteries in electronic waste disposal	53
The draft genome sequences of the cosmopolitan centric diatom, the genus Skeletonema	52
A corpus and a modular infrastructure for the empirical study of (an)notated music	52
A chromosomal-level genome assembly of Odontolabis cuvera Hope, 1842 (Coleoptera: Lucanidae)	52
Seven years of time-tracking data capturing collaboration and failure dynamics: the Gryzzly dataset	52
Variation of winter wheat phenology dataset in Huang Huai Hai Plain of China from 1981 to 2021	52
Innovative molecular networking analysis of steroids and characterisation of the urinary steroidome	51
A database of in situ water temperatures for large inland lakes across the coterminous United States	51
Machine learning training data: over 500,000 images of butterflies and moths (Lepidoptera) with species labels	51
A curated dataset on the distribution of West Palaearctic freshwater bivalves	51
Coral community data Heron Island Great Barrier Reef 1962–2016	51
Haplotype-resolved chromosome-level genome assembly of Ehretia macrophylla	50
A geospatial database of close-to-reality travel times to obstetric emergency care in 15 Nigerian conurbations	50
A chromosome-scale reference genome of grasspea (Lathyrus sativus)	50
Chromosome-scale genome assembly and annotation of Xenocypris argentea	50
A Biomechanical Dataset of 1,798 Healthy and Injured Subjects During Treadmill Walking and Running	50
ROBIN: Reference observatory of basins for international hydrological climate change detection	49
Observing the Central Arctic Atmosphere and Surface with University of Colorado uncrewed aircraft systems	49
Datasets for characterizing extreme events relevant to hydrologic design over the conterminous United States	49
Hong Kong Corpus of Chinese Sentence and Passage Reading	49

Three-dimensional chromatin architecture datasets for aging and Alzheimer’s disease	49
Publisher Correction: Chromosome-level genome assembly and annotation of xerophyte secretohalophyte Reaumuria soongarica	49
A dataset of eye gaze images for calibration-free eye tracking augmented reality headset	49
A global dataset on mungbean for managing seed yield and quality	48
Assessing temporal dynamics of nitrogen surplus in Indian agriculture: district scale data from 1966 to 2017	48
Improved high quality sand fly assemblies enabled by ultra low input long read sequencing	48
PEARL-Neuro Database: EEG, fMRI, health and lifestyle data of middle-aged people at risk of dementia	48
COFACTOR Drammen dataset - 4 years of hourly energy use data from 45 public buildings in Drammen, Norway	48
A pseudoproxy emulation of the PAGES 2k database using a hierarchy of proxy system models	48
Endoscapes, a critical view of safety and surgical scene segmentation dataset for laparoscopic cholecystectomy	47
A database of mapped global fishing activity 1950–2017	47
DiTEC-WDN: A Large-Scale Dataset of Hydraulic Scenarios across Multiple Water Distribution Networks	47
High-resolution ethograms, accelerometer recordings, and behavioral time series of Japanese quail	47
Contextualized race and ethnicity annotations for clinical text from MIMIC-III	47
Global nature run data with realistic high-resolution carbon weather for the year of the Paris Agreement	47
LungHist700: A dataset of histological images for deep learning in pulmonary pathology	47
The genome assembly and annotation of the cricket Gryllus longicercus	47
Surrounding road density of child care centers in Australia	47
Gap-free 16-year (2005–2020) sub-diurnal surface meteorological observations across Florida	47
Chromosome-level genome assembly and annotation of the Yunling cattle with PacBio and Hi-C sequencing data	46
Chromosome-level genome assembly of the Tyrrhenian tree frog (Hyla sarda)	46
A global dataset for steel aluminum and cement in-use stocks at 500 m gridded level 2000-2019	46
Non-coding RNA profiling in BRAFV600E-mutant cutaneous melanoma before and after Spry1 depletion	46
REAL-Colon: A dataset for developing real-world AI applications in colonoscopy	46
A panel sequencing dataset of peripheral blood gene variations in pan-cancer	46
Sm-Nd Isotope Data Compilation from Geoscientific Literature Using an Automated Tabular Extraction Method	46
A dataset of riverine nitrogen yield across watersheds in the Conterminous United States	45
OSMlanduse a dataset of European Union land use at 10 m resolution derived from OpenStreetMap and Sentinel-2	45
Harmonized Database of Western U.S. Water Rights (HarDWR) v.1	45
A chromosome-level genome assembly of skipjack tuna, Katsuwonus pelamis (Perciformes: Scombridae)	45
Detection of differential bait proteoforms through immunoprecipitation-mass spectrometry data analysis	45
A Multidisciplinary Multimodal Aligned Dataset for Academic Data Processing	45
Renji endoscopic submucosal dissection video data set for colorectal neoplastic lesions	44
Haplotype-resolved T2T genome assembly of the pear cultivar ‘Danxiahong’	44
A biologging database of juvenile white sharks from the northeast Pacific	44
Distribution of soil macrofauna across different habitats in the Eastern European Alps	44
Data scheme and data format for transferable force fields for molecular simulation	44
Whole genome sequencing and structural variations provide insights into the body size traits of Hu sheep	44
Historical dataset details the distribution, extent and form of lost Ostrea edulis reef ecosystems	44
Soil carbon stock densities in mangrove and forested wetland ecosystems of Panama	43
Curated CYP450 Interaction Dataset: Covering the Majority of Phase I Drug Metabolism	43
Multiorder hydrologic Position for Europe — a Set of Features for Machine Learning and Analysis in Hydrology	43
A benchmark database of ten years of prospective next-day earthquake forecasts in California from the Collaboratory for the Study of Earthquake Predictability	43
Transcriptome profiling of mRNA and lncRNA involved in wax biosynthesis in cauliflower	43
3D motion analysis dataset of healthy young adult volunteers walking and running on overground and treadmill	42
AHAD: African major crops harvested area dataset for the years of 2000, 2010, and 2020	42
Metagenomic sequencing and reconstruction of 82 microbial genomes from barley seed communities	42
In vivo submillimeter diffusion MRI dataset of 9 macaque brains curated for tractography	42
Genome Skimming Reveals Genetic Diversity in 220 Papaver Individuals from China	42
A soil database from Queretaro, Mexico for assessment of crop and irrigation water requirements	42
An Experimental and Clinical Physiological Signal Dataset for Automated Pain Recognition	41
Mobility of Erasmus+ students in Europe: Geolocated individual and aggregate mobility flows from 2014 to 2022	41
De novo transcriptome analysis of Perna perna L. (Bivalve) with functional and metabolic pathway analysis	41
Psilocybin’s acute and persistent brain effects: a precision imaging drug trial	41
A new high-resolution global topographic factor dataset calculated based on SRTM	41
A database with frailty, functional and inertial gait metrics for the research of fall causes in older adults	40
The RESILIENT Dataset: Multimodal Monitoring of Ageing-Related Comorbidities and Cognitive Decline	40
A Chinese Face Dataset with Dynamic Expressions and Diverse Ages Synthesized by Deep Learning	40
GriddingMachine, a database and software for Earth system modeling at global and regional scales	40
A global dataset on species occurrences and functional traits of Schizothoracinae fish	39
An EEG Dataset of Neural Signatures in a Competitive Two-Player Game Encouraging Deceptive Behavior	39
MCV-Intention: A Multimodalities and Cross-View Dataset for Human Assembly Intention Recognition	39
A near-complete chromosome-level genome assembly of looseleaf lettuce (Lactuca sativa var. crispa)	39
Brightfield vs Fluorescent Staining Dataset–A Test Bed Image Set for Machine Learning based Virtual Staining	39
3DSC - a dataset of superconductors including crystal structures	39
Acting Emotions: a comprehensive dataset of elicited emotions	39
Global hydro-environmental lake characteristics at high spatial resolution	39
1.5 million materials narratives generated by chatbots	39
Impact factors for quantifying country-level terrestrial biodiversity intactness footprints (IBIF)	39
An integrated multi-source dataset of elasmobranchs in the Red Sea following the Red Sea Decade Expedition	39
A multimodal dataset for coronary microvascular disease biomarker discovery	39
High resolution climate change observations and projections for the evaluation of heat-related extremes	38
Inventory of shallow landslides triggered by extreme precipitation in July 2023 in Beijing, China	38
BIRAFFE2, a multimodal dataset for emotion-based personalization in rich affective game environments	38
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and Beyond	38
Dataset on child vaccination in Brazil from 1996 to 2021	38
Ontology for the Avida digital evolution platform	38
High-Resolution Ultrasound Data for AI-Based Segmentation in Mouse Brain Tumor	38
Global Bias-Corrected CORDEX Datasets at Half Degree Resolution	38
SignEEG v1.0: Multimodal Dataset with Electroencephalography and Hand-written Signature for Biometric Systems	38
Perovskite- and Dye-Sensitized Solar-Cell Device Databases Auto-generated Using ChemDataExtractor	38
A multi-site, multi-modal travelling-heads resource for brain MRI harmonisation	37
MSPB: a longitudinal multi-sensor dataset with phenotypic trait measurements from honey bees	37
An ageing study of twenty 18650 lithium-ion Graphite/LFP cells in first and second life use	37
Underground well water level observation grid dataset from 2005 to 2022	37
Cognitive tasks, anatomical MRI, and functional MRI data evaluating the construct of self-regulation	36
An intra-annual 30-m dataset of small lakes of the Qilian Mountains for the period 1987–2020	36
Sentinel-3 Altimetry Thematic Products for Hydrology, Sea Ice and Land Ice	36
Accumulation-depuration data collection in support of toxicokinetic modelling	36
A multi-model based dataset of global atmospheric moisture source-sink relationships and atmospheric basins	36
Manually annotated and curated Dataset of diverse Weed Species in Maize and Sorghum for Computer Vision	36
A Multi-Omics Dataset of Prostate Cancer Response to Oncolytic Virus OH2 Treatment	36
Combining citizen science data and literature to build a traits dataset of Taiwan’s birds	36
Sharkipedia: a curated open access database of shark and ray life history traits and abundance time-series	36
An East Antarctic, sub-annual resolution water isotope record from the Mount Brown South Ice core	36