Scientific Data

Article	Citations
A database of seed plants on taxonomy, geography and ecology in the Qinling-Daba Mountains and adjacent areas	2434
Linking Research Data with Physically Preserved Research Materials in Chemistry	920
Dataset on the effects of psychological care on depression and suicide ideation in underrepresented children	882
Near-complete reference genome assembly of Hoya carnosa	828
A Field-Level Asset Mapping Dataset for England’s Agricultural Sector	650
Chromosome-level assemblies of cultivated water chestnut Trapa bicornis and its wild relative Trapa incisa	582
The first high-quality chromosome-level genome of Parupeneus biaculeatus using HiFi and Hi-C data	561
A thermosurvey dataset: Older adults’ experiences and adaptation to urban heat and climate change	455
Molecular landscape of respiratory infection: A large-scale, multi-centre blood transcriptome dataset	426
Chromosome-level genome assembly of the Rhizoctonia solani	399
Chromosome-level genome assembly of rock carp (Procypris rabaudi)	359
A dataset of scientific dates from archaeological sites in eastern Africa spanning 5000 BCE to 1800 CE	314
The Latin American Legislators Dataset	314
A global dataset of fossil fungi records from the Cenozoic	312
One-year high-frequency environmental and behavioral data from ALAN experience in a French coastal area	290
A century-long eddy-resolving simulation of global oceanic large- and mesoscale state	217
M3OT: A Multi-Drone Multi-Modality dataset for Multi-Object Tracking	214
ML-extendable framework for multiphysics-multiscale simulation workflow and data management using Kadi4Mat	212
A longitudinal cross-country dataset on agricultural productivity and welfare in Sub-Saharan Africa	192
An 8-model ensemble of CMIP6-derived ocean surface wave climate	185
Pennsieve: A Collaborative Platform for Translational Neuroscience and Beyond	183
Chromosome-level genome assembly of the alpine extremophyte Tibetan snow lotus, Saussurea hypsipeta Diels	174
Occurrence of human infection with Salmonella Typhi in sub-Saharan Africa	164
A Simulated Comprehensive Photon Flux Shielding Spectra Dataset for Advanced Radiation Safety Assessment	164
Ensemble of CMIP6 derived reference and potential evapotranspiration with radiative and advective components	164

An open-access database of nature-based carbon offset project boundaries	160
Bioclimatic atlas of the terrestrial Arctic	160
Atmospheric and oceanic data from a triangle-shaped moored array in the northern South China Sea during 2016	158
An agenda for addressing bias in conflict data	158
Multiclass Dataset for Intelligent Detection of Wind Turbine Blade Defects Using Drone Imagery	151
Paired magnetic susceptibility and geochemistry of young volcanism in Iceland and Tengchong, China	148
Sea ice records over more than a century at an observatory facing the Okhotsk coast of Hokkaido, Japan	147
A chromosome-scale assembly of Ormosia boluoensis (Fabaceae)	141
Author Correction: Mobility networks in Greater Mexico City	139
Author Correction: The Plegma dataset: Domestic appliance-level and aggregate electricity demand with metadata from Greece	138
Author Correction: GERDA: The German Election Database	137
Author Correction: Database covering the prayer movements which were not available previously	135
A Cross Spatio-Temporal Pathology-based Lung Nodule Dataset	134
A VibV Dataset Integrating Vibration and Vision for Enhanced Safety in Self-Driving Tasks	132
SDUST2023GRA_MSS: the new global marine gravity anomaly model determined from mean sea surface model	131
Generating FAIR research data in experimental tribology	131
Near complete T2T genome assembly of the banded goonch (Bagarius rutilus)	128
A large-scale multi-label 12-lead electrocardiogram database with standardized diagnostic statements	126
A global 1 km resolution daily surface longwave radiation product from MODIS satellite data from 2000–2023	122
Chromosomal-level genome assembly of Ichthyurus bourgeoisi Gestro using PacBio HiFi and Hi-C sequencing	119
Chromosome-level haplotype-resolved genome assembly of bread wheat’s wild relative Aegilops mutica	119
A Synthetic Dataset for Semantic Segmentation of Waterbodies in Out-of-Distribution Situations	118
PAVC: The foundation for a Pan-Arctic Vegetation Cover database	114
Home monitoring with connected mobile devices for asthma attack prediction with machine learning	114
Dataset for studying deformation in 3D patient-specific pulmonary artery anatomies	112
The interplay between brain and behavior during development: A multisite effort to generate and share simulated datasets	110
Slovak database of speech affected by neurodegenerative diseases	107
A construction waste landfill dataset of two districts in Beijing, China from high resolution satellite images	106
Machine learning-ready remote sensing data for Maya archaeology	106
Full Field Digital Mammography Dataset from a Population Screening Program	105
Global Ocean Particulate Organic Phosphorus, Carbon, Oxygen for Respiration, and Nitrogen (GO-POPCORN)	105
Head model dataset for mixed reality navigation in neurosurgical interventions for intracranial lesions	103
A long-term ecosystem monitoring dataset from the ICP Integrated Monitoring network: biogeochemical data from 1977–2020 across 14 European countries	102
A Frontal Ablation Dataset for 49 Tidewater Glaciers in Greenland	99
A validated Mandarin Chinese Auditory Emotion Database of Subject-Personal-Pronoun Sentences (MCAE-SPPS)	99
A curated dataset of great ape genome diversity	99
EEG Dataset for the Recognition of Different Emotions Induced in Voice-User Interaction	98
Development of Gridded Root-Zone Soil Moisture Product for India, 1981–2024	98
A bimodal dataset for diabetes research	96
Bounding the costs of electric vehicle managed charging—supply curves for scenarios from 2025 to 2050	95
The Superfund Research Program Analytics Portal: linking environmental chemical exposure to biological phenotypes	93
Chromosome-level genome assembly of the traditional medicinal plant Lindera aggregata	93
QMugs, quantum mechanical properties of drug-like molecules	93
A haplotype-resolved chromosomal-level genome assembly of Oxalis articulata	92
A near-telomere-to-telomere genome assembly of the Chinese soft-shelled turtle (Pelodiscus sinensis)	90
Multi-Domain Indoor Dataset for Visual Place Recognition and Anomaly Detection by Mobile Robots	90
Shotgun metagenomes from productive lakes in an urban region of Sweden	89
A dataset of the daily edge of each polynya in the Antarctic	88
Identifying Cocoa Flower Visitors: A Deep Learning Dataset	88
A neuroimaging dataset during sequential color qualia similarity judgments with and without reports	87

Students’ performance dataset for using machine learning technique in physics education research	86
GARD-LENS: A downscaled large ensemble dataset for understanding future climate and its uncertainties	86
In toto light sheet fluorescence microscopy live imaging datasets of Ceratitis capitata embryonic development	85
The R package for DICOM to brain imaging data structure conversion	85
A near-global dataset of dissolved organic carbon concentrations and yields in forested headwater streams	84
A dataset of real-world oscillograms from electrical power grids	84
NeuMa - the absolute Neuromarketing dataset en route to an holistic understanding of consumer behaviour	84
A multimodal dataset of causal mechanisms in materials science literature	84
Correction: Sea lice infestation dataset for wild and farmed salmon populations on the Pacific coast of Canada (2001–2023)	82
What’s the TEE: Metrics of Temperature Extremes in Europe NUTS Regions (1980-2024)	82
The landscape of abiotic and biotic stress-responsive splice variants with deep RNA-seq datasets in hot pepper	81
Chromosome-level genome assembly of Oriental chestnut gall wasp (Dryocosmus kuriphilus)	81
Reinterpretation of prostate cancer pathology by Appl1, Sortilin and Syndecan-1 biomarkers	80
Mediterranean marine sediment cores database: unlocking paleoclimatic signals for the last 20,000 years	80
Optimizing drug combination and mechanism analysis based on risk pathway crosstalk in pan cancer	79
Making Mathematical Research Data FAIR: Pathways to Improved Data Sharing	78
Exploring the electrophysiology of Parkinson’s disease with magnetoencephalography and deep brain recordings	77
Empowering open data sharing for social good: a privacy-aware approach	76
Canopy height model and NAIP imagery pairs across CONUS	76
Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infection	76
A semantic approach to mapping the Provenance Ontology to Basic Formal Ontology	75
T1DiabetesGranada: a longitudinal multi-modal dataset of type 1 diabetes mellitus	74
Author Correction: Whales from space dataset, an annotated satellite image dataset of whales for training machine learning models	73
Scaling up SoccerNet with multi-view spatial localization and re-identification	73
Enrichment of lung cancer computed tomography collections with AI-derived annotations	72
Chromosome-level genome assembly and annotation of potato grouper (Epinephelus tukula)	72
Global dataset of soil eukaryotic communities created with a uniform protocol and long read sequencing	71
Multi-proteomics and interactome dataset of tick-borne encephalitis virus infected host cells	71
A large-scale dataset of pre- and postsurgical MRI data from patients with chronic trigeminal neuralgia	71
Quantum computing dataset of maximum independent set problem on king lattice of over hundred Rydberg atoms	70
Unified access to up-to-date residue-level annotations from UniProtKB and other biological databases for PDB data	69
Unveiling the Spatiotemporal Dynamics of Global Brain Circulation: A Comprehensive Corpus (2000–2024)	69
A large-scale dataset of patient summaries for retrieval-based clinical decision support systems	68
A comprehensive genomic and transcriptomic dataset of triple-negative breast cancers	68
A dataset of patients with isolated and syndromic optic neuropathies linked to RTN4IP1 genetic variants	68
An Enhanced Phenology Dataset for Global Drylands from 2001 to 2019	67
Tsunami Runup Survey Data From The Taan Fjord Landslide Event	67
CreelCat, a Catalog of United States Inland Creel and Angler Survey Data	66
VISDB 2.0: A manually curated resource of viral integration sites and their regulatory maps in human diseases	66
Dataset on heavy metal pollution assessment in freshwater ecosystems	66
A comprehensive dataset of riverine levee overtopping events for advancing risk assessment	66
A daily high-resolution (1 km) human thermal index collection over the North China Plain from 2003 to 2020	66
Hydrological model-based streamflow reconstruction for Indian sub-continental river basins, 1951–2021	65
A Fine-Grained Lightweight Urban Signalized-Intersection Dataset of Dense Conflict Trajectories	65
lncRNA, miRNA, and mRNA dynamics in cholangiocyte-to-immature hepatocyte differentiation in liver regeneration	65
FIGARO-E3: a high-resolution extended multi-regional input-output database consistent with official statistics	65
RailFOD23: A dataset for foreign object detection on railroad transmission lines	64
Analysis of AlphaMissense data in different protein groups and structural context	64
A dataset for deep learning based detection of printed circuit board surface defect	64
A focus groups study on data sharing and research data management	64
OPERAnet, a multimodal activity recognition dataset acquired from radio frequency and vision-based sensors	63
Very High Resolution Projections over Italy under different CMIP5 IPCC scenarios	63
BUS-UCLM: Breast ultrasound lesion segmentation dataset	63
An open dataset for oracle bone character recognition and decipherment	63
Multimodal Data for the Detection of Freezing of Gait in Parkinson’s Disease	63
Dynamic urban morphology mapping in Chinese cities based on local climate zone approach	62
Globe-LFMC 2.0, an enhanced and updated dataset for live fuel moisture content research	62
A multilayered urban tree dataset of point clouds, quantitative structure and graph models	62
Statistical performance indicators and index—a new tool to measure country statistical capacity	62
F-DATA: A Fugaku Workload Dataset for Job-centric Predictive Modelling in HPC Systems	61
MarNemaFunDiv: a first comprehensive dataset of functional traits for marine nematodes	60
A large EEG dataset for studying cross-session variability in motor imagery brain-computer interface	60
A database of steric and electronic properties of heteroaryl substituents	60
District-scale surface temperatures generated from high-resolution longitudinal thermal infrared images	60
Multi-sensor microclimate and tree canopy dataset from a linden tree for green infrastructure validation	60
A Global Database of Soil Plant Available Phosphorus	60
Spatio-temporal dataset (2009–2012) of Culicoides spp., vectors of livestock viruses, in France	60
Enhancing radiomics and Deep Learning systems through the standardization of medical imaging workflows	60
PPB-Affinity: Protein-Protein Binding Affinity dataset for AI-based protein drug discovery	59
Measurement of ship-generated waves in German coastal waterways from 1998–2022	59
Tomato Multi-Angle Multi-Pose Dataset for Fine-Grained Phenotyping	59
The HAInich: A multidisciplinary vision data-set for a better understanding of the forest ecosystem	59
A western United States snow reanalysis dataset over the Landsat era from water years 1985 to 2021	59
Reconstructing high-quality ground-level ozone records from 1980 to 2012 in central and eastern China	59
Innovative molecular networking analysis of steroids and characterisation of the urinary steroidome	58
A chromosomal-level genome assembly of Odontolabis cuvera Hope, 1842 (Coleoptera: Lucanidae)	58
Seven years of time-tracking data capturing collaboration and failure dynamics: the Gryzzly dataset	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	58
Chromosome-level genome assembly of Odontothrips loti Haliday (Thysanoptera: Thripidae)	57

3D motion analysis dataset of healthy young adult volunteers walking and running on overground and treadmill	57
A haplotype-resolved genome assembly of Anoectochilus roxburghii	57
Proteomic Dataset of Sparganum proliferum and Spirometra mansoni to Understand Asexual Proliferation in Hosts	57
An Experimental and Clinical Physiological Signal Dataset for Automated Pain Recognition	57
Sm-Nd Isotope Data Compilation from Geoscientific Literature Using an Automated Tabular Extraction Method	57
Coral community data Heron Island Great Barrier Reef 1962–2016	57
Chromosome-scale genome assembly and annotation of Xenocypris argentea	56
A database of in situ water temperatures for large inland lakes across the coterminous United States	56
Psilocybin’s acute and persistent brain effects: a precision imaging drug trial	56
A Biomechanical Dataset of 1,798 Healthy and Injured Subjects During Treadmill Walking and Running	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
STInt: An integrated dataset covering science, technology and industry information in the pharmaceutical field	55
MCV-Intention: A Multimodalities and Cross-View Dataset for Human Assembly Intention Recognition	55
MSPB: a longitudinal multi-sensor dataset with phenotypic trait measurements from honey bees	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	53
A global dataset for steel aluminum and cement in-use stocks at 500 m gridded level 2000-2019	53
A Multi-Omics Dataset of Prostate Cancer Response to Oncolytic Virus OH2 Treatment	53
High-Resolution dataset on elderly care facility accessibility and inequality in 21 Chinese cities (2020)	53
RecyBat24: a dataset for detecting lithium-ion batteries in electronic waste disposal	53
OSMlanduse a dataset of European Union land use at 10 m resolution derived from OpenStreetMap and Sentinel-2	53
Ontology for the Avida digital evolution platform	53
Chromosome-level genome assembly of Siberian kale (Brassica napus subsp. pabularia)	52
A panel sequencing dataset of peripheral blood gene variations in pan-cancer	52
A chromosome-scale reference genome of grasspea (Lathyrus sativus)	52
A global dataset on species occurrences and functional traits of Schizothoracinae fish	52
A Chinese Face Dataset with Dynamic Expressions and Diverse Ages Synthesized by Deep Learning	52
Chromosome-level genome assembly of the Tyrrhenian tree frog (Hyla sarda)	52
A chromosome-level genome assembly of skipjack tuna, Katsuwonus pelamis (Perciformes: Scombridae)	51
Harmonized Database of Western U.S. Water Rights (HarDWR) v.1	51
Renji endoscopic submucosal dissection video data set for colorectal neoplastic lesions	51
Detection of differential bait proteoforms through immunoprecipitation-mass spectrometry data analysis	51
Data scheme and data format for transferable force fields for molecular simulation	51
Whole genome sequencing and structural variations provide insights into the body size traits of Hu sheep	50
A combined microbial and biogeochemical dataset from high-latitude ecosystems with respect to methane cycle	50
A Labrador PeptideAtlas and DIA spectral assay library - resources for proteomics research in dogs	50
High-Resolution Ultrasound Data for AI-Based Segmentation in Mouse Brain Tumor	50
A curated dataset on the distribution of West Palaearctic freshwater bivalves	50
Daily station-level records of air temperature, snow depth, and ground temperature in the Northern Hemisphere	50
PEARL-Neuro Database: EEG, fMRI, health and lifestyle data of middle-aged people at risk of dementia	50
Combining citizen science data and literature to build a traits dataset of Taiwan’s birds	50
Haplotype-resolved T2T genome assembly of the pear cultivar ‘Danxiahong’	50
A near-complete chromosome-level genome assembly of looseleaf lettuce (Lactuca sativa var. crispa)	50
A multi-year campus-level smart meter database	49
The RESILIENT Dataset: Multimodal Monitoring of Ageing-Related Comorbidities and Cognitive Decline	49
Migrant Electoral Rights (MER) New Data from 165 Countries and Six Decades	49
Single-nucleus chromatin landscapes of cholestatic injury and repair in mice liver	49
8,266 SARS-CoV-2 Genomic Assemblies from Asymptomatic Carriers in Japan	49
A global dataset on mungbean for managing seed yield and quality	48
Global basin-scale mapping of pH and alkalinity in inland waters	48
ROBIN: Reference observatory of basins for international hydrological climate change detection	48
Analysis-ready optical underwater images of Manganese-nodule covered seafloor of the Clarion-Clipperton Zone	47
Hong Kong Corpus of Chinese Sentence and Passage Reading	47
Discrete typing units of Trypanosoma cruzi: Geographical and biological distribution in the Americas	47
A benchmark GaoFen-7 dataset for building extraction from satellite images	47
An intra-annual 30-m dataset of small lakes of the Qilian Mountains for the period 1987–2020	47
A Central European tree species dataset of annotated terrestrial laser scanning point clouds - TreeScanPL10K	47
AHAD: African major crops harvested area dataset for the years of 2000, 2010, and 2020	46
Genome Skimming Reveals Genetic Diversity in 220 Papaver Individuals from China	46
A DNA Barcode Reference Library of Native Seed Plants in Chinese Dryland Regions	46
AVDOS-VR: Affective Video Database with Physiological Signals and Continuous Ratings Collected Remotely in VR	46
De novo transcriptome analysis of Perna perna L. (Bivalve) with functional and metabolic pathway analysis	46
An EEG Dataset of Neural Signatures in a Competitive Two-Player Game Encouraging Deceptive Behavior	46
The 2021 Tower Lake Dense Array Experiment for High-Resolution Microseismicity Monitoring During Hydraulic Fracturing	46
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and Beyond	46
High temporal and spatial resolution projected electricity carbon emission factors of China from 2025–2060	46
An RNA-seq time series of the medaka pituitary gland during sexual maturation	46
A multi-model based dataset of global atmospheric moisture source-sink relationships and atmospheric basins	45
Dataset on child vaccination in Brazil from 1996 to 2021	45
A telomere-to-telomere reference genome for Stemona tuberosa	45
A two-year dataset of energy, environment, and system operations for an ultra-low energy office building	45
Bias-corrected NESM3 global dataset for dynamical downscaling under 1.5 °C and 2 °C global warming scenarios	45
GriddingMachine, a database and software for Earth system modeling at global and regional scales	45
Global Bias-Corrected CORDEX Datasets at Half Degree Resolution	45
Metagenomic sequencing and reconstruction of 82 microbial genomes from barley seed communities	45
Dataset of the suitability of major food crops in Africa under climate change	45
An East Antarctic, sub-annual resolution water isotope record from the Mount Brown South Ice core	45
Impact factors for quantifying country-level terrestrial biodiversity intactness footprints (IBIF)	45
Constructing a global human epidemic database using open-source digital biosurveillance	45
MiTra: A Drone-Based Trajectory Data for an All-Traffic-State Inclusive Freeway with Ramps	45
Cognitive tasks, anatomical MRI, and functional MRI data evaluating the construct of self-regulation	44
An ageing study of twenty 18650 lithium-ion Graphite/LFP cells in first and second life use	44
A database of mapped global fishing activity 1950–2017	44
Borrelia PeptideAtlas: A proteome resource of common Borrelia burgdorferi isolates for Lyme research	44
Endoscapes, a critical view of safety and surgical scene segmentation dataset for laparoscopic cholecystectomy	44
A whole rock geochemical dataset for magmatic rocks drilled on the mid-Norwegian margin	44
A Dataset for Victim Detection in Search-and-Rescue Operations Using Robot-Mounted UWB-Radar Sensors	44
High-resolution ethograms, accelerometer recordings, and behavioral time series of Japanese quail	44
A point-of-use drinking water quality dataset from fieldwork in Detroit, Michigan	44
A dataset of riverine nitrogen yield across watersheds in the Conterminous United States	44
A new high-resolution global topographic factor dataset calculated based on SRTM	43
A multi-site, multi-modal travelling-heads resource for brain MRI harmonisation	43
A Benchmark Dataset for Satellite-Based Estimation and Detection of Rain	43
Mobility of Erasmus+ students in Europe: Geolocated individual and aggregate mobility flows from 2014 to 2022	43