cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25357288.v2
title: <b>Landscape Structures and Stand Attributes Jointly Regulate Forest Productivity</b>

description: <b>The effects of landscape structures (fragmentation, complexity, and heterogeneity) and stand structure (species richness, stand density, and structural diversity) on forest productivity.</b>
DOI: 10.6084/m9.figshare.5501035.v1
title: Statistical Data Analysis using R

description: R Scripts contain statistical data analisys for streamflow and sediment data, including Flow Duration Curves, Double Mass Analysis, Nonlinear Regression Analysis for Suspended Sediment Rating Curves, Stationarity Tests and include several plots.
DOI: 10.6084/m9.figshare.9229166.v1
title: R code for provincial population projection and distribution

description: R code used for provincial population projection for China, and the subsequent downscaling process for population gridmaps.
DOI: 10.6084/m9.figshare.7880489.v2
title: NLP annotations of characters descriptions

description: Description of characters form italian opera repertoire annotated with PoS ad Universal Dependency tags in RDF format.
DOI: 10.17632/mr4h3x7x35
title: Lake Montcortès (last 3000 years)

description: Raw palynological data (percentage and influx of selected pollen and NPP types using a chronological scale) utilized in the paper entitled: "A unique Pyrenean varved record provides a detailed reconstruction of Mediterranean vegetation and land-use dynamics over the last three millennia". This paper has been submitted to the journal "Quaternary Science Reviews" and the preprint is available at PaleorXiv.
DOI: 10.17632/zxrjyvh66b
title: Second-generation supraglottic airway devices vs endotracheal intubation in adults undergoing abdominopelvic surgery: a systematic review and meta-analysis

description: Data set from a systematic review assessing the comparative performance between second-generation supraglottic airways and endotracheal tubes for safety, efficacy, and quality of postoperative recovery in adult patients undergoing abdominopelvic surgeries under general anaesthesia.
DOI: 10.6084/m9.figshare.29064056.v1
title: manuscript-template.docx

description: Baasanmunkh
DOI: 10.17632/bwcf2hnn8m
title: Optimizing Alteration Mineral Detection: A Fusion of Multispectral and Hyperspectral Remote Sensing Techniques in the Sar-e-Chah-e Shur, Iran, data set

description: This database is associated with the research article titled 'Optimizing Alteration Mineral Detection: A Fusion of Multispectral and Hyperspectral Remote Sensing Techniques in Sar-e-Chah-e Shur, Iran.' It comprises primary data from Aster, Landsat 8, and Sentinel 2 satellites, alongside processed outputs from HyMap and Hyperion sensors. Additionally, it incorporates findings from ICP-OES analysis of stream sediments.
DOI: 10.17632/nzt86s3r8p
title: Forces and grain-grain contacts in bidisperse beds sheared by viscous fluids II: Data_6rpm

description: These files include all .mat data results for a single case study (6rpm). With this data, we tracked the positions, velocities, forces, and solid contacts experienced by each grain, allowing us to analyze the distribution of forces caused either by fluid interactions or solid-solid contacts within the bed. Additionally, we explored the relationship between force propagation and the reorganization of grains in beds sheared by viscous flow.
DOI: 10.6084/m9.figshare.1045385.v13
title: A new set of three-dimensional shapes for investigating mental rotation processes: validation data and stimulus set.

description: This project contains data and a set of 384 three-dimensional stimuli to be used to study mental rotation, available as .jpg and .pct format. The properties of the stimuli are described in more detail in the manuscript: Ganis, G and Kievit, R.A. 2015. A New Set of Three-Dimensional Shapes for Investigating Mental Rotation Processes: Validation Data and Stimulus Set. Journal of Open Psychology Data 3(1):e3, DOI:http://dx.doi.org/10.5334/jopd.ai This project also contains the pilot behavioural data (N=54) used to validate the stimuli, described in the above paper. This dataset includes basic demographics (age and gender) to facilitate further (meta)analysis. Please cite this paper whenever reusing the stimuli or data.
DOI: 10.6084/m9.figshare.28152350.v1
title: EPEPhuman.txt

description: dbscATAC: a resource of super-enhancer/enhancer and marker gene annotations for single-cell chromatin accessibility
DOI: 10.6084/m9.figshare.28617044.v1
title: Off-highway vehicle route density maps for the Mojave Desert, USA

description: These datasets are published as a complement to:Robillard, A.J., M. Standen, N. Giebink, M. Spangler, A.C. Collins, B. Folt, A. Maguire, E.M. Olimpi, B.G. Dickson (2025). Application of computer vision for off-highway vehicle route detection: A case study in Mojave desert tortoise habitat. Remote Sensing in Ecology and Conservation. https:/doi.org/10.1002/rse2.70004.Our study leverages an advanced computer vision model to detect off‐highway vehicle (OHV) routes in the Mojave Desert, a critical habitat for the threatened Mojave desert tortoise (<i>Gopherus agassizii</i>). By analyzing historical (1970–1989) and contemporary (2010–2022) aerial imagery, we generated map-based outputs of OHV route density with a model accuracy of 77%.These datasets include raster maps of OHV route density for the 1970s, 1980s, 2010s, and 2020s time steps. We applied a focal window with a 1km radius and used the mean value to smooth the raw data (raw data values: 0=no routes, 1 = low route density, 2 = medium route density, 4 = high route density). OHV route density is presented as a continuous variable ranging from 0 (no routes) to 4 (high route density). Our methods and inferences are described in Robillard et al. (2025).We have also included a sample of images used to train our computer vision model. These files are raw historical aerial imagery for the 1970s and 1980s from the BLM National Operations Center (NOC) and the Nationwide Environmental Title Research, LLC (NETR) and contemporary aerial imagery for 2003–2022 from the U.S. Department of Agriculture National Agriculture Imagery Program (NAIP).
DOI: 10.6084/m9.figshare.13951640.v1
title: Data for Roth et al. 2021 JAE Sexual selection and personality: Individual and group-level effects on mating behavior in red junglefowl

description: 1) Novel.Object = Data for the Novel Object Personality Assays.<br>2) Novel.Arena = Data for the Novel Arena Personality Assays.<br>3) Mated.Pairs = All the possible male-female pairs in our groups, the group ID, and how many times they copulated.<br>4) Male.Mating.Performance = File with the group sex ratio, group ID, female group ID, number of females mated, remating rates, sperm competition intensity, number of solicitations received, number of harassments, and number of waltzes for individual males.<br>5) Female.Mating.Performance = File with the group sex ratio, group ID, female group ID, number of males mated, remating rates, and number of solicitations given for individual females.<br>6) Male.Dominance.Interactions = All male-male dominance interactions used to calculate normalized David’s Scores for each group.<br>7) Female.Dominance.Interactions = All female-female dominance interactions used to calculate normalized David’s Scores for each group.<br>8) Heterosexual.Associations = All the possible male-female pairs in our groups, the group ID, and how many times they were seen associating (out of 77 scan samples). <br>
DOI: 10.6084/m9.figshare.20488980.v3
title: Wheelchair vibration data

description: This is the vibration data of wheelchair experiment, collected by EPH-V11 vibration sensor.
DOI: 10.6084/m9.figshare.28521701.v1
title: Dataset for OTDR-Integrated D-shaped Optical Fiber Sensor for Refractive Index Detection

description: We demonstrated an Optical Time Domain Reflectometer-based refractive index (RI) sensor for RI detection. A bare fiber and a D-shaped fiber structure were utilized as a sensing probe. Both probes were connected to an OTDR via a single-mode fiber before the probe was immersed in a solution with different RIs. Results show a bare fiber owns a sensing sensitivity of 17.226 dB/RIU, while a D-shaped fiber has a sensitivity of 12.835 dB/RIU. The D-shaped fiber probe has a higher linearity of 0.9985 compared to 0.9341 for bare fiber, indicating the D-shaped fiber is more reliable for RI detection.
DOI: 10.6084/m9.figshare.29150900.v1
title: Taxonomic and functional diversity

description: Code and data of taxonomic and functional diversity in wetland and cropland.
DOI: 10.17632/3xtrmxds42
title: Study of Ge and core/shell Ge/Al quantum dot lattices in amorphous SiC matrix for application in photo- and thermo- sensitive devices

description: The files contain GISAXS, GIWAXS, quantum efficiency (QE), Optical (n,k), current-voltage (I-V, dark- and photo- current) and temperature-electrical resistance (TR) data measured on Ge and Ge/Al core/shell quantum dots in SiC matrix.
DOI: 10.17632/w4hsj8wzm8
title: CFD discrete adjoint benchmarks

description: This data set contains meshes for three discrete adjoint benchmarks along with ADflow configuration scripts to reproduce the results in the following paper: Gaetan K.W. Kenway, Charles A. Mader, Ping He, and Joaquim R. R. A. Martins. Effective adjoint approaches in Computational Fluid Dynamics, Progress in Aerospace Sciences, 2019. In this paper we used two CFD solvers that have discrete adjoints: ADflow (see link below to access code) and OpenFOAM (with an internal discrete adjoint). If you are interested in running your adjoint solver for comparison, we recommend to use the provided meshes (either in structured or unstructured format) and the same flow conditions and CPU cores as described in the paper. If you would like to generate your own meshes, we suggest using a similar cell number for each benchmark. When comparing the performance, please report the runtime (in Taubench work unit), peak memory usage (resident set size in GB), number of CPU cores and mesh cells, as well as a description of your adjoint solver and the computing platform (including the Tau reference runtime). The cases are based on the following benchmarks developed by the AIAA Aerodynamic Design Optimization Discussion Group (ADODG): • ADODG3: A low-speed rectangular wing. • ADODG4: The Common Research Model (CRM) wing. • ADODG5: The CRM wing-body-tail configuration. The filename suffixes are: *_Multiblock_Structured_Mesh.cgns: Multiblock structured mesh files for ADflow. *_Overset_Structured_Mesh.cgns: Multiblock overset mesh files for ADflow. *_Singleblock_Unstructured_Mesh.cgns: These meshes are identical to *_Multiblock_Structured_Mesh.cgns except that they are in single block unstructured mesh format. The far field, symmetry, and wall boundary names are FARFIELD, SYMMETRY, and WING, respectively. *_FFD.xyz: Free-form deformation (FFD) files for defining the shape design variables. *_ADflow_Run_Script.py: Python scripts for reproducing the ADflow adjoint results in the paper. See detailed instructions in the scripts. Code_Version.txt: The required codes to produce the results, including links and versions.
DOI: 10.17632/xgz53cy3jp
title: DEFENSA DEL TERRITORIO Y LA SOBERANÍA

description: Esta nota de clase analiza la defensa del territorio y la soberanía desde una perspectiva constitucional y estratégica. Se estudian los artículos 101 y 102 de la Constitución Política de Colombia, que regulan los límites territoriales y los bienes públicos, así como la importancia del espacio aéreo y ultraterrestre en la soberanía nacional. También se examina el papel de la Fuerza Pública puntualmente la Fuerza Aeroespacial Colombiana en la protección del territorio y la gestión de los conflictos internacionales, con énfasis en el caso Colombia vs. Nicaragua y la regulación del espacio aéreo y satelital. Además, se abordan elementos fundamentales del Estado colombiano y estrategias de defensa basadas en ejercicios de simulación militar.
DOI: 10.6084/m9.figshare.19858927.v3
title: All-hazards dataset mined from the US National Incident Management System 1999-2020

description: The ics209-plus-allhazards.zip file contains the complete set of cleaned all hazards situation reports<br> ics209-plus_sitreps_1999to2020.csv and files containing deleted sitreps delineated by version (hist1/hist2/curr)<br> <br> <br> The ics209-plus-wildfire.zip file contains all wildfire output files including daily situation reports, the wildfire incident summary table, and the ICS-209-Plus complex associations table.<br> and the wildfire spatiotemporal linkage files at the county, tract, and census block group (cbg) levels, plus files containing d<em>eleted sitreps delineated by version (hist1/hist2/curr)</em><br> <br> <br> The ics209-plus-source.zip file contains all the yearly raw database tables and associated input files needed to run the cleaning algorithm found here:<br> (https://github/lisestdenis/ics209plus) Code needed to generate the spatiotemporal linkage found here: (https://github.com/katiemcconnell/ICS-209-PLUS_spatiotemporal_linkage) <br> <br> The ics209-plus-reference.zip file contains detailed field definitions and fill rates for the Daily Incident Status (sitrep), Wildfire Incident Summary, ICS-209-PLUS Complex Associations Table, as well column definitions for the spatiotemporal linkage and Lookup Table Values. <br> <br>
DOI: 10.6084/m9.figshare.2064237.v6
title: TXM Sample Frames

description: Sample X-ray microscopy data for development of scimap mapping software: https://github.com/m3wolf/scimap
DOI: 10.6084/m9.figshare.21378213.v1
title: Quality assessment checklist for including articles for review-Adapted from JBI and CASP

description: According to Whittemore & Knafl, two quality criterion instruments should be utilized during the review process to assure the authenticity, methodological quality, and informative value of the included research. The CASP tool and the JBI Critical Appraisal Tool each include a set of detailed questions to enhance the visualization of the data. A common checklist is adapted to simplify this complex comparison between the CASP tool and the JBI Critical Appraisal Tool. Each article can be assessed using the adapted checklist to analyze the articles clearly and succinctly. They were adjusted to include the essential criteria stated in both the CASP tool and the JBI Critical Appraisal Tool. The modified checklist includes a clear aim, methodology, design, recruitment, data collection, researcher-participant relations, participants and their voices, ethical considerations, data analysis and rigor, findings, and research value.
DOI: 10.17632/37n65hx7rc
title: MEDITERATRI Project (HRZZ) - Trophic interactions of spiders in Mediterranean agriculture using DNA metabarcoding

description: We hypothesized that spiders, as abundant predatory arthropods in Mediterranean agriculture, can provide biocontrol services in olive groves and vineyards. For that, their diets and prey choices in agricultural sites, with integrated (IPM) and ecological pest management (EPM) within Zadar County, Croatia. Spider were sampled during spring and autumn in 2018 and 2019, by hand or using live pitfall traps. A total of 256 spiders were collected and included in eDNA of gut contents analysis. The DNA was extracted from the abdomen of each individual. Two pairs of primers were selected for dietary metabarcoding of spider guts: the primer pair BF3-BR2 that amplifies the 418 bp-long COI target region and the TelperionF-LaurelinR that amplifies the 301 bp COI region. Illumina library was prepared at Novogene Europe (Cambridge, UK) by including Illumina Nextera adapters. Next-generation sequencing was performed on an Illumina Novaseq high-throughput instrument, with an amplicon length of 250 bp in both directions with a sequencing depth of 35,000 reads per sample. Sequencing on Illumina generated 9,234,272 reads for sequencing with the BF3-BR2 primer pair and 3,519,228 reads for sequencing with the TelperionF-LaurelinR primer pair. In FastP all reads underwent quality checks and trimming. Sequences were denoised and grouped into operational taxonomic units (OTUs) using Unoise3 in Usearch11. A taxonomic identity was done using data from GenBank after being proceeded with BLASTn v2.7.1 and a 97% identity threshold.
Results showed strong dietary differences in spider guilds (; ground hunters, ambush hunters, other hunters and web weavers). Thee prey detected in their gut that made up 77% of the overall diet of spiders belong to insect orders: Diptera, Lepidoptera, Hemiptera, and Hymenoptera (mainly ants). We demonstrate that management type, as well as guild type, significantly influenced predation on phytophagous insects. More individuals consumed phytophagous insects in sites with an ecological type of management suggesting a higher biocontrol potential in sites with EPM. On the other hand, the overall predation on phytophagous insects remained consistent across seasons, suggesting a combined constant rate of predation in both management types. This is the first study using a DNA metabarcoding approach in Croatia for analysing spiders' trophic interactions.
DOI: 10.6084/m9.figshare.19743646.v1
title: LVD_v1_95-85.fna

description: Land use viromes
DOI: 10.6084/m9.figshare.29145578.v1
title: Source Estimation of EEG signals of subjects during naps with subsequent dream reporting.

description: The data are from a study on source estimation of EEG signals of subjects during naps with subsequent dream reporting. They are in MATLAB format and present the power signals of the EEG Source Signals, for all 736 trials performed, 14 frequency bands (0.5 - 28.5 with a 2Hz band each) and 16006 voxels uniformly distributed throughout the brain volume.
DOI: 10.25380/iastate.28904810.v1
title: 3D Quant FELS and 2D Quant FELS

description: This dataset contains digital twin models of Frogeye Leaf Spot (FELS) on soybean leaflets paired between JPEG images and point clouds (PLY ASCII) as well as .csv files and custom R code. Image types used included are JPEG for the 2D images and OBJ wave format files for 3D that lead to the creation of 3D point clouds in PLY ASCII file format. The .csv files contain Frogeye Leaf Spot severity percentages derived from each image and track the image parings (2D – 3D).
DOI: 10.6084/m9.figshare.1548331.v1
title: Examples of Fiscal Data Visualisations

description: This spreadsheet contains a collection of over 230 data visualisations about public finances from media organisations, journalists, civil society organisations, advocacy groups, civic hackers, companies and public institutions. In order to build the collection I started with a collection of projects derived from another study mapping “open budget data” on digital media (Gray, 2015). Over 65% of the 120 fiscal data projects identified through the study used visualisations to present information about public finances. Examples were also incorporated from other lists, including relevant items from a database of 466 projects from The Guardian and the New York Times from between 2000 and 2015 (Rooze, 2015), as well as from expert data visualisation blogs such as Infosthetics and Visual Complexity. Further examples were solicited from expert mailing lists, forums and targeted outreach via email and social media. Analyses of the data visualisations are forthcoming in several publications. The collection will continue to be updated periodically. If you have suggestions for projects to add, please get in touch: http://jonathangray.org/contact/ <strong>References</strong> Gray, J. (2015) "Open Budget Data: Mapping the Landscape". Available at: http://dx.doi.org/10.2139/ssrn.2654878<br><br>Rooze, M. (2015) "News Graphics Collection". Available at: http://collection.marijerooze.nl/
DOI: 10.17632/vnc3fc79cr
title: Numerical implementation of harmonic polylogarithms to weight w = 8

description: We present the FORTRAN-code HPOLY.f for the numerical calculation of harmonic polylogarithms up to w = 8 at an absolute accuracy of ~10^{-15} or better. Using algebraic and argument relations the numerical representation can be limited to the range x in [0, sqrt(2)-1]. We provide replacement files to map all harmonic polylogarithms to a basis and the usual range of arguments to x in ]-infty, +infty [ the above interval analytically. We also briefly comment on a numerical implementation of real valued cyclotomic harmonic polylogarithms.
DOI: 10.6084/m9.figshare.24306517.v1
title: NDC and Active Ingredients

description: CSV file mapping NDC (National Drug Codes) numbers to their main active ingredients.
DOI: 10.6084/m9.figshare.28926905.v1
title: QR CODE Frame with speed 20,30,40,60km/h

description: This image focus on QR Code in different speed
DOI: 10.6084/m9.figshare.28100408.v3
title: 30-meter land cover map in Haiti and the Dominican Republic from 1996 to 2022

description: We used dense Landsat time series to map the 30-meter land cover in Haiti and the Dominican Republic from 1996 to 2022.The land cover includes: developed, primary wet forest, primary dry forest, secondary forest, shrub/grass, water, wetland, and other.The land cover map is also online at https://gers.users.earthengine.app/view/hispaniola-lcIf you have any questions, please contact Falu Hong (faluhong@uconn.edu).
DOI: 10.6084/m9.figshare.29206367
title: Sedimentary 3-OH-FAs in China marginal seas

description: The bulk organic parameters and 3-OH-FA compositions for sediments from China marginal seas.
DOI: 10.6084/m9.figshare.23764248.v2
title: CCropland30: High-resolution hybrid cropland maps of China

description: China’s high-resolution hybrid cropland maps (CCropLand30) by integrating state-of-the-art remote sensing LULC products (GlobeLand30, GLAD, CLUD, CLCD, and CACD) with the recently released county-level cropland area data from the latest national land survey (NLDS). CCropLand30 has a higher pixel-scale accuracy than the input maps, and exhibit better spatial agreement with the NLDS data. The dataset can provide great support for cropland monitoring, management, and various research fields such as water resources, agriculture, and climate change. Five hydbrid maps circa the years 2000, 2005, 2010, 2015, and 2020, were provided in the dataset.
DOI: 10.6084/m9.figshare.28929935.v1
title: baza danych

description: baza danych dla roku 2018 i 2023
DOI: 10.6084/m9.figshare.29206367.v1
title: Sedimentary 3-OH-FAs in China marginal seas

description: The bulk organic parameters and 3-OH-FA compositions for sediments from China marginal seas.
DOI: 10.17632/2b33bbwjdp
title: MatlabCode_RAM-HT

description: The programs reproduce reweighted atomic norm minimization based on Hankel-Toeplitz model (RAM-HT) and compare its performance with other algorithms, such as ANM-HT, RAM-T and ANM-T. More details and figures are shown in:
[1] Chu Y, Wei Z, Yang Z. New reweighted atomic norm minimization approach for line spectral estimation[J]. Signal Processing, 2023, 206: 108897.
DOI: 10.17632/yz8d37znd6
title: Data for: Survey data of foreign language learners' enjoyment and anxiety in the U.S.

description: Foreign language emotion data
DOI: 10.17632/7txf9sjv88
title: Sustainable entrepreneurship intentions

description: The dataset is based on a survey relating to the sustainable entrepreneurship intentions of university students in Zimbabwe. It data relates to variables such as demographics, attitudes, subjective norms, perceived behavioural control, perceived feasibility, perceived desirability, sustainable entrepreneurship intentions, personal values, and environmental-related values. The data was collected in a cross-sectional survey.
DOI: 10.17632/ptftdjfjyv
title: Vitamin B5 rewires Th17 cell metabolism via impeding PKM2 nuclear translocation

description:  We validated the interaction between PKM2 and CoA by IP/WB, the immunoblotting showed that CoA strongly interacted with endogenous PKM2. We measured the phosphorylation and nuclear tanslocation of PKM2 with VB5 or CoA treatment.