cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.21440748.v2
title: Raw data for paper: Reproducible growth of <i>Brachypodium</i> in EcoFAB 2.0 reveals that nitrogen form and starvation modulate root exudation

description: The data set describes <i>B. distachyon</i> plants grown for 3 weeks on 5 mM inorganic nitrogen (iN) as NO<sub>3</sub><sup>-</sup>, NH<sub>4</sub><sup>+</sup>, or NH<sub>4</sub>NO<sub>3</sub> and then transferred to iN free medium for additional two weeks. The Control plants received iN medium for the whole 5 weeks.Data contained:Root and shoot biomass and phenotypingShoot elemental composition as total C and N %Shoot stable isotope composition as 𝜹<sup>13</sup>C and 𝜹<sup>15</sup>NFertilizer 𝜹<sup>15</sup>NPlant spent growth medium pHEvapotranspirationInorganic nitrogen quantification in plant spent medium by FIABioassay - bacterial<i> </i>growth on exudate metabolitesBioassay - effects of exudates on seedling growthRoot exudates metabolomics - Molecular network metadata node tableStatistical differences between peak height of filtered featuresNormalized peak height for annotated features (for Sankey plot)
DOI: 10.17632/ccrp2pyyyj
title: cuPentBatch -- A batched pentadiagonal solver for NVIDIA GPUs

description: We introduce cuPentBatch – our own pentadiagonal solver for NVIDIA GPUs. The development of cuPentBatch has been motivated by applications involving numerical solutions of parabolic partial differential equations, which we describe. Our solver is written with batch processing in mind (as necessitated by parameter studies of various physical models). In particular, our solver is directed at those problems where only the right-hand side of the matrix changes as the batch solutions are generated. As such, we demonstrate that cuPentBatch outperforms the NVIDIA standard pentadiagonal batch solver gpsvInterleavedBatch for the class of physically-relevant computational problems encountered herein.
DOI: 10.17632/m89dwzbjyw
title: Evidence from Dissolved O2 Isotopes in North Atlantic Deep Water for a Recent Climatic Shift

description: This dataset contains:
Code and description files for a simple one-dimensional vertical model, which simulates the effects of photosynthesis, respiration, gas exchange, and vertical (eddy) diffusion on TOI values in deep-water formation areas (specifically in deep convection areas), during a year cycle. The model is a modified version of the Price-Weller-Pinkel (PWP) model, extended to include stable oxygen isotopes.
DOI: 10.17632/rtwsfgpgmf
title: Detecting Statistically Significant Changes in Connectedness: A Bootstrap-based Technique

description: The folder provides the original DY2009 data and all programs to replicate the results, figures and tables in our paper (Detecting Statistically Significant Changes in Connectedness: A Bootstrap-based Technique).
DOI: 10.6084/m9.figshare.21992609.v1
title: JFCR_BRCA_ATAC_42_se.rds

description: <strong>ATAC-seq data of 42 BC samples as SummarizedExperiment object</strong> with count matrix, normalized count matrix, peak info, and clinical info in <em>Kumegawa K et al., British Journal of Cancer, 2023</em>.
DOI: 10.17632/t82xdzpdh8
title: Marine and coastal ecosystems and climate change: dataset from a public awareness survey

description: The dataset is the result of an self-administered online survey on public perceptions about climate change, the value of marine and coastal ecosystems, human impacts on them and their management. 
The survey was released in four languages, English, French, Spanish and Italian ('survey' folder). Potential respondents were provided with a participant information form, also available in four languages ('participant information form' folder).
The final dataset comprises a total of 709 respondents. The dataset contains mostly numerical coding, except text entries in 9 columns. Version 2 of this dataset presents all responses in English. The corresponding codebook provides the questions and coding information.
DOI: 10.6084/m9.figshare.25903453.v3
title: Predicting avian diversity based on land use and cover on a national scale

description: This study explores the relationship between landscape elements and avian diversity in South Korea, examining both taxonomic and functional diversity. The Korean Peninsula serves as a pivotal habitat for resident bird species and a migratory pathway in the East Asia-Pacific flyway. Using a national dataset compiled at a scale of 2’30” × 2’30” blocks of angular measurements (each side ranging approximately 3.5-4.5 kilometers), we found that less urbanized open plains exhibit higher taxonomic diversity, while coastal regions with diverse water bird populations show higher functional diversity. These findings underscore the significance of conserving the existing land types and qualities in specific regions to substantially impact bird distribution and regional biodiversity. Remarkably, closed forests display diversity patterns akin to urban/built-up areas, despite their disparate land use characteristics. The stability of bird diversity indices across different land use types enables us to predict bird diversity indices based on the particular land use and land cover configurations. This study emphasizes the complementary nature of functional biodiversity indices in comprehending bird distribution patterns alongside taxonomic diversity indices.
DOI: 10.17632/j4zzgfy8gy
title: Imagery datasets for photobiological lighting analysis of architectural models with shading panels (No. 1)

description: This repository includes imagery datasets captured inside an architectural model aimed at exploring the impact of shading panels on photobiological lighting parameters. The architectural model represents a generic space at 1:10 scale with a single side fully glazing façade used to install shading panels. The datasets present interior lighting conditions under different shading configurations in terms of surface colors and glossiness, horizontal and vertical orientations and upwards, downwards, and left/right inclinations of panels, V-shape opening, low to high densities, and top and bottom positions at the window. The experiments of shading panel configurations were conducted under four to six different exterior overcast daylighting conditions simulated with very cool to very warm color temperatures and high to low intensities inside an artificial sky chamber.  The dataset is compiled as part of a doctoral dissertation in architecture at Laval University authored by Mojtaba Parsaee, supervised by Claude MH Demers, Marc Hébert, Jean-François Lalonde. The description of the datasets and experimental conditions and procedures are fully explained in the companion paper published with the same title in Data In Brief.
DOI: 10.15468/dl.xz38g6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argentina Linnaeus, 1758",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((-16.6672 18.7728,-16.5468 17.7486,-16.9133 16.7746,-17.0265 15.925,-17.4754 15.299,-17.9607 15.0106,-18.0159 14.6088,-17.2825 13.9103,-17.2971 12.4437,-17.1163 12.0176,-16.8424 11.8396,-16.9887 11.3363,-16.91 11.0108,-16.709 10.8496,-9.0352 10.8496,-9.0352 19.8496,-16.8896 19.8496,-17.0371 19.3335,-16.6672 18.7728))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012899-250525065834625/datasets/export for details.
DOI: 10.17632/6gj7yts74v
title: Green Human Resource Management Research Dataset (2008-2019)

description: The Green Human Resource Management research & publication dataset, which was indexed by Scopus from 2008 to 2019. The dataset contains data authors, authors ID Scopus, title, year, source title, volume, issue, article number in Scopus, DOI, link, affiliation, abstract, index keywords, references, Correspondence Address, editors, publisher, conference name, conference date, conference code, ISSN, language, document type, access type, and EID.
DOI: 10.17632/nct6gkwhjc
title: OFF, Open source Finite volume Fluid dynamics code: A free, high-order solver based on parallel, modular, object-oriented Fortran API

description: This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018) Abstract OFF, an open source (free software) code for performing fluid dynamics simulations, is presented. The aim of OFF is to solve, numerically, the unsteady (and steady) compressible Navier–Stokes equations of fluid dynamics by means of finite volume techniques: the research background is mainly focused on high-order (WENO) schemes for multi-fluids, multi-phase flows over complex geometries. To this purpose a highly modular, object-oriented application program interface (API) has been developed. I... Title of program: <i>OFF</i> Catalogue Id: AESV_v1_0 Nature of problem Numerical solution of the Compressible Navier-Stokes equations for multi-fluids multi-phase flows in complex geometries Versions of this program held in the CPC repository in Mendeley Data AESV_v1_0; <i>OFF</i>; 10.1016/j.cpc.2014.04.005
DOI: 10.17632/nxb4z4n7fb
title: Diseño de un Sistema de Automatización para la Producción de Harina de Banano: Vigilancia Tecnológica

description: Este proyecto plantea el diseño de un sistema automatizado para la producción de harina de banano, que busca optimizar cada etapa del proceso –desde la recolección, clasificación y pelado, hasta el secado, molienda y empaquetado– mediante el uso de tecnologías avanzadas. La automatización promete mejorar la eficiencia, reducir costos y minimizar el desperdicio de bananos, permitiendo una producción continua y consistente en calidad.

La implementación de sensores de humedad y temperatura permitirá un control preciso en el secado, garantizando la estabilidad del producto y una mayor vida útil. Los controladores lógicos programables (PLC) sincronizarán las diferentes máquinas para una operación fluida y adaptable a las variaciones de la materia prima, mientras que la automatización reducirá la dependencia de la mano de obra en regiones donde esta puede ser limitada.

Además de mejorar la calidad del producto, la automatización reducirá el desperdicio y optimizará el uso de recursos, promoviendo la sostenibilidad y la eficiencia energética. El sistema está diseñado para ser escalable, permitiendo a las empresas adaptarse a diferentes volúmenes de producción y demandas del mercado, siendo viable tanto para pequeños productores locales como para plantas industriales. Esto resulta clave en un mercado en crecimiento, donde la harina de banano se presenta como una alternativa saludable, sin gluten y de origen sostenible, en línea con las tendencias actuales de consumo.
DOI: 10.17632/4fw5z9xsck
title: Suppressing Drought-induced Soil Desiccation Cracking Using a Bio-approach MICP: Field Demonstration and Insights

description: all the figure data
DOI: 10.17632/6z2hty8php
title: Saudi Employee Attrition Dataset

description: Researchers examine data about the Saudi private sector to better understand the causes and consequences of employee satisfaction and turnover. The initial step to collect this data was administering an online survey to 1,200 employees of various Saudi Arabian companies. The dataset's question axes were described using a total of 34 qualities, which were informed by insights from the literature and earlier studies on employee turnover prediction. 
The dataset includes three CSV files. The first file, “Original Dataset of Employee Attrition,” contains the original data before preprocessing and coding. The second file, “Employee attrition dataset for tree-based models,” contains the data after preprocessing, coding, and being oriented to tree-based models. The third file, “Employee attrition dataset for non-tree-based models,” contains the data after preprocessing, coding, and oriented to non-tree models, where categorical values are converted to numeric form and multi-valued variables are expanded into separate columns. In addition, the dataset includes two PDF files. The first file, “Online Survey Questions,” contains the questions from the data collection online survey. The second PDF file provides keys and descriptions for the nominal, ordinal, and numerical encoding in the dataset, along with the response possibilities for each variable.
The questionnaire was created in Arabic and English to accommodate workers in Saudi Arabia's private sector. It includes 34 closed-ended questions. Also includes a binary target variable (attrition).
DOI: 10.17632/fxcgywft4w
title: Assessing selective pressure in selected Fasciola hepatica gene families

description: Fasciolosis is caused by liver flukes: F. hepatica, and a sister species – F. gigantica. A growing concern with controlling the disease is resistance to triclabendazole (TCBZ), the only drug shown to kill both adult and immature liver flukes. Currently, F. hepatica mechanism of resistance to TCBZ is not clearly understood and there is no effective commercially available vaccine. Previous work proposed three mechanisms associated with TCBZ mode of action and resistance: tubulin binding activity, drug uptake mechanisms, and drug metabolism mechanism. Exploring evolutionary forces acting on F. hepatica genes associated with TCBZ mode of action and resistance could explain how the parasite develops resistance to the drug, enable identification of potential drug targets, and facilitate development of new drugs.

F. hepatica gene family members belonging to each of the three proposed mechanism of action of TCBZ action and resistance, and their trematode orthologous sequences were compiled. The gene families studied include tubulins, ATP-binding cassette transporters (ABC), AC, RAS, ADP ribosylation factor, cytochrome P450 (CYP450), GSTs, and Fatty Acid Binding Proteins (FABPs). Signals indicative of positive selection was identified using Phylogenetic Analysis by Maximum Likelihood (PAML) and McDonald and Kreitman test (MKtest). PAML branch-site model testing identified 1 alpha tubulin, 1 delta tubulin, 5 ABC genes, 9 RAS genes, and 4 ADP ribosylation factor genes with statistically significant sites under positive selection. While the MKtest analysis identified 2 RAS genes and 1 AC genes under positive selection.
DOI: 10.17632/nwy6zpgdys
title: Dataset for: Correlating Interfacial Area and Volumetric Mass Transfer Coefficient in Bubble Column with the Help of Machine Learning Methods

description: Dataset for: Correlating Interfacial Area and Volumetric Mass Transfer Coefficient in Bubble Column with the Help of Machine Learning Methods. A detailed description of the methods used with optimized hyperparameters is published in Chemical Engineering Research and Design. DOI: https://doi.org/10.1021/acs.iecr.2c02820
DOI: 10.17632/sywn8svtdg
title: Data Research Hudayat Et al (2025)

description: Data Research
DOI: 10.17632/pnbv5mpv87
title: Beveridge curve under endogenous separation model: The role of wage rigidity and match-specific productivity - Replication Files

description: These are the replication files for the results presented in the paper "Beveridge curve under endogenous separation model: The role of wage rigidity and match-specific productivity" authored by Tetsuaki Takano and forthcoming in Economic Modelling. For instructions on how to use these files, please read the README file that provides details of the MATLAB programs, how to run them, and the data files.
DOI: 10.17632/zg89423tkb
title: NIRS intact green coffee beans with CGA content, species and Geographical origins from Java, Indonesia

description: Presented dataset contains spectral data of intact green beans coffee samples from Java Island, Indonesia. 
Spectral data were acquired in wavelength range from 1000 to 2500 nm. 

data can be analyzed for quantitative and qualitative purposes. 
presented data on .txt and .unsb format that can be run directly in The Unscrambler X
DOI: 10.6084/m9.figshare.10106156.v1
title: Source codes from Longitudinal wave propagation in a one-dimensional quasi-periodic waveguide

description: The paper deals with the analysis of wave propagation in a general one-dimensional (1D) non-uniform waveguide featuring multiple modulations of parameters with different, arbitrarily related, spatial periods. The considered quasi-periodic waveguide, in particular, can be viewed as a model of pure periodic structures with imperfections. Effects of such imperfections on the waveguide frequency bandgaps are revealed and described by means of the method of varying amplitudes and the method of direct separation of motions. It is shown that imperfections cannot considerably degrade wave attenuation properties of 1D periodic structures, e.g. reduce widths of their frequency bandgaps. Attenuation levels and frequency bandgaps featured by the quasi-periodic waveguide are studied without imposing any restrictions on the periods of the modulations, e.g. for their ratio to be rational. For the waveguide featuring relatively small modulations with periods that are not close to each other, each of the frequency bandgaps, to the leading order of smallness, is controlled only by one of the modulations. It is shown that introducing additional spatial modulations to a pure periodic structure can enhance its wave attenuation properties, e.g. a relatively low-frequency bandgap can be induced providing vibration attenuation in frequency ranges where damping is less effective.
DOI: 10.6084/m9.figshare.22188919.v1
title: Emotional intelligence, Teachers' Emotions, and Life satisfaction

description: The dataset is a two-wave longitudinal study containing 357 valid data from the first wave and 273 valid data from the second wave. Emotional Intelligence was assessed by Assessing Emotion Scale, including reverse scoring questions 5, 28, and 33. Emotions were assessed by Teacher Emotion Inventory. Life satisfaction was assessed by Satisfaction with Life Scale.
DOI: 10.6084/m9.figshare.28944284.v1
title: Effects of BCAA supplementation on plasma and mare’s milk amino acid contents in <i>Yili</i> mares and growth performance of suckling foals

description: This study investigated the effects of branched-chain amino acid (BCAA)supplementation on plasma and mare’s milk amino acid content in lactating Yili mares and the growth performance of suckling foals.
DOI: 10.17632/3c57btcxy9
title: Bollywood Movies data

description: Using a Python script to scrape data from the web, we collected data pertaining to all 1698 Hindi language movies that released in India across a 13 year period (2005-2017) from the website of Box Office India.
DOI: 10.17632/ffh678bv42
title: COVID-19 - Prehospital PPE Dataset
DOI: 10.17632/p6c3hf8b3z
title: P2P Data Set

description: This is the data set for the key components of the P2P market design.
DOI: 10.17632/548hvjnmcj
title: Micro-CT images of carbonate sand particles after image processing

description: About eighty carbonated sand paritcles were placed in three small polycarbonate pipes and then subjected to X-Ray micro-CT scanning. The .tif documents are 3D micro-CT images of these carbonate sand particles within three three polycarbonate pipes. The .tif documents can be input into 3D visualization softwares, such as ImageJ, Avizo, et al., and the 3D particle morphlogy and intra-particle pore structure of these carbonate sand particles can be visulized. Moreover, the .doc document summarizes all the carbonated sand particles in a table.
DOI: 10.17632/w62338jryh
title: Power Outage Dataset

description: This data presents the utilization of a practical radial distribution system of EEDC database in order to relate maintenance costs to the resulting levels of supply reliability. In order to determine an optimal and reliable level of customer service, reliability cost/worth is to be assessed by calculating the costs associated with different maintenance level and assessing the corresponding reliability worth at the respective system load. In the proposed model, the limits of the indices, such as SAIDI and SAIFI, are considered as constraints of the maintenance programs. The RCM method has used the power interruption statistical data in analyzing the reliability indices of the distribution system points.
DOI: 10.17632/bb2p899dwv
title: Dataset on Liquid Chromatography-Mass Spectrometry based Proteomics Profiling of the Up-regulated Hemolymph Proteins in Female Macrobrachium rosenbergii, upon Physical-stress Associated with Eyestalk Ablation

description: This data informs about the profile of up-regulated hemolymph proteins in Macrobrachium rosenbergii subjected to physical-stress as induced by eyestalk ablation. Hemolymph protein of normal (unablated) and stress (ablated) animals were collected from premolt during reproductive and non-reproductive stages.The data includes protein ID, protein group, percentage coverage, number of peptides, number of unique peptides, species that shares similar peptide sequence similarity and average mass. The data is highly valuable for data repository of the M. rosenbergii proteome for comparative and biochemical studies as well as understanding protein-protein interaction network governing the stress-factor upon eyestalk ablation during molting (growth) and reproductive development.
DOI: 10.17632/fm6f2v4jnf
title: Codes for: What drives volatility of the U.S. oil and gas firms?

description: The bundled file consists of codes used in the analysis that was performed in R. Before using, please read readme.txt and upload the data file first.
DOI: 10.17632/hf55tkx489
title: Annotated Oyster Mushroom Images

description: We present a novel dataset of annotated oyster mushroom images, comprising 555 raw camera images, about 8,000 mushroom-labeled images, over 8,000 maturity-labeled images, various annotation files, and environmental sensor data. Captured day and night at an oyster mushroom farm in Mersin, Turkey, the raw images and associated environmental data were collected over two mushroom cultivation cycles from late December 2022 to late April 2023 through a smart system designed and implemented at the farm. More technical details about the system are available in our article in related links below.
DOI: 10.17632/pmdr5rgn8c
title: mmPrivPose3D: DataSet

description: Subject: Manufacturing Engineering + Human-Robot Interaction

Specific Subject Area: 3D point-cloud data of human movements and gestures captured by a RaDAR sensor synchronized with RGB-D images installed on the base of a robot manipulator.

Type of Data: 3D point-cloud, 3D skeleton keypoints; Raw, Labelled

Data Collection: 3D point-clouds of humans were collected using an IWR6843AOPEVM RaDAR at a 10 Hz data frequency. 3D keypoints were extracted by the Nuitrack SDK from RGB-D images captured by an Intel RealSense L515 camera at 30 frames per second as the ground truth. Both sensors' frames were synchronized. An offset (3.9 cm in both horizontal and vertical directions) and a 90-degree rotation around the local x-axis were applied to the camera data for spatial calibration and alignment with the RaDAR's coordinate system.

Data Source Location: Brubotics, Vrije Universiteit Brussels, Elsene, Brussels, Belgium

Related Research Article: Not yet available (Under Submission)