cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rd6jm9tyb6
title: Stress-strain data for aluminum 6061-T651 from 9 lots at 6 temperatures under uniaxial and plain strain tension

description: This dataset contains engineering stress-engineering strain curves for aluminum 6061-T651 test specimens prepared from bars of material from 9 lots available commercially. Multiple specimens from each lot were tested in steady-state tension at 6 different temperatures (i.e., the temperature was maintained constant through the test) under uniaxial and plane strain tension stress states. The files are named with seven groups of characters according to the following format x_xxx_x_x_xxx_xxx_xx. The first letter indicates the specimen type - 'T' is for uniaxial tension and 'P' is for plane strain, the next three numbers indicate the temperature of the test, the next letter indicates the lot, the next number indicates the specimen number within that lot. These 4 groups of characters are enough to uniquely identify any file. The additional three groups of characters are for correspondence with the numbering scheme used while performing the tests and can be disregarded. The strains are obtained using digital image correlation using a 2-inch gauge length for the tension specimen and a 0.25-inch gauge length for the plane strain specimen. The strains are an average of several measurements (at approximately 350-micron intervals) across the width of the gauge section over the gauge length. The stresses are computed using force readings from the load cell and cross-sectional area measurements of the test specimen.
DOI: 10.17632/tf8p6n8c7d
title: Mangrove Restoration Action of Mangroves in Colombia - MANRESCO V.1.0

description: Contains the report of 163 mangrove restoration actions in Colombia between 1995 and 2018 with their respective geolocation and associated variables such as year of implementation, the current status of the action, monitored variables, Technique used, restoration approach used, species planted (yes applicable), causes of degradation, the relative success of the action, information resource. A “restoration action” was considered as the set of techniques used to help the mangrove recovery in a particular site and time. Those initiatives of experimental nature or that intended to test some propagation techniques were not considered as restoration actions and were excluded from the analysis. A “restoration action” was considered as the set of techniques used to help the mangrove recovery in a particular site and time. Those initiatives of experimental nature or that intended to test some propagation techniques were not considered as restoration actions and were excluded from the analysis. Each restoration action reported in the available information sources was considered a record. In the end, actions that had already been reported by other sources of information were excluded.
DOI: 10.6084/m9.figshare.28705430.v1
title: ChromBPNet models

description: ChromBPNet model for predicting ATAC-seq signals in mESCs
DOI: 10.6084/m9.figshare.4040112.v6
title: WS-DREAM dataset#1

description: See the dataset description from our project page:http://wsdream.github.io<br> <pre><br></pre>
DOI: 10.6084/m9.figshare.21587559.v2
title: Graphique Kombucha.xlsx

description: Dynamism in Kombucha culture. figshare. Online ressource. 10.6084/m9.figshare.21587559
DOI: 10.6084/m9.figshare.22769180.v1
title: S1 Data.dta

description: <strong>Environmental Intermediate Goods and CO2 Emissions</strong>
DOI: 10.6084/m9.figshare.25250248.v1
title: Lateritic soil permeability coefficient and shear strength prediction-repo

description: Predictive models were developed in this study using soft computing techniques including artificial neural network (ANN), M5P model tree (M5P) and random forest (RF) to predict laterite permeability coefficient and shear strength from index properties (specific gravity, linear shrinkage, liquid limit, plasticity index, fine sand content, and fines content). To achieve this goal, an experimental dataset obtained from laboratory analyses of three hundred laterite samples was divided into a model and a gaging dataset. The model dataset contains two hundred and forty data points, which were divided into training, testing and validation datasets, with 70% for training and 15% each for testing and validation of the proposed models. The gaging dataset contains sixty data points, which were used to evaluate and compare the proposed models’ performances with the existing models using the coefficient of determination, root mean squared error, mean absolute percentage error, and mean absolute error. The proposed models outperformed the existing models and provided satisfactory performance, with ANN models presenting the best performance, followed by RF and then M5P for both the permeability coefficient and the shear strength cases. This implies that the ANN models are the most reliable estimation for the prediction of lateritic soils’ permeability coefficient and shear strength. Thus, they can be used for practical purposes.
DOI: 10.6084/m9.figshare.13110716.v1
title: Countries2005_full.net

description: <br>international collaboration network 2005-2009
DOI: 10.6084/m9.figshare.29083481.v1
title: Gridded data of building material stocks of steel

description: 5,538,063 records are weight in urban building MS of steel in two urban agglomerations from 2000 to 2020 at 500×500m grid scale.
DOI: 10.17632/2h93ghz7b7
title: Dados da pesquisa: INTELIGÊNCIA ARTIFICIAL PARA INTEROPERABILIDADE E ACESSIBILIDADE NAS PLATAFORMAS DE AUDIOLIVROS

description: Material de pesquisa da Revisão de Literatura sobre inteligência artificial em plataformas de audiolivros. 
Relação dos documentos recuperados e selecionados para leitura na íntegra para a revisão de literatura sobre inteligência artificial em plataformas de audiolivros no contexto da Ciência da Informação, realizada em 2025.
DOI: 10.17632/nhbd5j52p2
title: PAN India Dataset of Goal-orientation dispositions, Self-determination and Thriving at Work for private university educational professionals.

description: This dataset was used to test the moderating role of goal orientation dispositions on the direct effect of self-determination on thriving at work. The latent variables included self-determination (SD) as the independent variable, thriving at work (TW) as the dependent variable, and goal orientation (GO) as the moderating variable. Goal-orientation dispositions were measured considering its four types: mastery-approach goal orientation, mastery-avoidance goal orientation, performance-approach goal orientation, and performance-avoidance goal orientation. A quantitative dataset was generated from educational professionals working in private universities across the states of the Indian subcontinent. Email survey was employed, and valid responses from 396 respondents were tabulated and organized as demographic and scale data. Statistical findings show that goal orientation dispositions do not moderate the direct effect relationship between self-determination and thriving at work. This finding was unique and interpreted that irrespective of the nature of disposition undertaken in an achievement or competence-based work environment, it does not deter the sample respondents from their state of achieving intellectual and psychological growth.
Reliable and validated measurement scales were used to generate the data. The independent variable of self-determination was measured using the Work-related basic needs satisfaction scale (W-BNS), Vanden Broeck et al. (2010), considering all the 23-items across the three dimensions of autonomy (7-items), competence (6-items) and relatedness (10-items). The dependent variable used the Thriving at Work scale, Porath et al. (2012) having 10-items across the two dimensions of vitality (5-items) and learning (5-items). The moderating variable of goal orientation was measured using the 2 × 2 Framework of achievement goals for a work domain scale, Baranik et al. (2007) having four dimensions of mastery-approach goal orientation (4-items), mastery-avoidance goal orientation (4-items), performance-approach goal orientation (4-items), and performance-avoidance goal orientation (4-items). All items were measured on a 5-point Likert scale ranging from strongly disagree (1) to strongly agree (5). The scales included reverse-coded items. The dataset can be utilized for comparative studies with respect to studying the nature of goal orientation disposition among educational professionals working in other types of educational institutions. It can be used to compare the nature of goal orientation most suitable when working in non-academic settings enabling to gain insights when employees move from the academe to the industry and vice versa.
DOI: 10.6084/m9.figshare.11354114.v1
title: Supplemental Electropherogram Data; Front End Differentiation with Hormone specific antibody probes

description: Dataset includes electropherogram data accompanying manuscript submission for study focused on front-end labeling and separation of contributor cell populations in touch/trace DNA mixtures.<br>
DOI: 10.6084/m9.figshare.27158653.v2
title: Source Code from Effects of the kinematic variable, delay and data length on test-retest reliability of the maximal Lyapunov exponent of human walking

description: Source code used in the data analysis
DOI: 10.17632/7km8mjtxgv
title: Data for: Patterns of diversity of Brazilian reef fish fauna

description: Reef fish communities were assessed using visual census techniques across 100 reefs spanning over 2.000 km of coastline. Each reef was considered a sample unit and species densities per 100 m² was used for calculating true diversity measures. Diversity patterns were investigated using “true diversity” measures (sensu Jost 2006), considering the effective number of species equal to Hill numbers (qD). Values in dataset correspond to number of effective species per reef (α diversity, Dα), for q = 0, 1 and 2, using sampled area as weights. Each line represents a reef, labeled by a Code, followed by Brazilian State, Location name, Latitude, Longitude and Source of the species data. Predictors used for adjusting GLMs are presented next: Reef morphotype (categorical predictor), with five levels corresponding to Brazilian reef morphological structures (cemented terraces, fringing, patch, bank and pinnacle reefs, see Appendix S1 for a detailed description). Depth, as the average depth of the reef in meters, measured in situ, isolation, as the linear distance between the reef to the nearest point in mainland, are also presented.
DOI: 10.17632/scsg3dpg2y
title: Data for: From high-entropy alloys to high-entropy ceramics: the radiation-resistant highly concentrated refractory carbide (CrNbTaTiW)C

description: This dataset contains all the raw data for all experimental techniques used in our manuscript.

Note 1: Raw EDX maps could not be uploaded to Part 3 due to their large file sizes, thus extrapolating Mendeley Data limits. For that, we have included exported elemental maps in .png extension directly from the raw data. You may encounter these elemental maps in the folders with the name "batchexp".

Note 2: Through the data, HEC is the high-entropy carbide and HEA is the high-entropy alloy. Sometimes HEC 5-7 refers to the high-entropy carbide whereas HEC 5-9 is the high-entropy alloy.

We are open to continue this research by providing thin film samples for the community for further investigations. Please fell free to contact M.A. Tunes, S. Fritze or B. Osinger.
DOI: 10.6084/m9.figshare.26387995.v1
title: Statistics of Patient Demographics of the study.

description: Patient Demographics.
DOI: 10.6084/m9.figshare.4649848.v2
title: Appendix - Ten Lectures on Quantitative Approaches in Cognitive Linguistics

description: This series of lectures provides an overview of the author's work on quantitative applications in cognitive linguistics by discussing a wide range of studies involving corpus-linguistic as well as experimental work. After a discussion of how corpus linguistics, cognitive linguistics, and psycholinguistics relate to each other, the author discusses empirical and statistical studies of a wide variety of phenomena including morphophonology (morphological blends and alliteration effects), corpus-based cognitive semantics, frequency and association at the syntax-lexis interface. The book concludes with chapters exemplifying the role that bottom-up approaches can take, the role of statistical methods more generally, and the role of converging evidence from corpus and experimental data.The lectures for this book were given at the <i>The China International Forum on Cognitive Linguistics</i> in May 2013.
DOI: 10.6084/m9.figshare.5783628.v1
title: Modified Iowa Gambling Task

description: A modified version of the Iowa Gambling Task<br>
DOI: 10.17632/r3pjs9vnrm
title: Efficient polishing of additive manufactured titanium alloys. Data

description: Additive manufactured parts presented in  were developed at the Israel Aerospace Industries (IAI) and manufactured at The Israel Institute of Metals of the Technion using the process parameters recommended by the machine manufacture EOS, except the recommended "Stripe-width" which was doubled. The used machine was ALM EOS M290. The parts were developed for evaluation of surface treatment techniques via fatigue testing, thus 8 locations of the tensile stress concertation of Kt = 3.2 were introduced as highlighted in red in Fig. 3 in the main article. The part geometry enables:
•	Multiple load paths via branching / junctions.
•	Surface roughness conditions of a geometrically complex structure having relatively hidden radii surfaces.
•	Local differences (gradients) in the thermal mass.
The mechanically weakest axis, i.e., z  axis, of the parts is parallel to the part loading axis.
In total 15 parts were plasma electrolytic polished (PeP), with 6 of them being particle blasted (PB) before PeP. The PeP conditions are given in PDF format. 
As-built, PeP and PB+PeP samples underwent same cyclical tensile loading testing in order to determine their fatigue resistance. It must be mentioned that the target results of the fatigue testing was successful 700 000 cycles. None of the tested surface treatment technologies could provide satisfactory results as noted in the main article. A photograph of as-built samples that failed the cyclical loading tests is given in JPG format. 
MMPDS data for Ti-6AL-4V Sheet configuration, Kt=3  and the reasons for using this data is presented in JPG format.
Additionally, micrographs and surface roughness of the parts after after particle blasting is provided in JPG and PDF formats respectively.
DOI: 10.17632/vcnx5c7g8y
title: Supplementary table 1

description: Supplementary table 1 for the original article: Characteristics and drivers of fatigue in patients with psoriasis and psoriatic arthritis – a cross sectional study
Sup. table 1: Linear regression analysis showing the relationship between fatigue and psoriasis severity adjusted and unadjusted
DOI: 10.6084/m9.figshare.16680874.v1
title: Phishing dataset

description: This dataset was obtained from UCI machine learning repository in 2019. The dataset consists of eleven thousand and fifty-five (11055) instances with thirty-one (31) attributes and does not contain any missing value whatsoever. The dataset has two decisional conditions (that is, class labels); thus: Phishing is -1 and non-phishing is 1. Of the total 11055 instances, the total number occurrence of instances in the phishing class is 4898, while the non-phishing class contains 6157 total instances.
DOI: 10.6084/m9.figshare.28138553.v3
title: KASPA dataset

description: Analysis of transaction fees in DAG Kaspa blockchain. Dataset with information of blocks and transactions retrieved from SW specifically developed for this purpose
DOI: 10.17632/mbsx5b8vhm
title: Pleurotus pulmonarius LBM 105 de novo whole-genome assembly

description: Here we present the de novo whole-genome assembly of the White-rot fungus Pleurotus pulmonarius LBM 105. The genome was assembled and annotated using the CLC workbench.
DOI: 10.6084/m9.figshare.1591919.v1
title: Supplementary Table 3. List of all the exposure variables assessed in this study, which includes the demographics and characteristics of the participants

description: Supplementary Table 3. List of all the exposure variables assessed in this study, which includes the demographics and characteristics of the participants
DOI: 10.6084/m9.figshare.20604660.v1
title: Birth Rates (‰) in Mainland China from 1962 to 2020

description: Birth Rates (‰) in Mainland China from 1962 to 2020
DOI: 10.6084/m9.figshare.14157872.v1
title: Coral Sea Benthic Type Reference Sample

description: This benthic reference data is intended for use as a calibration and/or validation data for global scale remote sensing image based classification of coral reef areas. The data is in a vector shapefile format consisting of polygons labelled with one of seven coral reef benthic classes that include Microalgal Mats, Coral/Algae, Rubble, Rock, Seagrass Dense, Seagrass Sparse, Sand. <b>Please cite data as:</b> Borrego-Acevedo, R., Canto, R., Harris, D., Kennedy, E., Kovacs, E., Lyons, M., Markey, K., Murray, N., Ordonez Alvarez, A., Phinn, S., Roe, M., Roelfsema, C., Say, Tudman, P., C., Wolff, J., Yuwono, D., Bambric, B., Fox, H., Lieb, Z., Asner , G., Knapp , D., Li, J., Harris, B., Larsen, K. & Rice, K. 2021. Coral Sea Benthic Type Reference Sample. University of Queensland. DOI: https://doi.org/10.6084/m9.figshare.14157872 <b>Links to supplementary information:</b> Mapping methods overview (https://allencoralatlas.org/methods/) UQ mapping team web site (https://www.rsrc.org.au/globalreef) Detailed mapping methods description by Lyons et al. (https://doi.org/10.1002/rse2.157) Detailed classification scheme description by Kennedy et al. (https://doi.org/10.1038/s41597-021-00958-z) Detailed reference creation description workflow by Roelfsema et al. (https://doi.org/10.3389/fmars.2021.643381) <b>Funding:</b> Vulcan Inc., (https://vulcan.com) Great Barrier Reef Foundation (https://www.barrierreef.org/) <b>Acknowledgement:</b> This work was initiated and funded primarily through Paul Allen Philanthropies and Vulcan Inc. as part of the Allen Coral Atlas. We acknowledge the late Paul Allen and Ruth Gates for their fundamental vision and drive to enable us to work together on this critical reef mapping problem. Project partners providing financial, service and personnel include: Planet Inc., National Geographic, University of Queensland, Arizona State University, and University of Hawai'i. Significant support has also been provided by Google Inc., Great Barrier Reef Foundation, and Trimble (Ecognition). Contributors to establishing and running the project include: Vulcan Inc. [James Deutsch, Lauren Kickam, Paulina Gerstner, Charlie Whiton, Kirk Larsen, Sarah Frias Torres, Kyle Rice, Eldan Goldenberg, Janet Greenlee]; Planet Inc. [Andrew Zolli, Trevor McDonald, Joe Mascaro, Joe Kington]; University of Queensland [Chris Roelfsema, Stuart Phinn, Emma Kennedy, Mitch Lyons, Nicholas Murray, Doddy Yuwono, Dan Harris, Eva Kovacs, Rodney Borrego, Meredith Roe, Jeremy Wolff, Kathryn Markey, Alexandra Ordonez, Chantal Say, Paul Tudman]; Arizona State University [Greg Asner, Dave Knapp, Jiwei Li, Yaping Xu, Nick Fabina, Heather D'Angelo]; and National Geographic [Helen Fox, Brianna Bambic, Brian Free, Zoe Lieb] and Great Barrier Reef Foundation [Petra Lundgren, Kirsty Bevan, Sarah Castine]. Attributions of contributed field data or maps for the reference sample creation are available at: https://allencoralatlas.org/attribution/
DOI: 10.6084/m9.figshare.3562905.v1
title: Supplement 1. R code to compute model-averaged regression coefficients for Burnham and Anderson (2002) college gpa example and to simulate multi-part compositional predictors and model-averaged estimates similar to Rice et al (2013) zero-truncated Poisson regression count model for Greater Sage-Grouse.

description: File List Supplement1.txt (MD5: faff226df1ad4adfa82f2ca1700d5010) Supplement2.txt (MD5: 51eeb647483834e7ea0742d81ffc4372) Description Supplement1.txt has R script to read in the college GPA example data from Burnham and Anderson 2002:226, estimates the 16 linear least squares regression models, computes AICc, AICc weights, variance inflation factors, partial standard deviations of predictors, standardizes estimates by partial standard deviations, computes model-averaged standardized estimates and their standard errors, and computes the model-averaged ratio of <i>t</i> statistics for unstandardized estimates (equivalent to model-averaged ratio of standardized estimates). The code is written to be transparent with respect to the mathematical operations rather than for efficiency. Supplement2.txt has R script to generate the simulations in Appendix B for multi-part compositional predictors within a zero-truncated Poisson regression count model similar to the breeding sage-grouse count model of Rice et al. (2013).
DOI: 10.6084/m9.figshare.7058909.v1
title: Collection of raw data for Rezzoagli et.al (2018). Evolutionary robustness of antivirulence drugs

description: This is a collection of the raw data used to generate figures and analysis in the paper: Rezzoagli <i>et. al</i>, 2018. Probing the evolutionary robustness of two repurposed drugs targeting iron uptake in Pseudomonas aeruginosa. Published in Evolution Medicine and Public Health.
DOI: 10.17632/ppwdt849m9
title: Level of aflatoxins in dairy feeds, poultry feeds, and feed ingredients produced by feed factories in Addis Ababa, Ethiopia

description: Feed and Feed Ingredients Aflatoxins HPLC Raw Result and Chromatogram
DOI: 10.6084/m9.figshare.23600310.v3
title: Repurposing Public 23Q2

description: This data release contains the most recent PRISM Repurposing screens: Repurposing-1M. All Repurposing-1M [REP1M] compounds (1280 REP1M) were screened in the PRISM assay at a dose of 2.5 μM with a 5-day treatment against 906 cancer cell lines (859 of them passed quality checks -QC- for all tested compound with two high quality replicates). Two PRISM cell line collections were used in the assay: PR500A, which includes only adherent cell lines, and PR500B, which has adherent and suspension cell lines. Together, these PRISM cell line collections form the PR1000 cell line collection. All compounds were run in triplicate, and each plate contained positive (Bortezomib, 20μM) and negative (DMSO) controls. The screen can be considered an extension of the PRISM Repurposing Primary Screen, with PR500A mainly covering the existing cell line panel, while PR500B extends the cell line collection with new subtypes and lineages. For the assay details, please refer to Corsello et al., 2020 (doi.org/10.1038/s43018-019-0018-6) and https://www.theprismlab.org.
DOI: 10.6084/m9.figshare.8131232.v1
title: Mesorhizobium biogeograph R-scripts data

description: All data and metadata required to run R scripts located here: https://github.com/alexgreenlon/meso_biogeo
DOI: 10.17632/sy5bkmf5yj
title: Estimation and Forecast of Carbon Emission Market Volatility Based on Model Averaging Method

description: EUA market futures continuous settlement price, and volatility estimate, forecast implementation procedures
DOI: 10.6084/m9.figshare.19663062.v2
title: Rheum tanguticum Genome

description: Rheum tanguticum genome assembly and annotation information.
DOI: 10.6084/m9.figshare.26124277.v3
title: Dataset of bat tracks used for analysis within R

description: Dataset of bat tracks used for analysis within R
DOI: 10.6084/m9.figshare.28943633.v1
title: train_dataset

description: MP data set
DOI: 10.17632/9f59b854p6
title: Data and code for: Robots and Reshoring: Evidence from Mexican Labor Markets

description: This replication package includes all data and code to replicate results in Faber, Marius. "Robots and Reshoring: Evidence from Mexican Labor Markets". Journal of International Economics.