cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.7732268.v2
title: Failure dataset

description: This failure dataset contains the injected faults, the workload, the effects of failure (both the user-side impact and our own in-depth correctness checks), and the error logs produced by the OpenStack cloud management system.<br>Please refers to the paper "Empirical analysis of software failures in the OpenStack cloud computing platform" (ESEC/FSE '19).<br>Please, cite the following paper if you use the dataset:<br><pre>@inproceedings{cotroneo2019bad,</pre><pre>title={How bad can a bug get? an empirical analysis of software failures in the OpenStack cloud computing platform},</pre><pre>author={Cotroneo, Domenico and De Simone, Luigi and Liguori, Pietro and Natella, Roberto and Bidokhti, Nematollah},</pre><pre>booktitle={Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering},</pre><pre>pages={200--211},</pre><pre>year={2019} }</pre>
DOI: 10.6084/m9.figshare.16550331.v1
title: ZOO_3.tif

description: SBF-SEM dataset of corresponding chytrid life stage
DOI: 10.17632/jdf7rzmnvw
title: Comparing automated valuation models for real estate assessment in the Santiago Metropolitan Region: A study on machine learning algorithms and hedonic pricing with spatial adjustments

description: Replication data and Phyton programs for "Comparing automated valuation models for real estate assessment in the Santiago Metropolitan Region: A study on machine learning algorithms and hedonic pricing with spatial adjustments", PLOS ONE.
DOI: 10.17632/kbmbn6hvn7
title: HighRes HILIC-MS of apoplastic fluids of N. benthamiana

description: High resolution HILIC mass spectrometry analysis of apoplastic fluid of N. benthamiana infected with P. syringae (with and without functional glycosyrin biosynthesis - gsn gene cluster).
DOI: 10.17632/zcm29bp7yf
title: Database of the uniform ultimate loads applied to laterally restrained cellular steel beams

description: The database with 14,094 samples represents numerical results obtained from finite element (FE) simulations of laterally restrained cellular steel beams. The attached Excel file presents the database. The attached PDF file describes the database and presents FE model validation results. The attached zipped folder includes von Mises stress contour plots on deformed beam shapes at failure for all analyzed beams.
DOI: 10.6084/m9.figshare.9572501.v4
title: Causal effects of genetically determined metabolites on risk of polycystic ovary syndrome: A Mendelian randomization study

description: genetically determined metabolites and PCOS<br>
DOI: 10.17632/d6bn4py7xw
title: The Impact and Mechanisms of Artificial Intelligence on Green Economic Efficiency：Empirical Evidence from China's GTFP Improvement

description: This dataset encompasses empirical data on the impact of artificial intelligence (AI) on green total factor productivity (GTFP) across 30 provinces in China from 2011 to 2021, including province-level AI adoption metrics, environmental indicators, and productivity measures, collected to analyze the intersection of technological innovation and sustainable economic growth.
DOI: 10.17632/s62zm6djd2
title: A database of eight common tomato pest images

description: The database is based on eight common tomato pests, including (1) Tetranychus urticae, (2) Bemisia argentifolii, (3) Zeugodacus cucurbitae, (4) Thrips palmi, (5) Myzus persicae, (6) Spodoptera litura, (7) Spodoptera exigua, and (8) Helicoverpa armigera. The original images were collected from IPMImages database (https://www.ipmimages.org/index.cfm), National Bureau of Agricultural Insect Resources (NBAIR) (https://www.nbair.res.in /Databases/insectpests/index.php) and Google search. The image database contains 609 original images in 8 categories, and is amplified using image enhancement technology to have a total of 4263 images after enhancement. Image enhancement technologies include 90 degree rotation, 180 degree rotation, 270 degree rotation, horizontal flip, vertical flip and crop. Finally, the image size is unified in 299*299 and the image format is in .JPG file.
DOI: 10.17632/s79htbwzrh
title: Data for: Optimizing one-dimensional TiO2 for photocatalytic hydrogen production from a water-ethanol mixture and other electron donors

description: Data set for the following work: Optimizing one-dimensional TiO2 for photocatalytic hydrogen production from a water-ethanol mixture and other electron donors by Tao Peng, Jian Zhang, Srimanta Ray, Fatemeh Saadat Ghareh Bagh, Houssam Fakhouri, Farzaneh Arefi-Khonsari, Jerald A. Lalman. Submitted to Journal of Chemical Environmental Engineering.
DOI: 10.17632/vntxd4wvx8
title: Questionnaire: Effectiveness of Malaysian Government Assistance Program on Urban B40 Households during COVID-19 Pandemic

description: A questionnaire to examine the effect of government assistance programs on social wellbeing of Malaysian B40 households. The questionnaire comprises three sections, namely demographic section, socio-economic section and effectiveness of government assistance programs section.
DOI: 10.6084/m9.figshare.23213000.v1
title: Proteome database of <em>Helicobacter pylori</em> bacteriophage KHP30

description: This work reports the proteome database of <em>Helicobacter pylori</em> bacteriophage KHP30 with the original dataset downloaded from UniProt. The dataset was processed by an in-house MATLAB proteome database analysis software to yield protein name, and amino acid sequence. Additional variables such as length of protein, molecular weight of protein, and nucleotide sequence of each protein were calculated by the MATLAB software. It is hoped that this dataset will provide basic information useful for different molecular biology, microbiology, and virology workflows surrounding this bacteriophage.
DOI: 10.17632/87fdb2mw4d
title: Distance and Time data

description: Distance between two location in kilometers 
Time taken to travel between two locations in minutes
DOI: 10.6084/m9.figshare.26835613.v1
title: Pan-cancer screening of chemical probes provides insights into target specificity

description: To be confirmed
DOI: 10.6084/m9.figshare.26980630.v1
title: Local/global propofol oddball

description: publicly available dataset for the article "Propofol-mediated loss of consciousness disrupts predictive routing and local field phase modulation of neural activity"
DOI: 10.6084/m9.figshare.28590080.v1
title: <b>Desarrollo de competencias comunicativas en instituciones educativas bilingües nivel secundario</b>

description: El estudio de las didácticas educativas eficientes en el desarrollo de competencias comunicativas por estudiantes cuyas lenguas originarias son distintas a la lengua dominante en el país, es fundamental, considerando que el ingreso a la educación superior se encontrará mediada por el dominio del español en el caso del Perú. En ese orden, el objetivo del estudio fue analizar el desarrollo de competencias comunicativas mediante el método didáctico de traducción inversa aplicado en instituciones educativas bilingües nivel secundario en la localidad de Andahuaylas, Departamento de Apurímac, Perú, 2022; como estrategia para alcanzar el nivel de Logro de competencias comunicativas por parte de los estudiantes. Ello inscrito en el paradigma constructivista y el enfoque intercultural de la educación. Investigación cuasi experimental, exploratoria y analítica. La muestra estuvo conformada por 170 estudiantes. El estudio concluyó[JB1] [U2] que el método de traducción inversa incide favorablemente en el desarrollo y consolidación de competencias de escritura y comunicativas en estudiantes de escuelas interculturales en la provincia de Andahuaylas, identificándose correlaciones de entre bajas a moderadas entre los indicadores tomados como referencia, a saber, traducción palabras, frase, oraciones y texto.<br><br>
DOI: 10.14749/28358219
title: South African Social Attitudes Survey (SASAS) 2012: Questionnaire 3 - All provinces

description: <p> Topics covered in the questionnaire are: family and changing gender roles (ISSP module); perception of poverty and inequality; necessities for children; family cohesion; community perception and involvement; views of marriage and relationships; views on children and parenting; respondent relationship with partner; voting and party preference; respondent characteristics, household characteristics.</p><p> The data set for dissemination contains 2547 cases and 535 variables.</p><p> Subsequent to the dissemination of version 1 of this data set an embargo was imposed on the data. Incorrect codes for Q16, Q62, Q154d, Q155c, Q261, Q266a, Q266c, Q266d were edited and 7 redundant variables were deleted from the data file. A new data set is disseminated as version 2.</p><p> Subsequent to the dissemination of version 2 of this data set it was discovered that an error had occurred during the merging of the weighting variable into the data file. The weight variable as well as province and geographic location (geotype) were updated with the correct information. The "Dignity, poverty and social grants" module from questionnaire three were deleted from the data set owing to owner's permission. A new data set is disseminated as version 3.</p>
DOI: 10.17632/57sp2vxy3b
title: SDG3 Dataset based on Scopus, Dimensions (2018-22)

description: This dataset has over 20,000 bibliographic records from Scopus and Dimensions database based on SDG 3 mappings.
DOI: 10.17632/68wbtstkxb
title: JAAD-D-21-01858R1 Supplementary Materials

description: Supplementary materials for JAAD-D-21-01858R1 (Liang BMH. Modification of clip-on earring as pressure earring. J Am Acad Dermatol. 2021). Fig 1. Wearing modified clip-on adjustable earring as pressure earring: (A) for small region and (B) for larger region. The decorative craftwork of adding an over-earring is not shown. Alternative decorative implementations include opening a window in the front plastic pad for the over-earring to adhere to the front metal pad, or even simply adhering the over-earring to the front plastic pad by adhesive putty.
DOI: 10.17632/rc8gsz3525
title: Lithium concentrations and isotopic compositions of chondrules − Part I: Type I and type II chondrule systematics

description: The supplementary data file includes the major element composition as well as the δ7Li composition of the chondrule olivine crystals used in this paper. The secondary standards used during major element measurements as well as standards used for isotopic measurements are provided.
DOI: 10.6084/m9.figshare.21909753.v1
title: Correlation between Salivary Immuno Globulin A and Interleukin-1beta in Smokers with dental caries

description: The data describe the age and gender of the patients whose saliva sample was taken for the purpose of the research
DOI: 10.6084/m9.figshare.28545947.v1
title: <b>Discrimination of gold deposit types based on big data analysis and machine learning techniques</b>

description: The original data of trace elements of pyrite in the study of discrimination of gold deposit types based on big data analysis and machine learning techniques. Detailed data sources can be found in Table 1.
DOI: 10.17632/6zvyy4vnnp
title: HK2 Metabolomics

description: HK2 cells were incubated with interferon gamma or vehicle for 24 hours.
HK2 cells were washed twice with ice-cold PBS, drained, snapped-frozen in liquid nitrogen and stored at -80°C until analyses. After addition of an extraction solution made of 50% methanol, 30% acetonitrile, and 20% water 33 (1 mL/1.106 cells or 500 l for 20 l urine), the samples were vortexed for 5 min at 4°C, and then centrifuged at 16,000 g for 15 min at 4°C. The supernatants were collected and separated by liquid chromatography–mass spectrometry using SeQuant ZIC-pHilic column (Millipore). The aqueous mobile-phase solvent was 20 mM ammonium carbonate plus 0.1% ammonium hydroxide solution and the organic mobile phase was acetonitrile. The metabolites were separated over a linear gradient from 80% organic to 80% aqueous for 15 min. The column temperature was 50°C and the flow rate was 200 μl/min. The metabolites were detected across a mass range of 75-1,000 m/z using the Q-Exactive Plus mass spectrometer at a resolution of 35,000 (at 200 m/z) with electrospray ionization and polarity switching mode. Lock masses were used to insure mass accuracy below 5 ppm. The peak areas of different metabolites were determined using Thermo TraceFinder software using the exact mass of the singly charged ion and known retention time on the HPLC column. Our metabolomics analyses are focused on small polar compounds in central carbon metabolism. We applied an established and largely referenced method for sample extraction and LC-MS analyses using pHILIC HPLC column for polar metabolites separation 33. Notably, we used the same extraction solution for cells and urine samples. As a part of the routine analytical pipeline, we apply the recommendations of the metabolomics Quality Assurance and quality Control Consortium (mQACC). The routine quality controls include regular equipment maintenance (Thermo), the use of standard operating procedures for sample extraction, storage and analyses. General practices also include weekly test runs to assure system stability and quality of runs. Regarding the QCs in relation to this study, we used (1) pooled interstudy QC, (2) process and extraction blanks, (3) system stability blanks, (4) solvents blanks, (5) long-term reference standard inter-laboratory QC mix to ensure system stability and (6) the samples were blinded and loaded in randomized order. The analyses of pooled samples QC showed no significant difference in metabolites levels between QCs.
DOI: 10.6084/m9.figshare.3522308.v1
title: Appendix C. Abbreviations used in Appendix A.

description: Abbreviations used in Appendix A.
DOI: 10.6084/m9.figshare.6508235.v1
title: Phyloseq objects associated with statistical analyses

description: Phyloseq objects associated with statistical analyses The phyloseq-class experiment-level objects (in the following called: phyloseq objects) were created from the provided data, using code available from the provided R scripts. To facilitate the reproducibility of the individual steps at different stages of the analysis, the provided phyloseq objects can be used as input as specified in the R scripts and do not have to be re-created from the raw data. However, the latter is also possible as all data and R code to create the phyloseq objects are provided.<br> <b>Reference</b> <b>Ingham AC, Kielsen K, Cilieborg MS, Lund O, Holmes S, Aarestrup FM, Müller KG, and Pamp SJ. (2019) </b>Specific gut microbiome members are associated with distinct immune markers in pediatric allogeneic hematopoietic stem cell transplantation. Microbiome 7:131 https://doi.org/10.1186/s40168-019-0745-z <br>
DOI: 10.6084/m9.figshare.3475058.v1
title: Raw Data for FEA models of the labeled Shells

description: Raw data for PeerJ manuscript: Comparative cephalopod shell strength and the role of septum morphology on stress distribution.<br>Files include nodal values for displacement magnitude and principal stresses for all models used in the above study.<br><br><br><br><br><br><br><br><br>
DOI: 10.17632/4j8bj5vv52
title: Raman spectra of infant formula products from online and offline channels

description: Item List: 1) Raman spectra.csv – The data set in CSV (comma separated value) format. The first column is 'label'. The rest 1738 columns are the Raman wavenumbers. Each row is a sample. 2) Raman spectra labels.txt - Labels and meanings. 3) Code _Report.pdf – The code and data analysis report.
DOI: 10.17632/xgg8xcscr5
title: Facial Recognition Dataset VIDEO (part 1 of 2)

description: Includes videos of 11 subjects, each showing 18 different angles of their face for one second each. The process was repeated with 5 light settings (warm, cold, low, medium, and bright). Videos are recorded in 3840 pixels tall by 2160 pixels wide and are saved in .MP4 format.
DOI: 10.6084/m9.figshare.11665614.v2
title: Figure 4 – Species Comparison_MothSurfaces_Final6152017.xlsx from The moth specialist spider <i>Cyrtarachne akirai</i> uses prey scales to increase adhesion.

description: Data used to create Figure 4 – species comparison of adhesion to moth surfaces
DOI: 10.6084/m9.figshare.14211278.v1
title: mBio_Wang_etal_2020_supplement_TableS12

description: <b>Supplemental Table S12. Genes significantly correlated with a linear model of gene expression for 23 phenotypic measurements in the 21 <i>C. albicans </i>isolates. </b>Each tab describes the phenotype correlated against gene expression. The columns of each page include “Slope” of the linear regression, “Intercept” on the y-axis, “rSquared” correlation value, “pValue”, and “qValue” to indicate the corrected p-value.
DOI: 10.6084/m9.figshare.19154408.v1
title: C88.v1.interproscan.tsv.gz

description: C88 v1 InterProscan
DOI: 10.6084/m9.figshare.26037178.v2
title: <b> Brain Tumors </b><b>Segmentation </b>

description: This work provides a thorough pipeline for brain tumor automated segmentation and categorization. The suggested approach is proof of creativity and effectiveness in the identification of brain tumors.
DOI: 10.17632/2rz97fkmzr
title: Soil salinity in 1975 in an irrigated district watered by the 2nd and 3rd sections of the first part of Monegros Canal (Huesca, Spain)

description: Salinity is a time-variable characteristic trait of the soils, as is well known in the irrigated lands. Tracking the variation of soil salinity along time is a way to evaluate the effects of irrigation in agricultural lands or in their surroundings. Such evaluations can enable warning and even implementing corrective actions if salinity underwent undesirable evolution.
The data presented here come from a heritage report commissioned by IRYDA, the organism in charge of new irrigation projets within the Spanish Ministry of Agriculture. We have organized the data in three files:
•	File "Augerings 1975 Monegros.docx", a list of the 519 soil samples taken by hand-auger in 1975 at 183 sites. The list shows the refernce of the sampling site, the depth of each sample, the electrical conductivity at 1:5 dilution, and the pH at 1:1 dilution;
•	File "Coordinates 1975 Monegros.docx", the UTM coordinates of the sampling sites; and
•	File "Marked contacts CETFA Monegros1972 and diagram.zip”, the scannings in pdf format of the 176 contacts aerial photographs from a flight of 1972 that have marks of the surveyors for the localization of the sampling sites. This zip file also contains the flight diagram in pdf format.
The time elapsed and the changes in the irrigation techniques in the district, where now is becoming majoritarian the pressurized application of water, reinforce the interest of this dataset for multitemporal evaluations with agronomical or environmental purposes.
DOI: 10.17632/r8cybfzb3p
title: Aromatherapy massage with lavender essential oil for breast cancer patients

description: The effects of aromatherapy massage with lavender essential oil for breast cancer patients undergoing chemotherapy.
DOI: 10.6084/m9.figshare.21383724.v1
title: Raw data of neuron morphometry from Brosig et al. 2019

description: Readme for “Raw data of neuron morphometry data from Brosig et al. 2019” <br> Joachim Fuchs & Britta Eickholt, October 2022 <br> This repository contains fluorescence microscopy images and raw NeuronJ-tracings underlying the analyses in Figure 6D-E (PRG2 WT and KO) and Figure 7C (PRG2-WT & KO +/- shRNA PTEN) of Brosig et al., 2019 as well as preprocessed images for automated analysis of these same neurons as presented in Zehtabian et al. 2022 (preprint). <br> Raw images and manual analysis.zip The folder “Original_data” contains all fluorescence images (as 8bit tiff) and NeuronJ-tracing files (.ndf, note that individual ndf files can contain tracings of multiple neurons). The folder “Results” contains by-path information in txt files for each neuron and a “Results” folder populated by R-scripts provided here with per-neuron summary statistics of axonal and dendritic morphology. The file “All_results_Manual_tracings.txt” aggregates all these summary statistics for both the WT- vs KO and the shRNA experiment. As all imaging and analysis was conducted blind to genotypes, the original image file names are maximally uninformative. The file “All_images_unblinding.txt” serves as a lookup table to identify experiments and experimental groups for each image. <br> Preprocessed for automated analysis.zip The original images were acquired with the purpose of manually tracing neurons. The developed automated tool (https://github.com/AG-Ewers/NeuronAnalysis) is however incapable of handling multiple cells on one image, especially if those cells overlap. Therefore, preprocessing was performed by cropping or splitting individual images to show only one cell. Images where this was not possible or that contained large artifacts were removed from this set of images to facilitate the interpretation of the automated classifier. Additionally, we sorted images by pixel-size and annotated each image with a unique name (Experiment_BlindedGroupID_ImageID.tif) that also appears in the aforementioned unblinding file. <br>
DOI: 10.17632/3nz4fkwn3y
title: corneal-parameters-KC-study_2020-07-03

description: Data is from a study of 44 keratoconus patients. The aim of the study was to find which corneal shape parameters are most associated with vision quality (measured as contrast sensitivity and visual acuity). Dataset has 77 rows (number of eyes) and 60 columns. It contains data on keratoconus position (central/peripheral), stage, contrast sensitivity (after logarithmic transformation), visual acuity, cornea elevation measurements at different positions, and some calculated corneal shape irregularity indicators for each eye.
DOI: 10.17632/b9y47f5skn
title: Replication code for Show Me the Receipts: B2B Payment Timeliness and Expected Returns

description: Replication code for Show Me the Receipts: B2B Payment Timeliness and Expected Returns
DOI: 10.17632/t5w96kh5w7
title: Optimal design of garment assembly line using simulation-based optimization

description: The data contains simulation models for garment assembly line: Simulation base model, simulation metamodel and simulation optimal design model. Simulation experimental data and processing time data for trouser assembly line were also included. This research aimed at designing an optimal trouser assembly line with the parameters' setting that maximizes the production throughput without violating the set constraints. Simulation model was developed using Arena simulation software (Academic research version 16). Simulation data for sixteen generated design alternatives was also presented. The data for optimization process performed with Optquest for Arena was also included. Discrete-event simulation developed on Arena simulation software is suitable for giving an insight of garment assembly line and optimization process performed with Optquest for Arena is suitable for achieving its optimal design. Optimization via experimental design (metamodel) results into high increase in production throughput of trouser assembly line.
DOI: 10.6084/m9.figshare.1373867.v1
title: Segmentation of Vascular Ultrasound Image Sequences

description: Segmentation of Vascular Ultrasound Image Sequences
DOI: 10.6084/m9.figshare.5425870.v3
title: Understanding Dynamic Spatio-Temporal Contexts in Long Short-Term Memory for Road Traffic Speed Prediction

description: The csv file includes the localised dynamic spatial weight matrix (from column 2 to column 577), the travel speed at each road (from column 577 to column 600) and the column total of the localized dynamic spatial weight matrix (from column 601 to column 624).
DOI: 10.17632/sdn2jc6vm9
title: Mechanical cues organize planar cell polarity during vertebrate morphogenesis and embryonic wound repair

description: The intermediate values and vizualizations for the figures from our paper "Mechanical cues organize planar cell polarity during vertebrate morphogenesis and embryonic wound repair"