cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/n3gcx2ds6t
title: Candy Dataset - Faculty of Engineering - University of Porto - Department of Mechanical Engineering

description: This repository presents the "Candy Dataset".

The repository contains a single file that comprises an authentic dataset. For user convenience, it is available for download in various formats, including YOLOV11, YOLOV10, YOLOV9, YOLOv8, YOLOV6,YOLOv5, YOLOv7, MT-YOLOv6, COCO JSON, YOLO Darknet, Pascal VOC XML, TFRecord, CreateML JSON, and Other Formats.

Ultimately, this dataset is available for download in zip format. Also includes the kinematic and dynamic parameters of the Collaborative Robot.

Any publications utilizing the 'Candy Dataset' must properly cite the following paper:
Santos, A.A., Schreurs, C., da Silva, A.F. et al. Integration of Artificial Vision and Image Processing into a Pick and Place Collaborative Robotic System. J Intell Robot Syst 110, 159 (2024). https://doi.org/10.1007/s10846-024-02195-z
DOI: 10.6084/m9.figshare.24503881.v1
title: The genome annotations of NS4-2 and DBH

description: The genome annotations of <i>Chlorella </i>NS4-2 and DBH.
DOI: 10.6084/m9.figshare.3560559.v1
title: Supplement 1. R script for model fitting and data file.

description: File List R Supplement.R (MD5: 93abaccfdd8c591e3484b4f98a4dfb20) gall data.csv (MD5: 632a06517a792a51a105ca6bf2f39103) Description R Supplement.R - An R script for fitting models representing hypotheses 1–6, including a brute force search that checks that the maximum-likelihood estimates are global optimum. gall data.csv - comma delimited text file of experimental data. g11 is galls on plants in 2011, f11 is female flies placed on plants in 2011, and g12 is galls recruited in 2012.
DOI: 10.17632/cwzybbh852
title: Historical regional data on literacy rates in 1911 Italy, by gender (by Brian A'Hearn and Carlo Ciccarelli)

description: Italy, June 1911, Population Census Data. Population and literacy rates by gender at various level of geographical disaggregation corresponding to various territorial administrative units (16 Regions, 69 Provinces, 276 Disctricts) . The data allow to illustrate geographic patterns in literacy by gender and sex ratios. Summary statistics, maps and preliminary findings are reported in A'Hearn, B. and Ciccarelli, C. (2021), "Literacy in the Italian census of 1911: disaggregating the data" , Rivista di Storia Economica, forthcoming. Brian A’Hearn – Pembroke College, University of Oxford; Carlo Ciccarelli – Department of Economics and Finance, University of Rome, Tor Vergata . If you find the data useful, please let us know at brian.ahearn@pmb.ox.ac.uk and carlo.ciccarelli@uniroma2.it If you use the data in an article, please quote our article in Rivista di Storia Economica.
DOI: 10.17632/j42n4x723g
title: Productional data of primiparous dairy cows reared in different social environments during the first 8 weeks after birth

description: Six datasets describing primiparous milk production, reproduction, body weight, activity and longevity data in dairy cows that had been reared either with or without mother for the first four days after birth and either in single housing or housing in groups of four between 1 and 8 weeks of age. The datasets contain the following variables - survival to the first lactation, longevity, date of first successful insemination, milk parameters per day (as sum of milk, electrical conductivity and milking time at the first standardized lactation, body and cow activity) and events (as insemination, pregnancy diagnostics, group change etc.) during the first standardized lactation of 305 days and body weight measured during early ontogeny of the experimental animals. The data include the information about the type of housing (with or without mother, individual vs group housing) in the early ontogeny period and two different breeds (Holstein and Czech Fleckvieh). All variables in datasets are explained in attached document (tables_revisions.docx).
DOI: 10.17632/tj5jk8mt8k
title: A FORTRAN code for the scattering of EM waves by a sphere with a nonconcentric spherical inclusion

description: Abstract We present a FORTRAN code for the scattering of an electromagnetic plane wave from an eccentrically placed sphere located within another sphere. This program calculates the Mueller scattering matrix elements, S_(ij), the extinction, scattering, and absorption efficiencies and the asymmetry parameter. The incident angle of the incoming plane wave, the free space wavelength, the radii, indices of refraction, and the distance of separation between the centers of the two spheres are all arbitra... Title of program: inclusion Catalogue Id: ADEI_v1_0 Nature of problem This program calculates the Mueller scattering matrix (Sij), the extinction, scattering and absorption efficiencies and the asymmetry parameter for a set of initial inputs describing a sphere embedded within another sphere. The inputs are read from an input file and the output is written to an output file. Versions of this program held in the CPC repository in Mendeley Data ADEI_v1_0; inclusion; 10.1016/S0010-4655(96)00109-9 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.25392/leicester.data.28982021.v1
title: The magmatic controls on Ni-Cu-PGE mineralisation in the Platreef, northern limb of the Bushveld Complex, South Africa - thesis appendices

description: Electronic Appendix Summary for thesis: 'The magmatic controls on Ni-Cu-PGE mineralisation in the Platreef, northern limb of the Bushveld Complex, South Africa' by Erin S. Thompson. Appendices include:E.2 Bulk Geochemistry Results:• E.2a Tweefontein XRF and ICP-MS results (presented in Chapter 6):1. Major element (XRF) results2. XRF certified reference material (CRM) results3. QAQC checks against Anglo American XRF results4. Trace element (ICP-MS) results5. ICP-MS CRM results6. QAQC checks against Anglo American ICP-MS results• E.2b Sandsloot XRF and ICP-MS results (presented in Chapter 7):1. Major element (XRF) results2. XRF CRM results3. QAQC checks against Anglo American XRF results4. Trace element (ICP-MS) results5. ICP-MS CRM resultsE.3 Mineral Chemistry Results:1. Tweefontein mineral chemistry results (Chapter 6)2. Sandsloot mineral chemistry results (Chapter 7)E.4 Isotope Results:1. Full Sr-Nd-Hf-Pb results (presented in Chapter 8)2. Inter-lab comparisons for the two repeat samples between the British Geological Survey and the University of Witwatersrand3. Comparison of isotope dilution (ID) concentrations to ICP-MS concentrations4. In-run standard results5. Long-term Sr-Nd and Pb BCR-2 comparisons between the British Geological Survey and the University of Witwatersrand.
DOI: 10.25452/figshare.plus.20492835.v2
title: THINGS-data: fMRI Single Trial Responses (table format)

description: Single trial responses of the fMRI data as part of the THINGS-data collection. `sub-{subject}_ResponseData.h5` contains voxel-wise responses to each presented image. `sub-{subject}_StimulusMetadata.csv` contains additional data about each stimulus, e.g. which session or run it was presented in, or which THINGS category it belongs to. `sub-{subject}_VoxelMetadata.csv` contains additional information about each voxel, e.g. noise ceilings or membership to regions of interest. Catch trials have been excluded.
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Part of THINGS-data: A multimodal collection of large-scale datasets for investigating object representations in brain and behavior.
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See related materials in Collection at: https://doi.org/10.25452/figshare.plus.c.6161151
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DOI: 10.6084/m9.figshare.1054670.v1
title: Story distortions - Chinese Whisper

description: The dataset several versions of a short story that were generated by asking 12 students in 3 iterations to read and retell the story (as in the children's game Chinese Whisper). The original story can be found here: http://www.eastoftheweb.com/short-stories/UBooks/KingM.shtml The data was created for research published in the following article: http://mediatechnology.leiden.edu/research/publications/semantic-centrality-measure-for-finding-the-most-trustworthy-account
DOI: 10.6084/m9.figshare.21231851.v1
title: CRISPR Sequences

description: CRISPR-generated edit sequence files for Spaulding, et al. Nature Communications, 2022.
DOI: 10.6084/m9.figshare.25018154.v1
title: PEER EDITING IN SOUTH KOREAN HIGHER EDUCATION.xlsx

description: Peer editing has many benefits including enhancing critical thinking, improving student writing, and if done properly, it can lead to a more productive learning environment for both students and instructors (Kostopoulout & O’Dwyer, 2021; Lundstrom & Baker, 2009; Storch, 2018; Yao et al., 2021). However, reservations toward this feedback method in a university EFL setting persist due to the accuracy of L2 feedback (Baine, 2003; Erdel, 2023). This study utilized a pretest-posttest writing assessment to analyze differences in writing outcomes in an academic research writing course at two universities in Seoul, South Korea. The sampling consisted of five randomized classes of university undergraduates. Two control groups received feedback via the instructor and two experimental groups received peer-editing feedback. A fifth mixed group was divided between the control and experimental groups but within the same context. The instructors used both in-class feedback and online feedback tools for both the control and experimental groups. The researchers used a MANOVA to compare the pretest and posttest mean average assessment scores between the control and experimental groups. The results indicated that peer-editing feedback was equally effective as professor feedback. Therefore, the results of this study recommend using peer feedback because of the other benefits for L2 learners and because of the benefits it affords instructors.
DOI: 10.6084/m9.figshare.28040894.v1
title: Data with climate risks and SFRs .xlsx

description: <br><br>There is a dataset including climate physical risk (CPR), climate transition risk (CTR), climate policy uncertainty (CPU), and systemic financial risks (SFRs) indices,where CPR10, CTR10 and CPU10 represent these indicators are constructed by ten newspapers, and CPR3, CTR3 and CPU3 represent these indicators are constructed by three newspapers. Systemic financial risks (SFRs) indicators can be constructed using the approach in our article. These indicators in this dataset are calculated by the author and are not raw data. Since copyright issues with raw data, we do not provide it here. If necessary, you can use the <i>Wind</i> and <i>Wisers Information Portal</i> database to download.
DOI: 10.6084/m9.figshare.7542005.v1
title: Interview Analysis KN.xlsx

description: This file reflects the coding of 12 interview (audio) data files into general themes by Researcher #1. The goal here was to organize the data into manageable-sized pieces, share/discuss the findings with Researcher #2, reconcile differences, and report on the most salient commonalities. Both researchers view this contribution as rudimentary on the one hand, but providing a perspective for additional work in the field. University IRB approval was granted in the early summer of 2017 for twelve interviews. We received more than 12 requests but accepted the first 12 participants. All 12 interviewees gave verbal consent to audio-record the interviews and publish/disseminate the results. Interviews were conducted in the late summer of 2017.
DOI: 10.17632/gjt33vkm6j
title: Followers of suicide-related and school shooting virtual communities: basic demographics and network data

description: This data were collected in the study on suicide-related and school shooting virtual communities based on social media monitoring system search. Only anonymized user data from the largest European social networking site (vk.com) were collected. The dataset includes demographic profiles of virtual communities’ followers (sex, age, and geographical location) and a type of a community their followed. In addition, data on network charachteristics are also provided
DOI: 10.17632/n4jpbhfjzg
title: File 4 The results of gene trend analyses

description: This dataset is the results of gene trend analyses for the RNA-seq of Chinese mitten crab (Eriocheir sinensis)
DOI: 10.6084/m9.figshare.3839568.v2
title: Right Triangles With Consecutive Fibonacci Numbers as Legs

description: This is a list of right triangles formed using consecutive Fibonacci numbers for the two legs of the triangles.
DOI: 10.6084/m9.figshare.9741035.v2
title: Singapore commercial vehicle GPS, OBD, payload, fuel use data

description: Data for manuscript: Comparing commercial vehicle fuel consumption models using real-world data under calibration constraints
DOI: 10.6084/m9.figshare.19802719.v5
title: Antimicrobial activity of Brachystegia boehmii extracts and their green synthesized silver nanoparticles.

description: The Antimicrobial Activity data excel file consists of 2 tabs. The first tab labelled 'Zone of Inhibition Results' shows seven different modes of treatment against five bacteria;<em> Klebsiella pnuemoniae, Psuedomonas aeruginosa, Staphylococcus aureaus , Staphylococus epidermidis </em>and<em> Escherichia coli.</em> The drugs tested were as follows; <em>Brachystegia boehmii</em> nanopaticles, <em>B. boehmii</em> water extract, <em>B. boehmii </em>methanol extract,<em> B. boehmii</em> chloroform extract and the controls [Ciprofloxacin, Dimethyl Sulfoxide and Silver Nitrate] All the zone of inhibition diameter results were recorded in millimeters (mm). <br> The second tab labelled 'UV-Vis Spec Results' shows the UV-Vis Absorbance spectra of silver nanoparticles: Green synthesized <em>B. boehmii</em> and Sodium citrate synthesized (Control). <br> The zone of Inhibition diameter analysis .doc file presents the Statistical Package for the Social Sciences (SPSS Version 26) output calculations. Repeated measures ANOVA was used to test for the level of significance for both the treatment trials and the organisms. Values p&lt;0.05 were taken to imply statistical significance. <br>
DOI: 10.6084/m9.figshare.26000677.v2
title: Rehearsal_011619.mat

description: Data structure from the rehearsal done on 01/16/19.
DOI: 10.6084/m9.figshare.28546886.v1
title: Supplementary File 3: 75p_AA_MC_loci

description: Supplementary File 3: 75p_AA_MC_loci
DOI: 10.17632/469nvg5f3s
title: Family planning practices: Examining the link between contraception and child health

description: Child malnutrition is a significant public health concern in several developing countries. Evidence suggests that family size and children's health outcomes are correlated. We utilize data from the National Family Health Survey (NFHS-5) for India and employ an Instrumental Variable approach to examine the impact of limiting fertility through the use of contraceptives on child health. This is an online repository of all the necessary codes and datasets required to replicate the results in the paper "Family planning practices: Examining the link between contraception and child health". The data is publicly available and accessible from https://dhsprogram.com/data/. We provide detailed instructions on the steps to access the data and to replicate all the tables and figures in the paper.
DOI: 10.17632/85bp79ct68
title: Trade-off between Semantic Radicals’ Characterhood and Host Phonograms’ Transparency in Semantic Radicals’ Semantic Activation

description: ACC and Mean RT of each item for each participant
DOI: 10.6084/m9.figshare.15132468.v3
title: Simulated Outcomes Following Carotid Artery Laceration

description: This is a data release for the Simulated Outcomes Following Carotid Artery Laceration (SOCAL) dataset version 1. Please see the SOCAL_README.txt file for a complete description of the dataset.<br>If you plan to publish work that used this dataset in any capacity, please cite this data release and the following manuscript:<br>Kugener et al. "Utility of the Simulated Outcomes Following Carotid Artery Laceration Video Data Set for Machine Learning Applications." JAMA Network Open. 2022;5(3):e223177. doi:10.1001/jamanetworkopen.2022.3177<br><br>These are neurosurgical training exercise videos performed on cadaveric models. These simulations contain no patient data, no protected health information, and are not derived from patient care settings. All video is owned by the Department of Neurosurgery at the University of Southern California. Please see the SOCAL_README.txt for correspondence information.
DOI: 10.6084/m9.figshare.3558048.v1
title: Appendix B. Analysis of carbon and nitrogen content in Spartina shoots from treatments.

description: Analysis of carbon and nitrogen content in Spartina shoots from treatments.
DOI: 10.6084/m9.figshare.3564567.v1
title: Supplement 1. R scripts for conducting the analyses described in the article.

description: File List model.demo.Rmd (MD5: 1c973560cea6ae02f66c0547b873ed61) model.assessment.Rmd (MD5: 3c57f28d4400077c7bea02201bc98a7c) Description The code in model.demo.Rmd demonstrates the use of <i>loadflex</i> for model fitting, predictions, and biogeochemical analyses as described in the text, figures, and tables 1 and 2 of the main article. The code in model.assessment.Rmd demonstrates the computation of model performance metrics as described in the text and table 3 of the main article.
DOI: 10.6084/m9.figshare.12333218.v2
title: Data sets for 'The origin and evolution of biosynthetic pathway of fusidane-type antibiotics through multiple horizontal gene transfers'

description: Data sets for 'The origin and evolution of biosynthetic pathway of fusidane-type antibiotics through multiple horizontal gene transfers'
DOI: 10.6084/m9.figshare.24059154.v1
title: Particle image velocimetry (PIV) data from a simulated settling column

description: Data from a particle image velocimetry (PIV) experiment with a simulation settling column (SETCOL), used to determining sinking speeds of phytoplankton and other particles. Velocity data were interpolated from slices to produce a 3-dimensional, 2-component flow field. In addition to the velocity field ("velocity_field"), calculated velocity magnitude ("umag") and vorticity ("vortz") fields are included.
DOI: 10.6084/m9.figshare.6179537.v1
title: Free vibration analysis and design optimization of SMA/Graphite/Epoxy composite shells in thermal environments

description: Abstract Composite shells, which are being widely used in engineering applications, are often under thermal loads. Thermal loads usually bring thermal stresses in the structure which can significantly affect its static and dynamic behaviors. One of the possible solutions for this matter is embedding Shape Memory Alloy (SMA) wires into the structure. In the present study, thermal buckling and free vibration of laminated composite cylindrical shells reinforced by SMA wires are analyzed. Brinson model is implemented to predict the thermo-mechanical behavior of SMA wires. The natural frequencies and buckling temperatures of the structure are obtained by employing Generalized Differential Quadrature (GDQ) method. GDQ is a powerful numerical approach which can solve partial differential equations. A comparative study is carried out to show the accuracy and efficiency of the applied numerical method for both free vibration and buckling analysis of composite shells in thermal environment. A parametric study is also provided to indicate the effects of like SMA volume fraction, dependency of material properties on temperature, lay-up orientation, and pre-strain of SMA wires on the natural frequency and buckling of Shape Memory Alloy Hybrid Composite (SMAHC) cylindrical shells. Results represent the fact that SMAs can play a significant role in thermal vibration of composite shells. The second goal of present work is optimization of SMAHC cylindrical shells in order to maximize the fundamental frequency parameter at a certain temperature. To this end, an eight-layer composite shell with four SMA-reinforced layers is considered for optimization. The primary optimization variables are the values of SMA angles in the four layers. Since the optimization process is complicated and time consuming, Genetic Algorithm (GA) is performed to obtain the orientations of SMA layers to maximize the first natural frequency of structure. The optimization results show that using an optimum stacking sequence for SMAHC shells can increase the fundamental frequency of the structure by a considerable amount.
DOI: 10.21954/ou.rd.26968708.v1
title: Supplementary materials for thesis: "Evaluating user interaction with interactive video : users' perceptions of self-access language learning with MultiMedia Movies"

description: This dataset comprises the files contained on a CD-ROM which was attached to the thesis when it was submitted in 2002. It was uploaded to ORDO in 2024 for preservation purposes. For more information, please refer to the thesis Evaluating user interaction with interactive video : users' perceptions of self-access language learning with MultiMedia Movies
DOI: 10.6084/m9.figshare.7005710.v1
title: Mouse embryonic stem cells (mESCs, uATAC-seq)

description: uATAC-seq for mouse embryonic stem cells (mESCs)<br>
DOI: 10.17632/74zw5pwsk9
title: Data for my research 'A Comparitive Study on Perceived Social Support and Loneliness among adult. Men"

description: The following research had 3 hypotheses- There is significant difference in the level of perceived social support of heterosexual, gay and bisexual men. Perceived. Support and Loneliness are negatively correlated Heterosexual men are less lonely as compared to gay and bisexual men The data table contains raw data for all the three groups
DOI: 10.17632/pbs6vb86vb
title: 2mm Sorting Algorithm  Source Code In C++

description: This is the source Code of 2mm sorting algorithm. 2mm is a enhancement of MMBPSS sorting algorithm. It saves more than 50% comparison cost in comparison to MMBPSS sort as MMBPSS finds 4 numbers (minimum and maximum from first half , minimum and maximum from other half) in each iteration, whereas 2mm need to find only 2 numbers in each iteration. 2mm article is published with title " 2 mm: A new technique for sorting data"
DOI: 10.6084/m9.figshare.25913494.v1
title: Efficient production of itaconic acid from the single-carbon substrate methanol with engineered <i>Komagataella phaffii</i>

description: Source data to:Efficient production of itaconic acid from the single-carbon substrate methanol with engineered <i>Komagataella phaffii</i>By Severinsen et al., Biotechnology for Biofuels and Bioproducts, 2024DOI: 10.1186/s13068-024-02541-1<br>
DOI: 10.17632/8jzszr457n
title: The impact of digital economy on household commercial insurance participation：Evidence from China

description: This paper constructs provincial-level digital economy indicators, combines them with data from the 2016 and 2018 China Family Panel Studies (CFPS), and uses Probit and Tobit models to explore the impact of the digital economy on household commercial insurance participation. The results show that the digital economy significantly promotes the possibility of household commercial insurance participation and the degree of participation; the digital economy promotes household commercial insurance participation through channels such as increasing the accessibility of residents' internet use, enhancing social trust, and increasing household income; and the marginal effect of the digital economy in promoting commercial insurance participation is stronger for households with lower education level and lower per capita income. The findings suggest that increasing the level of digitization in economically disadvantaged areas is an important way to promote the development of commercial insurance.
DOI: 10.17632/ch9fkgfctk
title: Smoking status is a negative predictor of six-month cutaneous lupus activity trends: a prospective cohort study (Supplementary Materials)

description: Supplementary materials for the Journal of American Academy of Dermatology publication: "Smoking status is a negative predictor of six-month cutaneous lupus activity trends: a prospective cohort study"