cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/v9gj2r8xss.1
title: Dataset for learning analytics: an experiment on neurodidactics

description: A total of 29 features were defined and implemented to be automatically extracted and analysed in the context of NeuroK, a learning platform within the neurodidactics paradigm. The objective is to analyse if the defined features are able to predict students’ performance under different machine learning approaches.  All details from the implementation and the experiments can be found in the open access paper, that is requested for citation:

Pérez-Sánchez, C.J., Calle-Alonso, F. & Vega-Rodríguez, M.A. Learning analytics to predict students’ performance: A case study of a neurodidactics-based collaborative learning platform. Education and Information Technologies (2022). https://doi.org/10.1007/s10639-022-11128-y

The features are: 
-	ID. Subject identification.
-	Evaluation. Results of the evaluation (Passed, Failed).
-	v1. Number of logins. 
-	v2. Graded centrality. 
-	v3. Closeness centrality. 
-	v4. Betweenness centrality.
-	v5. Influence. 
-	v6. Communications. 
-	v7. Contacts. 
-	v8. Concordance. 
-	v9. Number of words used. 
-	v10. Participation score.
-	v11. Average rating. 
-	v12. Learning activities rating.
-	v13. Comments sent. 
-	 v14. Comments received. 
-	v15. Favourites sent.
-	v16. Favourites received. 
-	v17. Mentions sent.
-	v18. Mentions received. 
-	v19. Ratings sent. 
-	v20. Ratings received. 
-	v21. Documents. 
-	v22. Videos. 
-	v23. References.
-	v24. Posts. 
-	v25. Submissions. 
-	v26. Published content.
-	v27. Discussions. 
-	v28. Learning activities completed.
-	v29. Peer reviews performed.
DOI: 10.17632/bnpw3hfm9p.1
title: Supplemental Table 1. Post-Hoc Tukey Honest Significant Difference Test. 

description: Post-Hoc Tukey Honest Significant Difference Test.
DOI: 10.17632/w8h752hbw5.4
title: Dataset of physiological, behavioral, and self-report measures from a group decision-making lab study

description: This dataset presents data from an experiment conducted in twenty groups of three participants each. Data were collected from sixty participants during a lab visit which was video recorded from several angles. Upon arrival to the lab and following informed consent, participants were told that they would be a part of a group decision-making task and were given instructions for a procedure titled “the desert survival task”. Participants were then connected to several electrodes on their upper body and palm for the collection of their electrocardiogram, respiration and electrodermal activity throughout the group task. Participants then performed the task together. The collection of physiological data from all group members was conducted simultaneously and in synchrony with the video recording. The video recordings of the group interactions were later coded by trained psychology students for positive affective behaviors made by participants (smiling and laughing) throughout the group task. Self-report measures (trait anxiety and social phobia) were collected prior to the group task from all participants. This multimodal dataset thus integrates behavioral, self-report, and physiological measures from group members, which are important for understand-ing group dynamics. These data will allow verification, replications, and additional analyses of the data from new perspectives.
DOI: 10.17632/3fyc9y5zk7.1
title: Dendritic Characterization

description: A simple image processing tool for characterising dendrites
DOI: 10.17632/v2k2jvjwrh.3
title: Find Ideal Location for Business in Bangladesh

description: The dataset has 21 columns that carry the features (questions) of 988 respondents. The efficiency of any machine learning model is heavily dependent on its raw initial dataset. For this, we had to be extra careful in gathering our information. We figured out that for our particular problem, we had to go forward with data that was not only authentic but also versatile enough to get the proper information from relevant sources. Hence we opted to build our dataset by dispatching a survey questionnaire among targeted audiences. Firstly, we built the questionnaire with inquiries that were made after keen observation. Studying the behavior from our intended audience, we came up with factual and informative queries that generated appropriate data. Our prime audience were those who were highly into buying fashion accessories and hence we had created a set of questionnaires that emphasized on questions related to that field. We had a total of twenty one well revised questions that gave us an overview of all answers that were going to be needed within the proximity of our system. As such, we had the opportunity to gather over half a thousand authentic leads and concluded upon our initial raw dataset accordingly.
DOI: 10.17632/5prg4tsz7n.1
title: Multiomics personalized network analyses highlight progressive disruption of central metabolism associated with COVID-19 severity. Ambikan et al

description: These are supplemental data file for the transcriptomics data analysis and differential gene expression
Supplemental Data S1. Differential gene expression of the protein-coding genes.
Supplemental Data S2. Association network analysis of RNASeq and metabolomics.
Supplemental Data S3. Group-Specific and personalized FBA.
DOI: 10.17632/ssrfvm5pgg.1
title: Supplemental Appendix for: Reproducibility of Histopathologic Diagnosis of Melanoma and Related Melanocytic Lesions: Results from a Testing Study and a Reference Guide for Providers

description: Supplemental Appendix for: Reproducibility of Histopathologic Diagnosis of Melanoma and Related Melanocytic Lesions: Results from a Testing Study and a Reference Guide for Providers

Our objective was to quantify intraobserver reproducibility among the most common diagnoses encountered in routine clinical practice. For providers who utilize dermatopathology services, our findings can serve as a reference guide to counsel patients on the limits of histopathology in the diagnosis of melanocytic lesions.  We found that diagnoses from moderately dysplastic nevus to melanoma in situ were not reproducible (intra-observer reproducibility <50%), reproducibility of pT1a invasive melanoma was modestly better, and most reproducible were the extremes of nevus/mild dysplasia and invasive melanoma (≥ pT1b).

This document provides study background information and supplemental tables and figures to accompany a research letter submitted to the Journal of the American Academy of Dermatology International.
DOI: 10.17632/zd2t4rpz4t.1
title: Alphy Plant stress

description: Plant stress biochemistry data for stress metabolites and enzyme regulation during abiotic stress i.e. drought stress.
DOI: 10.17632/r26nzs66mn.1
title: Thermal proteome profiling reveals distinct target selectivity for differentially oxidized oxysterols

description: The dataset contains excel macro used for the data analysis from Thermal Proteomic Profiling exeriments aimed to identify the protein targets of three A- and B-ring oxidized sterols (cholestane-3β,5α,6β-triol (CT), 7keto-cholesterol (7-KC), 4ß-hydroxycholesterol (4ß-HC) ) and a side-chain oxidized sterol (25-hydroxycholesterol (25-HC)). The excel macros contain the list of the identified proteome in the experiments with related thermal shifts (ΔTm) measured in three independent experiments.
DOI: 10.17632/db77635cjk.1
title: Supplementary Information for Optimizing constants of five lens models for accurate intraocular lens power calculation

description: Supp-Inf-Const-Opt-Fig-1_2-Data contains the raw data for figures 1 and 2 of the paper "Optimizing constants of five lens models for accurate intraocular lens power calculation"
Supp-Inf-Const-Opt-1 contains three tables named S1, S2 and S3 for  the same paper
DOI: 10.17632/tjjmf382nz.1
title: Differentiating Fissure-Fed Lava Flow Types and Facies Using RADAR and LiDAR: An Example from the 2014–2015 Holuhraun Lava Flow-field

description: Data repository contains the radar, LiDAR, and topographic roughness imagery and data spreadsheets used in the manuscript Differentiating Rough Basalt Lava Flows Using RADAR and LiDAR: An Example from the 2014–2015 Holuhraun Lava Flow-field.
DOI: 10.6084/m9.figshare.20079560
title: Table 2

description: This table represents the details of FMDV Serotype O isolates circulating in Uganda in the past with GenBank accession numbers along with details of FMDV Serotype O isolated under current study. These isolates were used for phylogenetic analysis to determine the specific topotype (s) of sequences.
DOI: 10.6084/m9.figshare.20079560.v1
title: Table 2

description: This table represents the details of FMDV Serotype O isolates circulating in Uganda in the past with GenBank accession numbers along with details of FMDV Serotype O isolated under current study. These isolates were used for phylogenetic analysis to determine the specific topotype (s) of sequences.
DOI: 10.17632/msvs5yjxww.1
title: Replication files for: Choi and Taylor, Precaution Versus Mercantilism: Reserve Accumulation, Capital Controls, and the Real Exchange Rate

description: Replication files for: Choi and Taylor, Precaution Versus Mercantilism: Reserve Accumulation, Capital Controls, and the Real Exchange Rate, Journal of International Economics
DOI: 10.17632/gpptkyynwr.1
title: Quantitation of Poly Unsaturated Fatty Acids in the OPPERA Study

description: This is a set of quantitative LC-MS/MS data acquired on extracted human red blood cells form the OPPERA study. An assortment of Omega 3 and 6 fatty acids were monitored as well as their corresponding lipid mediators: Eicosapentaenoic acid, α-linolenic acid, Docosahexaenoic acid, Arachidonic acid, Linolenic acid, Resolvin 1, Prostaglandin E2, Protectin D1, Maresin 1, Maresin 2, 18-HEPE, 9-HODE, and 17-HDHA. The analysis was performed in 7 different batches over the course of 3 weeks on a Thermo TSQ Vantage coupled to a Waters Acquity UPLC. The purpose of this analysis was to relate the amount of free poly unsaturated fatty acids to the absence or presence of pain conditions in humans.
DOI: 10.17632/52d5h4z89x.2
title: Enrichment and Transfer of Polycyclic Aromatic Hydrocarbons (PAHs) through Dust Aerosol Generation from Soil to the Air

description: Fig 1 is the schematic diagram of the experimental setup; Fig S7 is the SEM image of soil and fine dust aerosol.
DOI: 10.17632/743y2dck4r.1
title: LINF_290008100

description: protein of unknown function - conserved
Leishmania infantum (strain JPCM5)
DOI: 10.17632/xw7nfys65m.1
title: LINF_290007800

description: D-lactate dehydrogenase-like protein
Leishmania infantum (strain JPCM5)
DOI: 10.17632/5w2htskm8h.1
title: LINF_290007600

description: Tubulin-tyrosine ligase family
Leishmania infantum (strain JPCM5)
DOI: 10.17632/hnx44vxv5k.1
title: Distribution of vaginal sensors per cows per wk of trial to assess vaginal temperature during a pen-level randomized controlled trial of cows fed a TMR supplemented with (SCFP) or without (CTRL) a Saccharomyces cerevisiae fermentation product 

description: Supplemental Table ST1. Distribution of vaginal sensors per cows (subset sample) per week of trial (WOT) to assess vaginal temperature during a pen-level randomized controlled trial of cows fed a TMR supplemented with (SCFP) or without (CTRL) a Saccharomyces cerevisiae fermentation product
DOI: 10.17632/58sff5bdxd.1
title: Banglish (Bengali in English letter) Hate Speech Dataset

description: This dataset contains Banglish comments for hate speech detection. It has 5000 comments in total.  2836 of these are hate speech, and 2164 are non-hate speech. Among the different types of hate speech are: sexual (928), Slang (575), Racial (135), Religious (198), Appearance (410) and Others (590).
DOI: 10.17632/f29jh5yk55.1
title: LINF_290007500

description: thymine-7-hydroxylase
Leishmania infantum (strain JPCM5)
DOI: 10.17632/35yp78j8ct.1
title: School-Wide Positive Behaviour Support (SWPBS) as preventive framework to reduce disruptive behaviours: a cross-sectional study

description: This paper presents the findings from a study implemented during a three-year project, Building School-Wide Inclusive, Positive and Equitable Learning Environments Through a Systems-Change Approach [SWPBS]. Disruptive behaviours are still raising concerns for most of the educators and there is a need to investigate the phenomenon and explore the effects of a preventive, positive-approach to managing problematic behaviours. 
Research questions
Our study aimed to investigate problematic behaviours during primary education among typically developing children and to examine subgroup differences in the effectiveness of the SWPBS framework in Romania.
The research questions of the present study were threefold: 
RQ1: What are the teachers’ perceptions towards the type and intensity of disruptive behaviours found in their school settings?
RQ2: What are the characteristics of schools with a high frequency of problematic behaviours?
RQ3: If there is a correlation between school-related variables (such as school size and location) and students’ disruptive behaviours?
We hypothesised that the correlation of disruptive behaviours would be greater in bigger schools from urban areas.
DOI: 10.17632/54nj8895px.1
title: Identification of respiratory microorganisms by a multiplex PCR system (FilmArray) from patients with presumptive SARS-CoV-2 infection and negative molecular test result

description: This database was obtained by performing a retrospective cohort study employing clinical data and nasopharyngeal swab samples from patients with clinical suspected SARS-CoV-2 infection and a negative PCR result in a private laboratory in Lima, Peru. The samples were analyzed employing the FilmArray™ respiratory panel to identify acute respiratory infection (ARI).
DOI: 10.17632/29tr9ph28n.1
title:  PERCEIVED USE OF INFORMATION COMMUNICATION TECHNOLOGY FOR SUSTAINABLE YOUTH EMPLOYABILITY IN SOUTH AFRICAN COMMUNITY

description: Manuscript data explaining the use of Information and Communication Technology (ICT) for improved employability and promote digital literacy in disadvantaged communities of South Africa. This paper aims to investigate how ICTs access can positively impact youth employability in South African Townships.
DOI: 10.17632/xh52m3j3fm.1
title: LINF_290008200

description: HIP
Leishmania infantum (strain JPCM5)
DOI: 10.17632/5r3f544nxs.1
title: INEC-D-21-00400R1

description: Replication folder of "Are Collateral-Constraint Models Ready for Macroprudential Policy Design?"
DOI: 10.17632/fr2jrff9w3.1
title: Supplementary Online Repository for Computational and Communication Architectures for Modular Multilevel Converter Construction

description: Supplementary online repository for thesis titled: "Computational and Communication Architectures for Modular Multilevel Converter Construction" written by Jack Andrews and submitted for the PhD degree at The University of Manchester in 2022.

Uploaded files include additional source code and libraries which are unsuitable for inclusion in the thesis in text form.
DOI: 10.17632/4rd37dygcc.2
title: Coupled THMC modeling of dissociation induced deformation of gas hydrate bearing media

description: We have developed a THMC solver to simulate the non-linear equations governing describing gas hydrate dissociation induced deformation. The governing equations are discretized using Finite Volume method for flow and Finite Element method for geomechanics. Generalized effective medium model is used for computing the elastic properties of the hydrate bearing media. PETSc routines are used for non-linear and and linear solvers.  In this dataset,  we have provided the original computer code used for solving the problem as well as a Readme file.
DOI: 10.17632/vrfky24b8m.1
title: coronaChargingFoam: An OpenFOAM based solver for multi-physical simulations of direct unipolar diffusion charging of aerosol particles

description: Diffusion charging of ultrafine aerosol particles is widely used in various fields and understanding the multi-physical phenomena during the charging processes is critical to the optimization of chargers and prediction of particle evolution in particulate systems. In this work, a numerical algorithm of unipolar aerosol diffusion charging is coupled with corona discharge, a combination of electric field, current continuity and heat transfer, and fluid flow enabling the modelling of multi-physics in direct charging processes. The governing equations are discretized based on the finite volume schemes. Methods of numerically calculating the ion-particle attachment coefficients are proposed and a class named niMixedFvPatchField describing the boundary condition of ion injection on the anode is defined on the basis of OpenFOAM libraries. Iteratively strategies are applied to uncouple the governing equations and the PISO (Pressure Implicit with Splitting of Operators) algorithm is used to solve the aerosol flow equations. A new solver labelled as coronaChargingFoam in the OpenFOAM framework is developed to implement the numerical algorithm and it is further validated by comparing four test cases: Laplacian electric field, electric field-charge coupling effect, ion-particle attachment coefficients, and charging efficiencies. Acceptable agreement level in all these comparisons verifies the fidelity of the solver implementation.
DOI: 10.17632/vn9kb4kgdr.1
title: Foraminifera counts from the western slope of the Gulf of Eilat/Aqaba

description: Symbiont bearing obligatory/facultative shallow water foraminifera counts along cores MG10P22 (253 cm long taken from 316 m water depth) and MG10P30 (256 cm long taken from 390 m water depth) from the western slope of the Gulf of Eilat/Aqaba. This data is described in Ash-Mor et al. (in review). The values presented are no. of specimens per g dry sediment.
DOI: 10.17632/4b365yk8jj.1
title: Middle Eastern economies' population, GDP, fuel usage, and carbon dioxide emissions (1990-2020)

description: The dataset contains the following information from 12 Middle Eastern countries from 1990 to 2020 (namely Bahrain, Iran, Iraq, Jordan, Kuwait, Lebanon, Oman, Qatar, Saudi Arabia, Syria, the United Arab Emirates, and Yemen):
•	The population (according to the United Nations population statistics)
•	The GDPs of countries (constant 2010 US dollar) in the  studied period (collected from World Bank datasets)
•	Energy consumption in the Middle East by fuel (collected from the International Energy Agency (IEA) Energy Outlook  and British Petroleum (BP) statistical review)
•	The rate of carbon dioxide emissions in the Middle East by fuel (collected from the International Energy Agency (IEA) Energy Outlook  and British Petroleum (BP) statistical review)
DOI: 10.17632/g7m6sxjz34.1
title: manuscrito

description: Manuscrito
DOI: 10.17632/j5zr4f967k.2
title: Data of "Role of the alloy grain boundaries in the high temperature oxidation and Cr volatilization of 22 wt.% Cr ferritic stainless steel for SOFC applications"

description: The raw data obtained from XRD analysis of oxidized specimens (Fig.10).

The processed data obtained from
Fig. 2: The processed data obtained from the weight gain test of two different samples is given. Discontinuous weight gain test was conducted. For each measurement, we measured a weight increase at least five times to get a reliable average value. The data provided here are the average values.
Fig.3: The processed data from the Cr evaporation rate test. Accumulative Cr release for 700 h and the change of Cr release rate were included.
Fig.11: The processed data from SIMS Depth profile results. 
Fig.12: The corrected weight gain results considering the effect of Cr evaporation
Fig.13: The oxide thickness results from BSE images. Each column represent a single BSE image. 
Fig.14: The processed data from TEM-EELS results
DOI: 10.17632/nrjgwfvdvw.1
title: SchoolTelemedicineData

description: Description of the School Telemedicine Dataset  

Age: Respondents’ Age 

Latino: Latino=1 

Gender: Respondents’ Gender, Female=2, Male=1 

Children: Respondents’ Number of Children Registered in School Telemedicine 

TF: Time_flexibility (Measurement items: TF1, TF2, TF3, TF4) 

SN: Subjective Norms (Measurement items: SN1, SN2, SN3, SN4) 

BI : Intentions (Measurement items: BI1, BI2, BI3, BI4) 

PM: Personal Mores (Measurement items: PM1, PM2, PM3, PM4) 

TRH: Trust in Hospital (Measurement items: TRH1, TRH2, TRH3, TRH4, TRH5, TRH6, TRH7, TRH8) 

Race_code: Respondents’ Race, Caucasian=1, Others=0 

Race: Caucasian=1, African American=2, American Indian or Alaska Native=3, Asian=4,Native Hawaiian or Pacific Islander=5, other=6
DOI: 10.17632/hykd454wwx.1
title: Data on genetic diversity of circumsporozoite protein (csp) non-repeat regions from Plasmodium knowlesi clinical isolates of Sabah.

description: This dataset presents an analysis genetic diversity of malaria circumsporozoite protein (csp) of Plasmodium knowlesi in Sabah; where circumsporozoite protein is one of the targeted candidates for malaria vaccine development and was conducted to evaluate the suitability of csp as a vaccine in relation to its genetic diversity. The data were collected from 26 human blood spot samples from Kudat and Kota Kinabalu hospitals in Sabah in 2012 which were tested positive for malaria. Genomic DNA extraction, nested PCR, cloning and sequencing of the csp genes were carried out and phylogenetic, sequence diversity and natural selection of the csp genes were analysed using bioinformatic tools such as MEGAX and DnaSP ver. 5.10.00 for phylogenetic tree build, mutational analysis and neutral theory of evolution. Analysis and comparison of this gene was done against P. knowlesi csp strain H as a reference sequence (GenBank database XM_002258966.1) showed point mutations at 52 positions among the 237 sequences of different geographical regions. The phylogenetic tree revealed that the occurrence of multiple haplotypes was scattered despite of geographical location. The evolutionary history which was inferred using the Neighbor-Joining method revealed no geographical clustering to any country listed above; with a total of 76 non-repeat region Pkcsp haplotypes including one unique haplotype (haplotype H12). These data could serve as auxiliary information and/or research data for other researchers in Sabah. It could also serve as guide or reference data to other researchers outside Sabah who may be interested in carrying out similar research in other states.
DOI: 10.17632/xyxpvsyvzn.1
title: Dataset from "Diet and feeding pattern modulate diurnal dynamics of the ileal microbiome and transcriptome"

description: This dataset contains code and processed data used to perform analysis and generate figures for our submitted manuscript "Diet, feeding pattern and host genetics modulate diurnal dynamics of the ileal microbiome and transcriptome" . It is organized as follows:
- rnaseq: contains RNA-seq processed data, code and results tables from analysis pipeline.
- microbiome: contains processed microbiome data for our original ileum data, as well as cecum data from Zarrinpar et al, 2014; code used for analysis; results tables.
- mmvec_circadian-host: contains data and code used for multi-omics analysis. 
- other: contains data and code for  bile acids (targeted metabolomics), cholesterol, aGLP1 (active GLP-1) and mice measurements (weight and blood glucose).
DOI: 10.17632/ygrj39wch3.1
title: Nuclear Reactions about interactions between thermal neutrons and UHTCs

description: Nuclear reactions about thermal neutron interactions between 1 cm thickness of UHTCs (C, TaB2, Re, W, HfC, BN, HfB2, HfN, ZrC, TaC, ZrB2, TiC, TaN, NbC) were modelled by GEANT4.10.0 version.
DOI: 10.17632/ctpzj9dzdh.2
title: Compilations of petroglogical and geochemical data in Wei et al. 2022 in GBC

description: Table S1. Compilations of petrological data of upper Ediacaran to Cambrian carbonates.
Table S2. New geochemical data and compilation of previously published data.