cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/schrvg5c88.1
title: Data for: R you ready? Using the R programme for statistical analysis and graphics

description: Supplementary files for the "R you ready? Using the R programme for statistical analysis and graphics" consist of an R script and data needed to run the CFA analysis presented in the article. We wish to propose that the use of R should become more widespread in nursing research and in this article we offer: an overview of the capabilities of R; some examples of its application in our own work; and one practical example with the concomitant R coding in order that others interested in this specific method may use that coding and use our example as an exercise.
DOI: 10.15468/dl.rpev47
title: Occurrence Download

description: A dataset containing 2717 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus salicina Lindl.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 2717 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009339-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tpcwm8d7d3.1
title: HappyHere at the National Galleries of Scotland

description: Data gathered throughout exhibition of HappyHere from December 2018 - February 2019 at the National Galleries of Scotland. HappyHere is a participatory, immersive light installation, created for Pig Rock Bothy, which uses colour and light to visualise thoughts and feelings. HappyHere explores the links between art, technology and wellbeing. The installation uses technology, similar to those we use in our everyday lives to measure, record and analyse how we manage our wellbeing and how we feel, such as mobile apps, wearables and social media platforms. The technology turns visitor’s answers to seven simple questions into a narrative of light and colour, featured on a custom-built screen in the installation. After dark, Pig Rock Bothy becomes a beacon of coloured light, replaying all of the feelings recorded by it during the day and transmitting it out into the dark winter sky. This installation has been created by Martin Skelly & Pete Thomas from the University of Dundee and was commissioned by National Galleries of Scotland for Pig Rock Bothy. https://www.nationalgalleries.org/exhibition/happyhere
DOI: 10.17632/yydw84284f.1
title: EEG_bafa_McGurk_data

description: This EEG continuous data (19 subjects, down-sampled from 1024 Hz to 250 Hz) is associated with an experimental design whereby individuals watched silent videos of a speaker uttering the consonant vowel /ba/ or /fa/ that were mixed and matched with audio files of /ba/ and /fa/. This created congruent (e.g., audio /ba/ combined with video /ba/) and incongruent (e.g., audio /ba/ combined with video /fa/) audiovisual videos. There were also conditions with audio-only and video-only . The subjects numbers were 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26. Data from subjects 1-5 were pilot subjects that performed different tasks. Data from subject 8 are excluded because the subject indicated a language deficit. Data from subject 17 was not collected because of a technical glitch. The triggers were as follows Trigger 10 represented the onset of the video /ba/ Trigger 20 represented the onset of the video /fa/ Trigger 30 represented the onset of a static video (no mouth movements) Trigers 11, 12, 13 represented the onset of acoustic /ba/ CV (actual acoustic /ba/ occurred 50 ms after these triggers). Trigers 14, 15, 16 represented the onset of acoustic /fa/ CV. Trigger 1 indicated a response that the sound was perceived as /ba/. Trigger 2 indicated a response that the sound was perceived as /fa/.
DOI: 10.17632/v5y87syfcc.1
title: Co-transcriptional genome surveillance by HUSH is coupled to termination machinery. Spencley et al 

description: Spencley, Andrew (2023), “Co-transcriptional genome surveillance by HUSH is coupled to termination machinery. Spencley et al ”, Mendeley Data, V1, doi: 10.17632/v5y87syfcc.1
DOI: 10.17632/n5wg3mbp9r.1
title: Oromo Auto-Grammar Dataset

description: This contribution is a novel dataset called Oromo-grammar-dataset. The dataset is prepared using a custom Python algorithm. To prepare the dataset, we used a sample of 200KB (about 100 Pages of raw text) collected from online sources. Our algorithm performed well to automatically generate a grammar-aware dataset for the Oromo language. The method can easily be reproducible to any other language with a systematic analysis and slight modifications to its affix structures to generate similar datasets. The output of the software is a grammar-rich dataset, which is applicable to modern NLP applications like machine translation, sentence completion, and grammar and spell checker. The dataset also helps linguists and academia in teaching language grammar structures.
DOI: 10.17632/mnt3zwxmyn.1
title: Hindi langauge - bag of words - sentiment analysis

description: words which convey positive or negative sentiment.
DOI: 10.17632/c2nppkz8ch.1
title: Efficacy of various surgical extents on survival of patients with pilocytic astrocytoma

description: This is the dataset used in "Efficacy of various surgical extents on survival of patients with pilocytic astrocytoma"
DOI: 10.17632/92yrxtv5gn.1
title: Smartphone Sensor Data of Indian Cities for Public Bus

description: The data contains smartphone sensor data for public buses in three Indian cities, Kolkata, Bhubaneswar and Durgapur. The sensors used were: 1. Accelerometer 2. Compass 3. Gyroscope 4. Magnetometer 5. Sound 6. GPS The data collection application has gone through different stages of development and hence the format could be different for the same sensor data. The common ones are listed below Acceleration: x-axis, y-axis, z-axis, date Compass: azimuth, pitch, roll, date or angle of deviation Magnetometer: x-axis, y-axis, z-axis, date Sound: Sound frequency, date or decibel, frequency, date GPS: latitude, longitude, speed, date Speed and acceleration are in m/s and m/s^2 respectively. The x, y, z axis are those of the phone and should be re-oriented to match that of the vehicle. The data also tags a set of road features in some of the traces, these being; 1. Speed Breaker 2. Turns 3. Bus Stops 4. Potholes The data does contains several noisy information which should be processed before use. Some of the folders have Experiment and Training sub-folders, however both have the same data.
DOI: 10.17632/xh34wdmbcc.1
title: Pandemic Preparedness and Response Priorities In Latin America: A Regional Delphi Consensus

description: We designed and employed a modified Delphi process to define pandemic preparedness and response priorities among public health professionals across Latin America. Participants were asked to list potential issues. Then, participants in a regional symposium ranked topics from seven domains on a 4-point Likert scale across two rounds. For the third round, topics voted by &gt;=75% as very important during either round were ranked numerically.
DOI: 10.17632/vwg6xzmrf9.2
title: A time- and single-cell-resolved model of murine bone marrow hematopoiesis

description: Data, source code, singularity container, extended figures and tables for the article: "A time- and single-cell-resolved model of murine bone marrow hematopoiesis"

The paradigmatic hematopoietic tree model is increasingly recognized to be limited as it is based on heterogeneous populations and largely inferred from non-homeostatic cell fate assays. Here, we combine persistent labeling with time-series single-cell RNA-Seq to build a real-time, quantitative model of in vivo tissue dynamics for murine bone marrow hematopoiesis. We couple cascading single-cell expression patterns with dynamic changes in differentiation and growth speeds. The resulting explicit linkage between molecular states and cellular behavior reveals widely varying self-renewal and differentiation properties across distinct lineages. Transplanted stem cells show strong acceleration of differentiation at specific stages of erythroid and neutrophil production, illustrating how the new model can quantify the impact of perturbations. Our reconstruction of dynamic behavior from snapshot measurements is akin to how a kinetoscope allows sequential images to merge into a movie. We posit that this approach is generally applicable to understanding tissue scale dynamics at high resolution.
DOI: 10.17632/m7nz2jk8wb.1
title: Clonal dynamics after allogeneic haematopoietic cell transplantation using genome-wide somatic mutations

description: These are large files need to reproduce analysis in the manuscript "Clonal dynamics after allogeneic haematopoietic cell transplantation using genome-wide somatic mutations".  These files are to be used alongside the code and smaller data files available at:
https://github.com/mspencerchapman/Clonal_dynamics_of_HSCT
The folders 'annot_files' and 'annot_files_no_dups' should be placed in the 'data' folder from the github repository.
The contents of the folder 'Targeted_sequencing_data' should be placed in the 'data/Targeted_sequencing_data' folder from the github repository. Note that the 'raw_model_output' data is not essential for most analyses.
DOI: 10.17632/fvtfjyvw7d.2
title: Big Data Set from RateMyProfessor.com for Professors' Teaching Evaluation

description: This dataset is shared by Dr. Jibo HE, founder of the USEE Eye Tracking Inc. and professor of Tsinghua University. Contact me at hejibo@usee.tech if you need to get the full dataset in over 5G size. This is the dataset from RateMyProfessor.com for professors' teaching evaluation. The dataset is provided in two format. The zip file contains many single .csv files, with each file for a single professor's webpage. The RateMyProfessor_Sample data.csv is the combined version with many professors' information in a single csv file. We have crawled almost one million professors' information. The total dataset is over 5. The dataset crawled and extracted from RMP has 18 variables. This part briefly describes each variable that needs to be analyzed.  Professor name: name of the professor who is rated  School name: university where the professor is currently teaching  Department name: currently working there  Local name: university’s locally known as  State name: state which the university is located in  Year since first review: the professor's teaching age, from the first student evaluation to the time when we did the analysis in year 2019.  Star rating: the star rating of the professor's overall quality, the point 3.5-5.0 is good, 2.5-3.4 is average and 1.0-2.4 is poor according to RMP’s official standard. This star rating is the average score given to professors by all student comments;  Take again: percentage of students who want to choose this course again;  Difficulty index: The difficulty level of a course. Point 1 is easiest, and point 5 is hardest. The difficulty index is the average score given to professors by all students;  Tags: the tag students chose to describe a professor;  Post date: the date when the student posted an evaluation of a course;  Student star: each student gives a star rating to a professor;  Student-rated difficulty: every student gives difficulty index to a professor;  Attendance: whether a course is mandatory or not;  For credit: whether students chose a course for credit (yes or no);  Would take again: whether students would like to choose a course again (yes or no)  Grade: student’s final score of a course, such as A+, A, A-, B+, B, B-, C+, C, C-, D+, D, D-, F, WD, INC, Not, Audit/No. “WD” is Drop/Withdrawal. “INC” means Incomplete. “Not” is Not sure yet, and “Audit/No” is Audit/No Grade.  Comment: comments that students gave for professors.
DOI: 10.17632/9xjdn4hcst.1
title: shaimaa ghandor (data in brief journal)

description: data article (effect of educational program about isometric and stretching exercises on neck pain 
and raw data and supplementary data 
Background: Neck pain is one of the most common musculoskeletal complaints among men and women specifically those working on a computer. Aim :The study aimed to evaluate the effect of an educational program about isometric and stretching exercises on neck pain among Information Technology employees at new Assuit city. Method and material: Quasi-experimental research design and a single population proportion formula to calculate sample size required for the study through using OpenEpi, Version 3. Total final size 118 employee and  the program was implemented on (73) employees having neck pain aacording exclusion criteria. Period of collecting data was from the mid of April 2021 to mid of December 2021. Three tools were used, a tool I: A structured questionnaire which consisted of three parts: 1st part: socio-demographic data, 2nd part: assessment of the nature of the work, and 3rd part: assessment of knowledge of employees. Tool (II): Neck Pain Questionnaire(NPQ) was used to evaluate the degree of neck pain and functional disability, tool (III): observational checklist. Data entry and data analysis were done using SPSS version 22 (Statistical Package for Social Science) (SPSS Inc., Chicago, II., USA). Data were presented as number, percentage, mean, standard deviation, median and range. Chi-square test was used to compare qualitative variables. In case of parametric data, Paired samples t-test was done to compare quantitative data between pre-test and post-test. Pearson correlation was done to measure correlation between quantitative variables. While in case of non-parametric data, Wilcoxon Signed Rank Test was done to compare quantitative variables between pre-test and post-test. P-value considered statistically significant when P < 0.05.
DOI: 10.17632/fxbmm66cr6.1
title: Kornysheva et al. (2019). Neural competitive queuing of ordinal structure underlies skilled sequential action, Neuron - Multivariate classification, example dataset, MEG source reconstruction contrasts

description: - Linear discriminant analysis (Matlab code) - Example data set, subject 16: behavioural, MEG and EMG dataset; MEG and EMG data is preprocessed and epoched as described in the manuscript, MEG data is ICA-corrected. (Note that corresponding *.dat file could not be uploaded due to technical problems with the Mendeley data website. Please get in touch with the author directly until issue resolved by Mendeley, e.kornysheva@bangor.ac.uk.) - Group t-test images of the MEG source reconstruction analyses (preparation and production) Kornysheva K*, Bush D, Meyer S, Sadnicka A, Barnes N, Burgess N (2019). Neural competitive queuing of ordinal structure underlies skilled sequential action. Neuron. 101:1-15, doi.org/10.1016/j.neuronkor.2019.01.018,
DOI: 10.17632/prbgrt8n54.1
title: Structural and mechanistic insights into the CAND1-mediated SCF substrate receptor exchange. Shaaban et al  

description: Structural and mechanistic insights into the CAND1-mediated SCF substrate receptor exchange. Shaaban et al
DOI: 10.17632/hrgfj7xfgs.1
title: Benthic foraminifera as proxy for fossil seagrass from the Lower Pleistocene deposits of the Stirone River (Emilia-Romagna, Italy) - Raw Data

description: This dataset contains the raw data resulting from the picking of benthic foraminifera within the Pleistocene deposits of the Stirone River (Emilia-Romagna, Italy). The aim of this project is to test foraminifera as Indirect Palaeo-Seagrass Indicators (IPSIs). Foraminiferal analyses, based on these data, focused on two different biofacies: a Thalassinoides biofacies, characterised by an oligotypic assemblage (samples R) and a Pinna biofacies, that shows high biodiversity and represents an infralittoral soft bottom colonised by marine phanerogams (samples S). Several indexes have been calculated using these data, such as the IndexEP, the modified FORAM index (FI’), the “long vs. short life-span index” (ILS), and the K/REXT (keeled/rounded morphotypes). Morphotype-based analysis has been provided, too. Among the tested indexes, the latter (K/REXT) proved to be the most reliable IPSI, considering also the presence of morphotype A*, permanently attached, encrusting foraminifera and the abundance of Rosalinidae.
DOI: 10.17632/t3svfsd245.1
title: Data for: A new battery process technology inspired by carbonized polymer binders

description: The uploaded data are the data corresponding to Figure 2, Figure 5 and Figure 7 in the manuscript.
DOI: 10.17632/2kp6thjtd5.2
title: MANIFESTACIONES DERMATOLÓGICAS EN PACIENTES CON VIH/SIDA

description: El virus de inmunodeficiencia humana (VIH) es un problema de salud global 
de gran relevancia. La piel es uno de los órganos más afectados en pacientes 
con VIH/SIDA, donde pueden ser observadas las primeras manifestaciones de 
la enfermedad. La presente investigación se realizó con el objetivo de 
determinar las manifestaciones dermatológicas más frecuentes en pacientes 
con VIH/SIDA, atendidos en el Instituto Dermatológico Dominicano y Cirugía de 
Piel Dr. Huberto Bogaert Díaz, en el período de 2021-2023. Se llevó a cabo un 
estudio observacional, descriptivo, transversal y retrospectivo, donde se trabajó 
con 256 pacientes con VIH/SIDA que mostraron alguna manifestación 
dermatológica. Los datos fueron recopilados a través de un cuestionario 
diseñado como instrumento de investigación. Se determinó que la prevalencia 
de las manifestaciones dermatológicas en la población de estudio fue del 91.4 
por ciento. Predominaron los pacientes de sexo masculino (60.6%) y 
heterosexuales (73.8%). Se demostró que existe una correlación entre las 
manifestaciones dermatológicas con el recuento de linfocitos TCD4+ y el 
estadio de la enfermedad, sin embargo, no hubo relación entre dichas 
manifestaciones con la carga viral y la terapia antirretroviral. En conclusión, 
predominaron las manifestaciones infecciosas de etiología viral. Las 
manifestaciones dermatológicas más frecuentes fueron: condiloma acuminado, 
lesiones por sífilis y candidiasis.
DOI: 10.17632/whd9jkj66x.2
title: Opportunities to Utilize AI to Explore Knowledge and Insight For Young Entrepreneurs

description: This study shows that young entrepreneurs see AI as a powerful tool for growing their businesses. They're using AI platforms like ChatGPT and analytics tools to learn about market trends, understand their customers better, and make smarter business decisions. These young business owners find AI helpful in many ways - it saves them time, helps them spot opportunities, and solves problems faster. However, they also face some challenges when using AI, like finding it complicated at first and worrying about whether they can trust the information it gives them. To deal with this, they often check AI's suggestions against their own experience and what their customers tell them. Despite these challenges, the entrepreneurs we talked to believe AI will become even more important for running a successful business in the future. They're excited about how AI could help them learn and adapt quickly in the fast-changing business world. This research highlights both the opportunities and the hurdles young entrepreneurs face when using AI, and suggests that with the right support and strategies, AI can be a game-changer for their businesses. The findings from this study can help other young entrepreneurs, business advisors, and policymakers understand how to better use and support AI in small businesses, potentially leading to more successful startups and stronger economic growth.
DOI: 10.17632/v3k5xhtnn2.1
title: Reproduction materials for the study "The cost of diversity in livestock feed rations"

description: This dataset contains the reproduction materials for the study titled 'The cost of diversity in livestock feed rations', which can be accessed at https://doi.org/10.1371/journal.pone.0277817.
DOI: 10.17632/y3hmp9nbty.1
title: Tacrolimus 0.1% versus ciclopiroxolamine 1% for maintenance therapy in patients with severe facial seborrheic dermatitis : a multicenter, double-blind, randomized controlled study - Supplementary Appendix

description: Supplementary Appendix
DOI: 10.17632/smxyw6psbr.1
title: Handle for Franka Emika Robot

description: The present data contains the STL files of a newly developed handle design for the Franka Emika robot. The aim of the design is to create a handle that improves ergonomics, usability and functionality through a methodical and iterative approach. This design is adapted to meet the requirements of new application scenarios, such as acting as a master controller to coordinate the movements of several robots, or as a controller for virtual reality projects.
DOI: 10.17632/g3kp7yt2m5.1
title: Optimal electric vehicle charging station allocation

description: Despite the environmental and economic benefits of Electric Vehicles (EVs), distribution network operators will need to understand the location where the charging infrastructure will be placed to ensure EV users’ needs are met. In this sense, this work proposes a methodology to define the optimal location of EV semi-fast charging stations (CS) at a neighborhood level, through a multi-objective approach. It applies a hierarchical clustering method to define CS service zones, considering technical and mobility aspects. Besides, it considers uncertainties related to the EV load profile to determine the CS capacity, based on the user’s charging behavior. A Pareto Frontier method is deployed to support the decision-making process on CS optimal location, considering utility and EV users’ preferences. The results indicate that the best CS locations for mid-term EV penetration can also fit into long-term planning, with higher EV charging demand. Thus, these locations would be good candidates for the power utility to make initial investments, in both planning horizons. A real distribution system case is used to demonstrate the applicability of the results.
DOI: 10.17632/syzcbykjw3.3
title: Web of Science Dataset (Engineering, Computing & Technology Journals)

description: This dataset contains information about journals in the realm of Engineering, Computing & Technology available on the Web of Science. Currently, 1655 journals are indexed in this field.

The properties are as follows:

- Journal Name
- Publisher
- ISSN / eISSN
- Web of Science Core Collection
- Additional Web of Science Indexes
- Journal Website
- Publication Frequency
- Aims and Scope
- Indexing and Abstracting
DOI: 10.17632/ty3z4tmpgm.1
title: Plant-soil feedbacks and soil mycorrhizal data

description: Climate change intensifies fire activity, raising questions about the impact of fire-induced changes in soil biota on plant-soil feedbacks and plant invasions. We explored effects of plant-soil feedbacks and heat to simulate fire on mutualistic arbuscular mycorrhizal (AM) fungal communities and invasive plant growth. Soils were collected from a dominant native grass (Chionochloa macra) and two invasive hawkweeds (Hieracium lepidulum, Pilosella officinarum) in a New Zealand grassland, then heated to 30 ºC, 45 ºC and 60 ºC. In an experiment, hawkweeds exhibited greater biomass in Pilosella soils, which also had the highest AM fungal richness. Heat had little effect on plant biomass or AM fungi composition and richness. Hawkweeds alter AM fungal communities relative to the dominant native grass, but moderate heating of soil caused by fires could facilitate Hieracium invasion. Further, plant-soil feedbacks by Pilosella could facilitate invasion by Hieracium, suggesting the potential for microbially-mediated invasional meltdown.
DOI: 10.17632/f47pm7rwt3.1
title: Facial Recognition Dataset VIDEO (part 2 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.