cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ndvj69k7bx
title: Sex-specific whole-body running kinematics: Data, code, and supplemental files

description: This data set contains the kinematic data, Matlab code, and supplemental video files underlying a study on sex-specific whole-body running kinematics. A detailed description of the data, the analysis, and each video will be available in the next version of this data set following the review of the corresponding publication. The PMAnalyzer can be downloaded under the following link: https://www.uibk.ac.at/isw/forschung/neurophysiologie-bewegungswissenschaft/software.html Supporting documentation and tutorials can be found under the same link. The Vicon data has already been formatted appropriately for processing with the PMAnalyzer. The applied PMAnalyzer settings and a customized video display function can be found in the folder "Matlab Code". The Vicon data and the files saved in "PMAnalyzer Output" are needed as inputs for the Matlab main script ("MM200814_Sex_specific_running_kinematics.m"). Besides the principal positions, which are the focus of the corresponding publication, this script also determines principal velocities and accelerations (see Federolf, Peter A. 2016. “A Novel Approach to Study Human Posture Control: ‘Principal Movements’ Obtained from a Principal Component Analysis of Kinematic Marker Data.” Journal of Biomechanics 49 (3): 364–70.) For drawing Figure 2 at the end of the main script, "Summary-ANCOVA.xlsx", the results of the SPSS analysis, need to be imported into the workspace. This file is saved in the folder "Data Analysis Output". The same folder also contains the SPSS ANCOVA outputs.
DOI: 10.17632/6w3g76nyxr
title: Hypopigmented Macules in Neurofibromatosis type 1

description: Congenital stable hypopigmented macule located on the right leg
DOI: 10.17632/w6fvv9jtpw
title: Supporting Data for Separation of the Icelandic Coastal Current from the Reykjanes Peninsula

description: This dataset contains the supporting data for figures in “Separation of the Icelandic Coastal Current from the Reykjanes Peninsula,” a scientific article in Estuarine, Coastal and Shelf Science by Michael M. Whitney (affiliated with the University of Connecticut). The main objective of this study is describing and diagnosing Icelandic Coastal Current separation from the southwest tip of the Reykjanes Peninsula and the subsequent offshore excursion. Particular attention is paid to the interplay of coastal curvature, bathymetry, and winds. Motivated by satellite observations and prior research, realistic high-resolution (eddy-resolving) numerical simulations are conducted and analyzed. Sensitivity model runs for the study area are compared to isolate bathymetric and wind influences. Results have broader relevance to offshore transport and exchange on continental shelves. The dataset is composed of MATLAB data files, which are named FigureXX_data.mat. These files contain all data presented in the corresponding figures within the journal article. Details about variables and units are described within the figure captions and text of the article. The article contains complete descriptions of methods, analysis, and interpretation.

List of MATLAB data files:
Figure01_data.mat
Figure02_data.mat 
Figure03_data.mat 
Figure04_data.mat 
Figure05_data.mat 
Figure06_data.mat 
Figure07_data.mat 
Figure08_data.mat 
Figure09_data.mat 
Figure10_data.mat 
Figure11_data.mat 
Figure12_data.mat
DOI: 10.17632/x7kbw53rxk
title: Data for: A near-infrared hyperspectral data recognition algorithm for construction waste and its experimental study

description: Including "training_data" and "testing_data", both of them have 225 cols, which has 224 reflectivity in bands range 900 to 1700nm and the last cols represent the tabel of corresponding row. In the data sets, label"1" is represent wood, label "2" is represent "plastic", label "3" is represent "brick", label "4" is represent "concrete", label 5 is represent "black brick", and label "7" is represent rubber. There is no label "6" because the rubber is special because it's color, I want rubber as the final label. So the "6" is reserved.
DOI: 10.17632/ycv72jwhfy
title: Dataset Big Data

description: My data for food
DOI: 10.15468/dl.h5fps2
title: Occurrence Download

description: A dataset containing 2137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aristea ecklonii Baker)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2137 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001540-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jzp4dz77t4
title: Observation-Based Estimate of the Carbonate System in the Labrador Sea

description: The ocean carbonate system consists of pH, alkalinity, inorganic carbon and the partial pressure of carbon dioxide, and during the current era of anthropogenic change, its dynamics are key for understanding changes in the ocean and its ecosystem over time. The dataset “results.nc” supports our study Boteler et al., (2025), “An Observation-Based Method to Estimate Carbonate System Variations in the Labrador Sea”. The focus of this study is to estimate the carbonate system in the Labrador Sea with time series methods, using direct observations from the ocean surface and interior, and chemical relationships between variables. Interior ocean observations are minimal for some of these variables, however, connections between the variables rooted in chemistry were used to create pseudo-observations using CO2SYS, increasing the information available. A state space model was designed that combined GLODAP and SOCAT observations along with pseudo-observations in a time series estimate of the carbonate system. The Labrador Sea between 1993 and 2016 shows increasing rates for DIC (0.57-1.16 micro mol/kg/year) and fCO2 (0.70-2.45 micro atm/year), as well as acidification via pH trends (0.0007-0.0018 /year). These ranges describe the scale of rates that are occurring at various depths through the water column, though they do not change linearly with depth. Largest rates are found at the surface for DIC, 500-1500 m for fCO2, and 500-1500 m for pH. Total alkalinity also decreased and is correlated with the freshening of salinity. With the core carbonate variables estimated, other aspects of the carbonate system are calculated using CO2SYS, such as the aragonite and calcite saturation states, the Revelle factor, and the carbonate species. Our method also calculates uncertainties that vary over time and depth based on the availability of observations and their variance.

The dataset contains time series estimates of the carbonate system and related variables in the Labrador Sea, monthly for 1993-2016 for 20 depth-layers. The estimates are based on observations from GLODAP and SOCAT within the Labrador Sea area, which were grouped into monthly averages. 

Three types of data are available within the netcdf file “results.nc”:
1. The monthly averaged data that was used in our analysis
2. The time series results (with uncertainties) estimated with the state space method described in the paper. 
3. Post-analysis calculation of other related variables.
DOI: 10.17632/t23zrhp763
title: Data for: Cobalt(II) “Scorpionate” Complexes as Models for Cobalt-Substituted Zinc Enzymes: Electronic Structure Investigation by Magnetic Circular Dichroism

description: Structures of two Co(II) complexes used in this study.
DOI: 10.17632/wwbd9h2xtw
title: UM_1 dataset (second third) Locally Linear Embedding and fMRI feature selection for psychiatric classification

description: second third of ABIDE's UM_1 dataset. dataset intermediates will be provided in the future when mendeley data's size restriction relaxes.
DOI: 10.17632/snh9bd2njf
title: Data for: A new model for assessing industrial worker behavior regarding energy saving considering the theory of planned behavior, norm activation model and human reliability

description: A questionnaire was applied to collect data in a chemical industry. The respondents included a population of managers, operational and administrative support workers. The following research questions arise: • How do you predict the energy saving behavior in an industrial installation, considering not only the intention to act? • Which latent variables could predict behavior toward energy saving using structural equation modeling better? • Which external factors such as stress, ergonomics, and complexity could influence energy saving behavior?
DOI: 10.17632/dw2cwjsc8d
title: Zinc supplementation decreased incidence of grade≥2 hand-foot skin reaction induced by regorafenib: a phase II clinical trial

description: Supplemental figure 1.
DOI: 10.17632/pdrrj8hzfz
title: Exploring Sage (Salvia officinalis L.) in Uzbekistan for Enhanced Medicinal Application Potential

description: Species of Sage (Salvia officinalis L. Lamiaceae), with commonplace occurrence and ample availability in
Uzbekistan, also largely cultivated worldwide, is widely used in the food, pharmaceutical and cosmetic industries.
As is evident from contemporary global research trends, Salvia is being aggressively investigated globally, on
account of its precious bioactive constituent yielding potential. Extensive searches of databases such as PubMed,
Scopus, Web of Science, and Google Scholar reveal Sage as a well-known aromatic and medicinal mediterranean
plant with multiple industrial and pharmaceutical possibilities, species of which are native in the coastal regions of
the western Balkan and southern Apennine peninsulas and elsewhere in Central Asia. Recent trends in
pharmaceutical research clearly reiterate these and other novel benefits, as also outline some newer extraction
methods and solvents for more efficient extraction capable of qualitative and quantitative increases in the
phytochemical ingredient recovery. Enumerating enhanced anti-inflammatory activities, current research also
stresses the evaluation of Salvia’s latent potential for combating oxidative stress and inflammatory diseases. In this
direction, following the recent research by Hakimova (2023), we highlight wider regional application and export
possibilities, also appraising novel ways of productive crop cultivation.
DOI: 10.17632/w3xdym8k3d
title: Evaluación basada en criterio

description: La  evaluación  constituye  en  uno  de  los  focos  centrales  de  los  diferentes sistemas educativos en cada uno de los niveles de formación.  McDonald et al.  (2000)  indica  que  “la  evaluación  es  quizás  el  más  vital  de  todos  los procesos involucrados en la formación técnica y profesional” (p. 41). Muchas de las prácticas evaluativas tradicionales permanecen con relativa vigencia en  la  contemporaneidad,  sin  embargo,  en  el  marco  de  nuevos  desafíos, enfoques y demandas a los diferentes sistemas educativos y a quienes allí se forman,  han  ido  emergiendo  nuevas  prácticas  en  respuesta  a  la  necesidad de configurar transformaciones significativas en la manera en que se gestiona la enseñanza, el aprendizaje, y por supuesto la evaluación.
DOI: 10.17632/s7w5tw5tvp
title: Mechanism of Lamellar Body Formation by Lung Surfactant Protein B. Sever et al.
DOI: 10.17632/n57phs3k4t
title: Dataset for Bangla Text Detection and Recognition

description: This dataset can be used for Bangla Text Detection and Recognition. There are two folders and one (.xlsx) file. "Image Folder" contains the images of all the text documents. "Word Folder" contains all the text in (.docx) format for the parallel image file. So, if we have a text image "Image Folder/a/b.jpg", then we also have a corresponding text docx file "Word Folder/a/b.docx".  There are, in-total, 1166 parallel documents of images and corresponding texts. The images are PDFs containing Bangla-typed texts collected from various sources, novels, stories, educational books, etc. The "Typing List.xlsx" file is the collection containing the names of the parallel jpg and docx files. During preparing the docx files, alignment is maintained to keep it similar to the corresponding image texts. The goal of this data collection problem is to gather sufficient data to train machine learning models as such so that the architecture can be used for scanning Bangla documents and extracting the texts on the fly, maintaining the spaces and alignments.
DOI: 10.17632/6ncsrwjgb8
title: Data for: Amino acid composition and essential amino acid requirements of pebbly fish, Alestes baremoze (Joannis, 1835)

description: Background Alestes baremoze (Joannis, 1835) is a valuable food fish with a wide geographical distribution in East, North and West Africa. Currently, the nutritional requirements of A. baremoze have not yet been determined, which hinders attempts towards developing appropriate feed formulations for its culture. The data shows amino acid composition and essential amino acid (EAA) requirements of A. baremoze using the A/E ratio method, as a guide in formulating its diet. The objective of this study was to estimate the dietary requirements of A. baremoze of different size classes. Sample collection Fish was categorised into four classes according to its fork lengths (1–12 cm; 13–24 cm; 25–36 cm and 37–48 cm), with each class consisting of 10 fish. Whole fish, excluding the viscera, liver and gonads, were individually chopped, minced on ice and frozen for further processing. Protein content and amino acid analysis Crude protein was determined using the Kjeldahl method, after acid digestion using copper (II) sulphate as a catalyst, according to AOAC 24.38-24.040 (ISO 937). Total amino acid profiles were determined according to the adapted method of the European Commission (Commission Directive 98/64/EC of 3 September 1998). A/E ratio and estimation of EAA dietary requirements The A/E ratios of the EAA composition of the whole fish body were calculated according to Arai (1981) and Hossain et al. (2011). Since there is no available data on the lysine requirement for A. baremoze, the EAA dietary requirement of A. baremoze was estimated based on the known 5.0% lysine requirement per 100 g protein using the following formulae: A/E ratio= [(individual EAA / total EAA including cystine and tyrosine) × 1000]. EAA = [(Determined requirement value of lysine × A/E ratio of individual amino acid) / A/E ratio of lysine] using 5.0% lysine concentration
DOI: 10.17632/9dnjb57fxn
title: Supplemental Material: Barriers to care in patients with skin of color who have hidradenitis suppurativa: A systematic review

description: Barriers to care in patients with skin of color who have hidradenitis suppurativa: A systematic review
DOI: 10.17632/swmwxw4xyt
title: Supplemental Table II.

description: Summary of TEAEs and discontinuation rates in the ITT population
DOI: 10.17632/pmh6br6yck
title: Data Table to Le Houedec et al., "Does the Panthalassa Ocean circulation really rely on single hemispheric gyre? New insight from Nd isotopes from open ocean Late Triassic terranes."

description: Data Table of Nd isotopic compositon of Triassic conodonts from this study and bibliography.
DOI: 10.17632/scznx9p4d9
title: Factor Structure and Validation of the Jia et al. Hypersexual Behavior Scale in Iranian Students

description: This data is related to articles that examine the factorial structure and validity of the Jia et al. self-harm behavior scale in the Iranian student population. This scale is a measurement tool that is used to identify and measure self-harm behaviors. This data was collected through online questionnaires and includes the responses of 1250 students from Bandar Abbas universities. This data includes two main variables: the total score of the Jia et al. self-harm behavior scale and the total score of the Reid et al. screening scale for self-harm disorder. Both variables are measured numerically and with a 5-option Likert scale. This data is of high quality and easy to use. The data is accurate, complete, consistent and reproducible. The limitations and possible errors in the data include stratified random sampling, inappropriate or fraudulent response, and gender imbalance in the sample. To use the data, you need basic knowledge of statistics and data analysis software such as SPSS or Lisrel.
DOI: 10.17632/gdc9rgz69v
title: Data for: Introducing Transversal Connectivity Index (TCI) as a Method to Evaluate the Effectiveness of the Blue-green Infrastructure at Metropolitan Scale

description: This set of data include the results (model, geospatial data, and attribute table) of the article "Introducing Transversal Connectivity Index (TCI) as a Method to Evaluate the Effectiveness of the Blue-green Infrastructure at Metropolitan Scale".
DOI: 10.17632/rjw47j38r2
title: A neutralizing epitope on the SD1 domain of SARS-CoV-2 Spike targeted following infection and vaccination. Seow et al

description: Data S1: Deuterium uptake values for the 321 Spike peptides whose HDX was followed. 
Data S2: Deuterium uptake plots for peptides whose HDX was followed.
DOI: 10.17632/m6pz3rh5n4
title: Bazilevsky, GA, et al. 2019 JBC

description: These are the data to Bazilevsky, GA et al. 2019 JBC.
DOI: 10.17632/db8ckkyv7w
title: Data for: Understanding the effect of pH on the solubility of Gamavuton-0 in the aqueous solution: Experimental and COSMO-RS modelling
DOI: 10.17632/3hjssjpv94
title: Data for: Acid-Etched Fracture Length and Conductivity Measurements for Large-Scale Rock Plates

description: The relayed rock plates were etched with spent acid, collected from the outlet of previous plates, to simulate acid flow and reaction in a long artificial fracture.
DOI: 10.17632/h4gh5k8s4m
title: LRP1 raw dataset

description: The raw dataset for those figures in our original research manuscript entitled “LRP1 prevents high fat diet-induced insulin resistance through USP2 and FoxO1”
DOI: 10.17632/5ft4dd4v5n
title: Frugal innovation

description: This data was used to carry out research on an assessment of the adoption of frugal innovation for construction projects in Lagos state, Nigeria
DOI: 10.17632/j6nwp77vjd
title: Smart City and Sustainability Concept

description: A Smart City is a place where traditional networks and services are made more efficient with the use of digital solutions for the benefit of its residents and businesses
DOI: 10.17632/773xtpccjr
title: A finite-element program package for magnetotelluric modelling

description: Title of program: E-PARALLEL FEMT-2D Catalogue Id: ACSH_v1_0 Nature of problem Telluric and magnetotelluric response over two dimensional resistivity anomalies and topographic variations in the E-parallel case. Versions of this program held in the CPC repository in Mendeley Data acsh_v1_0; E-PARALLEL FEMT-2D; 10.1016/0010-4655(75)90044-2 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/8jhdp5rx7t
title: NCD risk factors among Rohinga refugees in Bangladesh

description: NCD
Rohinga refugees
DOI: 10.17632/m7cngsdm8c
title: Vertical Gradient Variations in Radiation Budget and Heat Fluxes in the Urban Boundary Layer: A Comparison Study between Polluted and Clean Air Episodes in Beijing during Winter

description: flux data radiation data profile of day and night
DOI: 10.15468/dl.k5ray4
title: Occurrence Download

description: A dataset containing 7812 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cardiospermum halicacabum L.)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7812 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001562-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/42jg98j57w
title: Data for: Material mixing in shock-induced pseudotachylites, Vredefort impact structure, South Africa

description: EBSD maps of zircon and monazite grains shown in this paper.
DOI: 10.17632/xprsymw64w
title: Uniaxial Compression Testing of Tissue-Mimicking Gel for Phantom Fabrication

description: A method for fabricating custom wall-less flow phantoms from tissue-mimicking gel has been established. The gel is available in five types (Gels 0-4) to mimic a variety of different tissues. Uniaxial compression testing was performed for each gel type (n=10) using an Instron 3300 at a load rate of 20 N/min until 95% strain. Raw data from mechanical testing is given for each gel type comprised of individual samples.
DOI: 10.17632/xt6s7yp97c
title: LINF_050014400

description: Paraflagellar rod protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/czmjdpxvkr
title: Data for: Analysis of RED/dRED Stack Performance Using a Resistances in Series Model
DOI: 10.17632/rgkkx8d95m
title: APPLICATION OF VIRTUAL AND E-LEARNING IN THE POST CORONA PANDEMIC ERA — CHALLENGES AND PROSPECTS — A CASE STUDY OF INDIA

description: The catastrophe and the disruptions of the health shock in the form of Corona pandemic has really shaken the entire world and has confronted it with multiple challenges, the biggest obviously being life vs. livelihood. It is gradually transforming the world towards a new global order. Lockdown, social distancing and containment measures in various forms are announced all over the world to save life and combat covid-19 from spreading. However, it has also re-emphasized the need for the use of digital learning and online platform as the future in the education sector, as WHO has already sent a word of caution that in future we are probably going to have corona-free world. They had already recommended mobilization of different forms of online education and education resources. So what is needed is to make use of existing online distance learning platforms, develop new platform, partner with private
educational platform and also collaborate internationally to use online educational resources. But there are various constraints in this change over to digital platform. Not only there are problems of developing proper infrastructure, but also there needs to be a change in the motivation of the teachers as well as the student community. Government Policy initiatives and implementation also play a pivotal role in this regard. Moreover, in this form of platform adequate IT and cyber security measures are also very important. Government of India, at various times, took separate measures to digitize India, but what is needed is a comprehensive master plan to implement it in actual practice and reap the demographic dividend.
DOI: 10.17632/9w2htf575f
title: Files associated with Singh et al. Milk Somatic Cell DNA Isolation and Characterization of k-Casein Gene in Halari Donkey Milk.

description: Files associated with Singh et al. Milk Somatic Cell DNA Isolation and Characterization of k-Casein Gene in Halari Donkey Milk.
DOI: 10.17632/cgwv4n333v
title: Data for: "Environmental Responsibility: Mediation between Psychological Distance and Environmental Consumption of Accounting Students", published by RAC-Revista de Administração Contemporânea

description: Raw survey data collected in a study about the environmental responsibility, psychological distance and environmental consumption of accounting students. The data was analyzed with help the R Studio. The results are published in a forthcoming paper in Revista de Administração Contemporânea (RAC). Please contact the authors for more information.
DOI: 10.17632/kcr392vk7w
title: Studies on the Influence of Stirrer Blade Design on the Microstructure and Mechanical Properties of a Novel Aluminium Metal Matrix Composite