cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.769251.v1
title: Community abundance data

description: Community abundance data compiled from the literature for an assortment of taxa. Directly importable through the EcoData Retriever (http://ecodataretriever.org/).
DOI: 10.6084/m9.figshare.10282169.v2
title: chemical_regions.mat

description: chemical_regions.mat is the chemical regions where the NO2 column measurements display high intra- or inter-annual variations.
DOI: 10.17632/d2hrwj47x6
title: Developed Algorithms - Transformer oil contamination from the OLTC gases

description: Developed algorithms used in the article "Determination of Transformer Oil Contamination from the OLTC Gases in the Power Transformers of a DSO". 1. Training_Algorithm.m: Code for classifier algorithm training. 2. Final_Algorithm.m: Final code of the classifier algorithm. 3. groupData.xlsx: Example of the dataset used in the article (A small number of observations were shown due to confidentiality concerns. If more information is needed, contact the following email: bustamante@unican.es). 4. Figures: Figures obtained with the final code of the classifier algorithm. 4.1. Decision_tree.fig 4.2. Predicted_responses.fig 4.3. Confusion_matrix.fig
DOI: 10.17632/yvspjzcn2h
title: Low-cost inertial microfluidic device for particle size separation

description: Low-cost inertial microfluidic device for particle size separation
DOI: 10.6084/m9.figshare.1166579.v2
title: Acoustic Divergence with Gene Flow in a Lekking Hummingbird with Complex Songs

description: Hummingbirds have developed a remarkable diversity of learned vocalizations, from single-note songs to phonologically and syntactically complex songs. In this study we evaluated if geographic song variation of wedge-tailed sabrewings (Campylopterus curvipennis) is correlated with genetic divergence, and examined processes that explain best the origin of intraspecific song variation. We contrasted estimates of genetic differentiation, genetic structure, and gene flow across leks from microsatellite loci of wedge-tailed sabrewings with measures for acoustic signals involved in mating derived from recordings of males singing at leks throughout eastern Mexico. We found a strong acoustic structure across leks and geography, where lek members had an exclusive assemblage of syllable types, differed in spectral and temporal measurements of song, and song sharing decreased with geographic distance. However, neutral genetic and song divergence were not correlated, and measures of genetic differentiation and migration estimates indicated gene flow across leks. The persistence of acoustic structuring in wedge-tailed sabrewings may thus best be explained by stochastic processes across leks, in which intraspecific vocal variation is maintained in the absence of genetic differentiation by postdispersal learning and social conditions, and by geographical isolation due to the accumulation of small differences, producing most dramatic changes between populations further apart.
DOI: 10.6084/m9.figshare.28931555.v1
title: eLetter_Taylor_Albert.zip = figures, tree files, and data sets used for eLetter to Science regarding (“A male Denisovan mandible from Pleistocene Taiwan,” 11 April 2025, p. 176

description: This eLetter to Science on Tsutaya et al. (“A male Denisovan mandible from Pleistocene Taiwan,” 11 April 2025, p. 176) presents a reanalysis of proteomic data from the Penghu 1 mandible. Given the lack of a clear phylogenetic signal separating Penghu 1 from <i>H. sapiens</i>, we contend that concluding Penghu 1 is definitively Denisovan based on the current proteomic evidence is premature. <i>Homo sapiens</i>, including from populations with potential Denisovan introgression, remains a plausible identification requiring further consideration.
DOI: 10.6084/m9.figshare.7709930.v3
title: Raw simulation and large intermediate processed data

description: Simulation data (RData) to reproduced our results.<br>These files are generated from the scripts in r_sims/. Large data simulation files are processed by the analyses/Makefile by running make server, producing predf_varyn.rda, pd5f_varyn.rda, and expfit-varyl-covs.Rdata. The other files are directly produced by the simulation results. <br>expfit-more-loci-covs.Rdata was added in the revision process — these are simulation results like expfit-varyl-covs.Rdata with more loci, to be more similar to real data for checking the method of moments estimation technique with sampling noise. <br>
DOI: 10.6084/m9.figshare.988376_d263
title: Participant 2 in the WAY-EEG-GAL dataset.  328 grasp-and-lift trials with different weights and surfaces during which EEG, EMG, kinematics, and kinetics were recorded.

description: WAY-EEG-GAL is a dataset designed to allow critical tests of techniques to decode sensation, intention, and action from scalp EEG recordings in humans who perform a grasp-and-lift task. Twelve participants performed lifting series in which the object’s weight (165, 330, or 660g), surface friction (sandpaper, suede, or silk surface), or both, were changed unpredictably between trials, thus enforcing changes in fingertip force coordination. In each of a total of 3,936 trials, the participant was cued to reach for the object, grasp it with the thumb and index finger, lift it and hold it for a couple of seconds, put it back on the support surface, release it, and, lastly, to return the hand to a designated rest position. We recorded EEG (32 channels), EMG (five arm and hand muscles), the 3D position of both the hand and object, and force/torque at both contact plates.
DOI: 10.17632/d8z7ycpr8r
title: TPACK survey instrument-component technology

description: The uploaded file contains survey data using the TPACK (Technological Pedagogical Content Knowledge) instrument to assess teachers' knowledge in the areas of technology, pedagogy, and content. The data includes demographic information about the respondents, primarily teachers, such as gender, age range, teaching experience, and highest education level.

The survey is organized into several sections, each measuring different dimensions of teachers' knowledge related to TPACK. These dimensions include technological knowledge (TK), pedagogical knowledge (PTK), and content knowledge (CTK). Respondents were asked to rate a series of items reflecting these aspects, likely using a scale from 1 to 5.

For instance, the dataset contains columns identifying each teacher as "T1," "T2," and so on. Each teacher responded to survey items such as S15, S16, up to S54. The values given by the teachers represent their level of knowledge in terms of technology, pedagogy, and content, which are the key components measured in the TPACK instrument.

Overall, this data provides insight into how teachers perceive and apply their technological, pedagogical, and content knowledge in the teaching process. It could also be used to analyze the relationships between teaching experience, age, education level, and the knowledge teachers possess in these areas of TPACK.
DOI: 10.5522/04/25676298.v1
title: Example (synthetic) electronic health record data

description: These data are modelled using the OMOP Common Data Model v5.3.Correlated Data SourceNG tube vocabulariesGeneration RulesThe patient’s age should be between 18 and 100 at the moment of the visit.Ethnicity data is using 2021 census data in England and Wales (Census in England and Wales 2021) .Gender is equally distributed between Male and Female (50% each).Every person in the record has a link in procedure_occurrence with the concept “Checking the position of nasogastric tube using X-ray”2% of person records have a link in procedure_occurrence with the concept of “Plain chest X-ray”60% of visit_occurrence has visit concept “Inpatient Visit”, while 40% have “Emergency Room Visit”NotesVersion 0Generated by man-made rule/story generatorStructural correct, all tables linked with the relationshipWe used national ethnicity data to generate a realistic distribution (see below)2011 Race Census figure in England and WalesEthnic Group : Population(%)Asian or Asian British: Bangladeshi - 1.1Asian or Asian British: Chinese - 0.7Asian or Asian British: Indian - 3.1Asian or Asian British: Pakistani - 2.7Asian or Asian British: any other Asian background -1.6Black or African or Caribbean or Black British: African - 2.5Black or African or Caribbean or Black British: Caribbean - 1Black or African or Caribbean or Black British: other Black or African or Caribbean background - 0.5Mixed multiple ethnic groups: White and Asian - 0.8Mixed multiple ethnic groups: White and Black African - 0.4Mixed multiple ethnic groups: White and Black Caribbean - 0.9Mixed multiple ethnic groups: any other Mixed or multiple ethnic background - 0.8White: English or Welsh or Scottish or Northern Irish or British - 74.4White: Irish - 0.9White: Gypsy or Irish Traveller - 0.1White: any other White background - 6.4Other ethnic group: any other ethnic group - 1.6Other ethnic group: Arab - 0.6
DOI: 10.6084/m9.figshare.14981181.v2
title: Scallop

description: Datasets, metadata and jupyter notebooks for the analysis of cell-to-cell variability and cell type enrichment of the murine aging lung.<br>
DOI: 10.6084/m9.figshare.19929974.v4
title: RC04.zip

description: Sample data for quasi periodic signal (superposition of sine waves; angular frequency ratio equals golden number)
DOI: 10.17632/jvvvgpdy48
title: Thermal, optical and chemcial dataset of flat premixed Laminar CH4/air standard flames

description: This dataset contains measurements of the thermal and chemical properties of eleven laminar premixed methane-air standard flames previously defined by the DLR Institute of Combustion [1] using a flat flame burner. All properties refer to a height of 15 mm above the sintered porous metal plate. We complement the existing dataset with infrared thermal imaging, photographs, heat flux density measurements and OH*-chemiluminescence for each of the conditions. In addition, the thermochemical properties for the region of interest are calculated using the open-source chemical kinetics software cantera [2]. 
The code is made available here: https://doi.org/10.5281/zenodo.4306644

Data in Brief article is available here: https://doi.org/10.1016/j.dib.2022.108281

The thermal imaging data is acquired with a multispectral camera equipped with eight filters for different spectral bands. The filter specifications, as well as the laboratory conditions (temperature, humidity and barometric pressure), are given for each test. The heat flux density is measured with a water-cooled gage. The gage sensitivity, cooling water temperature and raw data are given below.  


References:
[1] P. Weigand, R. Lückerath, and W. Meier, “Documentation of flat premixed laminar CH4/air standard flames: temperatures and species concentrations,” http//www.dlr. de/VT/Datenarchiv, no. March, 2003, [Online]. Available: http://www.dlr.de/vt/Portaldata/29/Resources/dokumente/ch4_air_flames.pdf.
[2] David G. Goodwin, Raymond L. Speth, Harry K. Moffat, and Bryan W. Weber. Cantera: An object-oriented software toolkit for chemical kinetics, thermodynamics, and transport processes. https://www.cantera.org, 2018. Version 2.4.0. doi:10.5281/zenodo.1174508
DOI: 10.6084/m9.figshare.17079146.v1
title: Additional file 1 of miR-30b-5p inhibits proliferation, invasion, and migration of papillary thyroid cancer by targeting GALNT7 via the EGFR/PI3K/AKT pathway

description: Additional file 1. The raw data of qRT-PCR assays.
DOI: 10.6084/m9.figshare.21717086.v3
title: Data for Linking changes in individual specialization and population niche of space use across seasons in a nocturnal mammal

description: This data includes the abundance and diversity of insects in five sampling sites in summer and autumn. And the GPS locations data of 7 great evening bat (<em>Ia io</em>) in each season in summer and autumn.
DOI: 10.6084/m9.figshare.29097560.v1
title: A proof of the Hartog's phenomenon (ハルトークス現象の証明)

description: We can proof the Hartog's phenomenon by solving ∂ˉ equation for compact supported forms. To solve the equation, we construct the solution using convolution. (台がコンパクトな微分形式に対するディーバー方程式を解くことで, ハルトークス現象を証明できる. 微分形式に, たたみ込みを定義することで, その解を構成できる. )
DOI: 10.6084/m9.figshare.25360231.v3
title: Dataset for Differential Impact of Biomechanical Constraints on Control Signal Dimensionality for Gravity Support versus Propulsion by Korol and Gritsenko

description: <b>Task</b><br>9 young healthy right-handed participants performed a modified center-out reaching task by pointing to visual targets in virtual reality. The center-out and return movements were repeated with each arm starting at one of two locations of the central target (lateral and medial), i.e., Llat and Rlat for reaches by left and right arm respectively in their respective lateral workspaces. EMG and kinematics were recorded and processed as described in Korol et al, 2024.<br><b>Dataset</b>The dataset consists of the principal component analysis of raw data for 9 young adults and is saved in respective CSV files: DB_9par_PC.csv; DB_9par_VAF.csv; and DB_9par_Score_EMG.csv. <b>Description</b><br><b>DB_9par_PC</b><b>.csv</b> consists of the participant identifier (idSubject), starting hand location (sHand), and principal components (PCs) of EMG, active muscle torque, gravitational torque component, and dynamical torque component. Each is down-sampled to 100 samples (in columns).<b>DB_9par_VAF</b><b>.csv</b> consists of the participant identifier (idSubject), starting hand location (sHand), PC identifier (idPC), and variance accounted for (VAF) of first 10 PCs of EMG, active muscle torque, gravitational torque component, and dynamical torque component (in columns).<br><b>DB_9par_Score_EMG</b><b>.csv</b> consists of the participant identifier (idSubject), starting hand location (sHand), trial type identifier (idTrialType; 14 reaching directions forward and backward), muscle identifier (Muscle), and score values for 2 PCs of EMG (in columns).<br><br>
DOI: 10.6084/m9.figshare.28171388.v1
title: submarine canyon

description: We conducted measurements of radiocarbon (14C) content, sediment particle size, and scanning electron microscopy across multiple depth layers of the sediment core.
DOI: 10.6084/m9.figshare.28447808.v1
title: Molecular insights into human soleus muscle atrophy development: long-term dry immersion effects on the transcriptomic profile and post-translational signaling

description: Muscle disuse results in complex signaling alterations followed by structural and functional changes, such as atrophy, force decrease and slow-to-fast fiber-type shift. Little is known about human skeletal muscle signaling alterations under long-term muscle disuse. In this study, we describe the effects of 21-day dry immersion on human postural soleus muscle. We performed both transcriptomic analysis and Western blots to describe the states of the key signaling pathways regulating soleus muscle fiber size, fiber-type, and metabolism. 21-day dry immersion resulted in both slow-type and fast-type myofibers atrophy, DOWN-regulation of rRNA content, and mTOR signaling. 21-day dry immersion also leads to slow-to-fast fiber-type and gene expression shift, UP-regulation of p-eEF2, p-CaMKII, p-ACC content and DOWN-regulation of NFATc1 nuclear content. It also caused massive gene expression alterations associated with calcium signaling, cytoskeletal parameters, and DOWN-regulated mitochondrial signaling (including fusion, fission, and marker of mitochondrial density).
DOI: 10.17632/5tv354mhs3
title: Posture data from people aged 10 to 69 years

description: This dataset comprises posture data from 1149 subjects aged 10 to 69, obtained using stereophotogrammetry. It includes subject anthropometrics, raw sagittal posture parameters, and calculated values for fleche cervicale (FC), fleche lombaire (FL), and kyphosis index (KI), along with their respective normalized values relative to trunk height (FC%, FL%, KI%). Biomedical experts categorized the presence of hyperkyphosis of the thoracic spine or hyperlordosis of the lumbar spine based on measurements and visual inspection. To ensure label quality, algorithmic checks were applied to the assessments, with expert reassessment for critical cases. The dataset provides both the original ratings and the corrected labels. Further information is available in the published article on the dataset (https://doi.org/10.1016/j.dib.2024.110718).
DOI: 10.6084/m9.figshare.11903475.v3
title: Oligocene evolution of the outermost continental margin in response to breakup and early spreading of the South China Sea

description: This page contains original data of our study conducted to the Oligocene interval recovered from the South China Sea continent-ocean transition at International Ocean Discovery Program Expedition 367 Site U1499. Specifically, they are gravel sizes and contents (Table S2), major and trace elements (Table S3), and bulk minerals (Table S4).
DOI: 10.6084/m9.figshare.14316277.v1
title: Dataset from Childcare support and child social development in Japan: investigating the mediating role of parental psychological condition and parenting style

description: In humans, support from partners and alloparents is crucial for successful child-rearing and optimal child development. However, the complex relationships among childcare support, children's outcomes and parental characteristics have not been fully examined. We investigate how three sources of partner and alloparental support—partner's childcare participation, support from children's grandparents and support from non-kin—can be associated with child social development. We hypothesize that the associations between childcare support from partners/alloparents and child social development are partly mediated by parental psychological condition and parenting style. To test this, we conducted path analyses on online survey data collected in 2016 from parents of 3- to 5-year-old children in Japan. We found no evidence that childcare support had direct positive effects on child social development. Rather, the benefit of childcare support was mediated by its effects on parental psychological condition and parenting style, which in turn improved children's outcomes. At the same time, we found some evidence that greater availability of childcare support was directly associated with more behavioural difficulties in children. Our findings reveal the complex pathways between childcare support, parental characteristics and children's outcomes in Japan, showing potential mechanisms behind parental and alloparental effects in industrialized populations.This article is part of the theme issue ‘Multidisciplinary perspectives on social support and maternal-child health’.
DOI: 10.6084/m9.figshare.1460717.v1
title: Distribution of alternative start codons for each microbial Refseq genome

description: Distributions of alternative start codons for each microbial Refseq genome.
DOI: 10.6084/m9.figshare.29092082.v1
title: Table 9A.docx

description: <b>Table 9A. </b>Statistical Measures for the Linear QSPR Framework Applied to <sup>m</sup>T<sub>2</sub> (G).
DOI: 10.6084/m9.figshare.5625331.v1
title: Supplementary File 1 Zebrafish Hair Cell RNA seq.xlsx

description: Supplementary File 1.   Sheet1: RPKM gene expression values of three biological replicates of zebrafish hair cells and nsSCs.  Sheet 2:  Uniquely (in red fonts) and differentially (in blue fonts) expressed genes in hair cells and nsSCs.
DOI: 10.17632/2yzvjz6nvk
title: Drag force as a function of cross section, velocity and angle of attack.

description: An aluminium cross-section approximately 1 m in length was held between 2 flat plates connected to a movable carriage in a wave basin. Under still water conditions, the cross section was moved through the wave basin. Data were collected from an array of load cells in 6 DoF. This process was repeated for four cross sections, each at 4 angles of attack and 7 velocities. These data can be used for all research scientists and engineers working in the fields of fluid mechanics and hydraulics. The data may be used specifically for the validation of numerical models
DOI: 10.17632/h4kk7nr2cs
title: Subjective well-being and mental health: Dataset from a population survey

description: Database built from a population survey to measure subjective well-being and self-reported symptoms of three common mental health conditions: stress, anxiety, and depression. The data was collected in 2022 from 1281 participants in a face-to-face survey in Cali, Colombia's third largest city.
DOI: 10.6084/m9.figshare.23919078.v1
title: Dataset for "Public health insurance coverage in India before and after PM-JAY: repeated cross-sectional analysis of nationally representative survey data"

description: <b>Public health insurance coverage in India before and after PM-JAY: repeated cross-sectional analysis of nationally representative survey data</b>The National Family Health Survey (NFHS), India data is publicly available data set and can be accessed on request. It can be downloaded upon registration from the Demographic and Health Survey (DHS) website upon registration at The DHS Program - Request Access To Datasets. We have used data from the fourth and fifth round of NFHS, which can be accessed after registration from the link given here for NFHS 4 and NFHS 5 https://dhsprogram.com/data/dataset/India_Standard-DHS_2015.cfm?flag=0 and here https://dhsprogram.com/data/dataset/India_Standard-DHS_2020.cfm?flag=0 respectively. These datasets (HR file) have been used to obtain this combined dataset of a paper entitled "Public health insurance coverage in India before and after PM-JAY: repeated cross-sectional analysis of nationally representative survey data" submitted to BMJ Global Health August 2023.
DOI: 10.6084/m9.figshare.25429693.v1
title: Replication data - Is that a threat

description: Replication data for: Is That a Threat? How Types of Stakeholder and Reputation Threat Matter for Gaining Influence in Regulatory Rulemaking. Published in Regulation & Governance, doi: 10.1111/rego.70027
DOI: 10.6084/m9.figshare.28099553.v3
title: Data&Codes.rar

description: The codes and data for the paper titled “Modeling Multi-Saliency-Based Navigation Cues for Human Navigation in Urban Street Environments".ContentIn the folder Code:-<i>HotspotIdentification.py </i>is used to identify hotspots and regions in the visual saliency map.-<i>StrucutalCalculation.py </i>is used for the calculation of weights.In the folder Data, there are:<i>*.jpg:</i> 30 panoramic images of road intersections.<i>*.xlsx:</i> results obtained from Questionnaire Set 1 and 2.For POIs, we cannot re-distribute it online due to the T&C, one can request from AutoNavi official website.For 3D city model of study area, one can request from https://portal.csdi.gov.hk/csdi-webpage/, search for <i>3D Spatial Data 3D-BIT00</i>, click preview, and download the data according to the location.How to locate reference inforamtion mentioned in the study:Census Statistics of Hong Kong: open the url, click Major Housing Estates, select Prosperous Garden. Reference data is described in demographic and ecomonic characteristics.Usage:-Visual saliency prediction, given a street scene image:Step 1: perform Image segmentation (Mask2Former) and Saliency Object Prediction (VST) separatelly.Step2: combine above two results through salient object selection strategy for Mask GenerationStep3: perform Image impaitingStep4: execute saliency prediction (MDS-ViTNet), one can fine-tuned the model by using the eye-tracking data we provided.-Semantic saliency prediction, using the POIs data in the study area:Step1: excute POI embeddingStep2: add weighting following *.xlsx provided if your main study groups is the elderly.Step3: identify POIs that belongs to each intersection and excute average pooling.-Structural calculation:Step1: hotspot identification following the <i>HotspotIdentification.py</i>Step2: add weighting follwing the <i>StrucutalCalculation.py</i><br>regression, Kappa, and Cronbach could be easily performed by Python or R.
DOI: 10.6084/m9.figshare.28451665.v1
title: PCA analysis from Determination of in cellulo proteome molecular dynamics in different halophilic Archaea

description: PCA analysis