cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/s3nywcn8xc
title: TOC, TS, Sr, and Ba contents of core ECMZ

description: We present a data set of pyrite, total organic carbon (TOC), total sulfur (TS), and trace elements (Sr and Ba), to constrain the depositional evolution in the unsteady inner shelf of the East China Sea since the late Pleistocene. Our results show TOC/TS ratios could indicate the transition from terrestrial to the marine environment at 13.1 ka. And abundant pyrite aggrets suggest that the mud depocenter was initially developed at 7.5 ka when sea level reached its highstand.
DOI: 10.6084/m9.figshare.11321927.v2
title: Hemagglutination-inhibition reaction for IAV

description: Hemagglutination-inhibition reaction for IAV
DOI: 10.6084/m9.figshare.11936229.v1
title: Robust and efficient wireless power transfer using a switch-mode implementation of a nonlinear parity-time symmetric circuit: Support data

description: This depository contains data from measurements, simulations, and calculations presented in a working manuscript: Robust and efficient wireless power transfer using a switch-mode implementation of a nonlinear parity-time symmetric circuit.
DOI: 10.6084/m9.figshare.16938295.v1
title: Supplementary Material for: Parental Perceptions of Children’s Weight Status in 22 Countries: The WHO European Childhood Obesity Surveillance Initiative: COSI 2015/2017

description: <b><i>Introduction:</i></b> Parents can act as important agents of change and support for healthy childhood growth and development. Studies have found that parents may not be able to accurately perceive their child’s weight status. The purpose of this study was to measure parental perceptions of their child’s weight status and to identify predictors of potential parental misperceptions. <b><i>Methods:</i></b> We used data from the World Health Organization (WHO) European Childhood Obesity Surveillance Initiative and 22 countries. Parents were asked to identify their perceptions of their children’s weight status as “underweight,” “normal weight,” “a little overweight,” or “extremely overweight.” We categorized children’s (6–9 years; <i>n</i> = 124,296) body mass index (BMI) as BMI-for-age Z-scores based on the 2007 WHO-recommended growth references. For each country included in the analysis and pooled estimates (country level), we calculated the distribution of children according to the WHO weight status classification, distribution by parental perception of child’s weight status, percentages of accurate, overestimating, or underestimating perceptions, misclassification levels, and predictors of parental misperceptions using a multilevel logistic regression analysis that included only children with overweight (<i>including</i> obesity). Statistical analyses were performed using Stata version 15 1. <b><i>Results:</i></b> Overall, 64.1% of parents categorized their child’s weight status accurately relative to the WHO growth charts. However, parents were more likely to underestimate their child’s weight if the child had overweight (82.3%) or obesity (93.8%). Parents were more likely to underestimate their child’s weight if the child was male (adjusted OR [adjOR]: 1.41; 95% confidence intervals [CI]: 1.28–1.55); the parent had a lower educational level (adjOR: 1.41; 95% CI: 1.26–1.57); the father was asked rather than the mother (adjOR: 1.14; 95% CI: 0.98–1.33); and the family lived in a rural area (adjOR: 1.10; 95% CI: 0.99–1.24). Overall, parents’ BMI was not strongly associated with the underestimation of children’s weight status, but there was a stronger association in some countries. <b><i>Discussion/Conclusion:</i></b> Our study supplements the current literature on factors that influence parental perceptions of their child’s weight status. Public health interventions aimed at promoting healthy childhood growth and development should consider parents’ knowledge and perceptions, as well as the sociocultural contexts in which children and families live.
DOI: 10.6084/m9.figshare.19121660.v2
title: Intertidal ecosystem training data for mapping Earth's tidal wetlands

description: Training data for analyzing the global distribution of tidal wetlands. <br> This dataset is associated with the paper: <br> Murray, N.J., Worthington, T.A., Bunting, P., Duce, S., Hagger, V., Lovelock, C.E., Lucas, R., Saunders, M.I., Sheaves, M., Spalding, M., Waltham, N.J., Lyons, M.B., 2022. High-resolution mapping of losses and gains of Earth's tidal wetlands. Science. 376: 744-749. DOI: 10.1126/science.abm9583 <br> https://doi.org/10.1126/science.abm9583 <br> Use of this dataset requires full attribution. Please cite the published paper. <br> For further information please contact: nicholas.murray@jcu.edu.au
DOI: 10.6084/m9.figshare.19736395.v1
title: Adiantum nelumboides genome annotation

description: Adiantum nelumboides genome annotation files, including repeats(TE) annotation, protein-coding genes annotation, and function annotation.
DOI: 10.6084/m9.figshare.19736755.v1
title: Ob numerical source data.xlsx

description: Ob numerical source data
DOI: 10.6084/m9.figshare.20363163.v1
title: Nonlinear response of the soil seed bank and its role in plant community regeneration with increased grazing disturbance

description: 1. The dataset including two parts, species richness of transient seed bank and persistent seed bank. 2. The dataset based on seven grazing disturbance levels (1-7). <br>
DOI: 10.6084/m9.figshare.26123668.v1
title: RAAAP-123 Main Datasets (for Workshop).xlsx

description: This spreadsheet contains a number of sheets.Three sheets contain the main datasets from each of the first three RAAAP surveys.In addition there is a combined sheet containing data from all three sheets (where the semantics are the same) with an additional field indicating which survey it is from. This sheet has fewer colunms as it only has the shared variables.There is also a sheet for each survey listing the variables, and one showing the mappings between surveys, and one showing the common variables.Finally there is an example pivot table to show how the data can be easily visualised.This spreasheet was developed for the RAAAP workshop delivered at the 2023 INORMS Conference in May 2023 in Durban, South Africa.<br>This spreadsheet contains all of the common data from the first 3 RAAAP surveys.These data are presented on separate
DOI: 10.6084/m9.figshare.4299854.v1
title: Supplementary Material for: Interleukin-17RA Promotes Humoral Responses and Glomerular Injury in Experimental Rapidly Progressive Glomerulonephritis

description: <b><i>Background/Aims:</i></b> Interleukin (IL)-17A and IL-17F are proinflammatory cytokines, which signal through a receptor complex consisting of IL-17RA and IL-17RC subunits. We sought to define the role of IL-17RA expression by leukocytes and stromal cells in nephritogenic immunity and injury in experimental glomerulonephritis. <b><i>Methods:</i></b> Glomerulonephritis was induced in wild-type and IL-17RA-deficient (IL-17RA<sup>-/-</sup>) mice by sheep anti-mouse glomerular basement membrane globulin. Renal injury and immune responses were assessed at day 21. Glomerulonephritis was induced in bone marrow (BM) chimeric mice, with either BM or tissue cell (TC) deficiency of IL-17RA. To assess humoral responses, WT and IL-17RA<sup>-/-</sup> mice were sensitized to sheep globulin and euthanized 10 days later. <b><i>Results:</i></b> IL-17RA<sup>-/-</sup> mice had reduced glomerular crescent formation, neutrophils and macrophages compared to wild-type mice, while nephritic BM-TC+ mice developed less glomerular segmental necrosis. IL-17RA expression was required in both BM and TC for maximal systemic interferon-γ expression. Antigen-specific humoral immune responses were impaired in the absence of IL-17RA. Compared to BM+TC+ mice, glomerular IgG and C3 deposition was reduced in BM+TC- and BM-TC+ mice, respectively. Humoral immunity was also impaired in BM- and TC-deficient chimeras. BM+TC- mice had fewer B cells expressing CXCR5, while IL-17RA<sup>-/-</sup> mice had abnormal germinal centre development after immunization, with reduced follicular B cell and follicular helper T-cell CXCR5 expression, explaining the impaired humoral immunity. <b><i>Conclusion:</i></b> IL-17RA contributes to experimental glomerulonephritis, with IL-17RA expression on both leukocytes and stromal cells being required for the full expression of nephritogenic humoral immunity.
DOI: 10.17632/ktvmxrdhpz
title: ElasTool: An automated toolkit for elastic constants calculation

description: We present the ElasTool package, an automated toolkit for calculating the second-order elastic constants (SOECs) of any two- (2D) and three-dimensional (3D) crystal systems. ElasTool uses three kinds of strain-matrix sets, i.e., the high-efficiency strain-matrix sets (OHESS), the universal linear-independent coupling strains (ULICS), and the all-single-element strain-matrix sets (ASESS), to calculate the SOECs automatically. ElasTool can efficiently compute both zero- and high-temperature elastic constants. We describe in detail the theoretical background and computational method of elastic constants, the package structure, the installation, and run, the input/output files, the controlling parameters, and two representative examples of how to use the ElasTool package. ElasTool is useful for either the exploration of materials' elastic properties or high-throughput new materials screening and design. ElasTool is freely available on GitHub: https://github.com/elastool
DOI: 10.17632/z87v2pvc8t
title: Melanoma_RNAseq

description: We collected 44 stage II to IV melanoma and paired adjacent normal tissues from Fudan University Shanghai Cancer Centre and Xiangya Hospital between May 2018 and September 2020. The median age of the melanoma patients was 62.5 years (range, 11 to 85 years), with 13(30%) male patients and 31 (70%) female patients.
DOI: 10.25946/27208350.v1
title: Stage 3 Workshops: Investigating the Learning Mechanics - Game Mechanics (LM-GM) model for the development of digital game-based learning

description: This data constitutes stage 3 of 3 stages of data collection for a doctor of professional studies research higher degree. These recordings and transcripts contain the online workshops conducted to: 1. explore the suitability of the LM-GM (Learning Mechanics - Game Mechanics) framework as a suitable tool for learning designers to develop digital game-based learning for human resources development; 2. investigate views and perceptions of educational professionals for designing learning experiences in serious games; and 3. investigate technologies that educational professionals apply to design serious games and analyse learning data The recordings include conversations, commentary and observations of educational games, collaborative discussions and interviews
DOI: 10.6084/m9.figshare.11346833.v1
title: Arabidopsis_2029_Maf001_Filter80

description: Arabidopsis_2029_Maf001_Filter80
DOI: 10.6084/m9.figshare.13187027.v1
title: Test System Data Used for EGIES Risk Evaluation Considering Compressor Station Multiple Failure Modes

description: Test System Data Used for EGIES Risk Evaluation Considering Compressor Station Multiple Failure Modes
DOI: 10.6084/m9.figshare.28515575.v1
title: vioHAR Output Dataset

description: This dataset is designed for Human Activity Recognition (HAR) using visual odometry. It is derived from synchronized sensor data, including RGB images and IMU measurements (accelerometer and gyroscope), with extracted features as its output. The dataset captures 8 daily human activities of 14 subjects in diverse environments, providing a valuable resource for developing and evaluating HAR models.
DOI: 10.17632/nfpywmcwwc
title: Receiving Investors in the Block Market for Corporate Bonds

description: This repository is a comprehensive resource accompanying the paper "Receiving Investors in the Block Market for Corporate Bonds" by Stacey Jacobsen and Kumar Venkataraman. It includes source codes and small-sample (masked) input datasets for replicating the study’s analysis on block trading costs in the corporate bond market. To effectively use this repository, users must download the sample datasets and adjust the directory paths within the SAS and Stata code to match their local environment. Because the data sources are non-public, the original bond identifiers have been removed and replaced by randomly generated identifiers in the sample datasets. Because small sample datasets are provided, the replicator should expect the code to run in less than ten minutes. The replicator should run the SAS code in the first step then the STATA code in the second step.
DOI: 10.6084/m9.figshare.1176606.v1
title: Gender and Shoe Size

description: On September 19, 2014 at York University, this survey was done as an introductory lesson to ecology 2050. The first 18 set of data was collected by asking the undergrad students in ecology lab what their current shoe size (US/Canada) is; their gender was observed and recorded as well. The rest of the data was collected by walking around campus and asking the first available person if they were willing to answer a question for a survey. If the answer was yes, their shoes size was asked and their gender recorded; if the answer was no, the next available person was asked. This procedure was done until the information of 25 participants was collected.
DOI: 10.6084/m9.figshare.13087886.v1
title: Proteome database of Listeria aquatica FSL S10-1188

description: <i>Listeria aquatica</i> is a Gram-positive, non-spore forming, facultative anaerobic, and non-motile bacterium. Found in freshwater, the bacterium is also able to ferment maltose. This work presents the proteome database of <i>L. aquatica</i> FSL S10-1188 obtained by parsing the annotated proteome file of the bacterium downloaded from UniProt. Comprising protein name, amino acid sequence, and calculated variables such as number of residues, molecular weight, and nucleotide sequence, the resource should find use in understanding the functions of unique genes in the species, such as those that endow it with ability to ferment maltose.
DOI: 10.6084/m9.figshare.26611964.v1
title: Additional file 1 of Improved weed segmentation in UAV imagery of sorghum fields with a combined deblurring segmentation model

description: Additional file 1. Dataset Statistics.
DOI: 10.6084/m9.figshare.10008029.v2
title: A high-quality hourly, daily and monthly solar irradiance dataset in China during 1981-2014 based on MERRA-2 Reanalysis products

description: <b>A high-quality hourly, daily and monthly solar irradiance dataset in China during 1981-2014</b><b> based on MERRA-2 Reanalysis products</b>Wenmin Qin<sup>1</sup>, Lunche Wang<sup>1</sup>, Ming Zhang<sup>1</sup>, Lan Feng<sup>1</sup>, Yulong Zhong<sup>1</sup>, Qiqi Zhu<sup>1</sup>，Hejin Fang<sup>1</sup>, Hong Cai<sup>1</sup>, Chao Yang<sup>2</sup><sup>1</sup>Hubei Key Laboratory of Critical Zone Evolution, School of Geography and Information Engineering, China University of Geosciences, Wuhan 430074, China;<sup>2</sup> Institute of Geodesy and Geophysics, Chinese Academy of Sciences, Wuhan 430077, China;Corresponding author: Wenmin Qin, Hubei Key Laboratory of Critical Zone Evolution, School of Geography and Information Engineering, China University of Geosciences, Lumo road 388, Hongshan District, Wuhan 430074, China; Tel.: +86 18163315797; E-mail: qinwenmin@cug.edu.cn.<b>Abstract: </b>Solar irradiance (SI) is the main driving factor contributing to climate change and energy balance between the land and atmosphere. High-quality records of global solar irradiance (GHI), direct normal irradiance (DNI) and diffuse solar irradiance (DIF) are of vital importance for solar applications, but the solar radiation observations are sparse around the world. As an alternative, numerous SI reanalysis data in grid format have been developed in regional and global scales. Among them, the MERRA-2 (Modern-Era Retrospective Analysis for Research and Applications, version 2) products could provide high quality SI records with acceptable accuracy and long temporal ranges. This study attempted to improve the accuracy of GHI records derived from MERRA-2 products, and to generate grid DNI and DIF datasets for all-sky conditions over mainland China during 1981-2014, based on the REST2 model and cloud transmittance estimates combining sunshine observations. The results indicate that the estimated GHI values (GHInew) show higher agreements with GHI measurement at 17 CMA (China meteorological administrations) stations than that for the GHI records derived from MERRA-2 products (MERRA-2 GHI). Then, grid GHI, DNI and DIF datasets (0.50° (lat) *0.625° (lon)) throughout China were constructed. The results indicated that the MERRA-2 GHI records may overestimate the GHI values over mainland China. The grid GHI, DNI and DIF dataset generated in this study can assist in numerous solar studies and applications.<br><br><br>Correspondence to: qin wenmin (qinwenmin@cug.edu.cn)
DOI: 10.17632/9frgkybxhn
title: ITC-Net-MingledApp: A comprehensive dataset of mixed mobile application traffic for robust network traffic classification, domain adaptation, and generalization in diverse environments - Tehran Dataset #1

description: This repository is part of the ITC-NetMingledApp dataset, which includes network traffic data from 36 Android applications, with each capture featuring concurrent traffic from multiple applications and smartphones.
This repository contains part #1 of the data related to the Iran-Tehran scenario. Each capture is stored in a compressed file containing the relevant PCAP files of the associated applications. 
The PCAP files are named according to a convention: {TimeStamp}_{Application Name}{Download-Upload Speed}.pcap
Part #2 of Iran-Tehran scenario is in the Tehran Dataset #2 (https://doi.org/10.17632/zsffy3j9y6.1) repository.
DOI: 10.6084/m9.figshare.19146410.v1
title: Orange dataset table

description: The complete dataset used in the analysis comprises 36 samples, each described by 11 numeric features and 1 target. The attributes considered were caspase 3/7 activity, Mitotracker red CMXRos area and intensity (3 h and 24 h incubations with both compounds), Mitosox oxidation (3 h incubation with the referred compounds) and oxidation rate, DCFDA fluorescence (3 h and 24 h incubations with either compound) and oxidation rate, and DQ BSA hydrolysis. The target of each instance corresponds to one of the 9 possible classes (4 samples per class): Control, 6.25, 12.5, 25 and 50 µM for 6-OHDA and 0.03, 0.06, 0.125 and 0.25 µM for rotenone. The dataset is balanced, it does not contain any missing values and data was standardized across features. The small number of samples prevented a full and strong statistical analysis of the results. Nevertheless, it allowed the identification of relevant hidden patterns and trends.<b><i></i></b> Exploratory data analysis, information gain, hierarchical clustering, and supervised predictive modeling were performed using Orange Data Mining version 3.25.1 [41]. Hierarchical clustering was performed using the Euclidean distance metric and weighted linkage. Cluster maps were plotted to relate the features with higher mutual information (in rows) with instances (in columns), with the color of each cell representing the normalized level of a particular feature in a specific instance. The information is grouped both in rows and in columns by a two-way hierarchical clustering method using the Euclidean distances and average linkage. Stratified cross-validation was used to train the supervised decision tree. A set of preliminary empirical experiments were performed to choose the best parameters for each algorithm, and we verified that, within moderate variations, there were no significant changes in the outcome. The following settings were adopted for the decision tree algorithm: minimum number of samples in leaves: 2; minimum number of samples required to split an internal node: 5; stop splitting when majority reaches: 95%; criterion: gain ratio. The performance of the supervised model was assessed using accuracy, precision, recall, F-measure and area under the ROC curve (AUC) metrics.<b><i></i></b>
DOI: 10.6084/m9.figshare.27188259.v2
title: <b>Determinants of child marriage among rural women in the West Guji Zone, Southern Ethiopia, 2024: a community-based cross-sectional study</b>

description: A community-based cross-sectional study was carried out from April 1 to May 5, 2024, in the West Guji zone of southern Oromia.The Bule Hora University Ethical Review Committee granted ethical approval before the start of the study (Ref.no.BHU-IOH 02-012). Before signing the written informed consent form, all research participants were well-informed about the study's goals, advantages, and significance. A permission letter was provided to the West Guji Zone administration office, selected districts, and Kebeles. The participants were informed of their freedom to withdraw from the study at any time, and their anonymity was protected by providing pseudonyms. The collected data were stored in electronic files with a code and password to ensure confidentiality. The minimum age of the participants in the current study was 18, and no women under the age of 18 took part in the research.
DOI: 10.6084/m9.figshare.28714370.v1
title: Fig data of Facilitating Role of Hydrogen Migration in the Fragmentation Dynamics of Acetonitrile Dication

description: We investigated the electron-impact double ionization and subsequent fragmentation dynamics of acetonitrile using multiparticle coincident momentum spectroscopy. Through the measurements of the kinetice energy release for the two-body Coulomb explosion processes and the potential energy calculations in the reaction coordinate, we identify several fragmentation channels that are typically not accessible via direct Coulomb explosion, necessitating prior isomerization, which dominates over the direct Coulomb explosion channel.
DOI: 10.17632/n4dccm9r9h
title: SPT5 stabilizes RNA polymerase II, orchestrates transcription cycles, and maintains the enhancer landscape

description: Transcription progression is governed by multitasking regulators including SPT5,
an evolutionarily conserved factor implicated in virtually all transcriptional steps from
enhancer activation to termination. Here we utilize a rapid degradation system and
reveal crucial functions of SPT5 in maintaining cellular and chromatin RNA polymerase
II (Pol II) levels. Rapid SPT5 depletion causes a pronounced reduction of paused Pol II
at promoters and enhancers, distinct from NELF degradation resulting in short-distance
paused Pol II redistribution. Most genes exhibit downregulation but not upregulation,
accompanied by greatly impaired transcription activation, altered chromatin landscape
at enhancers, and severe Pol II processivity defects at gene bodies. Phosphorylation of
an SPT5 linker at serine 666 potentiates pause release and is antagonized by
Integrator-PP2A (INTAC) targeting SPT5 and Pol II, while phosphorylation of SPT5 
C-terminal region links to 3' end termination. Our findings position SPT5 as an
essential positive regulator of global transcription.
DOI: 10.6084/m9.figshare.23600115.v1
title: Test Data - Noise on Plane

description: Noisy image data of a plane. data.csv contains analysis data of two different methods for extracting ridge surfaces. <br> <br> Funding: The generation of the data was supported by the German Research Foundation (DFG) through the grant BA 5042/2-1, awarded to Daniel Baum.
DOI: 10.6084/m9.figshare.23815158.v3
title: Dataset of patients and demographic

description: Demographic data collected from a cohort of patients who are HIV positive and not on treatment at the time.
DOI: 10.6084/m9.figshare.9943064.v1
title: dns-requests.csv.gz

description: this dataset contains almost 170 million DNS Cname and A requests.
DOI: 10.17632/x5kjp6bnd9
title: Data for: VULNERABILITY INDEX RELATED TO POPULATIONS AT RISK FOR LANDSLIDES IN THE BRAZILIAN EARLY WARNING SYSTEM (BEWS)

description: This dataset includes 27,116 landslide risk polygons distributed in 443 Brazilian municipalities. In each of these risk areas, the vulnerability index was calculated according to the methodology of the article.