cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.11375736.v14
title: typhoon

description: The data set is a compressed file. For the windows user, the rar file can be opened using WinRAR, which can be downloaded at https://www.win-rar.com/start.html?&L=0. For the Mac user, the rar file can be opened using the Unarchiver, which can be downloaded at https://www.theunarchiver.com/. When you extract the file, you will get 15 folders to represent 15 figures in the manuscript. There are two types of data in these folders, one is mat file and the other one is txt file , both can be opened using Matlab (https://www.mathworks.com/products/matlab.html). In Figure 8, all the variables (including Wedderburn number and Simpson number) are calculated only where the along-channel salinity gradient is greater than 0.0005 psu/km in the North Channel section.
DOI: 10.6084/m9.figshare.11997192.v1
title: CRAFT AND COMMERCIAL DIMENSION IN CONSTRUCTING A BEER MARKET

description: ABSTRACT Recent studies have shown that market construction is a dynamic process involving multiple actors in hegemonic and alternative positions. To understand the interconnection of these positions, the study aims to analyze how the dynamics of configuration and reconfiguration of a market frame the hegemonic and alternative positions in a multidimensional system. Using an interpretative approach, we examine the Southern Brazil (Rio Grande do Sul state) brewing market to describe the interconnection of craft (alternative) and mass (hegemonic) dimensions. We observe a constant process of overflowing and realignment of tensions and practices that enable the coexistence of different dimensions. Results allow theorizing about a specific type of connection-covalent-between the multiple market dimensions, in which the practices of actors repel and attract both dimensions constantly, without definitive stabilization around a single dimension.
DOI: 10.6084/m9.figshare.22147166.v1
title: Single-Cell transcriptomic data of 5618 FAP+ CAF (CAF-S1) from 12 human HGSOC

description: Seurat objectseurat &lt;- readRDS("5618_CAF-S1_OV.rds")An object of class Seurat 
40224 features across 5618 samples within 2 assays 
Active assay: RNA (38224 features, 2000 variable features)
 1 other assay present: mnn.reconstructed
 2 dimensional reductions calculated: mnn, umap
DOI: 10.6084/m9.figshare.22178714.v1
title: Smart Contract Supply chain

description: Data Set Medicine
DOI: 10.17632/xm6xwysstv
title: POTENTIAL OF CHARCOAL FROM NON-COMMERCIAL Corymbia AND Eucalyptus WOOD FOR USE IN THE STEEL INDUSTRY 

description: The present data are from the evaluation of quality and combustion behavior of new and non-commercial charcoal species in Brazil, which can potentially be used in the steel industry. Seven six-year-old trees from eight species, namely, Corymbia citriodora, C. variegata, C. henryi, C. torelliana, Eucalyptus amplifolia, E. longirostrata, E. major, and E. urophylla were sampled and carbonized on a laboratory scale. The gravimetric yields of the carbonization process, proximate and ultimate chemical analysis of charcoal, apparent relative density (ARD) and energy density (ED), higher heating value (HHV), ignition (Di), and combustion (Si) indexes through the curve of thermogravimetric derivative (DTG) were determined.
DOI: 10.6084/m9.figshare.26801413.v1
title: HELIYON-D-24-27185R3 - figshare.xlsx

description: nurse burnout
DOI: 10.17632/s7xtm6rd3h
title: OpenFOAM Enhanced Solver for Wind-Driven Rain Analysis

description: This research material introduces a refined version of Dr. Aytaç Kubilay's windDrivenRainFoam solver (https://carmeliet.ethz.ch/research/downloads/winddrivenrainfoam.html). The solver has been modified for easier input data handling, specifically tailored for long-term wind-driven rain studies. Key Features: - User-Friendly Data Input: Simplified process for inputting extensive datasets in long-term analyses. - Compatibility: Optimized for OpenFoam ESI v2303 (https://www.openfoam.com/news/main-news/openfoam-v2306). - Minimal Working Example: Included to demonstrate practical application.
DOI: 10.6084/m9.figshare.6071675.v1
title: MDP data sets (D' and D'') - zipped up

description: Cleaned NASA MDP data sets as described by:<br>Shepperd, M., Song, Q., Sun, Z. and Mair, C., 2013. Data quality: Some comments on the nasa software defect datasets. <i>IEEE Transactions on Software Engineering</i>, <i>39</i>(9), pp1208-1215.<br><br>The D'' rules are recommended.
DOI: 10.17632/hp94x6d4rz
title: Retail store

description: Survey on Consumers' perceptions about retail stores
DOI: 10.6084/m9.figshare.22012373.v1
title: Untitled ItemEffectiveness of a community-based intervention (Konga model) to address the factors contributing to low viral load suppression among children living with HIV in Tanzania: A cluster-randomized clinical trial dataset

description: This data comes from a randomised controlled trial to evaluate the effectiveness of a community-based intervention (Konga model) in addressing the factors contributing to low viral load suppression among children living with HIV in the Simiyu region, Tanzania. Upon completing our data analyses, the Konga model demonstrated significant positive effects that improved viral load suppression. We recommend that you implement the Konga model trial in other regions to improve the consistency of the results; later, it can be used elsewhere. Our study contributes significantly to the literature, demonstrating that a community-based organisation (Konga) effectively improves viral load among children receiving ART. Further, we believe that this data will be of interest to the readership of your repository because our data increases our current understanding of the social dimensions of HIV in an African context and provides recommendations related to improving HIV care, particularly for children.
DOI: 10.6084/m9.figshare.3155881.v1
title: Raw data - Markov chain model

description: The file contains the raw data for the manuscript entitled:"A Markov chain model for changes in users' assessment of search results" submitted to PLoS One.The paper is authored by Maayan Zhitomirsky-Geffet, Judit Bar-Ilan, Mark Levene
DOI: 10.17632/cphfgyhv9v
title: Forensic Fiber Reference Collection Guide

description: A guide to accompany the Microtrace Forensic Fiber Reference Collection.
DOI: 10.6084/m9.figshare.6070952.v2
title: Journal Information

description: This dataset summarizes the information for 11 journals, including the year for which the p-values of the published articles were extracted, the impact factor for the respective year and the acronym used in the R code for this study.
DOI: 10.17632/9xkdghhsyz
title: Supplemental Material - Development of 24-hour rhythms in cortisol secretion across infancy: a systematic review and meta-analysis of individual participant data

description: Supplemental material accompanying the manuscript Kervezee et al. Development of 24-hour rhythms in cortisol secretion across infancy: a systematic review and meta-analysis of individual participant data.
DOI: 10.6084/m9.figshare.15142545.v1
title: Code for Simulation

description: R Markdown file containing annotated code for the heritability simulation.
DOI: 10.6084/m9.figshare.17032712.v2
title: Data for "Fano Combs in the Directional Mie Scattering of a Water Droplet"

description: Data regarding the Mie Fano Comb scattering of an evaporating, optically levitated droplet.<br><br>Two .cvs data files and one video are included. <br><br>The <b>video </b>shows the far field interference pattern of the levitated droplet collected by the lens. Together with Eq.(4) this can be used to calculate the radius of the droplet. The distance between the stripes, S, is calculated from the video using that the diameter of the circle of stripes in the video is 25 mm, the distance, d, is 52 mm, and the wavelength is 532 nm.<br>"<b>DropletRadius-30sps.cvs</b>" contains the calculated radius for each frame (30 frames per second). The data stops when the lines cannot be used to calculate the size anymore.<br>"<b>DirectionalMieSpectrumTimeSeriesAndRadiusFit-10000sps.cvs</b>" contains the scattering intensity and the radius of the droplet at 10 000 samples per second. The size is calculated using a fit of the data above. Plotting Intensity and radius results in Fig. 2a. <br><br><br>
DOI: 10.6084/m9.figshare.4898147.v1
title: Dataset.sav

description: Dataset on the impact of educative suicide prevention websites on audiences(Papageno vs. Werther effect online: Randomized controlled trial of beneficial and harmful impacts of educative suicide prevention websites)
DOI: 10.6084/m9.figshare.904856.v7
title: Forest industry expectations to future development in the forest sector

description: Participatory surveys of sawn wood industry employees in Norway (2010, 2013), assessing expectations of how key factors will develop until 2020.
DOI: 10.6084/m9.figshare.13482564.v1
title: Rainbow trout dataset

description: Dataset for rainbow trout.
DOI: 10.6084/m9.figshare.26341396.v1
title: kaspa asic mining

description: vente que a ti te gusta lo crazy
DOI: 10.6084/m9.figshare.28341926.v3
title: <b>Parents’ Sharenting Behaviours: A Systematic Review of Motivations, Attitudes, Perceptions, and Impression Management Perspectives</b>

description: Sharenting involves parents sharing photos, videos, or other information about their children on their social media profiles via online platforms. Research indicated the rising prevalence of parental sharenting behaviour among various countries. The main aim of this article was to explore the role of motivations, perceptions, attitudes, and impression management on parental sharenting behaviours. A systematic review examined empirical studies published from 2019 to 2024 regarding parental motivations, attitudes, perceptions, and impression management associated with sharenting. Relevant studies were identified via Scopus and manual reference searches, with data extraction concentrating on study characteristics, demographics, objectives, design, and principal findings.
DOI: 10.17632/hydsp88cg6
title: Full waveform inversion based on dynamic time warping and application to reveal the crustal structure of western Yunnan, southwest China

description: There are the datasets, scripts and inversion results of this study. The waveforms are listed by earthquake ID, and the ID is listed in the catalog folder.
DOI: 10.6084/m9.figshare.19661094.v3
title: Plant community data collected by Robert H. Whittaker in the Siskiyou Mountains, Oregon and California, USA

description: Data are fully described in the Word document titled "Metadata S1"
DOI: 10.6084/m9.figshare.21502308.v1
title: DATA REPOSITORY FOR COVID19 BURNOUT SCALE.zip

description: Data for the development of covid-19 burnout scale
DOI: 10.6084/m9.figshare.27888858.v1
title: A wireless terahertz cryogenic interconnect that minimizes heat-to-information transfer - Source data

description: The development of practical quantum computers likely requires error-protected quantum processors with thousands of logical qubits. Reaching this scale, potentially involves millions of physical qubits and scaled interconnects. The interconnects need to connect qubits operating at cryogenic temperature with a controller at a high-temperature stage. Conventional coaxial cables introduce conductive heat loads, and thus optical interconnects using low thermal conductivity fibre links have been explored. However, each absorbed photon in the low-temperature stage involves considerable heating, as well as effects such as quasiparticle excitations. Here, we report a wireless terahertz cryogenic interconnect that is based on complementary metal–oxide–semiconductor (CMOS) technology and minimizes the heat-to-information transfer ratio. Our architecture consists of integrated wideband transceivers operating at a carrier frequency of 260 GHz, a hot-to-cold ingress based on passive cold field-effect transistor terahertz detector, and a cold-to-hot egress using ultra-low-power backscatter modulation at the cold reservoir. Our terahertz quantum interconnect technology could potentially provide high-capacity, reconfigurable multichannel cryo-interconnects that operate near the fundamental information transfer limits.
DOI: 10.17632/5vc3366c6w
title: Data for: Warming and increased precipitation indirectly affect labile SOM composition and turnover by directly affecting vegetation and microorganisms

description: The data of Py-GC-MS/MS.
DOI: 10.6084/m9.figshare.14178803.v1
title: Chip data and phenotype data of 96 samples

description: This compressed package contains the chip data and phenotype data of 96 samples.<br>
DOI: 10.6084/m9.figshare.14229797.v2
title: Supplementary Material

description: Attachment material to the article "Screening and interaction analysis identify genes related to anther dehiscence in Solanum melongena L."
DOI: 10.6084/m9.figshare.21548724.v2
title: Supplementary Materials: Gene expression dynamics in hibernator adrenal gland

description: One pdf file containing three Supplementary figures with legends exported from powerpoint seven Supplementary Tables: Table S1: Animal metadata, excel file with two tabs Table S2: Sequencing library QC, excel file 1 tab Table S3: rlog counts, gzipped tsv file Table S4: batch-corrected rlog counts, gzipped tsv file Table S5: DE genes (q&lt;0.001) from all states and the 7 sequential pairs, excel file with 8 tabs Table S6: Top-expressed genes and top cell specific genes, excel file with 2 tabs Table S7: Gene enrichment analysis output from DAVID and STRING, excel file with 6 tabs
DOI: 10.6084/m9.figshare.23500803.v1
title: <b>Women Driving Philippine Entrepreneurship:</b><b>Social and Governance Issues as Mediated by Economic Development</b>

description: This is a data set that covers metrics for social and governance issues, along with macroeconomic measures for the Philippines. The data covers a 14-year observation horizon from 2008 to 2021.
DOI: 10.6084/m9.figshare.29104985.v1
title: [<sup>11</sup>C]sarcosine ([<sup>11</sup>C]SAR)

description: Time List and Cassette Layout for the synthesis of Carbon-11 sarcosine (SAR)The time list for synthesis of Carbon-11 sarcosine using a reactor-based method and a loop-based method are included.
DOI: 10.6084/m9.figshare.8970704.v2
title: Client fish traits underlying variation in service quality in a marine cleaning mutualism

description: Data and analysis script for: Roche DG et al (in prep) <i>Client fish traits underlying variation in service quality in a marine cleaning mutualism</i><br><br>Data collected by DGR and MJ. Please see the readme.txt file for metadata and refer to the manuscript for data collection methods and statistical analyses. For questions or to notify the authors if errors are identified in the data or script, please contact Dominique Roche (dominique.roche@mail.mcgill.ca, dom.g.roche@gmail.com).
DOI: 10.6084/m9.figshare.19794130.v1
title: DC-FSSH dynamics results for anti and syn conformers of adenosine

description: Newton-X input and output files for the decoherence-corrected fewest-switches surface hopping for syn and anti conformers of adenosine.
DOI: 10.6084/m9.figshare.26837575.v3
title: Price et al data

description: Campaign constraints for modeling OH concentrations and data in figures
DOI: 10.17632/n7pgjwdjd7
title: Data for: Deep convolutional neural networks combine Raman spectral signature of serum for prostate cancer bone metastases screening

description: 1. Raw Raman spectra data of PCA with and without BM. 2. clinical data of patients in this cohort.
DOI: 10.17632/pxmmmpvkgh
title: Grapevine Leaves Image Dataset

description: KOKLU Murat (a), UNLERSEN M. Fahri (b), OZKAN Ilker Ali (a), ASLAN M. Fatih(c), SABANCI Kadir (c)
(a) Department of Computer Engineering, Selcuk University, Turkey, Konya, Turkey
(b) Department of Electrical and Electronics Engineering, Necmettin Erbakan University, Konya, Turkey
(c) Department of Electrical-Electronic Engineering, Karamanoglu Mehmetbey University, Karaman, Turkey
DATASET: https://www.muratkoklu.com/datasets/
Citation Request :
Koklu, M., Unlersen, M. F., Ozkan, I. A., Aslan, M. F., & Sabanci, K. (2022). A CNN-SVM study based on selected deep features for grapevine leaves classification. Measurement, 188, 110425. Doi:https://doi.org/10.1016/j.measurement.2021.110425
Link: https://doi.org/10.1016/j.measurement.2021.110425
DATASET: https://www.muratkoklu.com/datasets/

Highlights
• Classification of five classes of grapevine leaves by MobileNetv2 CNN Model.
• Classification of features using SVMs with different kernel functions.
• Implementing a feature selection algorithm for high classification percentage.
• Classification with highest accuracy using CNN-SVM Cubic model.

Abstract: The main product of grapevines is grapes that are consumed fresh or processed. In addition, grapevine leaves are harvested once a year as a by-product. The species of grapevine leaves are important in terms of price and taste. In this study, deep learning-based classification is conducted by using images of grapevine leaves. For this purpose, images of 500 vine leaves belonging to 5 species were taken with a special self-illuminating system. Later, this number was increased to 2500 with data augmentation methods. The classification was conducted with a state-of-art CNN model fine-tuned MobileNetv2. As the second approach, features were extracted from pre-trained MobileNetv2′s Logits layer and classification was made using various SVM kernels. As the third approach, 1000 features extracted from MobileNetv2′s Logits layer were selected by the Chi-Squares method and reduced to 250. Then, classification was made with various SVM kernels using the selected features. The most successful method was obtained by extracting features from the Logits layer and reducing the feature with the Chi-Squares method. The most successful SVM kernel was Cubic. The classification success of the system has been determined as 97.60%. It was observed that feature selection increased the classification success although the number of features used in classification decreased.
Keywords: Deep learning, Transfer learning, SVM, Grapevine leaves, Leaf identification
DOI: 10.6084/m9.figshare.5930881.v1
title: Children's happiness

description: The majority of the research about happiness has been conducted with adolescents and adults. However, in the past two decades, research interest in the field of happiness in children has increasingly grown. This research represents the first step in our plan to complete a larger work to promote happiness and well-being for children.
DOI: 10.6084/m9.figshare.6633032.v1
title: Data and code from "Plant and animal functional diversity drive mutualistic network assembly across an elevational gradient"

description: This package contains data of mutualistic bird–fruit, bird–flower and insect–flower interaction networks and associated functional traits that have been sampled along a 3.5 km elevational gradient of near-natural and anthropogenic habitat on the southern slopes of Mt. Kilimanjaro.<br>Along with the raw data we provide R code to reproduce the analysis from the paper. For details about how to run the R code please have a look at the README file in the package. For details about the methods (e.g., field sampling, trait measurements or background of particular analyses) we refer to the original publication.<br>Due to the Data and Publication Policy of the Research Unit FOR1246, the figshare data are embargoed for public release until 1 January 2020. Until the embargo date for public release the data are available from the corresponding author upon reasonable request.<br>
DOI: 10.6084/m9.figshare.6863711.v2
title: Data and R Code, Wainwright_JECOL_2018

description: Data and R code for maximum likelihood model fitting of annual plant population model for coexistence calculations. <br>Accompaniment to:Wainwright CE, HilleRisLambers J, Lai HR, Loy X, Mayfield MM. Distinct responses of niche and fitness differences to water availability underlie variable coexistence outcomes in semi-arid annual plant communities. <i>Journal of Ecology.</i><br>
DOI: 10.17632/sz9r2yb4t3
title: Empty Nest

description: Objectives: This research aims to develop a scale for measuring Empty Nest Syndrome (ENS) across its stages. Specific objectives include: A) Evaluating the presence of ENS, B) Determining its pathological or normative status, C) Identifying the individual's current stage, and D) Clarifying behaviors at each stage.
Method: This methodological study employed Waltz's four-phase approach to design an instrument for measuring Empty Nest Syndrome (ENS). Validity and reliability were assessed through face and content validity, with 550 participants contributing to construct validity. Internal consistency was measured using Cronbach's alpha and McDonald's omega coefficient, while test-retest reliability and ICC was evaluated with 50 participants over a two-week interval. 
Results: Initially, 309 items were generated using a five-point Likert scale. Psychometric analysis yielded item impact scores from 1.28 to 5, CVR from 0.47 to 0.87, and CVI from 0.68 to 1. The KMO (0.939) confirmed sample adequacy, and Bartlett's test indicated suitability for factor analysis. EFA identified five factors, reducing the item count to 37, which were further validated through CFA, confirming the scale's convergent and divergent validity.
Conclusions: The ENS scale enhances understanding of the condition for healthcare providers, aiding in accurate diagnosis and prevention. It meets standard instrument criteria with sufficient validity, reliability, and ease of scoring.
DOI: 10.17632/s733mm3njb
title: Fatigue life prediction of aluminum alloy materials based on surface damage and internal defects

description: The effects of internal defects and surface damage on fatigue life of periodically damaged specimens are analyzed by means of microscopic computed tomography and microscopic observation. A three-dimensional reconstruction model based on surface damage and internal defects was established, which was confirmed by the experimental data of fatigue damage accumulation during the stages of damage, and a statistical regression model was established by using surface roughness and stress concentration coefficient of the specimens to predict fatigue life.
DOI: 10.17632/3rsxdxvy8k
title: Final research data - Ventilation’s role in adaptable school buildings: comparing traditional and adaptable strategies through life cycle assessment

description: This research data is supplementary to the paper entitled: Ventilation’s role in adaptable school buildings: comparing traditional and adaptable strategies through life cycle assessment
DOI: 10.6084/m9.figshare.13251116.v2
title: Environmental drivers of plant distributions at global and regional scales

description: This study aims to disentangle how plant-environment relationships vary with latitude and among plant taxa. We collected global distribution occurrence data of plant groups (625 families, 6,221 genera, and 54,101 species). We used random forest to quantify the relative importance of 15 environmental factors (including climate, soil and topography) on plant distributions at global and regional scales (divided into different latitude zones). We also used phylogenetic generalized least square (PGLS) model to investigate the relationship between environmental variables and geographical range size, latitudinal range and limits of plants at the global scale.<br><br>Occurrence records of global plant families/genera/species were downloaded from GBIF database. Associated environmental variables were derived from multiple global databases, according to the coodinates of plants occurrences. All raw data were manipulated in R program to cope with data bias in some extents. <br>