cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ytsw2m5bxm
title: Identification of Potential Markers for Detecting Milk Adulteration in Two Donkey Breeds with Cow Milk Using a Proteomics Approach

description: Appendix A. Supplementary data
DOI: 10.6084/m9.figshare.23607600.v1
title: patient28.rar

description: A Patient with fundus images that taken by Ret-cam.
DOI: 10.17632/239kx62zsm
title: Supply Chain Digitization for Supply Chain Performance

description: Digitization in supply chain is a significant digital resources for supply chain and firm performance.
DOI: 10.6084/m9.figshare.8246699.v1
title: National Geographic Data Visualization Challenge

description: TrashVisualization.R<br>R code that merges and analyzes all of the data. <br>SizesOfObjects:<br>Table of sizes of objects we compare in the VR. <br>WPP2017_POP_F01_1_TOT:<br>United Nations, Department of Economic and Social Affairs, Population Division (2017). World Population Prospects: The 2017 Revision, DVD Edition.<br><br>Population:<br>Cleaned population data from UN data set above taking only 2015.<br>1260352_SupportingFile:<br>Jambeck JR, Geyer R, Wilcox C, Siegler TR, Perryman M, Andrady A, et al. Marine pollution. Plastic waste inputs from land into the ocean. Science. 2015 Feb 13;347(6223):768–71.<br>DetailedSummary-Earth (+1-2):Coastal Cleanup Day Data from 2016-2018<br> https://www.coastalcleanupdata.org/<br><br>WCD:<br>World Cleanup Day Data for 2018https://www.letsdoitworld.org/wp-content/uploads/2019/01/WCD_2018_Waste_Report_FINAL_26.01.2019.pdf<br><br>Anything with the word "Key":<br>A key used for merging country names between data sets.<b> </b>
DOI: 10.26188/16824493.v1
title: Indonesia COVID-19 Data

description: Survey data from construction workers in West Java conducted in November and December 2020. Data on employment, wages, benefits, project type and value, mode of transport, supplementary incomes, work hours, health protocols, workers' preference, and impact of COVID on the workers.
DOI: 10.6084/m9.figshare.28256123.v2
title: <b>Soil Fungal Diversity, Network Structure and Distribution in Different Habitats of Southwestern Tibet</b>

description: This study applied ITS high-throughput sequencing to analyze the composition, diversity, and network structure of soil fungal communities in different habitats in the southwestern Tibetan Plateau.
DOI: 10.17632/nht74ss7ns
title: Data for: Temporal sequence of the human RBCs' vesiculation observed in nano-scale with application of AFM and complementary techniques

description: Attached files include: - orginal data from ABX Penta 400 biochemical analyzer collected weekly for N=3, file named Biochemical analysis - orginal data from ABC Vet, Horiba hematology analyzer collected weekly for N=3, file named Hematologic analysis - orginal data from RheoScanAnD 300 slit-flow ektacytometer collected weekly for N=3, file named Ektacytometry - data received from BD LSII flow cytometer collected weekly for N=3, file named Flow Cytometry - data received from WITec confocal CRM alpha 300 Raman microscope combined with an AFM collected weekly for N=3, file named CrossSectionAnalysis
DOI: 10.6084/m9.figshare.11777646.v1
title: Malaysia elevation data

description: Altitude data from SRTM downloaded from raster R package - stored here for markdown file.
DOI: 10.6084/m9.figshare.16674151.v1
title: UC Merced Dataset with 12 classes

description: In total, the dataset has 12 classes common to four original datasets. Since the original datasets are gathered and marked by various specialists, a similar scene might be labeled by different names. New uniform names are utilized to represent the classes of every dataset. Rectangular Farmland and Circular Farmland in RESISC45 are consolidated to shape Farm. Airport and Airplane in RESISC45 are consolidated to shape Airfield. Stadium and Ground Track Field in RESISC45 are joined to form Game Space. Finally, Stadium and Playground in AID are consolidated to form Game Space class. Thus, these are just an adjustment in name but not in the included images. The list of new common class names and their corresponding names in the different datasets are:<br>AirfieldHarborBeachDense residentialFarmOverpassForestGame spaceParking spaceRiverSparse residentialStorage tanks<br>
DOI: 10.6084/m9.figshare.25106948.v1
title: The long term spatiotemporal continuous CPChina datasets during 2005-2020

description: CPChina datasets provided information on cropping intensity with detailed information on grain crop types. Specifically, the cropping patterns included single cropping of three staple grain crops (rice/maize/wheat) and other crops, multiple cropping of staple grain crops (i.e. rice-maize), multiple cropping of staple grain crops (rice/maize/wheat) plus other crops (rotation of grain crop plus others), and others. The long-term spatiotemporal continuous CPChina datasets were developed based on MODIS time series images during 2005-2020.
DOI: 10.6084/m9.figshare.28672319.v1
title: msigdbeh

description: Data for msigdbeh R package
DOI: 10.6084/m9.figshare.29071451.v1
title: Dog-Owner microbiota in Thailand

description: <b>Title:</b> <b>Pack behavior or personal bonds? Exploring dog-owner microbiota and bacterial </b><b>pathogens in Southeast Asia</b><b>Abstract</b>: Domestic dogs may influence human microbiota and act as reservoirs or sentinels for zoonoticbacteria, yet little is known about these dynamics in Southeast Asia. Using full-length 16S rRNAgene sequencing, we analyzed microbiota from dog-owner pairs in rural Thailand to assessmicrobial diversity, shared taxa, and zoonotic potential. Dogs exhibited higher microbial andpathogen diversity than humans, particularly during the rainy season. While dog-owner pairs sharedmore bacteria than unrelated individuals, overall overlap remained limited —likely driven by theirfree-roaming lifestyles and broader environmental exposures. However, co-occurrence of zoonoticpathogens such as <i>Shigella</i> spp. and <i>Klebsiella pneumoniae</i> suggests dogs could serve as usefulindicators for specific public health risks. Our findings highlight the value of integrating dogs intozoonotic surveillance programs, particularly in regions with free-ranging dog populations and closehuman-animal contact.
DOI: 10.6084/m9.figshare.3514106.v1
title: Appendix A. A figure illustrating parameter dependencies of a management time horizon T and discount factor .

description: A figure illustrating parameter dependencies of a management time horizon T and discount factor .
DOI: 10.17632/m4h5crc833
title: Cyanobacterial Argonautes and Cas4 family nucleases cooperate to interfere with invading DNA

description: Raw image and sequence data underlying the figures described in the manuscript "Cyanobacterial Argonautes and Cas4-like nucleases cooperate to interfere with invading DNA"
DOI: 10.6084/m9.figshare.1174641.v1
title: Lab 1

description: Meta-Data <br><strong>Data - Methods</strong> <br>Gender - Observed gender of humans. Either the gender of the person was male or it was female. <br><strong>Hair Colour</strong> - Observed hair colour of the person. <strong>Wearing Jacket</strong> - Observed if the person was wearing any sort of outerwear: jacket, coat, sweater or hoodie
DOI: 10.6084/m9.figshare.14854161.v3
title: Supplementary Material-Detail Enhancement Algorithm for Microscopy Images of Diatom Based on Multi-exposure Image Fusion.

description: The multi-exposure image fusion results of five "Aqualitas" image data sets. Multi-exposure microscopy images are fused for detail enhancement. <br>
DOI: 10.17632/mtmfrgpmdt
title: The effects of Lactobacillus hilgardii 4785 and Lactobacillus buchneri 40788 on the microbiome, fermentation, and aerobic stability of corn silage ensiled for various times

description: We evaluated the ability of an inoculant containing a combination of Lactobacillus hilgardii and L. buchneri to modify the microbiome and improve the aerobic stability of whole-plant corn silage after various lengths of ensiling.
DOI: 10.6084/m9.figshare.16732591.v1
title: OCT image data of cotton, polyester and wool based fabrics to train and test deep learning algorithms for automated material classification

description: The data consists of raw OCT images, all in portable network graphics format in 3 zip files. Each folder contains OCT scans taken from random places over one of the fabrics only. Therefore folders Wool1, Wool2 and Wool3 each consist of OCT scans of three separate fabrics that consisted of purely wool fibers. Similarly folders Cotton1, Cotton2 and Cotton3 consist of OCT scans of three separate fabrics that consisted of purely cotton fibers. Again folders Polyester1, Polyester2 and Polyester3 consist of OCT scans of three separate fabrics that consisted of purely polyester. 2-D mode of the ThorImage OCT software was switched on to take OCT- B images of the fabrics with the Thorlabs CAL110C1 device with a 2mm fixed scan length. Every single OCT scan is a separate image, with the time and date of the scan stamped in the corresponding portable network graphics file. The file in Folder Cotton1 with name OCTImage 045631_07172020.png therefore corresponds to an OCT scan of a cotton fabric taken at 04:56:31 on July 17, 2020.
DOI: 10.6084/m9.figshare.22968053.v1
title: Spatial_Matrix.xlsx

description: This file is the spatial weight matrix for spatial Durbin model estimation
DOI: 10.6084/m9.figshare.23703276.v3
title: Physical fitness and adolescents' attention

description: Dataset of the paper "Physical Fitness Is Related to Concentration Performance in Adolescents"
DOI: 10.6084/m9.figshare.25451299.v2
title: Laboratory Data.xlsx

description: This dataset includes the original data of SWIR and laboratory data in the manuscript of Ju et al., submitted to EPSL.
DOI: 10.17632/rkp8ptvn37
title: Data for: DEFENSIVE Stroke Scale: Novel Diagnostic Tool for Predicting Posterior Circulation Infarction in the Emergency Department

description: Dizziness, disequilibrium, a floating sensation, imbalance and vertigo are relatively common complaints in the emergency department. Although the most common posterior circulation symptom is dizziness, few stroke scales specialize in posterior circulation strokes. Furthermore, no systematic studies have investigated the misdiagnosis of posterior circulation infarctions. Here, we investigated the accuracy of the diagnosis of posterior circulation infarctions with dizziness in the emergency department and found that a posterior inferior cerebellar artery (PICA) territory infarction was not properly diagnosed in the emergency department, particularly in young subjects. Based on the results, we developed and validated a stroke recognition tool called the DEFENSIVE (DisEquilibrium, Floating sEnsation, Non-Specific dizziness, Imbalance and VErtigo) stroke scale to improve the diagnostic accuracy of stroke in subjects presenting to the emergency department with acute dizziness. As a result, no subject with ischemic stroke was overlooked in the emergency department after the introduction of the DEFENSIVE stroke scale. In addition, our approach was effective for subjects with false-negativity in the initial diffusion-weighted imaging (DWI) study. In summary, the DEFENSIVE stroke scale has good diagnostic accuracy and is simple to use in an emergency setting.
DOI: 10.6084/m9.figshare.24259573.v3
title: OpenDengue: data from the OpenDengue database

description: The OpenDengue project aims to build and maintain a database of dengue case counts for every dengue-affected country worldwide since 1990 or earlier. We collate data from a range of publicly available sources including ministry of health websites, peer-reviewed publications and other disease databases.The complete details, methodologies, and findings associated with this dataset are available in our research paper (https://doi.org/10.1038/s41597-024-03120-7).The latest database is available on our OpenDengue website (https://opendengue.org/data.html). Past and current versions are also available in the Opendengue Github repository (https://github.com/OpenDengue/master-repo).<b>File descriptor</b><b>Global summaries of data</b>: We provide three global summaries of the data in OpenDengue. We provide the best national estimate (<b>National_extract.csv</b>), the best temporal resolution (<b>Temporal_extract.csv</b>) and the best spatial resolution (<b>Spatial_extract.csv</b>). This allows users to customise their data extraction based on their research question. Each row in the data table contains a unique, non-overlapping location and time period with the associated dengue case data. The below codebook describes each variable.adm_0_name : administrative level 0/country nameadm_1_name : administrative level 1 nameadm_2_name : administrative level 2 namefull_name : full place nameISO_A0 : ISO country codeFAO_GAUL_code : Food and Agricultural Organization Global Administrative Unit Layer CodeRNE_iso_code : RNaturalEarth ISO codeIBGE_code : Brazilian Instituto Brasileiro de Geografia e Estatística (IBGE) codecalendar_start_date : the start date in calendar time with the format YYYY-mm-ddcalendar_end_date : the end date in calendar time with the format YYYY-mm-ddYear : yeardengue_total : the total dengue case count relating to the period and place (see dengue classification protocol and dengue double count protocol)case_definition_standardised : case definition after standardisationS_res : spatial resolutionT_res : temporal resolutionUUID : Universal Unique Identifier relating to the source file from which the data originates<br>
DOI: 10.6084/m9.figshare.24999932.v2
title: dry weight.xlsx

description: Background:In recent years, atmospheric UV-B radiation and nitrogen deposition caused by human activities have become increasingly serious, seriously affecting the productivity and biodiversity of terrestrial ecosystems. At present, there is a lack of attention on the impact of UV-B radiation enhancement and nitrogen deposition on the decomposition of fir litter, which limits people's understanding of the mechanism of fir litter decomposition in the context of global change. (2) Methods:Taking the fir plantation litter as the research object, by setting up different UV-B radiation enhancement and nitrogen deposition experimental treatments, a one-year positional study was conducted on the impact of the combined effect of UV-B enhancement and nitrogen deposition on the decomposition process of fir litter.(3) Results:Nitrogen deposition, UV-B radiation enhancement, and the combined effects of UV-B radiation enhancement and nitrogen deposition will shorten the litter decomposition cycle.(4) Conclusions: UV-B enhancement increases the photodegradation effect of UV-B on litter lignin and increases the population diversity and abundance of bacteria to promote litter decomposition. N deposition increases the diversity and richness of fungal communities, accelerates the release of nutrient elements, and accelerates the litter decomposition process.
DOI: 10.17632/3j52cjrm52
title: Online Container Relocation Problem with Retrieval Probability

description: For the journal article titled "Online Container Relocation Problem with Retrieval Probability," the dataset currently consists of two parts:

1. retrieval_probability.json: This file contains the retrieval probabilities derived from real operational data. Each list in this file represents the probability distribution of a container across 12 designated retrieval periods.

2. Instances/: This folder contains all the computational instance settings utilized in the research paper.

The code will be made publicly available upon the article's acceptance.
DOI: 10.17632/bxfgvsn9kw
title: A Dataset of Citrus Fruit Images

description: This article creates a citrus image dataset, which contains citrus images of four varieties. All images were shot with Sony DSC-HX300 in Fengyuan District and Taiping District, Taichung City, Taiwan. A total of 1379 original images are collected. The image is augmented to 7584 through data enhancement methods such as image flipping and rotation. This dataset provides researchers to study different algorithms of machine learning or deep learning for image classification, object detection and other fields.
DOI: 10.17632/jt4symwkpg
title: Supplementary Table S1

description: Full dataset of samples analyzed
DOI: 10.17632/vs44v8r3nf
title: Dataset of handwritten school essays in Russian

description: Supplementary material for the article "Near-duplicate handwritten document detection without text recognition"
DOI: 10.6084/m9.figshare.23935491.v5
title: F1000 Data Radiomic Features for 2-mm and 5-mm Slice thickness

description: - Radiomic Features of 2 mm and 5mm Slice thickness (Spread Sheet)- Concordance correlation coefficient of Radiomic features (Spread Sheet)-Demographic characteristics of each patient F1000- CT images of all 32 patients (DICOM images)
DOI: 10.6084/m9.figshare.26808037.v1
title: fastas.tar.xz

description: Test dataset for pling (https://github.com/iqbal-lab-org/pling)Consists of 300 randomly selected IncF plasmids from PLSDB
DOI: 10.17632/zm4c4y4yz5
title: Under pressure: the extraordinary survival of seal lice in the deep sea. Leonardi et al. Journal of Experimental Biology, 2020

description: Experimental data and analysis
DOI: 10.6084/m9.figshare.11908179.v1
title: Data S1. Dinosauria dataset - Supp Data S1_ biomod formatted occurrences

description: Data S1. Dinosauria dataset - Supp Data S1_ biomod formatted occurrences
DOI: 10.6084/m9.figshare.14872080.v1
title: DBP2.0

description: DBP2.0 is a dataset for entity alignment with dangling cases, proposed by the ACL-2021 paper "Knowing the No-match: Entity Alignment with Dangling Cases".
DOI: 10.6084/m9.figshare.27974307.v1
title: Energetic constraints drive the decline of a sentinel polar bear population

description: Unprecedented Arctic warming and resulting sea ice loss has been associated with declines in several polar bear populations. However, quantifying how individual responses to environmental change integrate and scale to influence population dynamics has yet to be achieved. We developed an individual-based bioenergetic model and hindcast polar bear population dynamics across 42 years of observed sea ice conditions in Western Hudson Bay, a region undergoing profound environmental change. The model successfully captured trends in individual morphometrics, reproduction, and population abundance observed over four decades of empirical monitoring data. Our study provides evidence for the interplay between individual energetics and environmental constraints in shaping population dynamics, and for the fundamental role of a single limiting mechanism, energy, underpinning the decline of an apex Arctic predator.
DOI: 10.6084/m9.figshare.4689802.v1
title: (U–Th)/He data. Phanerozoic low-temperature evolution of the Uruguayan Shield along the South American passive margin

description: (U–Th)/He data
DOI: 10.6084/m9.figshare.1171197.v1
title: Introductory Lab 1

description: People were observed entering the Student Centre on the Campus Walk side and were noted if they were male/female and if they were wearing a hat or not.
DOI: 10.6084/m9.figshare.19651427.v1
title: Search Algorithms and Loss Functions for Bayesian Clustering

description: We propose a randomized greedy search algorithm to find a point estimate for a random partition based on a loss function and posterior Monte Carlo samples. Given the large size and awkward discrete nature of the search space, the minimization of the posterior expected loss is challenging. Our approach is a stochastic search based on a series of greedy optimizations performed in a random order and is embarrassingly parallel. We consider several loss functions, including Binder loss and variation of information. We note that criticisms of Binder loss are the result of using equal penalties of misclassification and we show an efficient means to compute Binder loss with potentially unequal penalties. Furthermore, we extend the original variation of information to allow for unequal penalties and show no increased computational costs. We provide a reference implementation of our algorithm. Using a variety of examples, we show that our method produces clustering estimates that better minimize the expected loss and are obtained faster than existing methods.
DOI: 10.6084/m9.figshare.24197850.v1
title: Chinese Offshore Wind Turbine Dataset 2022

description: Chinese Offshore Wind Turbine Dataset 2022
DOI: 10.6084/m9.figshare.20506809.v1
title: Datesets for paper "Optical dipole-induced anisotropic growth of semiconductors: A facile strategy toward chiral and complex nanostructures"

description: This dataset contains the raw data source for the figure plots shown in the main manuscript entitled "Optical dipole-induced anisotropic growth of semiconductors: A facile strategy toward chiral and complex nanostructures"
DOI: 10.6084/m9.figshare.23897115.v1
title: kienthuc

description: Phep kiem bien dinh tinh
DOI: 10.6084/m9.figshare.28827329.v1
title: Tidal_Manning_Data

description: This data is belong to Dr Chao Gao
DOI: 10.6084/m9.figshare.c.3769724_d2.v1
title: Additional file 11: of Transcriptome analysis of smut fungi reveals widespread intergenic transcription and conserved antisense transcript expression

description: Trinotate results for U. hordei intergenic transcripts. (XLSX 247 kb)
DOI: 10.6084/m9.figshare.11545455.v1
title: Excel document for figure original data from The seepage flow characteristics of hydrophobically associated polymers with different aggregation behaviours in porous media

description: This is the Excel database of the original data of all the figures in the paper. Of course, each figure has relevant header descriptions.
DOI: 10.6084/m9.figshare.28881563.v1
title: Maternal 75 g oral glucose tolerance test levels as a predictive factor formaternal and neonatal outcomes in women with gestational diabetes mellitus:A Cross- Sectional Study

description: BACKGROUND<br>Gestational diabetes which affects 3% to 6% of all pregnancies is an important issue which should be handled with specific treatment in addition to routine antenatal care to reduce the risks of maternal and perinatal morbidity.METHODSThis was a one-year retrospective analysis of pregnant women with GDM who gave birth in our hospital between December 2020 and November 2021. We have a total of 5152 obstetric admissions, 3681 high risk cases, and 197 women diagnosed with gestational diabetes mellitus based on the IADPSG guideline. Due to incomplete data, 23 cases were excluded, bringing the total number of cases for final analysis to 174. Demographics , as well as their OGTT results, GDM treatment, mode of delivery, and maternal and neonatal outcomes, were all documented.RESULTS<br>For the 174 subjects, we calculated crude odds ratios for adverse pregnancy outcomes associated with abnormalities of the 75g OGTT, those patients with abnormal 1st hr 75g OGTT were more likely to have antepartum complications with odds ratio (OR) of 2.40 (95 % confidence interval [CI] 1.17 to 4.94), and have preterm babies with OR 4.2 ( 95% CI, 1.04 to 16.9). When all 3 criteria are elevated, patients were more likely to have antepartum complication with OD 3.09, (95% CI, 1.16 to 8.19), low APGAR score with OR 6.87 (95% CI 1.43- 34), and have preterm babies with OR 5.64 (95% CI 1.48- 21.5). There were no statistical significance on the other adverse pregnancy outcomesCONCLUSIONSOur results indicate that the 1- h OGTT values is positively predictive with adverse antepartum pregnancy outcomes and preterm births and abnormalities on all 3 criteria were found to be positive predictors of unfavorable antepartum outcomes, low APGAR score, and preterm births.