cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.sxxwk8
title: Occurrence Download

description: A dataset containing 5141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is TRUE",
 "TaxonKey is one of (Macaca brunnescens (Matschie, 1901), Macaca fascicularis (Raffles, 1821), Macaca hecki (Matschie, 1901), Macaca maura (Schinz, 1825), Macaca nemestrina (Linnaeus, 1766), Macaca nigra (Desmarest, 1822), Macaca nigrescens (Temminck, 1849), Macaca ochreata (Ogilby, 1841), Macaca pagensis (Miller, 1903), Macaca siberu Fuentes & Olson, 1995, Macaca tonkeana (Meyer, 1899), Nasalis larvatus (van Wurmb, 1787), Presbytis bicolor Aimi & Bakar, 1992, Presbytis canicrus Miller, 1934, Presbytis chrysomelas (Müller, 1838), Presbytis comata (Desmarest, 1822), Presbytis fredericae (Sody, 1930), Presbytis frontata (Müller, 1838), Presbytis hosei (Thomas, 1889), Presbytis melalophos (Raffles, 1821), Presbytis mitrata Eschscholtz, 1821, Presbytis natunae (Thomas & Hartert, 1894), Presbytis percura Lyon, 1908, Presbytis potenziani (Bonaparte, 1856), Presbytis rubicunda (Müller, 1838), Presbytis sabana (Thomas, 1893), Presbytis siamensis (Müller & Schlegel, 1841), Presbytis siberu (Chasen & Kloss, 1928), Presbytis sumatrana (Müller & Schlegel, 1841), Presbytis thomasi (Collett, 1893), Simias concolor Miller, 1903, Trachypithecus auratus (É.Geoffroy Saint-Hilaire, 1812), Trachypithecus cristatus (Raffles, 1821))"
 ]
}

 The dataset includes 5141 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066932-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59baqj
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.19_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Artemisia halodendron Turcz. ex Besser"
 ]
}

 The dataset includes 56 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066935-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15727569
title: Original images published in article: "Arbuscular mycorrhizal fungal highways – What, how and why?"

description: Images of the formation of bacterial biofilms on the hyphae of the arbuscular mycorrhizal fungus Rhizophagus irregularis in unsterile pot culture and under in-vitro conditions. (A–B) Scanning electron microscopy images showing bacterial cells and collapsed extracellular polymeric matrix on surface the hyphae of Rhizophagus irregularis extracted from a root-free compartment of a pot experiment described by Bukovská et al. (2018). The hyphae were fixed with 3% glutaraldehyde in cacodylate buffer, post-fixed with osmium tetroxide, dehydrated, then sputter-coated with 3 nm of platinum. (C–D) Bacterial biofilms developing along AM hyphae (R. irregularis) connecting root-free compartment filled with standard MSR medium and solidified with 0.3% Phytagel (Cranenbrouck et al., 2005; Rozmoš et al., 2022) and a hyphosphere compartment filled with γ-irradiated substrate inoculated by Paenibacillus sp.
DOI: 10.5281/zenodo.15727570
title: Original images published in article: "Arbuscular mycorrhizal fungal highways – What, how and why?"

description: Images of the formation of bacterial biofilms on the hyphae of the arbuscular mycorrhizal fungus Rhizophagus irregularis in unsterile pot culture and under in-vitro conditions. (A–B) Scanning electron microscopy images showing bacterial cells and collapsed extracellular polymeric matrix on surface the hyphae of Rhizophagus irregularis extracted from a root-free compartment of a pot experiment described by Bukovská et al. (2018). The hyphae were fixed with 3% glutaraldehyde in cacodylate buffer, post-fixed with osmium tetroxide, dehydrated, then sputter-coated with 3 nm of platinum. (C–D) Bacterial biofilms developing along AM hyphae (R. irregularis) connecting root-free compartment filled with standard MSR medium and solidified with 0.3% Phytagel (Cranenbrouck et al., 2005; Rozmoš et al., 2022) and a hyphosphere compartment filled with γ-irradiated substrate inoculated by Paenibacillus sp.
DOI: 10.4121/96e97e36-4440-41cb-9707-9c8af9fd8264
title: Supplementary data for the paper: Isothermal and non-isothermal crystallization kinetics modelling of neat and composite PA410

description: The dataset contains supplementary data for the accepted paper: 'Isothermal and non-isothermal crystallization kinetics modelling of neat and composite PA410' to be published in Polymer. The dataset consists of DSC and FDSC measurements on neat PA410, carbon black-filled PA410 and carbon black-filled PA410 with 39% volume fraction of continuous glass fibres. The crystallization rates of the three different materials were measured in a wide range of temperatures via isothermal crystallization tests and the resulting exotherms are provided. Crystallization was also investigated under continuous cooling and the exotherms resulting from the non-isothermal tests conducted on the three materials are also included. Moreover, the dataset includes the raw data from WAXD measurements, which were performed to validate the model predictions on the phase composition of the crystalline volume.
DOI: 10.4121/96e97e36-4440-41cb-9707-9c8af9fd8264.v1
title: Supplementary data for the paper: Isothermal and non-isothermal crystallization kinetics modelling of neat and composite PA410

description: The dataset contains supplementary data for the accepted paper: 'Isothermal and non-isothermal crystallization kinetics modelling of neat and composite PA410' to be published in Polymer. The dataset consists of DSC and FDSC measurements on neat PA410, carbon black-filled PA410 and carbon black-filled PA410 with 39% volume fraction of continuous glass fibres. The crystallization rates of the three different materials were measured in a wide range of temperatures via isothermal crystallization tests and the resulting exotherms are provided. Crystallization was also investigated under continuous cooling and the exotherms resulting from the non-isothermal tests conducted on the three materials are also included. Moreover, the dataset includes the raw data from WAXD measurements, which were performed to validate the model predictions on the phase composition of the crystalline volume.
DOI: 10.5281/zenodo.15727418
title: MoMA Collection - Automatic Update

description: Temporary Description
DOI: 10.5281/zenodo.15727419
title: MoMA Collection - Automatic Update

description: Temporary Description
DOI: 10.15468/dl.54pq7f
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gloydius halys cognatus (Gloyd, 1977)"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066939-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8k5bu
title: Occurrence Download

description: A dataset containing 857 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Field Study Group of the Dutch Mammal Society (NL) - 2004 - Mammal Survey Rakitovec, Slovenia"
 ]
}

 The dataset includes 857 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066940-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dexrp
title: Occurrence Download

description: A dataset containing 14291 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vermont Wild Bee Survey (2019-2021)"
 ]
}

 The dataset includes 14291 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066938-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15722245
title: Compression-driven jamming in porous cohesive aggregates

description: The file "Zenodo.zip" contains the following folders:





Folders: "DLA", "BPCA", and "RLA"



Each folder includes the following data:





Coordinate data of the uncompressed aggregate ("fort.101")







Particle position and velocity data ("fort.100")







Forces exerted on the wall by the particles (can be used to calculate pressure, "fort.200")







Information on contacting particle pairs ("fort.300")







Example of relaxation calculations (in the "restart" folder)







GIF animations ("fig_anime_LR.gif")
DOI: 10.5281/zenodo.15722246
title: Compression-driven jamming in porous cohesive aggregates

description: The file "Zenodo.zip" contains the following folders:





Folders: "DLA", "BPCA", and "RLA"



Each folder includes the following data:





Coordinate data of the uncompressed aggregate ("fort.101")







Particle position and velocity data ("fort.100")







Forces exerted on the wall by the particles (can be used to calculate pressure, "fort.200")







Information on contacting particle pairs ("fort.300")







Example of relaxation calculations (in the "restart" folder)







GIF animations ("fig_anime_LR.gif")
DOI: 10.6084/m9.figshare.27230175.v1
title: Validating Day’s Stigma towards Mental Illness Scale using National Mental Health Survey data; Bangladesh context

description: Mental health stigma, especially in developing countries, particularly in south-Asian regions, hinders treatment and care seeking, leading to abuse and social exclusion. The lack of a culturally sensitive, socially contextual, and statistically valid tool for measuring stigma towards mental illness hinders targeted measures to reduce stigma and increase awareness. As culturally validated measures for evaluating stigma were lacking, Bangladesh's national mental health survey relied on using 28-item Day et al.'s stigma towards mental illness scale. This study assesses the construct validity of the Day's Stigma Scale in Bangladesh using Confirmatory Factor Analysis (CFA), a crucial tool in social and behavioral sciences. The national mental health survey in Bangladesh, conducted from 2018 to 2019, involved 7238 eligible respondents, resulting in an &gt;80% response rate. The study used SPSS and Jamovi to input, screen, and assess data for outliers, normality, and multicollinearity. The Day's Stigma Scale was studied using Exploratory Factor Analysis (EFA) to identify underlying components, yielding a four-factor solution. EFA discovered that 15 items had loadings of less than 0.4 in any of the four categories, and hence they were removed. The model's theoretical validity for the four EFA subscales e.g. Relationship disruption, Anxiety, Hygiene, Hesitancy and Fear, was verified again using confirmatory factor analysis. The construct validity of thirteen-item scale was assessed using AVE and CR, focusing on structural, cultural, convergent, and discriminant validity. Various statistical tests were used to evaluate the models' goodness of fit, including χ2, RMSEA, AIC, BIC, CFI, TLI, and SRMSR. Internal consistency was assessed using Cronbach's alpha, Macdonald's omega, and Guttman's λ2. The study demonstrates the reliability and validity of the thirteen-item version of the Day's stigma towards mental illness scale, which may be used to measure mental health stigma in Bangladesh, as well as for epidemiological studies, intervention design, and mental health service improvement.
DOI: 10.5281/zenodo.15340717
title: Dataset of Workers Operation Durations in Assembly Tasks

description: The operations data used in this study was collected from a real-world assembly line composed of one manual workstation and one collaborative workstation involving human–robot interaction. The setup was provided by Silverline Appliances CO., an industrial partner in the AI-PRISM project. Silverline produces home appliances, and the experiment took place in the labelling and testing stations of the hood assembly line. The first workstation focuses on functional tests to verify the operability of the product and the second one, on the cleaning and  labelling of the hood.
DOI: 10.5281/zenodo.15340716
title: Dataset of Workers Operation Durations in Assembly Tasks

description: The operations data used in this study was collected from a real-world assembly line composed of one manual workstation and one collaborative workstation involving human–robot interaction. The setup was provided by Silverline Appliances CO., an industrial partner in the AI-PRISM project. Silverline produces home appliances, and the experiment took place in the labelling and testing stations of the hood assembly line. The first workstation focuses on functional tests to verify the operability of the product and the second one, on the cleaning and  labelling of the hood.
DOI: 10.15468/dl.p5cjep
title: Occurrence Download

description: A dataset containing 5141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is TRUE",
 "TaxonKey is one of (Macaca brunnescens (Matschie, 1901), Macaca fascicularis (Raffles, 1821), Macaca hecki (Matschie, 1901), Macaca maura (Schinz, 1825), Macaca nemestrina (Linnaeus, 1766), Macaca nigra (Desmarest, 1822), Macaca nigrescens (Temminck, 1849), Macaca ochreata (Ogilby, 1841), Macaca pagensis (Miller, 1903), Macaca siberu Fuentes & Olson, 1995, Macaca tonkeana (Meyer, 1899), Nasalis larvatus (van Wurmb, 1787), Presbytis bicolor Aimi & Bakar, 1992, Presbytis canicrus Miller, 1934, Presbytis chrysomelas (Müller, 1838), Presbytis comata (Desmarest, 1822), Presbytis fredericae (Sody, 1930), Presbytis frontata (Müller, 1838), Presbytis hosei (Thomas, 1889), Presbytis melalophos (Raffles, 1821), Presbytis mitrata Eschscholtz, 1821, Presbytis natunae (Thomas & Hartert, 1894), Presbytis percura Lyon, 1908, Presbytis potenziani (Bonaparte, 1856), Presbytis rubicunda (Müller, 1838), Presbytis sabana (Thomas, 1893), Presbytis siamensis (Müller & Schlegel, 1841), Presbytis siberu (Chasen & Kloss, 1928), Presbytis sumatrana (Müller & Schlegel, 1841), Presbytis thomasi (Collett, 1893), Simias concolor Miller, 1903, Trachypithecus auratus (É.Geoffroy Saint-Hilaire, 1812), Trachypithecus cristatus (Raffles, 1821))"
 ]
}

 The dataset includes 5141 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066942-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15584275
title: Data associated with A Statistical Framework for Robust and Reproducible BioImage Analysis

description: This is a subset of the data generated for the following publication:



A Statistical Framework for Robust and Reproducible BioImage Analysis


David J. Barry, Stefania Marcotti, Lina Gerontogianni, Gavin Kelly

bioRxiv 2025.02.10.637409; doi: https://doi.org/10.1101/2025.02.10.637409

 

The Jupyter notebooks associated with this publication will download this dataset during their execution.
DOI: 10.5281/zenodo.15727751
title: Data associated with A Statistical Framework for Robust and Reproducible BioImage Analysis

description: This is a subset of the data generated for the following publication:



A Statistical Framework for Robust and Reproducible BioImage Analysis


David J. Barry, Stefania Marcotti, Lina Gerontogianni, Gavin Kelly

bioRxiv 2025.02.10.637409; doi: https://doi.org/10.1101/2025.02.10.637409

 

The Jupyter notebooks associated with this publication will download this dataset during their execution.
DOI: 10.6084/m9.figshare.29389997
title: Readme.txt

description: Read me file.
DOI: 10.6084/m9.figshare.29389997.v1
title: Readme.txt

description: Read me file.
DOI: 10.5281/zenodo.15626069
title: XPCT Human Olfactory Bulb Dataset (XPCT-HOBD)

description: Data description

The dataset consists of 300 consecutive slices of X-ray phase-contrast tomography (XPCT) reconstructions (2048×2048 px) of human olfactory bulb (OB). Each XPCT slice has expert-annotated mask containing:





Background class.

5 classes corresponding to layers of the OB.


To support data preprocessing and layer segmentation, we provide Python scripts for:





Intensity normalization using fixed clipping bounds




Inter-slice smoothing via 1D convolution across the slice axis




Central ROI extraction (864×864 px)




Inference using a trained neural network for layer segmentation



This dataset is intended for research in biomedical image analysis, particularly for segmentation tasks where data is limited and reference annotations are inaccurate.

Archive Contents





slices/ - input TIFF images (used as --input_dir in scripts)




masks/ - ground truth segmentation masks




ob_layers_segmentation/:





/scripts - preprocessing and inference scripts, model architectures




/models - pre-trained models




full_pipeline.py - script for running full pipeline






README.md - data decsription and instructions



Recommended project structure

project_root/  



data/



slices/  

masks/  



scripts/  

model/  

full_pipeline.py  

README.md  


Citation requirement

An article related to this dataset is currently under review. Full reference will be provided upon official publication.
DOI: 10.5281/zenodo.15626068
title: XPCT Human Olfactory Bulb Dataset (XPCT-HOBD)

description: Data description

The dataset consists of 300 consecutive slices of X-ray phase-contrast tomography (XPCT) reconstructions (2048×2048 px) of human olfactory bulb (OB). Each XPCT slice has expert-annotated mask containing:





Background class.

5 classes corresponding to layers of the OB.


To support data preprocessing and layer segmentation, we provide Python scripts for:





Intensity normalization using fixed clipping bounds




Inter-slice smoothing via 1D convolution across the slice axis




Central ROI extraction (864×864 px)




Inference using a trained neural network for layer segmentation



This dataset is intended for research in biomedical image analysis, particularly for segmentation tasks where data is limited and reference annotations are inaccurate.

Archive Contents





slices/ - input TIFF images (used as --input_dir in scripts)




masks/ - ground truth segmentation masks




ob_layers_segmentation/:





/scripts - preprocessing and inference scripts, model architectures




/models - pre-trained models




full_pipeline.py - script for running full pipeline






README.md - data decsription and instructions



Recommended project structure

project_root/  



data/



slices/  

masks/  



scripts/  

model/  

full_pipeline.py  

README.md  


Citation requirement

An article related to this dataset is currently under review. Full reference will be provided upon official publication.
DOI: 10.34740/kaggle/dsv/12266578
title: World Weather Repository ( Daily Updating )
DOI: 10.5281/zenodo.15727756
title: changjiang daily discharge
DOI: 10.5281/zenodo.15727757
title: changjiang daily discharge
DOI: 10.15468/dl.zgvb8n
title: Occurrence Download

description: A dataset containing 3594 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is National Water Vole Database & Mapping Project (Scotland data), 2008"
 ]
}

 The dataset includes 3594 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066945-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15714015
title: Official Documentation

description: h
DOI: 10.6084/m9.figshare.29383145.v6
title: E-MTAB-7127_rabbit_H3K27ac

description: First track taken from https://www.ebi.ac.uk/biostudies/ArrayExpress/studies/E-MTAB-7127/sdrf?full=true, including the index.
DOI: 10.6084/m9.figshare.29389973
title: Database

description: This folder contains an html file to interactively view the data collected from our study.To do so, simply download the folder, and once download, double click on the sharedData.html file.The processing code to create the table is also included within this folder.
DOI: 10.6084/m9.figshare.29389973.v1
title: Database

description: This folder contains an html file to interactively view the data collected from our study.To do so, simply download the folder, and once download, double click on the sharedData.html file.The processing code to create the table is also included within this folder.
DOI: 10.6084/m9.figshare.29389958
title: Analysis Code

description: This folder contains the data files and associated code to run the analyses we carried out and to create all associated figures.To do so, simply open and run the .R file in RStudio.Please ensure your working directory is set to the folder you downloaded, and any library packages required at the top of the R script are installed on your machine.
DOI: 10.6084/m9.figshare.29389958.v1
title: Analysis Code

description: This folder contains the data files and associated code to run the analyses we carried out and to create all associated figures.To do so, simply open and run the .R file in RStudio.Please ensure your working directory is set to the folder you downloaded, and any library packages required at the top of the R script are installed on your machine.
DOI: 10.6084/m9.figshare.29389985
title: AnterogradeInterferencedata.csv

description: Data described here https://www.biorxiv.org/content/10.1101/2024.11.17.624025v1
DOI: 10.6084/m9.figshare.29389985.v1
title: AnterogradeInterferencedata.csv

description: Data described here https://www.biorxiv.org/content/10.1101/2024.11.17.624025v1
DOI: 10.15468/dl.ekvty7
title: Occurrence Download

description: A dataset containing 1073 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Diversity and spatial distribution of Phyto and Zooplankton in the West Coast of Madagascar."
 ]
}

 The dataset includes 1073 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066947-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29389961
title: 111111111111111111111111111111111

description: 水212121222222222222222
DOI: 10.6084/m9.figshare.29389961.v1
title: 111111111111111111111111111111111

description: 水212121222222222222222