cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6v3mgm
title: Occurrence Download

description: A dataset containing 44025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Thymus pulegioides, Thymus pulegioides)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 44025 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009429-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18163461
title: X-ray CT Dataset of a Chocolate Bar

description: This is an X-ray CT dataset of a Baby Ruth chocolate bar, acquired on an NSI X5000 scanner.

The data was collected at PNNL and has an IR number of PNNL-SA-217735.

Vortex trajectory

The dataset is in what NSI calls a vortex trajectory. A vortex trajectory is helical in shape but doesn’t necessarily meet the stringent sampling requirements sometimes listed for helical trajectories.

Files

Radiographs-Demo_BabeRuth - contains the radiographs (tiff files) and a 'poisitions.txt' file

Demo_BabeRuth - PreReconstruction.nsipro - contains information about the scan geometry

Geometry and Geometry-1 - The two Geometry folders correspond to 60-projection (61 with overlap) circular scans taken at the top and bottom of the vortex trajectory’s Z-range; these scans are made on a stacked ball phantom at both the top and bottom positions, and are used together with an ellipse ball-tracking method to determine the geometry parameters for the scan.
DOI: 10.48420/28553645
title: Supplementary Data - Fracture analysis of the lithium-bearing Cligga Head granite: Impacts on critical mineral mobilisation and fluid flow

description: This supplementary data contains fracture measurements carried out in the field and detailed SEM reports (as presented in Figure 9).<br>Field fracture analysis was carried out at the Cligga Head granite, ~1 km west of Perranporth, Cornwall. Fracture strike and dip measurements were collected by field personal using notebooks, hand lenses and compass clinometers. Fracture measurements have been collated by fracture types and are presented throughout the manuscript in stereonets.<br>Backscatter electron (BSE) and Energy Dispersive X-ray (EDX) analysis were carried out on a Quanta 650 FEG (field emission gun) Scanning Electron Microscope (SEM) at the University of Manchester Microscopy Centre, Faculty of Science and Engineering. EDX data was collected using an X-MaxN 50 detector and Xtream2 processor, and Aztec oxford instruments software. Analysis used a spot size of 4, a working distance of 10 mm and an accelerating voltage of 20 kV.
DOI: 10.48420/28553645.v2
title: Supplementary Data - Fracture analysis of the lithium-bearing Cligga Head granite: Impacts on critical mineral mobilisation and fluid flow

description: This supplementary data contains fracture measurements carried out in the field and detailed SEM reports (as presented in Figure 9).<br>Field fracture analysis was carried out at the Cligga Head granite, ~1 km west of Perranporth, Cornwall. Fracture strike and dip measurements were collected by field personal using notebooks, hand lenses and compass clinometers. Fracture measurements have been collated by fracture types and are presented throughout the manuscript in stereonets.<br>Backscatter electron (BSE) and Energy Dispersive X-ray (EDX) analysis were carried out on a Quanta 650 FEG (field emission gun) Scanning Electron Microscope (SEM) at the University of Manchester Microscopy Centre, Faculty of Science and Engineering. EDX data was collected using an X-MaxN 50 detector and Xtream2 processor, and Aztec oxford instruments software. Analysis used a spot size of 4, a working distance of 10 mm and an accelerating voltage of 20 kV.
DOI: 10.5281/zenodo.18163460
title: X-ray CT Dataset of a Chocolate Bar

description: This is an X-ray CT dataset of a Baby Ruth chocolate bar, acquired on an NSI X5000 scanner.

The data was collected at PNNL and has an IR number of PNNL-SA-217735.

Vortex trajectory

The dataset is in what NSI calls a vortex trajectory. A vortex trajectory is helical in shape but doesn’t necessarily meet the stringent sampling requirements sometimes listed for helical trajectories.

Files

Radiographs-Demo_BabeRuth - contains the radiographs (tiff files) and a 'poisitions.txt' file

Demo_BabeRuth - PreReconstruction.nsipro - contains information about the scan geometry

Geometry and Geometry-1 - The two Geometry folders correspond to 60-projection (61 with overlap) circular scans taken at the top and bottom of the vortex trajectory’s Z-range; these scans are made on a stacked ball phantom at both the top and bottom positions, and are used together with an ellipse ball-tracking method to determine the geometry parameters for the scan.
DOI: 10.11588/duerer.online.6981e456b1fad
title: Nürnberg - Albrecht-Dürer-Denkmal, 193845
DOI: 10.5281/zenodo.18468135
title: NOVAC_BRAND5_0.5F_2_23C_0k_EDLC_single

description: MetSuperCap Project Dataset 0.5F SC sample 2 Novac - EDLC Single - Brand6Part of the Constant Temperature DataBase
DOI: 10.5281/zenodo.18468134
title: NOVAC_BRAND5_0.5F_2_23C_0k_EDLC_single

description: MetSuperCap Project Dataset 0.5F SC sample 2 Novac - EDLC Single - Brand6Part of the Constant Temperature DataBase
DOI: 10.5281/zenodo.18467511
title: Experimental Dataset on Enhanced Grain Quality of Malt Barley (Hordeum distichon L.) in Response to Mixed Use of Organic Compost and Mineral Nitrogen Rates.

description: This dataset contains the minimal anonymized data used to support the findings of the study “Enhanced Grain Quality of Malt Barley (Hordeum distichon L.) in Response to Mixed Use of Organic Compost and Mineral Nitrogen Rates.”  The data include treatment combinations of compost and nitrogen fertilizer rates, replication, and grain quality parameters collected from field experiments conducted in the central highlands of Ethiopia. The dataset is provided to enable replication and further analysis of the study results.
DOI: 10.5281/zenodo.18467510
title: Experimental Dataset on Enhanced Grain Quality of Malt Barley (Hordeum distichon L.) in Response to Mixed Use of Organic Compost and Mineral Nitrogen Rates.

description: This dataset contains the minimal anonymized data used to support the findings of the study “Enhanced Grain Quality of Malt Barley (Hordeum distichon L.) in Response to Mixed Use of Organic Compost and Mineral Nitrogen Rates.”  The data include treatment combinations of compost and nitrogen fertilizer rates, replication, and grain quality parameters collected from field experiments conducted in the central highlands of Ethiopia. The dataset is provided to enable replication and further analysis of the study results.
DOI: 10.5281/zenodo.18457948
title: Dataset for: Methodology for creation of labeled image datasets of entrained air voids and aggregates in concrete surfaces using confocal laser scanning microscopy

description: Please click through the Versions in order to access publication specific datasets:

Version v3: 

Data for "Combining Confocal Microscopy and Deep Learning for Concrete Microstructural Analysis"

Description of the additional dataset

Training and test data associated with the publication "Combining Confocal Microscopy and Deep Learning for Concrete Microstructural Analysis" (DOI will be provided as soon as it is available). This dataset contains all files of Version v1 as well as additionally labeled data with a magnification of 240x and a resolution of 0,69 µm/pixel.

 

Version v2:

Description of the additional dataset

Several files of different magnification levels and resolutions as of µm/pixel have been added for benchmark purposes.

 

Version v1:

Description of the initial dataset

This dataset is created and associated with the publication "Methodology for creation of labeled image datasets ofentrained air voids and aggregates in concrete surfaces using confocal laser scanning microscopy" (Available at: https://doi.org/10.1016/j.aei.2025.103500). The dataset contains high-quality RGB-images and their corresponding surface height-data  of various polished concrete specimen captured with Confocal Laser Scanning Microscopy (CLSM) with a magnification of 240x and a resolution of 0,69 µm/pixel. Furthermore, labeled segmentation masks were created with the method described in the associated publication. The masks contain locations of air voids, aggregates and cement paste, and are intended for further development of neural network applications for the characterization of freeze-thaw resistance of concretes. (See f.e. DIN EN 480-11 or ASTM C457)
description: (sub)folder structure

rgb-images: microscopy RGB-image of various concrete types (.png)

height-mappings: corresponding height-mapping, depicting the surface of the RGB-images (.csv)

segmentation-masks: segmentation masks of air voids (pixelvalue: 255), aggregates (pixelvalue: 128) and cement paste (pixelvalue: 0) (.png)

 

Version v2 specific folders:

standard/lower resolution: different resolution levels as of pixel density

120x, 480x: additional magnification levels

 

Version v3 specific folders:

training_files_RGB, training_files_height-mappings, training_masks: split of data used for training of segmentation models



note that training_files_height-mappings has been split into part 1 and part 2 due to upload size limitations during the the time of uploading


test_files, test_masks: split of data used for testing of segmentation models. This includes captures containing RGB images and height-mappings from concrete specimen M1-M3 that have been subject of a round-robin test conducted in: https://doi.org/10.1002/best.202400025
DOI: 10.5281/zenodo.14672259
title: Dataset for: Methodology for creation of labeled image datasets of entrained air voids and aggregates in concrete surfaces using confocal laser scanning microscopy

description: Please click through the Versions in order to access publication specific datasets:

Version v3: 

Data for "Combining Confocal Microscopy and Deep Learning for Concrete Microstructural Analysis"

Description of the additional dataset

Training and test data associated with the publication "Combining Confocal Microscopy and Deep Learning for Concrete Microstructural Analysis" (DOI will be provided as soon as it is available). This dataset contains all files of Version v1 as well as additionally labeled data with a magnification of 240x and a resolution of 0,69 µm/pixel.

 

Version v2:

Description of the additional dataset

Several files of different magnification levels and resolutions as of µm/pixel have been added for benchmark purposes.

 

Version v1:

Description of the initial dataset

This dataset is created and associated with the publication "Methodology for creation of labeled image datasets ofentrained air voids and aggregates in concrete surfaces using confocal laser scanning microscopy" (Available at: https://doi.org/10.1016/j.aei.2025.103500). The dataset contains high-quality RGB-images and their corresponding surface height-data  of various polished concrete specimen captured with Confocal Laser Scanning Microscopy (CLSM) with a magnification of 240x and a resolution of 0,69 µm/pixel. Furthermore, labeled segmentation masks were created with the method described in the associated publication. The masks contain locations of air voids, aggregates and cement paste, and are intended for further development of neural network applications for the characterization of freeze-thaw resistance of concretes. (See f.e. DIN EN 480-11 or ASTM C457)
description: (sub)folder structure

rgb-images: microscopy RGB-image of various concrete types (.png)

height-mappings: corresponding height-mapping, depicting the surface of the RGB-images (.csv)

segmentation-masks: segmentation masks of air voids (pixelvalue: 255), aggregates (pixelvalue: 128) and cement paste (pixelvalue: 0) (.png)

 

Version v2 specific folders:

standard/lower resolution: different resolution levels as of pixel density

120x, 480x: additional magnification levels

 

Version v3 specific folders:

training_files_RGB, training_files_height-mappings, training_masks: split of data used for training of segmentation models



note that training_files_height-mappings has been split into part 1 and part 2 due to upload size limitations during the the time of uploading


test_files, test_masks: split of data used for testing of segmentation models. This includes captures containing RGB images and height-mappings from concrete specimen M1-M3 that have been subject of a round-robin test conducted in: https://doi.org/10.1002/best.202400025
DOI: 10.5287/ora-jbavbzvz0
title: Technical writing across space and time: the challenges of lemmatisation and part-of-speech tagging in the historiographical and medical corpora of (post)classical Greek

description: Datasets related to the book chapter of the same name in V. Fendel (ed.), Verbal Multi-Word Expressions in Corpus Languages: Data, Methodology, and Analysis. Cambridge: Open Book Publishers. 2026.
DOI: 10.15468/dl.236n9a
title: Occurrence Download

description: A dataset containing 586570 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sciurus carolinensis"
 ]
}

 The dataset includes 586570 records from 317 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009378-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbmnsm
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Dianthus microlepis)"
 ]
}

 The dataset includes 65 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007340-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxg3dq
title: Occurrence Download

description: A dataset containing 3823 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neocaridina denticulata"
 ]
}

 The dataset includes 3823 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007341-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6eyge7
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Arrhenia peltigerina (Peck) Redhead, Lutzoni, Moncalvo & Vilgalys"
 ]
}

 The dataset includes 51 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234818-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kghhcm
title: Occurrence Download

description: A dataset containing 1453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-3000.0",
 "Country is New Zealand",
 "Geometry POLYGON((163.78418 -48.17195,181.88965 -48.17195,181.88965 -32.10864,163.78418 -32.10864,163.78418 -48.17195))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anthornis melanura (Sparrman, 1786)",
 "Year is greater than or equal to 2001"
 ]
}

 The dataset includes 1453 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003875-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhozwu
title: Occurrence Download

description: A dataset containing 251607 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Capsella bursa-pastoris (L.) Medik."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 251607 records from 737 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011824-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r735jj
title: Occurrence Download

description: A dataset containing 13572 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus L.",
 "Country is one of (United States of America, Canada)",
 "Year is greater than or equal to 1979"
 ]
}

 The dataset includes 13572 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248210-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5eauk
title: Occurrence Download

description: A dataset containing 7954 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "Geometry POLYGON((-10.86149 37.55066,5.04019 37.55066,5.04019 43.91462,-10.86149 43.91462,-10.86149 37.55066))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Triturus marmoratus (Latreille, 1800)"
 ]
}

 The dataset includes 7954 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257113-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tngje3
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Amietia johnstoni (Günther, 1894)",
 "TaxonKey is Arthroleptis francei Loveridge, 1953",
 "TaxonKey is Otopharynx walteri Konings, 1990",
 "TaxonKey is Aulonocara ethelwynnae Meyer, Riehl & Zetzsche, 1987",
 "TaxonKey is Otopharynx lithobates Oliver, 1989",
 "TaxonKey is Buxus nyasica Hutch."
 ]
}

 The dataset includes 116 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011825-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs2uav
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medicago edgeworthii Širj."
 ]
}

 The dataset includes 132 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233039-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kmvcz
title: Occurrence Download

description: A dataset containing 92713 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratophyllum demersum L."
 ]
}

 The dataset includes 92713 records from 656 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257114-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxbs4j
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Tropicos MO Specimen Data",
 "TaxonKey is Quercus laeta Liebm."
 ]
}

 The dataset includes 180 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011825-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wtfhu
title: Occurrence Download

description: A dataset containing 25415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Duttaphrynus melanostictus (Schneider, 1799)"
 ]
}

 The dataset includes 25415 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233038-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/tpzehf2t
title: Mask R-CNN

description: The dataset used in this paper for training and testing the KAISA optimizer framework.
DOI: 10.13145/bacdive169618.20251217.10
title: Wohlfahrtiimonas chitiniclastica Tóth et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive169619.20250331.9.3
title: Wohlfahrtiimonas chitiniclastica Tóth et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/8dl0cfa5
title: Tissue-Engineered Cartilage Dataset

description: A dataset of hyperspectral Raman images of tissue-engineered cartilage.
DOI: 10.13145/bacdive169619.20251217.10
title: Wohlfahrtiimonas chitiniclastica Tóth et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive169620.20250331.9.3
title: Wohlfahrtiimonas chitiniclastica Tóth et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive169620.20251217.10
title: Wohlfahrtiimonas chitiniclastica Tóth et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/8y0zwf22
title: CNN news articles dataset

description: The CNN news articles dataset is a collection of news articles crawled from the CNN website.
DOI: 10.13145/bacdive169621.20250331.9.3
title: Parasutterella excrementihominis Nagai et al. 2009

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive169621.20251217.10
title: Parasutterella excrementihominis Nagai et al. 2009

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive169622.20241212.9.2
title: Paraoerskovia marina Khan et al. 2009 emend. Schumann et al. 2013

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive169622.20251217.10
title: Paraoerskovia marina Khan et al. 2009 emend. Schumann et al. 2013

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/ghgs2lhy
title: Enhancement of Infection from Humoral Memory

description: The dataset used in this paper to investigate the mechanisms by which humoral memory present at baseline might instead increase infection load.