cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/hqn-5ej-jq9
title: Hieracium alpinum subsp. melanocephalum (Tausch) Zahn

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mam-6a2-gkd
title: Artemisia campestris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7m8-96t-07b
title: Centaurea stoebe L. x Centaurea scabiosa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wa6-9z6-nbj
title: Carex parviflora Host

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xs2-s7v-q7m
title: Carex caryophyllea Latourr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9sn-0ar-gde
title: Achnatherum calamagrostis (L.) P. Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c6z-l4z-h1t
title: Carex brachystachys Schrank

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d7c-gcz-d3a
title: Asplenium lepidum C. Presl x Asplenium ruta-muraria L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3wc-vzl-tbx
title: Helleborus niger L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5517/ccdc.csd.cc2ngcvc
title: CCDC 2456683: Experimental Crystal Structure Determination

description: Related Article: Yuto Hino, Takumi Matsuo, Shotaro Hayashi|2025|Nat.Commun.|16|10191|doi:10.1038/s41467-025-66447-8
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9v1x
title: CCDC 2482109: Experimental Crystal Structure Determination

description: Related Article: Christopher J. Ridley, Jasmine K. Hinton, Jamie J. Molaison|2025|Cryst.Growth Des.|||doi:10.1021/acs.cgd.5c01295
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9v2y
title: CCDC 2482110: Experimental Crystal Structure Determination

description: Related Article: Christopher J. Ridley, Jasmine K. Hinton, Jamie J. Molaison|2025|Cryst.Growth Des.|||doi:10.1021/acs.cgd.5c01295
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9v3z
title: CCDC 2482111: Experimental Crystal Structure Determination

description: Related Article: Christopher J. Ridley, Jasmine K. Hinton, Jamie J. Molaison|2025|Cryst.Growth Des.|||doi:10.1021/acs.cgd.5c01295
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9v40
title: CCDC 2482112: Experimental Crystal Structure Determination

description: Related Article: Christopher J. Ridley, Jasmine K. Hinton, Jamie J. Molaison|2025|Cryst.Growth Des.|||doi:10.1021/acs.cgd.5c01295
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25403/upresearchdata.26412514
title: Trade openness and agricultural growth variables

description: The data is an analysis of the impact of trade openness on agricultural growth in South Africa. The data used in this study was obtained and stored in Excel format from the World bank and from Food and Agricultural organisation (Trade openness, Inflation and FDI). The dependent variable used in the study is agricultural growth and the independent variable is trade openness, among other variables such as the control of corruption, employment, foreign direct investment and inflation. The study uses annual data over the 1996–2020, 25-year period. This period was based upon data availability and study context. The reservation period will last for a maximum of 10 years following the completion of the research. Following the study, the data was saved in both Excel and e-views formats due to the utilisation of the software for the analysis.
DOI: 10.25403/upresearchdata.26412514.v1
title: Trade openness and agricultural growth variables

description: The data is an analysis of the impact of trade openness on agricultural growth in South Africa. The data used in this study was obtained and stored in Excel format from the World bank and from Food and Agricultural organisation (Trade openness, Inflation and FDI). The dependent variable used in the study is agricultural growth and the independent variable is trade openness, among other variables such as the control of corruption, employment, foreign direct investment and inflation. The study uses annual data over the 1996–2020, 25-year period. This period was based upon data availability and study context. The reservation period will last for a maximum of 10 years following the completion of the research. Following the study, the data was saved in both Excel and e-views formats due to the utilisation of the software for the analysis.
DOI: 10.15468/dl.9585jg
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Necrophorus vespillo (Linnaeus, 1758)"
 ]
}

 The dataset includes 383 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043543-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10838438
title: Population size, HIV prevalence, and antiretroviral therapy coverage among key populations in sub-Saharan Africa: collation and synthesis of survey data 2010-2023

description: This dataset contains surveillance study estimates for population size, HIV prevalence, and ART coverage among female sex workers (FSW), men who have sex with men (MSM), people who inject drugs (PWID), and transgender men and women (TGM/W) from 2010-2023. It was created to support the UNAIDS Estimates Key Population Workbook for use by HIV estimates teams in sub-Saharan Africa. Key population surveillance reports, including Ministry of Health-led biobehavioural surveys, mapping studies, and academic studies were used to populate the database.

The dataset was populated using existing key population size estimate databases including:



UNAIDS Key Population Atlas

US Centers for Disease Control and Prevention surveillance database

Global Fund against HIV/AIDS, TB, and Malaria surveillance database

Global.HIV database

Systematic review databases among MSM (Stannah et al, 2019 and Stannah et al., 2023) and PWID (Degenhardt et al., 2023)


and was additionally supplemented by a literature review of peer-reviewed and grey literature sources.
DOI: 10.5281/zenodo.10844137
title: Population size, HIV prevalence, and antiretroviral therapy coverage among key populations in sub-Saharan Africa: collation and synthesis of survey data 2010-2023

description: This dataset contains surveillance study estimates for population size, HIV prevalence, and ART coverage among female sex workers (FSW), men who have sex with men (MSM), people who inject drugs (PWID), and transgender men and women (TGM/W) from 2010-2023. It was created to support the UNAIDS Estimates Key Population Workbook for use by HIV estimates teams in sub-Saharan Africa. Key population surveillance reports, including Ministry of Health-led biobehavioural surveys, mapping studies, and academic studies were used to populate the database.

The dataset was populated using existing key population size estimate databases including:



UNAIDS Key Population Atlas

US Centers for Disease Control and Prevention surveillance database

Global Fund against HIV/AIDS, TB, and Malaria surveillance database

Global.HIV database

Systematic review databases among MSM (Stannah et al, 2019 and Stannah et al., 2023) and PWID (Degenhardt et al., 2023)


and was additionally supplemented by a literature review of peer-reviewed and grey literature sources.
DOI: 10.5281/zenodo.12684296
title: Population size, HIV prevalence, and antiretroviral therapy coverage among key populations in sub-Saharan Africa: collation and synthesis of survey data 2010-2023

description: This dataset contains surveillance study estimates for population size, HIV prevalence, and ART coverage among female sex workers (FSW), men who have sex with men (MSM), people who inject drugs (PWID), and transgender men and women (TGM/W) from 2010-2023. It was created to support the UNAIDS Estimates Key Population Workbook for use by HIV estimates teams in sub-Saharan Africa. Key population surveillance reports, including Ministry of Health-led biobehavioural surveys, mapping studies, and academic studies were used to populate the database.

The dataset was populated using existing key population size estimate databases including:



UNAIDS Key Population Atlas

US Centers for Disease Control and Prevention surveillance database

Global Fund against HIV/AIDS, TB, and Malaria surveillance database

Global.HIV database

Systematic review databases among MSM (Stannah et al, 2019 and Stannah et al., 2023) and PWID (Degenhardt et al., 2023)


and was additionally supplemented by a literature review of peer-reviewed and grey literature sources.

The data can be explored in this web application and the accompanying manuscript can be found here
DOI: 10.15468/dl.3ugufw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypomecis ratotaria (Swinhoe, 1894)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043544-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zw2hfc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"PUBLISHING_ORG","value":"bc092ff0-02e4-11dc-991f-b8a03c50a862","matchCase":false},{"type":"equals","key":"BASIS_OF_RECORD","value":"PRESERVED SPECIMEN","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043540-240626123714530/datasets/export for details.
DOI: 10.15468/dl.qd452d
title: Occurrence Download

description: A dataset containing 1088 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Necrophorus vespilloides Herbst, 1783"
 ]
}

 The dataset includes 1088 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043545-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3dfx2
title: Occurrence Download

description: A dataset containing 1971 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nicrophorus americanus A.G.Olivier, 1790"
 ]
}

 The dataset includes 1971 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043546-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rb3hyk
title: Occurrence Download

description: A dataset containing 320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nepal",
 "TaxonKey is Rusa unicolor (Kerr, 1792)"
 ]
}

 The dataset includes 320 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043547-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11218238
title: Verification Algorithms for Automated Separation Logic Verifiers (Artifact)

description: This is the artifact for the CAV 2024 paper "Verification Algorithms for Automated Separation Logic Verifiers". For more information, see the description of the artifact in "artifact_overview.pdf". The data in the artifact (minus the implementations of the benchmarked algorithms) can also be found on GitHub: https://github.com/marcoeilers/CAV24-data.
DOI: 10.5281/zenodo.11218239
title: Verification Algorithms for Automated Separation Logic Verifiers (Artifact)

description: This is the artifact for the CAV 2024 paper "Verification Algorithms for Automated Separation Logic Verifiers". For more information, see the description of the artifact in "artifact_overview.pdf". The data in the artifact (minus the implementations of the benchmarked algorithms) can also be found on GitHub: https://github.com/marcoeilers/CAV24-data.
DOI: 10.5281/zenodo.12776633
title: Soil organic carbon formation efficiency from straw/stover and manure input and its drivers: Estimates from long-term data in global croplands

description: Field observation data collected from publications, the references from the  main text and data sources , grid-level maps showing prediction of global cultivated land NCE(%) and data-driven model codes
DOI: 10.5281/zenodo.12776634
title: Soil organic carbon formation efficiency from straw/stover and manure input and its drivers: Estimates from long-term data in global croplands

description: In-situ observations collected from publications,  grid-level maps showing the predicted NCE (%) of global cropland and data-driven model codes
DOI: 10.5281/zenodo.13144227
title: Soil organic carbon formation efficiency from straw/stover and manure input and its drivers: Estimates from long-term data in global croplands

description: Field observation data collected from publications, the references from the  main text and data sources , grid-level maps showing prediction of global cultivated land NCE(%) and data-driven model codes
DOI: 10.48420/26378074
title: Research Data for "An ab initio study of magnetic relaxation in a dysprosocenium single-molecule magnet"

description: The data includes optimised crystal structure and phonon data, spin-phonon couplings and magnetic relaxation rates for the dysprosocenium single-molecule magnet [DyCp<sup>ttt</sup><sub>2</sub>][B(C<sub>6</sub>F<sub>5</sub>)<sub>4</sub>]. These data allow us to calculate how the unpaired electron spins in the molecule interact with the phonon bath of the molecular crystal and consequently the timescales of spin-lattice relaxation as a function of temperature.
DOI: 10.48420/26378074.v1
title: Research Data for "An ab initio study of magnetic relaxation in a dysprosocenium single-molecule magnet"

description: The data includes optimised crystal structure and phonon data, spin-phonon couplings and magnetic relaxation rates for the dysprosocenium single-molecule magnet [DyCp<sup>ttt</sup><sub>2</sub>][B(C<sub>6</sub>F<sub>5</sub>)<sub>4</sub>]. These data allow us to calculate how the unpaired electron spins in the molecule interact with the phonon bath of the molecular crystal and consequently the timescales of spin-lattice relaxation as a function of temperature.
DOI: 10.15468/dl.948t9a
title: Occurrence Download

description: A dataset containing 2331 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nicrophorus concolor (Kraatz, 1877)"
 ]
}

 The dataset includes 2331 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043549-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f84ps2
title: Occurrence Download

description: A dataset containing 17775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.20864 5.81226,-69.31937 5.81226,-69.31937 8.56939,-76.20864 8.56939,-76.20864 5.81226))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Miconia Ruiz & Pav."
 ]
}

 The dataset includes 17775 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043550-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdsk2h
title: Occurrence Download

description: A dataset containing 11752 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nicrophorus investigator (Zetterstedt, 1824)"
 ]
}

 The dataset includes 11752 records from 225 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043551-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rtwap
title: Occurrence Download

description: A dataset containing 2812 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crotalus adamanteus Palisot De Beauvois, 1799"
 ]
}

 The dataset includes 2812 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043552-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13144710
title: GPR Dataset

description: GPR B-scans of buried cylindirical objects in soil, using OERAD's Concretto system.  

YOLO Training Dataset has annotated B-scans of GPR hyperbola bounding boxes, masks and apex points in CVAT XML and YOLO annotation formats. It is composed of annotated original B-scans images stored without any processing and after processing, following a multi-channel approach. This approach concisted in storing different data processing techniques in each image RGB channel. These techniques consisted of a GPR processing pipeline, composed of dewow, mean background removal and band-pass filtering, automatic gain control, normalized cross-correlation reference signal matching and Sobel edge filter. Image augmentation techniques were used in the training and validation subsets, indicated in the file names. All of the augmentations were applied equally to each multi-channel encoding, such that the annotations are valid for all of these.

The System Verification dataset is composed of original unaugmented B-scans with ground-truth object position.
DOI: 10.5281/zenodo.13144711
title: GPR Dataset

description: GPR B-scans of buried cylindirical objects in soil, using OERAD's Concretto system.  

YOLO Training Dataset has annotated B-scans of GPR hyperbola bounding boxes, masks and apex points in CVAT XML and YOLO annotation formats. It is composed of annotated original B-scans images stored without any processing and after processing, following a multi-channel approach. This approach concisted in storing different data processing techniques in each image RGB channel. These techniques consisted of a GPR processing pipeline, composed of dewow, mean background removal and band-pass filtering, automatic gain control, normalized cross-correlation reference signal matching and Sobel edge filter. Image augmentation techniques were used in the training and validation subsets, indicated in the file names. All of the augmentations were applied equally to each multi-channel encoding, such that the annotations are valid for all of these.

The System Verification dataset is composed of original unaugmented B-scans with ground-truth object position.
DOI: 10.5519/qd.twbxykka
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (4185 records)
DOI: 10.25403/upresearchdata.26405299
title: Views and perspectives on the development of mass valuation standards in South Africa

description: Data was collected using the mixed methods. These included the interviews, survey questionnaire, and secondary data analysis. Confidentiality and anonymity of the interview participates was guaranteed and ensured. The interviews recordings were transcribed and anonymised. Extracts were used in the text to explain the findings. The questionnaire responses were quantitatively analysed, presented in graphic form and presented in the text. Statistical analysis was employed to the secondary data.
DOI: 10.25403/upresearchdata.26405299.v1
title: Views and perspectives on the development of mass valuation standards in South Africa

description: Data was collected using the mixed methods. These included the interviews, survey questionnaire, and secondary data analysis. Confidentiality and anonymity of the interview participates was guaranteed and ensured. The interviews recordings were transcribed and anonymised. Extracts were used in the text to explain the findings. The questionnaire responses were quantitatively analysed, presented in graphic form and presented in the text. Statistical analysis was employed to the secondary data.
DOI: 10.15468/dl.p5baun
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"PUBLISHING_ORG","value":"bc092ff0-02e4-11dc-991f-b8a03c50a862","matchCase":false},{"type":"equals","key":"BASIS_OF_RECORD","value":"PRESERVED SPECIMEN","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043548-240626123714530/datasets/export for details.
DOI: 10.5281/zenodo.13144703
title: Modeling Lewy Body Disease with SNCA Triplication iPSC-Derived Cortical Organoids and Identifying Therapeutic Drugs

description: This repository contains the source code for the single-cell and single-nuclei RNA sequencing data analysis for the study Modeling Lewy Body Disease with SNCA Triplication iPSC-Derived Cortical Organoids and Identifying Therapeutic Drugs by Yunjung Jin et al.
DOI: 10.5281/zenodo.13144704
title: Modeling Lewy Body Disease with SNCA Triplication iPSC-Derived Cortical Organoids and Identifying Therapeutic Drugs

description: This repository contains the source code for the single-cell and single-nuclei RNA sequencing data analysis for the study Modeling Lewy Body Disease with SNCA Triplication iPSC-Derived Cortical Organoids and Identifying Therapeutic Drugs by Yunjung Jin et al.
DOI: 10.5281/zenodo.13143300
title: A systems immunology approach reveals distinct roles of genetic and non-genetic factors in shaping variation of immune responses in cattle

description: The VCF file contains 11486822 SNPs from 246 Belgian blue bulls utilized in a genome-wide association study focusing on immunophenotypes.