cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.e5m23t
title: Occurrence Download

description: A dataset containing 267556 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Threatened species occurrences, Denmark 1991-2015"
 ]
}

 The dataset includes 267556 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004043-250325103851331/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.28677941
title: Raw data TLR and Klebsiella p.

description: In the excell file raw data of the performed experiments, relative to the paper titled " Role of endosomal toll-like receptors in immune sensing of Klebsiella pneumoniae", are listed.
DOI: 10.15468/dl.sbut6a
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-65.3132 -23.47919,-67.40175 -30.85875,-60.71838 -32.73845,-57.86402 -25.21965,-65.3132 -23.47919))",
 "OccurrenceStatus is Present",
 "TaxonKey is Dicotyles tajacu (Linnaeus, 1758)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004054-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2jxp7d
title: CCDC 2351264: Experimental Crystal Structure Determination

description: Related Article: Lincy Tom|2024|CSD Communication|||
description: Related Article: Reshma P．R, Lincy Tom, Dhanya N．P,  K. P. Safna Hussan, Vinod P. Raphael, V. B. Bhagyesh, Bibitha Joseph|2025|J.Mol.Struct.|1335|141866|doi:10.1016/j.molstruc.2025.141866
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.cc2jxp9g
title: CCDC 2351266: Experimental Crystal Structure Determination

description: Related Article: Lincy Tom|2024|CSD Communication|||
description: Related Article: Reshma P．R, Lincy Tom, Dhanya N．P,  K. P. Safna Hussan, Vinod P. Raphael, V. B. Bhagyesh, Bibitha Joseph|2025|J.Mol.Struct.|1335|141866|doi:10.1016/j.molstruc.2025.141866
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: 10.17028/rd.lboro.21610638
title: An investigation of digital inclusion in UK rural communities [interview transcripts, intermediary level]

description:  
This study challenges the current ‘utopian’ discourse in digital inclusion rhetoric by providing insights into the complexity of digital inclusion initiative provision as a multilevel phenomenon, against a backdrop of digitalisation and digital-by-default policy.
The aim of this study is to investigate digital inclusion initiative provision in the context of UK rural communities. Underpinned by the philosophy of critical realism, the study employs an exploratory qualitative case study that provides a critical discussion of digital inclusion initiative provision and a granular analysis of the dynamics, processes, experiences, and behaviours of those involved in the phenomenon. More specifically the study explores digital inclusion initiative provision from a multilevel perspective, from digital inclusion stakeholders that operate nationally across the UK; intermediaries delivering digital inclusion training and support in three specific rural regions of the UK with populations at increased risk of digital exclusion; and individuals who have received digital inclusion support within those three specific rural locations.
Data collection involved semi-structured interviews, focus groups, observations, complemented by a brief document review. Activity Theory was utilised as an analytical framework to provide guidance from data collection through to empirical data analysis to help investigate digital inclusion initiative provision as a multilevel phenomenon.
Key findings reveal digital inclusion initiative provision is a complicated process that is fraught with challenges and contradictions, that hamper the realisation of the digital inclusion agenda. Digital inclusion training and support is provided to individuals from ‘all walks of life’, not just the digitally excluded, and not everyone has beneficial outcomes. Importantly, the study reveals the bridging role of human intermediation, and the need for rural communities to be considered in UK government digital policy.
Contributions of this study include new insights into the understanding digital inclusion initiative provision and the inherent challenges in that process, the usefulness of Activity Theory to help unravel the complexity of digital inclusion initiatives as a multilevel phenomenon; and recommendations for change in the provision of digital inclusion initiatives that have implications for policy and practice.
DOI: 10.17028/rd.lboro.21610638.v1
title: An investigation of digital inclusion in UK rural communities [interview transcripts, intermediary level]

description:  
This study challenges the current ‘utopian’ discourse in digital inclusion rhetoric by providing insights into the complexity of digital inclusion initiative provision as a multilevel phenomenon, against a backdrop of digitalisation and digital-by-default policy.
The aim of this study is to investigate digital inclusion initiative provision in the context of UK rural communities. Underpinned by the philosophy of critical realism, the study employs an exploratory qualitative case study that provides a critical discussion of digital inclusion initiative provision and a granular analysis of the dynamics, processes, experiences, and behaviours of those involved in the phenomenon. More specifically the study explores digital inclusion initiative provision from a multilevel perspective, from digital inclusion stakeholders that operate nationally across the UK; intermediaries delivering digital inclusion training and support in three specific rural regions of the UK with populations at increased risk of digital exclusion; and individuals who have received digital inclusion support within those three specific rural locations.
Data collection involved semi-structured interviews, focus groups, observations, complemented by a brief document review. Activity Theory was utilised as an analytical framework to provide guidance from data collection through to empirical data analysis to help investigate digital inclusion initiative provision as a multilevel phenomenon.
Key findings reveal digital inclusion initiative provision is a complicated process that is fraught with challenges and contradictions, that hamper the realisation of the digital inclusion agenda. Digital inclusion training and support is provided to individuals from ‘all walks of life’, not just the digitally excluded, and not everyone has beneficial outcomes. Importantly, the study reveals the bridging role of human intermediation, and the need for rural communities to be considered in UK government digital policy.
Contributions of this study include new insights into the understanding digital inclusion initiative provision and the inherent challenges in that process, the usefulness of Activity Theory to help unravel the complexity of digital inclusion initiatives as a multilevel phenomenon; and recommendations for change in the provision of digital inclusion initiatives that have implications for policy and practice.
DOI: 10.15468/dl.am6hpq
title: Occurrence Download

description: A dataset containing 57421 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Atlas of Danish Mammals"
 ]
}

 The dataset includes 57421 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004048-250325103851331/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.28677770
title: <b>S3 File. PRISMA-SR checklist for paper</b>

description: This research explores the factors influencing the acceptability and uptake of HIV self-testing (HIVST) among priority populations in Sub-Saharan Africa, examining demographic, socio-cultural, and logistical barriers and facilitators through a scoping review.<br>
DOI: 10.15468/dl.wbs9e5
title: Occurrence Download

description: A dataset containing 32841 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Abaeis Hübner, 1819)"
 ]
}

 The dataset includes 32841 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004059-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4r5xu
title: Occurrence Download

description: A dataset containing 26714 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "StateProvince is one of (norte de santander)",
 "TaxonKey is one of (Plantae)",
 "GadmGid is one of (COL.23_2)"
 ]
 }
 ]
}

 The dataset includes 26714 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004060-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15071062
title: Tutorial Dataset for AR-Decon

description: This tutorial dataset provides all necessary files to learn and practice correcting anisotropic resolution using AR-Decon. The dataset features an influenza hemagglutinin (HA) trimer derived from EMDB entries 8731 and 21954. It includes both raw and preprocessed data:



Raw maps directly from EMDB.



A primary map with anisotropic resolution (EMD-8731) that will be improved through AR-Decon processing, along with its corresponding half-maps and mask.

A high-quality reference map (EMD-21954) without anisotropic resolution for parameter optimization.



Preprocessed maps ready for immediate use of AR-Decon.



Half-maps and a mask that have been correctly flipped for consistent handedness.

A reference map has been resampled to ensure matching pixel size and box dimensions.




This materials allows users to work through the complete AR-Decon workflow from preprocessing through parameter optimization.
DOI: 10.5281/zenodo.15071063
title: Tutorial Dataset for AR-Decon

description: This tutorial dataset provides all necessary files to learn and practice correcting anisotropic resolution using AR-Decon. The dataset features an influenza hemagglutinin (HA) trimer derived from EMDB entries 8731 and 21954. It includes both raw and preprocessed data:



Raw maps directly from EMDB.



A primary map with anisotropic resolution (EMD-8731) that will be improved through AR-Decon processing, along with its corresponding half-maps and mask.

A high-quality reference map (EMD-21954) without anisotropic resolution for parameter optimization.



Preprocessed maps ready for immediate use of AR-Decon.



Half-maps and a mask that have been correctly flipped for consistent handedness.

A reference map has been resampled to ensure matching pixel size and box dimensions.




This materials allows users to work through the complete AR-Decon workflow from preprocessing through parameter optimization.
DOI: 10.5281/zenodo.15097108
title: Pakistan LULC and Deforestation Dataset (2001–2021): Derived LULC Maps, Forest Fragmentation, and ML-Based Risk Layers

description: This dataset contains land use/land cover (LULC) maps, deforestation and forest gain transitions, forest fragmentation layers (MSPA), proximity rasters, and machine learning-based deforestation risk prediction maps for Pakistan from 2001 to 2021. Data were derived using Landsat 5, 7, and 8 imagery, processed in R, Google Earth Engine, and Python. The dataset supports reproducibility of the associated manuscript submitted to Earth’s Future journal, and facilitates forest degradation monitoring under climate and anthropogenic pressures.

Key components:- LULC classification maps for 2001, 2005, 2010, 2015, and 2021- Deforestation and forest gain transition rasters- Forest fragmentation maps using GUIDOS MSPA- Proximity rasters: distance from roads, built-up areas, and water- Model prediction outputs with SHAP interpretation

Scripts and workflows are hosted at: https://github.com/gohar147/Assessing-Deforestation-and-Degradation-Risks-in-Pakistan-2001-2021-

Please cite this dataset if used in your research.
DOI: 10.5281/zenodo.15097109
title: Pakistan LULC and Deforestation Dataset (2001–2021): Derived LULC Maps, Forest Fragmentation, and ML-Based Risk Layers

description: This dataset contains land use/land cover (LULC) maps, deforestation and forest gain transitions, forest fragmentation layers (MSPA), proximity rasters, and machine learning-based deforestation risk prediction maps for Pakistan from 2001 to 2021. Data were derived using Landsat 5, 7, and 8 imagery, processed in R, Google Earth Engine, and Python. The dataset supports reproducibility of the associated manuscript submitted to Earth’s Future journal, and facilitates forest degradation monitoring under climate and anthropogenic pressures.

Key components:- LULC classification maps for 2001, 2005, 2010, 2015, and 2021- Deforestation and forest gain transition rasters- Forest fragmentation maps using GUIDOS MSPA- Proximity rasters: distance from roads, built-up areas, and water- Model prediction outputs with SHAP interpretation

Scripts and workflows are hosted at: https://github.com/gohar147/Assessing-Deforestation-and-Degradation-Risks-in-Pakistan-2001-2021-

Please cite this dataset if used in your research.
DOI: 10.15468/dl.64asds
title: Occurrence Download

description: A dataset containing 75042 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85.57697 10.63047,-85.35496 10.63047,-85.35496 10.77222,-85.57697 10.77222,-85.57697 10.63047))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 75042 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004040-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpz4np
title: Occurrence Download

description: A dataset containing 2468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glycyrrhiza glabra L.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 2468 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004061-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34703/gzx1-9v95/ath2ba
title: Replication Data for: Generalization on both sides of the mutualism: pollinators of Jacquemontia curtisii in southern Florida

description: In this study we took pollen from visitors bodies, and observed pollen on stigmas of flowers, to learn if pollinators were faithful to one plant species (specialized) or generalists.
DOI: 10.34703/gzx1-9v95/ath2ba/3epxch
title: DataPollenOnStigmas.tab

description: types and numbers of pollen on stigmas of Jacquemontia curtissii
DOI: 10.34703/gzx1-9v95/ath2ba/lfn5in
title: Table2PollenOnVisitors.docx

description: data from individual insects - pollen on their bodies
DOI: 10.34703/gzx1-9v95/ath2ba/zulrco
title: DataJacVSotherSppStigmas.tab

description: Numbers of Jacquemontia curtissii vs. other species pollen grains on stigmas
DOI: 10.5281/zenodo.15097179
title: Preprocessed continuous seismic data from Ridgecrest, CA on 2019-07-04

description: This dataset contains preprocessed continuous seismic recordings, in miniseed format, used in the SSA 2025 earthquake detection workshop, for the template matching demonstration. Seismic data were bandpass filtered between 2Hz and 12Hz and downsampled to 25Hz.
DOI: 10.5281/zenodo.15097180
title: Preprocessed continuous seismic data from Ridgecrest, CA on 2019-07-04

description: This dataset contains preprocessed continuous seismic recordings, in miniseed format, used in the SSA 2025 earthquake detection workshop, for the template matching demonstration. Seismic data were bandpass filtered between 2Hz and 12Hz and downsampled to 25Hz.
DOI: 10.5281/zenodo.15097194
title: 3dcap-md: Sample datasets of Agisoft Metashape for generating metadata

description: In this repository we provide Agisoft Metashape (SfM) projects and the 3D models processed from them with their metadata using the example of  a souvenir of a terracotta warrior (sample 1) and a  preserved wood sample (sample 2). The metadata was generated with our script for metadata generation.
 
The first example is referenced with coded targets and imported coordinate list. The second example is referenced with coded targets and scales defined in between. For each project there is metadata in the format of a *.json file and a *.ttl file. In the metadata folders there are files with all selected metadata and additionally those where only with a Uri link were exported. We used Agisoft Metashape version 1.8.3 to create this data.
DOI: 10.5281/zenodo.7463877
title: 3dcap-md: Sample datasets of Agisoft Metashape for generating metadata

description: In this repository we provide Agisoft Metashape (SfM) projects and the 3D models processed from them with their metadata using the example of a souvenir of a terracotta warrior (sample 1) and a preserved wood sample (sample 2). The metadata was generated with our script for metadata generation.<br> <br> The first example is referenced with coded targets and imported coordinate list. The second example is referenced with coded targets and scales defined in between. For each project there is metadata in the format of a *.json file and a *.ttl file. In the metadata folders there are files with all selected metadata and additionally those where only with a Uri link were exported. We used Agisoft Metashape version 1.8.3 to create this data.
DOI: 10.5281/zenodo.15097048
title: Heterogeneity of thymic output in elderly and its association with sex and smoking

description: TCR-seq from whole blood samples
DOI: 10.5281/zenodo.15097049
title: Heterogeneity of thymic output in elderly and its association with sex and smoking

description: TCR-seq from whole blood samples
DOI: 10.6084/m9.figshare.27158394
title: Workshop_Multispecies City Lab_2024_Melbourne.

description: The <i>Multispecies City Lab</i> was a workshop organized in Melbourne/Narrm in 2024 at the Faculty of Education at the University of Melbourne. This workshop invited people living in Melbourne to re-imagine the city as a place where humans and other-than-humans collaborate, a place where magpies, the Yarra River, gum trees, algae, or fungi thrive. What would this multispecies city look, smell, or sound like? The Multispecies City Lab challenged today's urban structures and encourages you to speculate on possibilities for urban living beyond the human.
DOI: 10.17632/9r8kjdv7mn.1
title: 10.1038/s41598-024-70263-3

description: raw data of "An overview of Synlab SDN Biobank’s quality control system" doi 10.1038/s41598-024-70263-3
DOI: 10.17632/bgyf8z4v69.1
title: A Comparative Study Between the Impact of Fertigation, Biofloc, and Aquaculture Wastewater Drip Irrigation on the Plant Growth, Essential Oil Yield and Composition of Lavandula dentata L. and Mentha Pulegium L. Under Greenhouse Conditions

description: The aim of this project was to assess the variation in growth, total phenolics, essential oil yield and composition in lavender and mint as affected by irrigation of different water qualities. The water quality treatments included T1: fertigation, T2: Biofloc wastewater, and T3: aquaculture wastewater. Data was collected at two cuts described as cut 1 and cut 2.
DOI: 10.17632/wycdwsm9z4.1
title: 10.1039/D4TB00358F

description: raw data of " Hybrid PNA-peptide hydrogels as injectable CEST-MRI agents" doi 10.1039/D4TB00358F
DOI: 10.15468/dl.s6duwh
title: Occurrence Download

description: A dataset containing 10721457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10721457 records from 1301 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004045-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6zgjx
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polypsecadium arnottianum (Gillies ex Hook. & Arn.) Al-Shehbaz"
 ]
}

 The dataset includes 86 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092672-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/2476
title: wmt14_injected_synthetic_dyslexia
DOI: 10.15468/dl.r2m9b9
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cipuropsis hospitalis (L.B.Sm.) Christenh. & Byng"
 ]
}

 The dataset includes 40 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039157-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axyzjd
title: Occurrence Download

description: A dataset containing 2937 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polystachya foliosa (Hook.) Rchb.f."
 ]
}

 The dataset includes 2937 records from 197 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092688-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bastex
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nama parvifolium (Torr.) Greenm."
 ]
}

 The dataset includes 109 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045179-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83w7mb
title: Occurrence Download

description: A dataset containing 42952 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vultur gryphus Linnaeus, 1758"
 ]
}

 The dataset includes 42952 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092717-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.