cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/t85me4
title: Cover of Intertidal Macroalgae along the N and NW Coast of the Iberian Peninsula

description: A standardized sampling methodology was applied at 21 sites along the northern and northwestern Iberian Peninsula, and at an additional 11 sites along the coast of Cantabria. Field surveys were carried out during the low spring tides in 2011, 2012, 2017 and 2023. At each site, three transects perpendicular to the coast were selected. A stratified and systematic sampling procedure was carried out, dividing each transect into four areas: lower intertidal, middle intertidal, upper intertidal and supralittoral. The sampling stations were distributed at equal distances, three in the lower and middle intertidal and two in the upper intertidal and supralittoral. The sampling unit was standardized using a 50 x 50 cm grid.
DOI: 10.5517/ccdc.csd.cc2m4f29
title: CCDC 2417320: Experimental Crystal Structure Determination

description: Related Article: zhang|2025|CSD Communication|||
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.cc2m4j3f
title: CCDC 2417414: Experimental Crystal Structure Determination

description: Related Article: zhang-b|2025|CSD Communication|||
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: 10.6084/m9.figshare.29804459.v1
title: Nymphalid T1 leg expression - Hoile et al

description: This study analysed the evolution of gene expression in the reduced first thoracic (T1) legs of nymphalid butterflies. Species in the family Nymphalidae have greatly reduced forelegs in both male and females, which have lost their walking functions and are thought to play a role in sensory behaviours including oviposition. To assess whether changes in gene expression correlate with this phenotype we sampled <i>Maniola jurtina </i>(meadow brown butterfly) for RNA sequencing to carry out differential gene expression analyses between T1 legs and the remaining legs, as well as between T1 legs and palps. While all legs share similar expression profiles, we find T1 legs have an expression profile distinct from the other legs and the palps. We do find over 250 genes which show similar expression profiles in T1 legs and palps, when compared to the other legs. These genes primarily consist of those with metabolic functions, including a trypsin-domain protein which underwent large gene expansion specifically within the nymphalid butterflies. We also find shared (T1 legs and palps) and distinct (T1 or palps) chemosensory gene expression suggesting an increased sensory role in the T1 legs compared to the other legs.<br><br>All data and code used in this study are available on this figshare repository. If there are any queries about any of the files please do not hesitate to contact any of the authors.
DOI: 10.5281/zenodo.18391031
title: Scottish meat consumption survey (Feb–Jul 2023): attitudes, COM-B measures, and perceived effectiveness of meat-reduction policies (Best-Worst Scaling)

description: Anonymised individual-level responses from an online survey of adults (≥18 years) living in Scotland, collected February to July 2023. Participants were recruited via Qualtrics to approximate a nationally representative sample stratified by age, gender, education, and ethnicity.

The survey included three sections: (1) attitudes to meat reduction and current behaviour using COM-B framed items (Capability, Opportunity, Motivation) on Likert scales, (2) a Best-Worst Scaling task rating the perceived effectiveness of 25 potential meat-reduction policies and interventions, and (3) socio-demographic characteristics. In the associated publication, latent class analysis was used to identify four attitudinal subgroups (Resistant, Ambivalent, Open, Active meat reducers).

Files in this record include: a cleaned CSV dataset, a machine-readable codebook (TSV and JSON), and a README describing the variables and processing steps. The open-release dataset contains 1,590 respondent records and 150 variables (columns). A sequential participant_id was generated for the open-release file.

Ethical approval was granted by the Rowett Ethics Panel at the University of Aberdeen, and informed consent was obtained from participants.

Associated publication: McBey D, Martinez Sanchez G, Horgan G, Macdiarmid JI, McCormick BJJ. “Perceived effectiveness of 25 interventions and policies designed to reduce meat consumption”. Food Quality and Preference, 135, 105693. https://doi.org/10.1016/j.foodqual.2025.105693
DOI: 10.15468/dl.nu4jve
title: Occurrence Download

description: A dataset containing 5446 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Aristida jerichoensis"
 ]
}

 The dataset includes 5446 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002567-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwf9w2
title: Occurrence Download

description: A dataset containing 2007 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Demersal and pelagic species of fish and squid from the Patagonian shelf"
 ]
}

 The dataset includes 2007 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002568-260208012135463/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.31293628
title: Data for hydro-powered green hydrogen in Ghana

description: This study focuses on evaluating Ghana’s green hydrogen production potential from hydropower sources.
DOI: 10.6084/m9.figshare.31293628.v1
title: Data for hydro-powered green hydrogen in Ghana

description: This study focuses on evaluating Ghana’s green hydrogen production potential from hydropower sources.
DOI: 10.15468/dl.kb6nty
title: Occurrence Download

description: A dataset containing 1014 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 41.89415215079384
 AND decimallatitude &lt;= 46.479780028101516
 AND decimallongitude &gt;= 107.89334554252557
 AND decimallongitude &lt;= 119.59356374412798
 AND GBIF_Within('POLYGON ((119.593564 41.894152, 119.593564 46.479780, 107.893346 46.479780, 107.893346 41.894152, 119.593564 41.894152))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 1014 records were derived from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002559-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vznuj4
title: Occurrence Download

description: A dataset containing 1026 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Aristida junciformis"
 ]
}

 The dataset includes 1026 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002569-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245009
title: Success and failure in England’s patent system: New evidence from patent applications, 1783-1834

description: This project contains the dataset and replication packages used in the paper, 'Success and failure in England's patent system: New evidence from patent applications, 1783-1834'.<br><br>The dataset contains patent applications relating to 5,328 granted patents and 722 non-granted patents filed between 1783 and 1834.<br><br>Each Zip file contains the relevant 'README' document.
DOI: 10.3886/e245009v2
title: Success and failure in England’s patent system: New evidence from patent applications, 1783-1834

description: This project contains the dataset and replication packages used in the paper, 'Success and failure in England's patent system: New evidence from patent applications, 1783-1834'.<br><br>The dataset contains patent applications relating to 5,328 granted patents and 722 non-granted patents filed between 1783 and 1834.<br><br>Each Zip file contains the relevant 'README' document.
DOI: 10.6084/m9.figshare.29804459
title: Nymphalid T1 leg expression - Hoile et al

description: This study analysed the evolution of gene expression in the reduced first thoracic (T1) legs of nymphalid butterflies. Species in the family Nymphalidae have greatly reduced forelegs in both male and females, which have lost their walking functions and are thought to play a role in sensory behaviours including oviposition. To assess whether changes in gene expression correlate with this phenotype we sampled <i>Maniola jurtina </i>(meadow brown butterfly) for RNA sequencing to carry out differential gene expression analyses between T1 legs and the remaining legs, as well as between T1 legs and palps. While all legs share similar expression profiles, we find T1 legs have an expression profile distinct from the other legs and the palps. We do find over 250 genes which show similar expression profiles in T1 legs and palps, when compared to the other legs. These genes primarily consist of those with metabolic functions, including a trypsin-domain protein which underwent large gene expansion specifically within the nymphalid butterflies. We also find shared (T1 legs and palps) and distinct (T1 or palps) chemosensory gene expression suggesting an increased sensory role in the T1 legs compared to the other legs.<br><br>All data and code used in this study are available on this figshare repository. If there are any queries about any of the files please do not hesitate to contact any of the authors.
DOI: 10.6084/m9.figshare.29804459.v3
title: Nymphalid T1 leg expression - Hoile et al

description: This study analysed the evolution of gene expression in the reduced first thoracic (T1) legs of nymphalid butterflies. Species in the family Nymphalidae have greatly reduced forelegs in both male and females, which have lost their walking functions and are thought to play a role in sensory behaviours including oviposition. To assess whether changes in gene expression correlate with this phenotype we sampled <i>Maniola jurtina </i>(meadow brown butterfly) for RNA sequencing to carry out differential gene expression analyses between T1 legs and the remaining legs, as well as between T1 legs and palps. While all legs share similar expression profiles, we find T1 legs have an expression profile distinct from the other legs and the palps. We do find over 250 genes which show similar expression profiles in T1 legs and palps, when compared to the other legs. These genes primarily consist of those with metabolic functions, including a trypsin-domain protein which underwent large gene expansion specifically within the nymphalid butterflies. We also find shared (T1 legs and palps) and distinct (T1 or palps) chemosensory gene expression suggesting an increased sensory role in the T1 legs compared to the other legs.<br><br>All data and code used in this study are available on this figshare repository. If there are any queries about any of the files please do not hesitate to contact any of the authors.
DOI: 10.6084/m9.figshare.29804459.v2
title: Nymphalid T1 leg expression - Hoile et al

description: This study analysed the evolution of gene expression in the reduced first thoracic (T1) legs of nymphalid butterflies. Species in the family Nymphalidae have greatly reduced forelegs in both male and females, which have lost their walking functions and are thought to play a role in sensory behaviours including oviposition. To assess whether changes in gene expression correlate with this phenotype we sampled <i>Maniola jurtina </i>(meadow brown butterfly) for RNA sequencing to carry out differential gene expression analyses between T1 legs and the remaining legs, as well as between T1 legs and palps. While all legs share similar expression profiles, we find T1 legs have an expression profile distinct from the other legs and the palps. We do find over 250 genes which show similar expression profiles in T1 legs and palps, when compared to the other legs. These genes primarily consist of those with metabolic functions, including a trypsin-domain protein which underwent large gene expansion specifically within the nymphalid butterflies. We also find shared (T1 legs and palps) and distinct (T1 or palps) chemosensory gene expression suggesting an increased sensory role in the T1 legs compared to the other legs.<br><br>All data and code used in this study are available on this figshare repository. If there are any queries about any of the files please do not hesitate to contact any of the authors.
DOI: 10.5281/zenodo.14847389
title: Research Data

description: This study presents the East London Survey Data, collected from 4,093 households across 94 Output Areas (OAs) in five boroughs undergoing The East London Longitudinal projects. The data focuses on key aspects of prosperity with the 293 questionnaires to represent the communities' various aspects such as demographic attributes (age, ethnicity, gender), socio-economic factors (income, housing, employment), and community cohesion (trust in neighbours and local government). The ground truth data for understanding long-term trends through future longitudinal studies address inequalities and foster sustainable, resilient communities in East London.
DOI: 10.5281/zenodo.14847390
title: Research Data

description: This study presents the East London Survey Data, collected from 4,093 households across 94 Output Areas (OAs) in five boroughs undergoing The East London Longitudinal projects. The data focuses on key aspects of prosperity with the 293 questionnaires to represent the communities' various aspects such as demographic attributes (age, ethnicity, gender), socio-economic factors (income, housing, employment), and community cohesion (trust in neighbours and local government). The ground truth data for understanding long-term trends through future longitudinal studies address inequalities and foster sustainable, resilient communities in East London.
DOI: 10.4121/c4b36806-f5de-49c3-85c1-3601b4163e4d
title: Data supporting "Anomalous enhanced swelling of charged copolymer gels"

description: Data supporting the publication "Anomalous enhanced swelling of charged copolymer gels" in Polymer (vol. 317, 127934, published January 2025). <br><strong>Experimental data includes: </strong>Differential Scanning Calorimetry (<em>DSC </em>) data. Objective: Determination of the glass transition temperature of gels with different SPMA:HEMA ratios. Files: metadata (xls), raw data (txt), glass transition temperatures (xls).Fourier-transform Infrared spectroscopy (<em>FTIR </em>) spectra. Objective: Determination chemical content of gels with different SPMA:HEMA ratios. Files: metadata (xls), raw data (txt)Proton Nuclear Magnetic Resonance (<em>H-NMR </em>) spectra. Objective: Estimation reactivity ratios of SPMA and HEMA monomers. Files: metadata (xls), raw data (Mnova + txt files)Swelling data of various gels with different SPMA:HEMA ratios. Objective: Determine trend in swelling of gels with different co-polymer compositions. Files: metadata + swelling data (xls-file)<br><strong>Python scripts include:</strong>"Flory Rehner" - Script that utilizes the Flory Rehner network to calculate osmotic pressure contributions (in txt)"Effective Charge Density" - Script that calculates effect charges on polyelectrolyte chains (in txt)"R1R2 Determination" - Script used to calculate reactivity ratios in SPMA and HEMA co-polymerization (in txt)"Chain Configuration" Script used to calculate and visualize the p(SPMA-co-HEMA) copolymer architecture (in txt)<br>
DOI: 10.4121/c4b36806-f5de-49c3-85c1-3601b4163e4d.v1
title: Data supporting "Anomalous enhanced swelling of charged copolymer gels"

description: Data supporting the publication "Anomalous enhanced swelling of charged copolymer gels" in Polymer (vol. 317, 127934, published January 2025). <br><strong>Experimental data includes: </strong>Differential Scanning Calorimetry (<em>DSC </em>) data. Objective: Determination of the glass transition temperature of gels with different SPMA:HEMA ratios. Files: metadata (xls), raw data (txt), glass transition temperatures (xls).Fourier-transform Infrared spectroscopy (<em>FTIR </em>) spectra. Objective: Determination chemical content of gels with different SPMA:HEMA ratios. Files: metadata (xls), raw data (txt)Proton Nuclear Magnetic Resonance (<em>H-NMR </em>) spectra. Objective: Estimation reactivity ratios of SPMA and HEMA monomers. Files: metadata (xls), raw data (Mnova + txt files)Swelling data of various gels with different SPMA:HEMA ratios. Objective: Determine trend in swelling of gels with different co-polymer compositions. Files: metadata + swelling data (xls-file)<br><strong>Python scripts include:</strong>"Flory Rehner" - Script that utilizes the Flory Rehner network to calculate osmotic pressure contributions (in txt)"Effective Charge Density" - Script that calculates effect charges on polyelectrolyte chains (in txt)"R1R2 Determination" - Script used to calculate reactivity ratios in SPMA and HEMA co-polymerization (in txt)"Chain Configuration" Script used to calculate and visualize the p(SPMA-co-HEMA) copolymer architecture (in txt)<br>
DOI: 10.15468/dl.vnasah
title: Occurrence Download

description: A dataset containing 8247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Brazil",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 8247 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002573-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rhbw5
title: Occurrence Download

description: A dataset containing 4248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Aristida latifolia"
 ]
}

 The dataset includes 4248 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002572-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18437263
title: A Novel Coupled Epistatic Algorithm to Predict Host-Adapted Hidden Genotypes of Influenza A Virus Hemagglutinin

description: Predicting adaptive genotypes of influenza A virus (IAV) hemagglutinin (HA) is challenged by epistatic mutations, often missed in single-site analyses. We developed a novel Coupled Epistatic Algorithm (CEA) and CEA-refined Language Models (CLM) to identify epistatic mutations driving human adaptation and pandemic risk in IAV HA. The CEA integrated evolutionary constraints and penalty metrics, outperforming existing methods in capturing residue constraints validated by deep mutational scanning. The CLM combined fine-tuned ESM-2 and vBERT-based classifiers, and revealed that key adaptive mutations in receptor binding domains (RBD) epistatically coupled with overlooked mutations beyond RBD. This framework predicted 100% of experimentally validated high-frequency binding sites and identified natural cross-species transmission mutations. Specifically, CLM predicted elevated human-adaptive risk in 2010-2020 H1N1 and post-2020 H5N1 IAVs, linked to the 2009 pandemic and recent North American bovine spillover events. This work established a novel predictive framework for identifying hidden IAV genotypes potentially important for pandemics.
DOI: 10.5281/zenodo.18437264
title: A Novel Coupled Epistatic Algorithm to Predict Host-Adapted Hidden Genotypes of Influenza A Virus Hemagglutinin

description: Predicting adaptive genotypes of influenza A virus (IAV) hemagglutinin (HA) is challenged by epistatic mutations, often missed in single-site analyses. We developed a novel Coupled Epistatic Algorithm (CEA) and CEA-refined Language Models (CLM) to identify epistatic mutations driving human adaptation and pandemic risk in IAV HA. The CEA integrated evolutionary constraints and penalty metrics, outperforming existing methods in capturing residue constraints validated by deep mutational scanning. The CLM combined fine-tuned ESM-2 and vBERT-based classifiers, and revealed that key adaptive mutations in receptor binding domains (RBD) epistatically coupled with overlooked mutations beyond RBD. This framework predicted 100% of experimentally validated high-frequency binding sites and identified natural cross-species transmission mutations. Specifically, CLM predicted elevated human-adaptive risk in 2010-2020 H1N1 and post-2020 H5N1 IAVs, linked to the 2009 pandemic and recent North American bovine spillover events. This work established a novel predictive framework for identifying hidden IAV genotypes potentially important for pandemics.
DOI: 10.5281/zenodo.18037672
title: Battery Imaging Library: EDX NMC811 electrode

description: This entry contains the EDX data for a NMC811 electrode.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.18037671
title: Battery Imaging Library: EDX NMC811 electrode

description: This entry contains the EDX data for a NMC811 electrode.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Multi-length scale and multi-modal synchrotron and laboratory battery imaging data for all, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.