cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15630454
title: The Indoor Air Pollutants Inventory Tool (InAPI) v1.0

description: The InAPI tool was developed within Work Package 1 (WP1) of the IAQ-EMS project to create a comprehensive inventory of indoor air pollutants in the UK. Based on a literature review and field measurements, the tool catalogues data across four key areas of the IAQ-EMS framework—organizing information by pollutant, environment, and activity. InAPI also identified chemical and biological emission sources, surveyed occupant behaviour and environmental parameters, and built a flexible database representing indoor environments commonly experienced by the UK population.

The main goal of the InAPI tool is to provide a clear overview of indoor air pollution levels in the UK, highlighting average pollutant concentrations in key public and private indoor spaces. It also quantifies major indoor emission sources for the first time using a chemical mass balance approach. InAPI aims to make relevant literature easily accessible, offering a valuable resource for model developers, researchers, and policymakers working to understand and manage indoor air quality.
DOI: 10.5281/zenodo.15630455
title: The Indoor Air Pollutants Inventory Tool (InAPI) v1.0

description: The InAPI tool was developed within Work Package 1 (WP1) of the IAQ-EMS project to create a comprehensive inventory of indoor air pollutants in the UK. Based on a literature review and field measurements, the tool catalogues data across four key areas of the IAQ-EMS framework—organizing information by pollutant, environment, and activity. InAPI also identified chemical and biological emission sources, surveyed occupant behaviour and environmental parameters, and built a flexible database representing indoor environments commonly experienced by the UK population.

The main goal of the InAPI tool is to provide a clear overview of indoor air pollution levels in the UK, highlighting average pollutant concentrations in key public and private indoor spaces. It also quantifies major indoor emission sources for the first time using a chemical mass balance approach. InAPI aims to make relevant literature easily accessible, offering a valuable resource for model developers, researchers, and policymakers working to understand and manage indoor air quality.
DOI: 10.15468/dl.tk3cx5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Gerbillus grobbeni Klaptocz, 1909",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033035-250525065834625/datasets/export for details.
DOI: 10.15468/dl.cd3ksj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heleophryne orientalis FitzSimons, 1946",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033036-250525065834625/datasets/export for details.
DOI: 10.15468/dl.4uqz4h
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heleophryne orientalis FitzSimons, 1946",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 39 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033037-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgwuf2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Gerbillus harwoodi Thomas, 1901",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033039-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27195321
title: Gametophyte adherence

description: <b>How sticky is sticky? A note on gametophyte adherence of the macroalga </b><b><i>Saccharina latissima</i></b><b> (Phaeophyceae)</b>Eoghan Mánus Cunningham<sup>1,2</sup>*, Pamela J. Walsh<sup>1,2</sup>, Louise Kregting<sup>3</sup>Temperate marine systems are ideal environments for expanding global seaweed aquaculture, yet high costs, particularly from macroalgal nursery facilities, have become a limiting factor for industry development. Recent research has explored the use of binder-seeding, whereby juvenile kelp life stages are seeded directly onto rope using adhesive solutions and deployed directly at sea. This method is used to reduce our reliance on nursery facilities and reduce aquaculture costs. While binder-seeding has shown mixed results, a more simplistic approach by Klaus Lüning has received less attention. Klaus Lüning (1979) commented that kelp gametophytes were naturally ‘sticky’ and attach to substrata within ‘a short time’, potentially highlighting a natural and more cost-effective seeding technique. Here, we explored the natural adherence of <i>Saccharina latissima </i>gametophytes to aquaculture twine. Cultures were sprayed onto twine and left to adhere for eight increasing time periods, before being submerged in seawater and measured after 10 weeks of growth. Gametophytes were found to adhere and grow successfully on twine after immediate submergence in seawater, however significant differences in sporophyte lengths and density after 10 weeks growth were observed among time treatments. Sporophyte lengths and densities were found to be highest when the culture was left to adhere for 30 minutes prior to submergence in seawater, potentially highlighting a time-sensitive sweet spot for natural gametophyte seeding. Further, we confirm that Lüning’s observation of kelp gametophytes sticking to substrata after a ‘short time’ was in fact ‘immediate’, thereby shorter than previously thought.
DOI: 10.6084/m9.figshare.27195321.v1
title: Gametophyte adherence

description: <b>How sticky is sticky? A note on gametophyte adherence of the macroalga </b><b><i>Saccharina latissima</i></b><b> (Phaeophyceae)</b>Eoghan Mánus Cunningham<sup>1,2</sup>*, Pamela J. Walsh<sup>1,2</sup>, Louise Kregting<sup>3</sup>Temperate marine systems are ideal environments for expanding global seaweed aquaculture, yet high costs, particularly from macroalgal nursery facilities, have become a limiting factor for industry development. Recent research has explored the use of binder-seeding, whereby juvenile kelp life stages are seeded directly onto rope using adhesive solutions and deployed directly at sea. This method is used to reduce our reliance on nursery facilities and reduce aquaculture costs. While binder-seeding has shown mixed results, a more simplistic approach by Klaus Lüning has received less attention. Klaus Lüning (1979) commented that kelp gametophytes were naturally ‘sticky’ and attach to substrata within ‘a short time’, potentially highlighting a natural and more cost-effective seeding technique. Here, we explored the natural adherence of <i>Saccharina latissima </i>gametophytes to aquaculture twine. Cultures were sprayed onto twine and left to adhere for eight increasing time periods, before being submerged in seawater and measured after 10 weeks of growth. Gametophytes were found to adhere and grow successfully on twine after immediate submergence in seawater, however significant differences in sporophyte lengths and density after 10 weeks growth were observed among time treatments. Sporophyte lengths and densities were found to be highest when the culture was left to adhere for 30 minutes prior to submergence in seawater, potentially highlighting a time-sensitive sweet spot for natural gametophyte seeding. Further, we confirm that Lüning’s observation of kelp gametophytes sticking to substrata after a ‘short time’ was in fact ‘immediate’, thereby shorter than previously thought.
DOI: 10.5281/zenodo.15628603
title: Practically Feasible Proof Logging for Pseudo-Boolean Optimization: Experimental Data
DOI: 10.5281/zenodo.15628604
title: Practically Feasible Proof Logging for Pseudo-Boolean Optimization: Experimental Data
DOI: 10.5281/zenodo.15619496
title: Shouldering the challenge of deciphering avian palate evolution

description: Data for Benito et al., "Shouldering the challenge of deciphering avian palate evolution".
DOI: 10.15468/dl.makn5z
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dioxyna Frey 1945, Dioxyna Frey, 1945, Bidens L., Enneastemon Exell)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033040-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8eknb
title: Occurrence Download

description: A dataset containing 203601 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 2025-2025"
 ]
}

 The dataset includes 203601 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033026-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfbth4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heleophryne orientalis FitzSimons, 1946",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033041-250525065834625/datasets/export for details.
DOI: 10.15468/dl.tcwrez
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Gerbillus henleyi (de Winton, 1903)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 96 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033042-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15221732
title: Total species list of the mapped insects from the peatlands of Berlin, Germany

description: As the most populous city in Germany, Berlin also features a diverse range of habitats for flora and fauna within its metropolitan region. These include several peatlands whose potential as habitats for a variety of insects was documented as part of the research project Datenschätze analysieren, aufbereiten und kommunizieren. Die Zukunft der Wirbellosendiversität in Feuchtlebensräumen Berlins“ (Funding: Senatsverwaltung für Mobilitat, Verkehr, Klimaschutz und Umwelt). 

In order to gain a detailed understanding of the biodiversity present in urban peatland ecosystems, a range of invertebrate species were identified and mapped at 22 study sites between 2023 and 2024. This resulted in a total of 9,670 individuals belonging to 393 species being monitored, encompassing 43 species of butterfly, 29 species of dragonfly, 29 species of locust, 90 species of ground beetle, 110 species of wild bee, 19 species of hoverfly and 73 additional species of diptera.
DOI: 10.5281/zenodo.15389377
title: Total species list of the mapped insects from the peatlands of Berlin, Germany

description: As the most populous city in Germany, Berlin also features a diverse range of habitats for flora and fauna within its metropolitan region. These include several peatlands whose potential as habitats for a variety of insects was documented as part of the research project Datenschätze analysieren, aufbereiten und kommunizieren. Die Zukunft der Wirbellosendiversität in Feuchtlebensräumen Berlins“ (Funding: Senatsverwaltung für Mobilitat, Verkehr, Klimaschutz und Umwelt). 

In order to gain a detailed understanding of the biodiversity present in urban peatland ecosystems, a range of invertebrate species were identified and mapped at 22 study sites between 2023 and 2024. This resulted in a total of 9,670 individuals belonging to 393 species being monitored, encompassing 43 species of butterfly, 29 species of dragonfly, 29 species of locust, 90 species of ground beetle, 110 species of wild bee, 19 species of hoverfly and 73 additional species of diptera.
DOI: 10.5281/zenodo.15432844
title: Total species list of the mapped insects from the peatlands of Berlin, Germany

description: As the most populous city in Germany, Berlin also features a diverse range of habitats for flora and fauna within its metropolitan region. These include several peatlands whose potential as habitats for a variety of insects was documented as part of the research project Datenschätze analysieren, aufbereiten und kommunizieren. Die Zukunft der Wirbellosendiversität in Feuchtlebensräumen Berlins“ (Funding: Senatsverwaltung für Mobilitat, Verkehr, Klimaschutz und Umwelt). 

In order to gain a detailed understanding of the biodiversity present in urban peatland ecosystems, a range of invertebrate species were identified and mapped at 22 study sites between 2023 and 2024. This resulted in a total of 9,670 individuals belonging to 393 species being monitored, encompassing 43 species of butterfly, 29 species of dragonfly, 29 species of locust, 90 species of ground beetle, 110 species of wild bee, 19 species of hoverfly and 73 additional species of diptera.
DOI: 10.5281/zenodo.15587075
title: Total species list of the mapped insects from the peatlands of Berlin, Germany

description: As the most populous city in Germany, Berlin also features a diverse range of habitats for flora and fauna within its metropolitan region. These include several peatlands whose potential as habitats for a variety of insects was documented as part of the research project Datenschätze analysieren, aufbereiten und kommunizieren. Die Zukunft der Wirbellosendiversität in Feuchtlebensräumen Berlins“ (Funding: Senatsverwaltung für Mobilitat, Verkehr, Klimaschutz und Umwelt). 

In order to gain a detailed understanding of the biodiversity present in urban peatland ecosystems, a range of invertebrate species were identified and mapped at 22 study sites between 2023 and 2024. This resulted in a total of 9,670 individuals belonging to 393 species being monitored, encompassing 43 species of butterfly, 29 species of dragonfly, 29 species of locust, 90 species of ground beetle, 110 species of wild bee, 19 species of hoverfly and 73 additional species of diptera.
DOI: 10.5281/zenodo.15631006
title: Total species list of the mapped insects from the peatlands of Berlin, Germany

description: As the most populous city in Germany, Berlin also features a diverse range of habitats for flora and fauna within its metropolitan region. These include several peatlands whose potential as habitats for a variety of insects was documented as part of the research project Datenschätze analysieren, aufbereiten und kommunizieren. Die Zukunft der Wirbellosendiversität in Feuchtlebensräumen Berlins“ (Funding: Senatsverwaltung für Mobilitat, Verkehr, Klimaschutz und Umwelt). 

In order to gain a detailed understanding of the biodiversity present in urban peatland ecosystems, a range of invertebrate species were identified and mapped at 22 study sites between 2023 and 2024. This resulted in a total of 9,685 individuals belonging to 384 species being monitored, encompassing 43 species of butterfly, 29 species of dragonfly, 29 species of locust, 90 species of ground beetle, 109 species of wild bee, 18 species of hoverfly, and 66 additional species of diptera.
DOI: 10.15468/dl.67wrdh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heleophryne orientalis FitzSimons, 1946",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033043-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15631017
title: INFLUENCE AND THREAT OF VIRTUAL CULTURE ON NATIONAL CULTURE
DOI: 10.5281/zenodo.15631018
title: INFLUENCE AND THREAT OF VIRTUAL CULTURE ON NATIONAL CULTURE
DOI: 10.15468/dl.66rnxd
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Gerbillus hesperinus Cabrera, 1936",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 88 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033045-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkdetw
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Ficus cotinifolia Kunth",
 "Year 2020-2025"
 ]
}

 The dataset includes 116 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033046-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15615709
title: Breast tumour microenvironment structures are associated with genomic features and clinical outcome

description: This update fixes an error in the image masks: the original uploaded masks were (mistakenly) pre-processing masks, hence their integer values do not correspond to the single cell data files; this update contains the post-processing masks where integer values map as originally intended.   

Full stack image data remain unchanged and should be downloaded from version 2.0.0.  For detailed description of the contents please see version 2.0.0.
DOI: 10.5281/zenodo.5850951
title: Breast tumour microenvironment structures are associated with genomic features and clinical outcome

description: This update fixes an error in the image masks: the original uploaded masks were (mistakenly) pre-processing masks, hence their integer values do not correspond to the single cell data files; this update contains the post-processing masks where integer values map as originally intended.   

Full stack image data remain unchanged and should be downloaded from version 2.0.0.  For detailed description of the contents please see version 2.0.0.