cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17296374
title: NUTS2-level predictions of Nature's Contributions to People under different levels of organic farming and climate scenarios across Europe

description: This dataset contains NUTS2-level predictions for a suite of Nature’s Contributions to People (NCP). We modelled the delivery of five functions that are linked to NCPs: soil organic carbon (SOC) stock (climate regulation), hydraulic conductivity (regulation of freshwater quantity), saturated water content (regulation of freshwater quantity), crop yield (food and feed production), and bacterial diversity.

The predictions are made for a set of scenarios which vary the proportion of organic farming and climate projection. The proportions of organic farming are as follows: the current country-specific proportion of Utilised Agricultural Area (UAA), a proportion of 25% in each country, and a proportion of 50% in each country. The climate scenarios are the current climate and the climate projection under the Representative Concentration Pathway RCP4.5 and Shared Socio-economic Pathway (SSP2) for the period 2041-2026.

The dataset also contains a point-level prediction on which the NUTS2-level predictions are based.

The development of this dataset was part of the Soilguard project, which was funded by the European Union Horizon 2020 Research & Innovation programme under the Grant Agreement no. 101000371. The aim of the project was to understand how soil management can contribute to environmental, economic, and social wellbeing. The supporting documentation document entails information on how the predictions in this dataset were obtained. For more detail on the underlying assumptions, the development of the models, and the data generation, we refer to two deliverables of the Soilguard project, more specifically Deliverable 5.2 “Report compiling the region-specific set of evidence chains” (Jones et al., 2025) and Deliverable 5.3 “Report on the quantification of environmental, economic and social consequences of soil management and climate change” (Dhiedt et al., 2025). The methodology described in these deliverables followed the Soil Biodiversity and Well-being Framework described by Lladó et al. (2025, https://doi.org/10.1016/j.oneear.2025.101391).
DOI: 10.15468/dl.vbs2q2
title: Occurrence Download

description: A dataset containing 5179857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5179857 records from 2504 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246398-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/rkfwmr
title: Abundance of intertidal algae and invertebrates on the Atlantic coast of Nova Scotia

description: In 2008 as part of university masters thesis project two studies were completed, one experimental and one mensurative, on the abundance of primary producers and consumers from rocky intertidal habitats in Atlantic Canada.

As part of the mensurative study, four wave-sheltered locations were sampled spanning 350 km of Nova Scotia coastline. Data from that study describe the abundance of seaweeds and invertebrates found at three tidal elevation zones (high, middle, and low) for a total of 1170 quadrats. Measurements include the abundance (percent cover) of the different taxa found at each quadrat using a 20 cm × 20 cm frame.

For data associated with the manipulative part of the study see Watt and Scrosati 2014.

Because of its taxonomic amplitude and coverage of a wide environmental stress gradient, this data set is potentially useful to address in novel or infrequent ways other broad ecological issues, such as abundance–occupancy relationships, species co-occurrence, species abundance distributions, dominance and rarity, spatial scales of population and community variability, and distribution of phylogenetic diversity.

This dataset includes both presence and absence occurrence records.
DOI: 10.15468/dl.ty4q6u
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Suberanthus stellatus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 31 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016197-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dyhtr
title: Occurrence Download

description: A dataset containing 2964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Southern African Bird Atlas Project 2",
 "Month is one of (July, August)",
 "OccurrenceStatus is Present",
 "TaxonKey is Falco biarmicus"
 ]
}

 The dataset includes 2964 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016195-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/2aaexd
title: Marine Biological Station - Canso: Detailed list of seaweeds observed during the month of August 1902

description: In 1902, The Fisheries floating Marine Biological Station was located for its second year in Canso, NS. During the month of August C.B. Robinson conducted a survey of marine algae in the area. This resource contains the list of taxa recorded.
DOI: 10.15468/dl.mud2wk
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cichlasoma araguaiense",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 109 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016198-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dvyd8
title: Occurrence Download

description: A dataset containing 4655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hellenia speciosa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4655 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016199-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/cy4whp
title: ACAP Humber Arm eelgrass monitoring program, 2012-2014

description: Between 2012-2014 the ACAP Humber Arm field program was aimed at collecting data to determine the presence, distribution and abundance of eelgrass within the Bay of Islands Coastal Management Area. This dataset includes both presence and absence information.
DOI: 10.15468/dl.kcm7am
title: Occurrence Download

description: A dataset containing 1279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "Geometry POLYGON((-71.0593 -33.86934,-69.67727 -33.86934,-69.67727 -32.59633,-71.0593 -32.59633,-71.0593 -33.86934))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lagidium viscacia"
 ]
}

 The dataset includes 1279 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016201-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4dkz6
title: Occurrence Download

description: A dataset containing 1772965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 1772965 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016169-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18630207
title: Land cover for Russia 2010

description: Land cover for Russia 2010.

Value    Land Cover Class100    Unproductive (no vegetation, e.g. infrastructure, ice, rock)101    Forest (according to national definition, >=25% stand density)102    Arable106    Abandoned arable108    Other argo (parture, heyfields)110    Wetland112    Open woodland (acording to national definition, stand density 10-24%)113    Burnt area114    Grassland115    Shrubland116    Shrubs as forest (shrub land classified as "forest" according to national definition of forest)120    Water

Geotiff  with spatial resolution ~150 m (0,001389)
DOI: 10.5281/zenodo.18630206
title: Land cover for Russia 2010

description: Land cover for Russia 2010.

Value    Land Cover Class100    Unproductive (no vegetation, e.g. infrastructure, ice, rock)101    Forest (according to national definition, >=25% stand density)102    Arable106    Abandoned arable108    Other argo (parture, heyfields)110    Wetland112    Open woodland (acording to national definition, stand density 10-24%)113    Burnt area114    Grassland115    Shrubland116    Shrubs as forest (shrub land classified as "forest" according to national definition of forest)120    Water

Geotiff  with spatial resolution ~150 m (0,001389)
DOI: 10.15468/dl.gyyrys
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((9.17286 39.95551,9.1634 39.95523,9.1608 39.95026,9.16206 39.94669,9.16902 39.9449,9.17466 39.9449,9.17665 39.94794,9.17877 39.9512,9.17799 39.954,9.17286 39.95551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 31 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016203-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xb74s
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Steatoda andina"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016204-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18635728
title: THE HYPERBOLE AS A FOUNDATIONAL TOOL FOR MAGICAL REALIST ONTOLOGY OF THE NOVEL 100 YEARS OF SOLITUDE

description: This paper explores the function of hyperbole not merely as a decorative rhetorical device, but as the primary ontological foundation of Gabriel Garcia Marquez's One Hundred Years of Solitude. While magical realism is often defined by the seamless integration of the supernatural into the mundane, this study argues that hyperbole serves as the linguistic bridge that collapses the distinction between the two.

By analyzing key episodes such as the insomnia plague, the four-year rainfall, and the physical elevation of Remedios the Beauty the research demonstrates how Garcia Marquez utilizes quantitative and qualitative exaggeration to recalibrate the reader's perception of  the possible.
DOI: 10.15468/dl.qppcux
title: Occurrence Download

description: A dataset containing 842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Synaptantha tillaeacea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 842 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016205-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18635726
title: THE HYPERBOLE AS A FOUNDATIONAL TOOL FOR MAGICAL REALIST ONTOLOGY OF THE NOVEL 100 YEARS OF SOLITUDE

description: This paper explores the function of hyperbole not merely as a decorative rhetorical device, but as the primary ontological foundation of Gabriel Garcia Marquez's One Hundred Years of Solitude. While magical realism is often defined by the seamless integration of the supernatural into the mundane, this study argues that hyperbole serves as the linguistic bridge that collapses the distinction between the two.

By analyzing key episodes such as the insomnia plague, the four-year rainfall, and the physical elevation of Remedios the Beauty the research demonstrates how Garcia Marquez utilizes quantitative and qualitative exaggeration to recalibrate the reader's perception of  the possible.
DOI: 10.15468/dl.7a9mep
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cichlasoma boliviense",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 103 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016206-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.achjp6
title: Occurrence Download

description: A dataset containing 1814 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "StateProvince is Louisiana",
 "TaxonKey is Cambaridae"
 ]
}

 The dataset includes 1814 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016207-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20383/103.01259
title: Supplementary data for numerical experiments conducted in Cell Ag Supply Chain Design Paper

description: Cellular agriculture, which produces animal-derived products via biotechnological processes, has the potential to mitigate the negative impacts of traditional methods of meat and dairy production such as elevated greenhouse gas emissions, depletion and degradation of arable lands, and waterway pollution. However, lifecycle assessments for cultured meat production processes suggests that additional environmental and cost improvements are needed to compete with traditional meat production methods. Adoption of circular supply chains can improve the economic and environmental outcomes of production processes. In cultured meat production, the use of agricultural byproducts such as hydrolyzed soymeal, as a cheap alternative to chemically defined amino acids holds much promise for reducing cost and environmental impacts. However, their impact on production efficiency is largely unknown. The aim of this paper is to develop a novel exploratory supply chain model for a viable large-scale cellular agriculture network that considers facility location, ingredient blending, capacity design and technology selection problems. A mixed integer linear programming model is developed to investigate the dynamics between demand, capacity design, location, blending and technology selection decisions. Useful managerial insights are developed through various computational experiments including iso-cost curves to help decision-makers design the optimal blending of pure (pharmaceutically sourced) and chemically undefined byproduct ingredients.
DOI: 10.20383/103.01158
title: True equilibrium climate sensitivity determined by nonlinear feedbacks [dataset]

description: Processed model output from CanESM5.1 and plotting scripts for Eager-Nash, Abraham, Goldblatt, Weaver and Eby paper, exploring equilibrium climate sensitivity from millennial timescale simulations of the Canadian Earth System Model. Abrupt 0.5, 2 and 4 times CO2 simulations are run for up to 4000 years.
DOI: 10.15468/dl.56mv3w
title: Occurrence Download

description: A dataset containing 7328 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heptapleurum heptaphyllum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 7328 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016208-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zq3u6j
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The publication of primary biological events in the international GBIF (Global Biodiversity Information Facility) network: A case study with a small dataset of field collected occurrence samples of Buriti palms (Mauritia flexuosa)."
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016210-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x39w8a
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crenicara latruncularium",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 20 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016212-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bu5nk
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tarenna pulchra",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016211-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00012519
title: Multi-Modal Wireless COVID Monitoring and Infection Alerts for Concentrated Populations

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/pr00012523
title: Bioinformatics Framework for Wastewater-based Surveillance of Infectious Diseases

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/pr00012532
title: A Rapid, Sensitive, Point-of-Care, Antigen-Based Diagnostics for SARS-CoV-2

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/pr00012559
title: Supporting COVID-19 Prevention and Testing for Marginalized and Minoritized Youth and Young Adults

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/pr00012578
title: Rapid Manufacturing Scale-up for Compact Point-of-Care EUA SARS-CoV-2 RT-PCR Test

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/pr00012579
title: Accurate, Sensitive and Affordable POC and At Home Testing Device

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/pr00012595
title: Organizations to Reduce, Advance, and Lead for Equity (ORALE) Against COVID-19

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/pr00012596
title: Ethno-epidemiology of Hepatitis C (HCV), HIV and Overdose associated with Drug Markets and Drug Tourism

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.