cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xktu6c
title: Occurrence Download

description: A dataset containing 779413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Lepidoptera",
 "Year 1000-2022"
 ]
}

 The dataset includes 779413 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019684-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55swcj
title: Occurrence Download

description: A dataset containing 11295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-101.08026 18.05768,-97.92567 18.05768,-97.92567 21.2204,-101.08026 21.2204,-101.08026 18.05768))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 11295 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019752-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wy7v3
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.18_2",
 "TaxonKey is Chelonoidis carbonarius (Spix, 1824)"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019754-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18434/mds2-2460
title: Trojan Detection Software Challenge - nlp-question-answering-sep2021-train
DOI: 10.15468/dl.357puc
title: Occurrence Download

description: A dataset containing 2518 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia miscolobium Benth."
 ]
}

 The dataset includes 2518 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019757-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8f5ew
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "SpeciesKey is Nemophila aphylla (L.) Brummitt"
 ]
}

 The dataset includes 179 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019758-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2j2rum
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coffea sambavensis J.-F.Leroy ex A.P.Davis & Rakotonas."
 ]
}

 The dataset includes 72 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019759-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4j69gj
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.18_2",
 "TaxonKey is Hemidactylus brookii Gray, 1845"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019760-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rv8gq
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "SpeciesKey is Galax urceolata (Poir.) Brummitt"
 ]
}

 The dataset includes 105 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019762-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpezmx
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "GenusKey is Galax Sims"
 ]
}

 The dataset includes 105 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019761-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yka9px
title: Occurrence Download

description: A dataset containing 359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vulpes zerda (Zimmermann, 1780)"
 ]
}

 The dataset includes 359 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019763-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6tyrs
title: Occurrence Download

description: A dataset containing 8229 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centruroides infamatus (C.L.Koch, 1844)"
 ]
}

 The dataset includes 8229 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019764-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yt6ang
title: Occurrence Download

description: A dataset containing 167044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pseudocheiridae",
 "Year 1937-2025"
 ]
}

 The dataset includes 167044 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019726-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yedwem
title: Occurrence Download

description: A dataset containing 386380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arthropoda"
 ]
}

 The dataset includes 386380 records from 424 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019730-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbut2c
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vulpes chama (A.Smith, 1833)"
 ]
}

 The dataset includes 383 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019766-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.musx4j
title: Occurrence Download

description: A dataset containing 169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Ursus americanus americanus"
 ]
}

 The dataset includes 169 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019768-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18434/mds2-2536
title: Trojan Detection Software Challenge - nlp-question-answering-sep2021-test
DOI: 10.48567/h3wr-jc80
title: Antarctic satellite composite imagery, 2025.
DOI: 10.18434/mds2-2538
title: Trojan Detection Software Challenge - nlp-question-answering-sep2021-holdout
DOI: 10.18434/mds2-2539
title: Trojan Detection Software Challenge - nlp-summary-jan2022-train
DOI: 10.18434/mds2-2781
title: Trojan Detection Software Challenge - nlp-summary-jan2022-test
DOI: 10.18434/mds2-2782
title: Trojan Detection Software Challenge - nlp-summary-jan2022-holdout
DOI: 10.18434/mds2-2783
title: Trojan Detection Software Challenge - object-detection-jul2022-train
DOI: 10.6084/m9.figshare.28370261
title: Generative AI imagery for "How does GenAI ‘see’ climate change (and back again): Exploring the challenges and opportunities of GenAI for climate visual journalism"

description: We make available the imagery produced by a set of generative AI agents on a range of themes in the general area of climate communication, studied in the paper "How does GenAI ‘see’ climate change (and back again): Exploring the challenges and opportunities of GenAI for climate visual journalism".<b>Abstract</b><b> </b>Visualising climate change is a challenge for journalists. Climate images can be clichéd, disconnected and even divergent from information communicated by other modalities (such as text); and can represent a missed opportunity to engage audiences. Generative AI could potentially provide transformative opportunities to visually illustrate climate news. However, risks may include reinforcing stereotyped, inaccurate or unethical visual content, with knock-on effects on audience trust and public informedness.  Working as a transdisciplinary team of social scientists, computer scientists and journalists, we co-produced three experiments designed to represent a spectrum of potential future engagement with generative AI technology. We prompted five generative AI tools (ChatGPT, Stable Diffusion, Midjourney, Microsoft Copilot, Generative AI by Getty Images) with seven typical climate news topics (climate change, flooding, heatwave, migration, Net Zero, COP26, nature) via three prompt styles (simple, detailed, story).  These results indicate that there are substantial barriers for generative AI tools to create meaningful images for climate-related stories. We reflect on the implications of these experiments for journalists and others concerned with climate visual communication.
DOI: 10.6084/m9.figshare.28220402
title: Supplemental Tables

description: AJP-Cell
DOI: 10.6084/m9.figshare.28220402.v1
title: Supplemental Tables

description: AJP-Cell
DOI: 10.5281/zenodo.14766519
title: Total Water Level

description: The Total Water Level (TWL) dataset for the Portuguese continental coast provides an hourly time series from 1994 to 2022. The TWL is computed using a linear summation equation that considers the wave runup, astronomical tides, storm surges and sea level anomalies to model coastal water levels. By integrating multiple dynamic components, the TWL dataset provides a comprehensive insight of coastal exposure to extreme events such as flooding and overtopping, supporting coastal risk management.
DOI: 10.5281/zenodo.14766520
title: Total Water Level

description: The Total Water Level (TWL) dataset for the Portuguese continental coast provides an hourly time series from 1994 to 2022. The TWL is computed using a linear summation equation that considers the wave runup, astronomical tides, storm surges and sea level anomalies to model coastal water levels. By integrating multiple dynamic components, the TWL dataset provides a comprehensive insight of coastal exposure to extreme events such as flooding and overtopping, supporting coastal risk management.
DOI: 10.5281/zenodo.14834109
title: Total Water Level

description: The Total Water Level (TWL) dataset for the Portuguese continental coast provides an hourly time series from 1994 to 2022. The TWL is computed using a linear summation equation that considers the wave runup, astronomical tides, storm surges and sea level anomalies to model coastal water levels. By integrating multiple dynamic components, the TWL dataset provides a comprehensive insight of coastal exposure to extreme events such as flooding and overtopping, supporting coastal risk management.
DOI: 10.18434/mds2-2831
title: Trojan Detection Software Challenge - image-classification-sep2022-train
DOI: 10.5281/zenodo.14833824
title: USA - EPA  CO–Benefits Risk Assessment (COBRA) screening model : Executable and Future Input Files

description: From: https://www.epa.gov/cobra/what-cobra

EPA's CO–Benefits Risk Assessment (COBRA) screening model is a free tool that helps state and local governments:



Explore how changes in air pollution from clean energy policies and programs, including energy efficiency and renewable energy, can affect human health at the county, state, regional, or national levels.

Estimate the economic value of the health benefits associated with clean energy policies and programs to compare against program costs.

Map and visually represent the air quality, human health, and health-related economic benefits from reductions in emissions of particulate matter (PM2.5), sulfur dioxide (SO2), nitrogen oxides (NOX), and volatile organic compounds (VOCs) that result from clean energy policies and programs.


This deposit contains the (Windows) installer for the desktop tool, and data for future scenarios:

 

From: https://www.epa.gov/cobra/cobra-future-input-files

COBRA Future Input Files





COBRA’s Desktop Edition includes default data that allows the user to select input files for population data, incidence data, and valuation data for the years 2016, 2023, and 2028. COBRA also includes a feature allowing users to import custom versions of these files for other years in the Advanced Options tab.
DOI: 10.5281/zenodo.14833825
title: USA - EPA  CO–Benefits Risk Assessment (COBRA) screening model : Executable and Future Input Files

description: From: https://www.epa.gov/cobra/what-cobra

EPA's CO–Benefits Risk Assessment (COBRA) screening model is a free tool that helps state and local governments:



Explore how changes in air pollution from clean energy policies and programs, including energy efficiency and renewable energy, can affect human health at the county, state, regional, or national levels.

Estimate the economic value of the health benefits associated with clean energy policies and programs to compare against program costs.

Map and visually represent the air quality, human health, and health-related economic benefits from reductions in emissions of particulate matter (PM2.5), sulfur dioxide (SO2), nitrogen oxides (NOX), and volatile organic compounds (VOCs) that result from clean energy policies and programs.


This deposit contains the (Windows) installer for the desktop tool, and data for future scenarios:

 

From: https://www.epa.gov/cobra/cobra-future-input-files

COBRA Future Input Files





COBRA’s Desktop Edition includes default data that allows the user to select input files for population data, incidence data, and valuation data for the years 2016, 2023, and 2028. COBRA also includes a feature allowing users to import custom versions of these files for other years in the Advanced Options tab.
DOI: 10.5281/zenodo.14833638
title: US EPA - Inflation Reduction Act (IRA) Disadvantaged Communities

description: The Environmental and Climate Justice Program (ECJ Program), created by the Inflation Reduction Act (IRA), provides funding for financial and technical assistance to carry out environmental and climate justice activities to benefit disadvantaged communities.

EPA has created the EPA Disadvantaged Community Environmental and Climate Justice Program map to assist potential applicants seeking to identify whether a community is disadvantaged for the purposes of implementing the ECJ Program.


https://www.epa.gov/environmentaljustice/inflation-reduction-act-disadvantaged-communities-map
DOI: 10.5281/zenodo.14833639
title: US EPA - Inflation Reduction Act (IRA) Disadvantaged Communities

description: The Environmental and Climate Justice Program (ECJ Program), created by the Inflation Reduction Act (IRA), provides funding for financial and technical assistance to carry out environmental and climate justice activities to benefit disadvantaged communities.

EPA has created the EPA Disadvantaged Community Environmental and Climate Justice Program map to assist potential applicants seeking to identify whether a community is disadvantaged for the purposes of implementing the ECJ Program.


https://www.epa.gov/environmentaljustice/inflation-reduction-act-disadvantaged-communities-map
DOI: 10.18434/mds2-2959
title: Trojan Detection Software Challenge - object-detection-feb2023-train
DOI: 10.6084/m9.figshare.28320134.v44
title: Logic Syllogistic Algorithms Fedorchenko MV.txt

description: Logic Syllogistic Algorithms
DOI: 10.18434/mds2-2961
title: Trojan Detection Software Challenge - cyber-pdf-dec2022-train
DOI: 10.15468/dl.gmuss5
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudoeurycea werleri Darling & Smith, 1954"
 ]
}

 The dataset includes 299 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019769-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2uhd7t
title: Occurrence Download

description: A dataset containing 12874 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phanera Lour."
 ]
}

 The dataset includes 12874 records from 233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019770-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcxmn3
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.18_2",
 "TaxonKey is Kinosternon leucostomum (Duméril, Bibron & Duméril, 1851)"
 ]
}

 The dataset includes 143 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019772-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qh9cje
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Locality is Sierra Nevada De Santa Marta",
 "TaxonKey is Orchidaceae"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019774-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6gszfe
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Neotoma magister Baird, 1857",
 "Year 2000-2025"
 ]
}

 The dataset includes 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019773-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5duje
title: Occurrence Download

description: A dataset containing 9033831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alectoris rufa (Linnaeus, 1758), Anas acuta Linnaeus, 1758, Anas crecca Linnaeus, 1758, Anas platyrhynchos Linnaeus, 1758, Ardea cinerea Linnaeus, 1758, Arenaria interpres (Linnaeus, 1758), Asio otus (Linnaeus, 1758), Aythya fuligula (Linnaeus, 1758), Buteo buteo (Linnaeus, 1758), Calidris alba (Pallas, 1764), Carduelis carduelis (Linnaeus, 1758), Charadrius alexandrinus Linnaeus, 1758, Carduelis chloris (Linnaeus, 1758), Columba livia J.F.Gmelin, 1789, Columba palumbus azorica Hartert, 1905, Coturnix coturnix (Linnaeus, 1758), Egretta garzetta (Linnaeus, 1766), Erithacus rubecula (Linnaeus, 1758), Fringilla coelebs Linnaeus, 1758, Fulica atra Linnaeus, 1758, Gallinago gallinago (Linnaeus, 1758), Gallinula chloropus (Linnaeus, 1758), Limosa limosa (Linnaeus, 1758), Mareca penelope (Linnaeus, 1758), Motacilla cinerea Tunstall, 1771, Passer domesticus (Linnaeus, 1758), Pluvialis squatarola (Linnaeus, 1758), Pyrrhula murina Godman, 1866, Regulus regulus (Linnaeus, 1758), Scolopax rusticola Linnaeus, 1758, Serinus canaria (Linnaeus, 1758), Spatula clypeata (Linnaeus, 1758), Streptopelia decaocto (Frivaldszky, 1838), Sturnus vulgaris Linnaeus, 1758, Sylvia atricapilla (Linnaeus, 1758), Turdus merula Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Material citation)"
 ]
 }
 },
 "Year is greater than or equal to 2019",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "Geometry POLYGON ((-31.5 39.5, -24.5 39.5, -24.5 36.5, -31.5 36.5, -31.5 39.5))"
 ]
}

 The dataset includes 9033831 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019742-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f243ns
title: Occurrence Download

description: A dataset containing 6371 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Long-term monitoring of the relative density in the red fox (Vulpes vulpes) with track counts in Doñana National Park 2007-2022"
 ]
}

 The dataset includes 6371 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019776-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4ekxr
title: Occurrence Download

description: A dataset containing 659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Quercus canariensis Willd."
 ]
}

 The dataset includes 659 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019777-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.