cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5xdyrr
title: Occurrence Download

description: A dataset containing 2205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tapirella bairdii (Gill, 1865)"
 ]
}

 The dataset includes 2205 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030927-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15413151
title: FIShBOT Archive 2025-05-14

description: This dataset is a static snapshot of the FIShBOT data product before new data are aggregated. This version of fishbot is archived for reproducibility and is not updated. The data are aggregated from the FIShBOT system, which collects and processes oceanographic from fishery dependent and independent sources.
DOI: 10.5281/zenodo.15413152
title: FIShBOT Archive 2025-05-14

description: This dataset is a static snapshot of the FIShBOT data product before new data are aggregated. This version of fishbot is archived for reproducibility and is not updated. The data are aggregated from the FIShBOT system, which collects and processes oceanographic from fishery dependent and independent sources.
DOI: 10.15468/dl.rgjvf9
title: Occurrence Download

description: A dataset containing 17117 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Catalogue of Afrotropical Bees"
 ]
}

 The dataset includes 17117 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030928-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15401289
title: PowerBench Dataset – Part 3: Cyber Attacks on EVCS

description: PowerBench: EVCS Cyber Attack Datasets for Power Distribution Networks 

This dataset is part of the PowerBench benchmark suite designed to support machine learning research in resilient and secure power distribution networks. It includes one out of the three types of cyberattacks modeled on IEEE 34-bus, 123-bus, and 8500-node test feeders:

EVCS Attacks



Adversarial manipulation of the charging behavior of grid-connected electric vehicle charging stations (EVCS).

Suitable for learning-based intrusion detection and localization of compromised EVCSs.


Each attack dataset contains .pkl simulation files, .gml grid topology, and scenario metadata. All simulations were generated using OpenDSS via OpenDSSDirect.py.

Please refer to the included README.md for detailed task guidance and loading instructions.
DOI: 10.5281/zenodo.15401290
title: PowerBench Dataset – Part 3: Cyber Attacks on EVCS

description: PowerBench: EVCS Cyber Attack Datasets for Power Distribution Networks 

This dataset is part of the PowerBench benchmark suite designed to support machine learning research in resilient and secure power distribution networks. It includes one out of the three types of cyberattacks modeled on IEEE 34-bus, 123-bus, and 8500-node test feeders:

EVCS Attacks



Adversarial manipulation of the charging behavior of grid-connected electric vehicle charging stations (EVCS).

Suitable for learning-based intrusion detection and localization of compromised EVCSs.


Each attack dataset contains .pkl simulation files, .gml grid topology, and scenario metadata. All simulations were generated using OpenDSS via OpenDSSDirect.py.

Please refer to the included README.md for detailed task guidance and loading instructions.
DOI: 10.15468/dl.2t4ca5
title: Occurrence Download

description: A dataset containing 1846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Micropogonias furnieri (Desmarest, 1823)"
 ]
}

 The dataset includes 1846 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030936-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pgzy52
title: Occurrence Download

description: A dataset containing 78047857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Material citation, Specimen, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2010-2025"
 ]
}

 The dataset includes 78047857 records from 13924 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030951-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjvw6t
title: Occurrence Download

description: A dataset containing 138990 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is University of Tennessee Bryophyte Herbarium"
 ]
}

 The dataset includes 138990 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002134-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssc6sx
title: Occurrence Download

description: A dataset containing 1140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crypteronia paniculata Blume"
 ]
}

 The dataset includes 1140 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002132-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w853c6
title: Occurrence Download

description: A dataset containing 29489 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes taeniorhynchus"
 ]
}

 The dataset includes 29489 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032985-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymfjmd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Neolamprologus falcicula)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032986-250811113504898/datasets/export for details.
DOI: 10.15468/dl.6dkj44
title: Occurrence Download

description: A dataset containing 24122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Coincya monensis"
 ]
}

 The dataset includes 24122 records from 490 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032984-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghhmdx
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magallana gigas",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032987-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5tj8q
title: Occurrence Download

description: A dataset containing 4019 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magallana gigas",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4019 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032989-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nrnzx
title: Occurrence Download

description: A dataset containing 6676 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrangea quercifolia"
 ]
}

 The dataset includes 6676 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032988-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubqxyn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magallana gigas",
 "Country is Belize",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032990-250811113504898/datasets/export for details.
DOI: 10.15468/dl.smzv5y
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oryzias haugiangensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032991-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18738/t8/vqzpcn
title: Dataset for the First Radio-Frequency Spectrum-Sharing Challenge (RFSSC)

description: These data were used in the First RF Spectrum-Sharing Challenge which was held in
2024-2025, culminating in announcing the winner AiRANACULUS on January 30, 2025.
The first RFSSC was co-sponsored by the United States Air Force Research Laboratory
(AFRL) and the National Security Innovation Network (NSIN). The first RFSSC was a data-centric contest open to US academic and industrial organizations intended to spur innovation in machine learning and signal processing for automatic radio-frequency scene analysis (RFSA).
DOI: 10.5281/zenodo.16929465
title: Explore GEDI EarthRISE Training full GEDI demo CSV

description: Full dataset of GEDI data in as part of part I of the Explore GEDI EarthRISE Training, staged for psrt II.
DOI: 10.5281/zenodo.16929466
title: Explore GEDI EarthRISE Training full GEDI demo CSV

description: Full dataset of GEDI data in as part of part I of the Explore GEDI EarthRISE Training, staged for psrt II.
DOI: 10.15468/dl.jbbn65
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magallana gigas",
 "Country is Cambodia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032992-250811113504898/datasets/export for details.
DOI: 10.15468/dl.sj5ztw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magallana gigas",
 "Country is Cabo Verde",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032995-250811113504898/datasets/export for details.
DOI: 10.15468/dl.b4bn2z
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magallana gigas",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032996-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25824/redu/kqgqls
title: Dados de remoção de óleos brutos por resíduos lignocelulósicos modificados

description: O conjunto de dados reúne resultados experimentais obtidos a partir da modificação de resíduos lignocelulósicos, visando sua aplicação como materiais sorventes para a remoção de diferentes tipos de óleos brutos de petróleo da água do mar. Os dados incluem caracterizações físico-químicas dos resíduos tratados, informações sobre a eficiência de sorção em diferentes condições experimentais, bem como comparações entre tipos de óleos e métodos de modificação empregados. A finalidade principal é avaliar o desempenho de materiais de origem renovável na remediação de derramamentos de petróleo, contribuindo para o desenvolvimento de alternativas sustentáveis e de baixo impacto ambiental. O escopo abrange desde a preparação e caracterização dos materiais até os ensaios de aplicação em sistemas reais. Nota: Alguns dados não foram disponibilizados neste conjunto em virtude de estarem sob proteção intelectual para fins de patente.
DOI: 10.15468/dl.addtdc
title: Occurrence Download

description: A dataset containing 183633742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2015",
 "HasCoordinate is true"
 ]
}

 The dataset includes 183633742 records from 1757 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032860-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ve4gur
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Microdeutopus gryllotalpa A.Costa, 1853"
 ]
}

 The dataset includes 130 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003508-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxf52t
title: Occurrence Download

description: A dataset containing 1497 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Phenacomys intermedius Merriam, 1889",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 1497 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003509-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15453429
title: Large language models for generating disability reports and assigning impairment percentages for health commissions

description: This study explores the potential of Large Language Models  (LLMs), specifically ChatGPT-4o and Data Analyst, in supporting health commissions with disability assessments. Prior to evaluation, interrater reliability was established. Using nine realistic patient scenarios, the artificial intelligence (AI) models were evaluated on their alignment with expert guidelines, completeness, and accuracy, using a 5-point Likert scale. The disability percentages generated by the AI systems were compared with expert-calculated values to assess their reliability. ChatGPT-4o achieved "very good" performance in most metrics, while Data Analyst was rated as "good," with no statistically significant differences observed in their overall scores. However, ChatGPT-4o failed to accurately calculate disability percentages in 5 out of 9 scenarios (55.6%), and Data Analyst failed in 8 out of 9 scenarios (88.9%). While these LLMs demonstrate the ability to produce good to very good quality reports, they currently fall short of delivering reliable disability percentage calculations, underscoring the critical need for expert supervision.
DOI: 10.5281/zenodo.15453430
title: Large language models for generating disability reports and assigning impairment percentages for health commissions

description: This study explores the potential of Large Language Models  (LLMs), specifically ChatGPT-4o and Data Analyst, in supporting health commissions with disability assessments. Prior to evaluation, interrater reliability was established. Using nine realistic patient scenarios, the artificial intelligence (AI) models were evaluated on their alignment with expert guidelines, completeness, and accuracy, using a 5-point Likert scale. The disability percentages generated by the AI systems were compared with expert-calculated values to assess their reliability. ChatGPT-4o achieved "very good" performance in most metrics, while Data Analyst was rated as "good," with no statistically significant differences observed in their overall scores. However, ChatGPT-4o failed to accurately calculate disability percentages in 5 out of 9 scenarios (55.6%), and Data Analyst failed in 8 out of 9 scenarios (88.9%). While these LLMs demonstrate the ability to produce good to very good quality reports, they currently fall short of delivering reliable disability percentage calculations, underscoring the critical need for expert supervision.
DOI: 10.15468/dl.7nxmb7
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Crabs from Vietnam and Indonesia"
 ]
}

 The dataset includes 274 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003510-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnqkrb
title: Occurrence Download

description: A dataset containing 7188 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 Hyalosperma Steetz"
 ]
}

 The dataset includes 7188 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003511-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zspt5q
title: Occurrence Download

description: A dataset containing 146575 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is NHMO Bird collection"
 ]
}

 The dataset includes 146575 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003503-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.frndgr
title: Occurrence Download

description: A dataset containing 7677 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Microtus montanus (Peale, 1848)",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 7677 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003512-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pxxss
title: Occurrence Download

description: A dataset containing 2718 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 Hybanthus Jacq."
 ]
}

 The dataset includes 2718 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003513-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ep38je
title: Occurrence Download

description: A dataset containing 378736 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colisa Biological Resource Centre - Collection of ichthyological samples"
 ]
}

 The dataset includes 378736 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003507-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22qdp4
title: Occurrence Download

description: A dataset containing 422821 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calidris pugnax (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 422821 records from 245 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003505-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvhqcd
title: Occurrence Download

description: A dataset containing 2164 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 Hydnocarpus Gaertn."
 ]
}

 The dataset includes 2164 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003516-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gbx6s
title: Occurrence Download

description: A dataset containing 9731 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Ochotona princeps (Richardson, 1828)",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 9731 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003515-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.