cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.k9tg79
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-88.08766 21.8052,-90.23684 21.46323,-90.81771 20.63201,-91.14686 19.43145,-92.57965 18.82779,-92.75391 18.38739,-92.07624 17.54017,-91.47602 17.00399,-90.79834 17.13356,-90.68217 17.614,-88.92022 17.63245,-87.48743 17.76157,-86.40316 20.26918,-86.75167 21.84115,-87.58424 22.02076,-88.08766 21.8052))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eichhornia crassipes (Mart.) Solms",
 "Year 2000-2025"
 ]
}

 The dataset includes 33 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012202-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/h7k9-md11
title: Transactions fees in DAG blockchain

description: Directed Acyclic Graph (DAG) blockchain applications represent an evolution from traditional linear blockchain solutions, addressing their inherent scalability issues. The analysis of the transactions fee market in these applications proves particularly insightful, given their demonstrated ability to manage very high transaction throughputs, and the crucial role transaction fees play in blockchain sustainability, efficiency and security, as a mechanism to incentivize validators and regulate network congestion.This research addresses a gap by assessing the transactions' supply and demand characteristics and their influence on the related fees within the four largest DAG blockchain applications by market capitalization, namely Hedera, Kaspa, Iota and Conflux. The analysis reveals diverse approaches to transaction management across these applications, deriving from price and market entry regulation to open competition and unrestricted entry for miners, directly influencing the level and predictability of fees paid by users. Based on extensive datasets, the analysis demonstrates a surplus of space for transactions in these applications, with the number of transactions handled significantly below the effective capacity. This high supply explains the extremely low transaction fees currently achieved in permissionless Kaspa, Iota and Conflux, lower than markup-driven fees in permissioned Hedera, in contrast to the substantially higher fees paid in Bitcoin. On the other hand, the findings highlight the need for operational cost coverage to encourage miners’ participation in permissionless applications, minimizing security and sustainability risks.
DOI: 10.15468/dl.5zj844
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eucalyptus cladocalyx F.Muell.",
 "Year 1990-2021"
 ]
}

 The dataset includes 89 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012203-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgrw7z
title: Occurrence Download

description: A dataset containing 1992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chromadorea"
 ]
}

 The dataset includes 1992 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012205-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wg2jd3
title: Occurrence Download

description: A dataset containing 12522 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Vultur gryphus Linnaeus, 1758",
 "Year 1979-2015"
 ]
}

 The dataset includes 12522 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012207-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uaz6c5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eucalyptus tricarpa (L.A.S.Johnson) L.A.S.Johnson & K.D.Hill",
 "Year 1990-2021"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012208-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ebzd67
title: Occurrence Download

description: A dataset containing 324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Termitidae, Rhinotermitidae, Kalotermitidae, Hodotermitidae, Mastotermitidae, Stylotermitidae, Archotermopsidae, Serritermitidae)",
 "Country is one of (Afghanistan, Bangladesh, Bhutan, India, Maldives, Nepal, Pakistan, Sri Lanka)",
 "Year is greater than or equal to -25",
 "HasCoordinate is true"
 ]
}

 The dataset includes 324 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039620-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2ctjb
title: Occurrence Download

description: A dataset containing 533343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "Year 1000-2025"
 ]
}

 The dataset includes 533343 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039595-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mkxyu
title: Occurrence Download

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

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039621-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8nd36v
title: Occurrence Download

description: A dataset containing 485 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 485 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039622-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6v8kz
title: Occurrence Download

description: A dataset containing 514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 514 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039624-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6gtjmg
title: Occurrence Download

description: A dataset containing 703 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kohautia coccinea"
 ]
}

 The dataset includes 703 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039623-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/ds/8129622
title: Single-Channel EEG Mental State Dataset
DOI: 10.15468/dl.2bacjr
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus",
 "Country is Kenya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039625-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7hacy5
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boonea bisuturalis",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039626-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zq6vd7
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039628-250811113504898/datasets/export for details.
DOI: 10.15468/dl.ews2cg
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039629-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myd6sk
title: Occurrence Download

description: A dataset containing 1424 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kohautia tenuis"
 ]
}

 The dataset includes 1424 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039627-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ah2vk
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Suberites aurantiacus",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039630-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16934610
title: Quantifying Legal Risk in Corporate Speech — Outcome-Linked Quotes Dataset

description: Quantifying Legal Risk in Corporate Speech — Outcome-Linked Quotes Dataset

 

This dataset contains curated JSONL entries of corporate speech extracted from major U.S. litigation and regulatory proceedings, each linked to subsequent legal outcomes. Records include provenance fields (CourtListener docket/document IDs, source URLs, and jurisdiction metadata), short text quotations, labels, engineered features, and model predictions.

 





Records: 24,462 quotes




Cases: 125 cases




Time span: 2000–2025




Jurisdictions: 10+ U.S. states




Outcomes: Ranging from \$32k settlements to \$5B+ judgments




File size: ~1 GB compressed, 3 GB



 

 

Fields in each row:

 





Embeddings: Large float array (CORAL embeddings).




CORAL predictions: bucket, class, confidence, probabilities, scores.




Features: 200+ interpretable and engineered features (lexical, sequential, linguistic, structural, legal risk).




Metadata: case_id_clean (e.g., "1:19-cv-02184_dcd"), _metadata_src_path, docket_id, courtlistener_id, source_url, jurisdiction.




Leakage prevention wrappers: separate quote, speaker, and context fields.



 

 

Source: Derived from CourtListener (Free Law Project) via the RECAP Archive and API. Only metadata and short quotations necessary for analysis are included. Full filings are not redistributed; entries link back to CourtListener.

 

Use case: Enables research on NLP methods for legal risk quantification, outcome prediction, and explainable AI in corporate compliance, litigation discovery, and insurance premium modeling.

 

Citation:

Jacob Dugan (2025). Quantifying Legal Risk in Corporate Speech — Outcome-Linked Quotes Dataset. Zenodo. https://doi.org/10.5281/zenodo.16934610

 

Attribution:

CourtListener (Free Law Project). https://www.courtlistener.com

Citation guide: https://www.courtlistener.com/cite/

 

License:

 





CC BY 4.0 for annotations and derived labels.




Original filings remain under CourtListener terms of service and applicable court rules.
DOI: 10.5281/zenodo.16934609
title: Quantifying Legal Risk in Corporate Speech — Outcome-Linked Quotes Dataset

description: Quantifying Legal Risk in Corporate Speech — Outcome-Linked Quotes Dataset

 

This dataset contains curated JSONL entries of corporate speech extracted from major U.S. litigation and regulatory proceedings, each linked to subsequent legal outcomes. Records include provenance fields (CourtListener docket/document IDs, source URLs, and jurisdiction metadata), short text quotations, labels, engineered features, and model predictions.

 





Records: 24,462 quotes




Cases: 125 cases




Time span: 2000–2025




Jurisdictions: 10+ U.S. states




Outcomes: Ranging from \$32k settlements to \$5B+ judgments




File size: ~1 GB compressed, 3 GB



 

 

Fields in each row:

 





Embeddings: Large float array (CORAL embeddings).




CORAL predictions: bucket, class, confidence, probabilities, scores.




Features: 200+ interpretable and engineered features (lexical, sequential, linguistic, structural, legal risk).




Metadata: case_id_clean (e.g., "1:19-cv-02184_dcd"), _metadata_src_path, docket_id, courtlistener_id, source_url, jurisdiction.




Leakage prevention wrappers: separate quote, speaker, and context fields.



 

 

Source: Derived from CourtListener (Free Law Project) via the RECAP Archive and API. Only metadata and short quotations necessary for analysis are included. Full filings are not redistributed; entries link back to CourtListener.

 

Use case: Enables research on NLP methods for legal risk quantification, outcome prediction, and explainable AI in corporate compliance, litigation discovery, and insurance premium modeling.

 

Citation:

Jacob Dugan (2025). Quantifying Legal Risk in Corporate Speech — Outcome-Linked Quotes Dataset. Zenodo. https://doi.org/10.5281/zenodo.16934610

 

Attribution:

CourtListener (Free Law Project). https://www.courtlistener.com

Citation guide: https://www.courtlistener.com/cite/

 

License:

 





CC BY 4.0 for annotations and derived labels.




Original filings remain under CourtListener terms of service and applicable court rules.
DOI: 10.15468/dl.eh8jj9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039631-250811113504898/datasets/export for details.
DOI: 10.15468/dl.jus4f6
title: Occurrence Download

description: A dataset containing 533243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "Year 1990-2025"
 ]
}

 The dataset includes 533243 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039608-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvx96g
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus",
 "Country is Moldova, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039633-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16936334
title: Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland

description: Das Intensivregister (www.intensivregister.de) ist eine digitale Plattform zur Echtzeiterfassung von intensivmedizinischen Behandlungs- und Bettenkapazitäten sowie den Fallzahlen intensivmedizinisch behandelter COVID-19-Patient:innen der etwa 1.300 Akut-Krankenhäuser Deutschlands. Bis 12 Uhr ist die tägliche Meldung laut Verordnung für die Krankenhäuser verpflichtend. Darüber hinaus kann beliebig oft gemeldet werden, sodass Veränderungen in den Kapazitäten aktuell berichtet werden können.
Damit ermöglicht das Intensivregister in der Pandemie sowie darüber hinaus, Engpässe in der intensivmedizinischen Versorgung im regionalen und zeitlichen Vergleich zu erkennen. Es schafft somit eine wertvolle Grundlage zur Reaktion und zur datengestützten Handlungssteuerung in Echtzeit. Zur Aufrechterhaltung der Krankenhausversorgung bietet das DIVI-Intensivregister demnach ein Portal zur Suche freier Intensivbetten und zur Kontaktaufnahme zwischen Fachkolleg*innen, um die gegenseitige Unterstützung bei Behandlungsfragen im intensivmedizinischen Kontext zu erleichtern. Ebenso liefert es eine maßgebliche Informationsgrundlage für staatliche Steuerungs- und Planungsmaßnahmen sowie für die lokale und überregionale Steuerung und Koordinierung der Bettenbelegung.
DOI: 10.15468/dl.qnydj9
title: Occurrence Download

description: A dataset containing 4311 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Krigia cespitosa"
 ]
}

 The dataset includes 4311 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039632-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfcwqy
title: Occurrence Download

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

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039634-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ukgsj
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atherina boyeri",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 115 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039635-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qzh6z
title: Occurrence Download

description: A dataset containing 217406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "Geometry POLYGON((-50.47904 -26.95003,-47.82867 -26.95003,-47.82867 -24.87676,-50.47904 -24.87676,-50.47904 -26.95003))",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 217406 records from 320 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039594-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq7rdj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphanius fasciatus",
 "Country is Morocco",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039637-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pykgca
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Krigia wrightii"
 ]
}

 The dataset includes 241 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039636-250811113504898/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.29975275
title: Phenomics data of the148 cocoon shells samples (RGB and HSB values)

description: This .xlsx file contains the RGB and HSB values of the 148 cocoon shell samples as measured by the Fiji software for the study titled "Multiomics analysis of the Silkworm cocoon shell"
DOI: 10.6084/m9.figshare.29975275.v1
title: Phenomics data of the148 cocoon shells samples (RGB and HSB values)

description: This .xlsx file contains the RGB and HSB values of the 148 cocoon shell samples as measured by the Fiji software for the study titled "Multiomics analysis of the Silkworm cocoon shell"
DOI: 10.15468/dl.bxcdh8
title: Occurrence Download

description: A dataset containing 448414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cytisus scoparius"
 ]
}

 The dataset includes 448414 records from 2414 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039549-250811113504898/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.29115722
title: Supplementary Material for: Case-Series of a Previously Undescribed Ulcerative Variant of Hidradenitis Suppurativa

description: Introduction: Hidradenitis suppurativa (HS) is an auto-inflammatory disease characterized by recurrent painful nodules, abscesses, tunnels and scarring, commonly seen in intertriginous body surfaces; however, an additional ulcerative phenotype has not been described and represents a specific clinical phenotype of the disease requiring special therapeutic considerations. Case Presentation: We report 4 patients with a previously undescribed, ulcerative phenotype of HS that did not respond to standard treatment but were healed with surgery. These lesions present as large, deep-dermal, erythematous, well-defined ulcers that are exquisitely tender. Conclusion: This phenotype necessitates recognition by the clinician, as a rapid path to combined pharmacologic and surgical management is crucial for the patient.