cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.r9w4zf
title: Occurrence Download

description: A dataset containing 38908 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Conirostrum cinereum d'Orbigny & Lafresnaye, 1838",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 38908 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031178-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wchr4l
title: Occurrence Download

description: A dataset containing 2806 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico",
 "Country is Canada"
 ]
 },
 "Year 1960-2019",
 "HasCoordinate is true",
 "TaxonKey is Crotalus oreganus Holbrook, 1840",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2806 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029106-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmzjd3
title: Occurrence Download

description: A dataset containing 31427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.49321 55.68984,12.52116 55.68652,12.52109 55.71298,12.48748 55.71212,12.49321 55.68984))",
 "Year 2010-2021"
 ]
}

 The dataset includes 31427 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203600-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmkg3j
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus kiamaky-daghensis Maassoumi & Podlech"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031194-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sluxnl
title: Occurrence Download

description: A dataset containing 50678 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cucurbita L."
 ]
}

 The dataset includes 50678 records from 378 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029129-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ts9e5k
title: Occurrence Download

description: A dataset containing 6793 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "GadmGid is USA.10_1",
 "TaxonKey is Anolis Daudin, 1802"
 ]
}

 The dataset includes 6793 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178159-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.imwzdv
title: Occurrence Download

description: A dataset containing 142087 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 142087 records from 462 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029108-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywobel
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Limacia Lour.",
 "HasCoordinate is true",
 "BasisOfRecord is Unknown evidence"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032878-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cumk7
title: Occurrence Download

description: A dataset containing 6958 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Riqueza y distribución de especies vegetales en la Península de Baja California"
 ]
}

 The dataset includes 6958 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020115-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fiavk6
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argania spinosa (L.) Skeels",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 34 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002679-150721130643939/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkewgk
title: Occurrence Download

description: A dataset containing 509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Legnephora Miers",
 "HasCoordinate is true",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Unknown evidence"
 ]
 }
 ]
}

 The dataset includes 509 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032880-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqqyzn
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alsophila acanthophora (Holttum) R.M.Tryon"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001639-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.defrmp
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ailuropoda melanoleuca (David, 1869)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002680-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghfxfa
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kolobopetalum Engl.",
 "HasCoordinate is true",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Unknown evidence"
 ]
 }
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032882-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rfff3
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allagopappus viscosissimus Bolle"
 ]
}

 The dataset includes 48 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001632-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgv0qf
title: Occurrence Download

description: A dataset containing 410 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tillandsia punctulata Schltdl. & Cham."
 ]
}

 The dataset includes 410 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002680-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmlmc6
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Disciphania Eichler",
 "HasCoordinate is true",
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Unknown evidence"
 ]
 }
 ]
}

 The dataset includes 38 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032886-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndyu58
title: Occurrence Download

description: A dataset containing 101 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 Cacosternum platys Rose, 1950"
 ]
}

 The dataset includes 101 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038242-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9orqw
title: Occurrence Download

description: A dataset containing 9346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pterophoridae",
 "Issue is one of (Coordinate invalid, Recorded date invalid)"
 ]
}

 The dataset includes 9346 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002680-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7hwdw
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lasiocroton fawcettii Urb."
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168943-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.paex89
title: Occurrence Download

description: A dataset containing 203792 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The reptiles and amphibians collection (RA) of the Muséum national d'Histoire Naturelle (MNHN - Paris)"
 ]
}

 The dataset includes 203792 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020077-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wf08s0
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphaerozius nitidus Stimpson, 1858",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032887-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cc5fe
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia huacanensis T.F.Daniel & V.W.Steinm."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168944-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qesdcf
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Microplankton abundance in the euphotic zone of the Aegean Sea at Station JUNE-94-GN3619940280200500"
 ]
}

 The dataset includes 40 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002681-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lcds6b
title: Occurrence Download

description: A dataset containing 798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cocculus DC.",
 "HasCoordinate is true",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Unknown evidence"
 ]
 }
 ]
}

 The dataset includes 798 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032891-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rx5fpv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lerchea sinica (H.S.Lo) H.S.Lo"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009552-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ffcqx
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Assemblage of living benthic foraminifera in sediment core SO119_MC501, 63-125 µm fraction"
 ]
}

 The dataset includes 55 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002682-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nq7qmq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlaenandra Miq.",
 "HasCoordinate is true",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Unknown evidence"
 ]
 }
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032894-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.quja66
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Archanthemis trotzkiana (Claus ex Bunge) Lo Presti & Oberpr.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009646-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvu9rh
title: Occurrence Download

description: A dataset containing 2090069 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cirsium Mill."
 ]
}

 The dataset includes 2090069 records from 1569 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050296-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15607633
title: Threat Modeling Dataset for Software Systems

description: Threat Modeling Dataset for Software Systems

Author: Leonid Zelenskiy Supervisor: Andrey Sadovykh Repository: github.com/RamPrin/LLM_TM

Overview

This repository contains a curated dataset for evaluating threat modeling approaches, specifically focused on cybersecurity testing and large language models (LLMs). It includes structured software system specifications and corresponding cybersecurity threats to support experiments in automated threat detection, analysis, and model evaluation.

Dataset Structure





test_dataset A CSV file containing cleaned system specifications suitable for natural language processing (NLP) tools. Format: <system, text>




validation_dataset A CSV file listing manually identified cybersecurity threats used for validation. Format: <system, threat_title>



Purpose

This dataset supports research in automating the threat modeling process, with particular relevance to cybersecurity testing scenarios. It enables benchmarking of model performance in recognizing and generating relevant security threats based on structured system descriptions.

Sources

System information was extracted from a variety of reliable and public documentation, including RFCs, whitepapers, technical blogs, and academic research. Below is a mapping of each system to its original source.

System Description Sources




System
Source




OAuth 2.0
RFC 6819


SSL
SSL Labs


DNS
Netmeister


S3
TrustOnCloud


Google Cloud Service
NCC Group


IoT Authentication
SAFECode Whitepaper


PCI DSS
Shostack Paper


Certificate Transparency
IETF Draft


Kubernetes (K8S)
Link 1, Link 2, Link 3


CI/CD
GitHub Threat Matrix


AWS ECS Fargate
Sysdig


Password Store Manager
Stanford Paper


IoT Supply Chain
ENISA


Trinity
Link


Connected Cars
Trend Micro


Email Encryption Gateway
NCC Group


Bitcoin
GitHub


Containers
Checklist, CloudSecDocs


Medical Devices
MITRE


Contact Tracing Applications
LinkedIn Article


Vehicle Charging
PNNL


Agentic AI
OWASP GenAI


Trusted Firmware-M
Trusted Firmware Docs


ROS 2 Robotic System
ROS2 Design Docs
DOI: 10.5281/zenodo.15607634
title: Threat Modeling Dataset for Software Systems

description: Threat Modeling Dataset for Software Systems

Author: Leonid Zelenskiy Supervisor: Andrey Sadovykh Repository: github.com/RamPrin/LLM_TM

Overview

This repository contains a curated dataset for evaluating threat modeling approaches, specifically focused on cybersecurity testing and large language models (LLMs). It includes structured software system specifications and corresponding cybersecurity threats to support experiments in automated threat detection, analysis, and model evaluation.

Dataset Structure





test_dataset A CSV file containing cleaned system specifications suitable for natural language processing (NLP) tools. Format: <system, text>




validation_dataset A CSV file listing manually identified cybersecurity threats used for validation. Format: <system, threat_title>



Purpose

This dataset supports research in automating the threat modeling process, with particular relevance to cybersecurity testing scenarios. It enables benchmarking of model performance in recognizing and generating relevant security threats based on structured system descriptions.

Sources

System information was extracted from a variety of reliable and public documentation, including RFCs, whitepapers, technical blogs, and academic research. Below is a mapping of each system to its original source.

System Description Sources




System
Source




OAuth 2.0
RFC 6819


SSL
SSL Labs


DNS
Netmeister


S3
TrustOnCloud


Google Cloud Service
NCC Group


IoT Authentication
SAFECode Whitepaper


PCI DSS
Shostack Paper


Certificate Transparency
IETF Draft


Kubernetes (K8S)
Link 1, Link 2, Link 3


CI/CD
GitHub Threat Matrix


AWS ECS Fargate
Sysdig


Password Store Manager
Stanford Paper


IoT Supply Chain
ENISA


Trinity
Link


Connected Cars
Trend Micro


Email Encryption Gateway
NCC Group


Bitcoin
GitHub


Containers
Checklist, CloudSecDocs


Medical Devices
MITRE


Contact Tracing Applications
LinkedIn Article


Vehicle Charging
PNNL


Agentic AI
OWASP GenAI


Trusted Firmware-M
Trusted Firmware Docs


ROS 2 Robotic System
ROS2 Design Docs
DOI: 10.15468/dl.rbwkq2
title: Occurrence Download

description: A dataset containing 115519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-11.31579 40.35132,81.58921 40.35132,81.58921 77.49741,-11.31579 77.49741,-11.31579 40.35132))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sorex araneus Linnaeus, 1758"
 ]
}

 The dataset includes 115519 records from 429 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024604-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ub67ce
title: Occurrence Download

description: A dataset containing 289 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is PINK - Amphibia monitoring for the permanent surveillance of coastal areas in Flanders, Belgium"
 ]
}

 The dataset includes 289 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049486-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8kb7p
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-37.77338 -9.62652,-37.75068 -9.62652,-37.75068 -9.60811,-37.77338 -9.60811,-37.77338 -9.62652))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 77 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049488-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35cst9
title: Occurrence Download

description: A dataset containing 2860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cotoneaster glaucophyllus",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2860 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049484-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.