cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/pyv-ddc-qd6
title: Appias celestina (Boisduval, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6fb-gns-0cf
title: Vindula arsinoe (Cramer, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f9n-bhp-7d2
title: Deilephila elpenor Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-z74-ebyf
title: PAN-00002017 - wire brooch with angular bow variant A1

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00002017&lt;/p&gt;
description: Modified: 2019-09-10T09:42:29+02:00
DOI: 10.3535/byw-40z-n4h
title: Deilephila elpenor Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fxb-gr0-y1k
title: Elymnias panthera Fabricius, 1787

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x34-jxf-8l4
title: Taenaris artemis Snellen van Vollenhoven, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-z74-f3m7
title: PAN-00004420 - eye brooch variant C2

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00004420&lt;/p&gt;
description: Modified: 2019-04-25T10:32:34+02:00
DOI: 10.3535/2l5-2dp-jg6
title: Vindula deione (Erichson, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6nh-h22-d70
title: Ideopsis vitrea (Blanchard, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4kk-0hn-jh5
title: Abisara echeria Stoll, 1790

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-z74-fdrp
title: Den Bosch Tinnegieterstraat Proefsleuvenonderzoek
title: Een inventariserend veldonderzoek in de vorm van proefsleuven

description: &lt;p&gt;ADC ArcheoProjecten heeft op 7 mei 2014 een inventariserend veldonderzoek in de vorm van proefsleuven uitgevoerd op de locatie Tinnegieterstraat te ’s-Hertogenbosch. Aanleiding voor het onderzoek vormt de voorgenomen ontwikkeling van de locatie waarbij de ondergrond verstoord zal worden. Een in het kader hiervan uitgevoerd bureauen booronderzoek had reeds aangetoond dat binnen het plangebied rekening gehouden diende te worden met de mogelijke aanwezigheid van archeologische waarden uit de periode van de prehistorie tot en met de Middeleeuwen. Het in dit rapport besproken onderzoek had tot doel deze verwachting te toetsen.&lt;br&gt;Uit het proefsleuvenonderzoek is naar voren gekomen dat er binnen het plangebied geen archeologische waarden te verwachten zijn. Tijdens het veldwerk zijn geen archeologische sporen of vondsten aangetroffen. De afwezigheid hiervan kan deels verklaard worden door de landschappelijke ligging. Een deel van het onderzochte gebied bleek van oudsher een lager gelegen gebied te zijn (veldpodzol). Daarmee was het minder geschikt voor bewoning. Op basis van het vooronderzoek werden hogere gronden verwacht. Deze zijn wel in het oostelijke deel van het plangebied aangetroffen. In dit deel werden echter evenmin archeologische sporen of vondsten aangetroffen.&lt;br&gt;Op basis van de resultaten van het archeologisch onderzoek adviseert ADC ArcheoProjecten de bevoegde overheid het gebied vrij te geven voor verdere ontwikkeling. Het is onwaarschijnlijk dat het gebied in het verleden (intensief) bewoond of in gebruik is geweest.&lt;br&gt;Ondanks de bevindingen van dit vooronderzoek, kan het aantreffen van archeologische waarden niet uitgesloten worden. Mochten er tijdens de geplande werkzaamheden toch archeologische waarden worden aangetroffen, dan is de uitvoerder verplicht om conform Artikel 53 van de Monumentenwet van 1988 hiervan melding te maken bij de minister van Onderwijs, Cultuur en Wetenschap, of anderszins zoals gangbaar bij de bevoegde overheid (gemeente ‘s- Hertogenbosch).&lt;/p&gt;
description: &lt;p&gt;’s-Hertogenbosch - Tinnegieterstraat&lt;/p&gt;
DOI: 10.3535/9k5-g8b-g3b
title: Ideopsis juventa (Cramer)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j0g-sq2-7tj
title: Clossiana thore hyperusia (Fruhstorfer, 1907)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6fl-a4x-cqz
title: Drymonia querna ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k58-3an-xm8
title: Euploea crameri singaradha Fruhstorfer, 1908

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rcf-xws-lw8
title: Stauropus fagi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-z74-fp8g
title: PAN-00064665 - coin/coin-related, Marcus Aurelius (161-180), dupondius

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00064665&lt;/p&gt;
description: Modified: 2021-02-01T14:55:18+01:00
DOI: 10.3535/ahq-a7w-60k
title: Leptosia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15069412
title: ZEEKICKS
DOI: 10.5281/zenodo.15069413
title: ZEEKICKS
DOI: 10.15468/dl.cm3akd
title: Occurrence Download

description: A dataset containing 6667 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hellmayrea gularis (Lafresnaye, 1843)"
 ]
}

 The dataset includes 6667 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022311-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjmudt
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Margarornis bellulus Nelson, 1912"
 ]
}

 The dataset includes 177 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022312-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kdha6
title: Occurrence Download

description: A dataset containing 20299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Margarornis rubiginosus Lawrence, 1865"
 ]
}

 The dataset includes 20299 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022313-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14976797
title: Data Collection & Requirements

description: Open-Source Cybersecurity and AI Security Datasets 

This project provides a comprehensive collection of open-source datasets focused on cybersecurity threats and AI security vulnerabilities. The datasets are carefully selected to align with specific security threats, such as:



Data Exfiltration

Data Poisoning

Model Manipulation

Adversarial Examples

Model Inversion

Model Extraction

Spoofing Attacks

Unauthorized Access

Supply Chain Compromise


 Dataset Collection

Each dataset includes a detailed description, source type, purpose, and direct access links for easy retrieval.

1. DARPA Intrusion Detection Dataset



Access Here

Description: Simulated network traffic with various cyber attack scenarios (e.g., DoS, Probe, U2R, R2L).

Format: PCAP

Update Frequency: Static

Use Cases: IDS training, intrusion detection research


2. MITRE ATT&CK Framework Data



Access Here

Description: A globally-accessible knowledge base of adversarial tactics, techniques, and procedures (TTPs).

Format: JSON, STIX

Update Frequency: Quarterly

Use Cases: Threat intelligence, adversary simulation, AI model defense


3. VirusShare Malware Repository



Access Here (Registration Required)

Description: Large-scale collection of live malware samples for security research.

Format: ZIP, PE files

Update Frequency: Weekly

Use Cases: AI-based malware detection, sandbox testing


4. National Vulnerability Database (NVD)



Access Here

Description: A repository of reported vulnerabilities (CVEs) with severity scores and descriptions.

Format: XML, JSON

Update Frequency: Daily

Use Cases: Vulnerability management, exploit mitigation research


 5. LANL Unified Host and Network Dataset



Access Here

Description: Enterprise-scale dataset containing network and host logs with real-world red-team attack events.

Format: Text files

Update Frequency: Static

Use Cases: Insider threat detection, anomaly detection in network security


 6. CIC-IDS2017 (Intrusion Detection Dataset)



Access Here

Description: Network traffic dataset with multiple attack types, including DDoS, brute-force, and infiltration attacks.

Format: PCAP, CSV

Update Frequency: Static

Use Cases: Machine learning-based intrusion detection, behavioral analysis


 7. CIC IoV CAN Bus Dataset 2024



Access Here

Description: Vehicle CAN bus data, including spoofing and denial-of-service (DoS) attack traces.

Format: CSV, PCAP

Update Frequency: Static

Use Cases: Automotive security, AI-based anomaly detection in vehicles


8. ImageNet-A (Adversarial Image Dataset)



Access Here

Description: A dataset of real-world images that cause misclassification in deep learning models.

Format: JPEG

Update Frequency: Static

Use Cases: Adversarial robustness evaluation, model retraining for security
DOI: 10.15468/dl.tu4gv4
title: Occurrence Download

description: A dataset containing 9688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plagiodera versicolora (Laicharting, 1781)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9688 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022314-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15069408
title: Spectral reflectance of a zoysiagrass mapping population in response to drought

description: This dataset is the spectral reflectance (from 400 to 970 nm) of a zoysiagrass mapping population at three sampling dates. The 1st day is well-watered condition, and the 2nd day is onset of drought, and the 3rd day is severe drought conditions. The data was collected using an airborne hyperspectral imaging system.
DOI: 10.5281/zenodo.15069409
title: Spectral reflectance of a zoysiagrass mapping population in response to drought

description: This dataset is the spectral reflectance (from 400 to 970 nm) of a zoysiagrass mapping population at three sampling dates. The 1st day is well-watered condition, and the 2nd day is onset of drought, and the 3rd day is severe drought conditions. The data was collected using an airborne hyperspectral imaging system.
DOI: 10.15468/dl.q6m5td
title: Occurrence Download

description: A dataset containing 236302491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "SpeciesKey is not null",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 {
 "not" : {
 "License" : [
 "is one of (CC-BY-NC 4.0)"
 ]
 }
 },
 {
 "and" : [
 "Year is greater than 2022",
 "Year is less than or equal to 2023"
 ]
 }
 ]
}

 The dataset includes 236302491 records from 1121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022294-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xsxyr2
title: Occurrence Download

description: A dataset containing 3351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Margarornis stellatus P.L.Sclater & Salvin, 1873"
 ]
}

 The dataset includes 3351 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022316-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dhc8w
title: Occurrence Download

description: A dataset containing 44081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Margarornis squamiger (Orbigny & Lafresnaye, 1838)"
 ]
}

 The dataset includes 44081 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022315-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mcbzc
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex haydeniana Olney",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 142 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174850-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqk96k
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brunia esterhuyseniae (Strid) Class.-Bockh. & E.G.H.Oliv."
 ]
}

 The dataset includes 12 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063296-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jk5z4x
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ecuador",
 "TaxonKey is Tapirus terrestris (Linnaeus, 1758)"
 ]
}

 The dataset includes 150 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0182230-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prt4sn
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Crystallaria cincotta Welsh & Wood, 2008",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027810-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvrbx8
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus aurantiacus Hand.-Mazz."
 ]
}

 The dataset includes 36 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018677-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lu1ukx
title: Occurrence Download

description: A dataset containing 209964 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sonchus oleraceus L."
 ]
}

 The dataset includes 209964 records from 677 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027811-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6muhk
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iris songarica Schrenk"
 ]
}

 The dataset's 3 records were derived from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004874-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.286rw6
title: Occurrence Download

description: A dataset containing 5 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 Leptopelis crystallinoron Lötters, Rödel & Burger, 2005"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018658-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uofcnt
title: Occurrence Download

description: A dataset containing 164827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Apidae"
 ]
}

 The dataset includes 164827 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027812-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ub6mxs
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Ageratina dendroides (Spreng.) R.M.King & H.Rob."
 ]
}

 The dataset includes 104 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189134-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6ctro
title: Occurrence Download

description: A dataset containing 4590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Puma concolor (Linnaeus, 1771)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4590 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027812-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aq98hr
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada",
 "Country is Germany",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Country is Belgium",
 "Country is Netherlands"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Davidia involucrata Baill."
 ]
}

 The dataset includes 110 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0208742-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xphqkv
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arthraxon raizadae S.K.Jain, Hemadri & Deshp."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018762-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8iwuv
title: Occurrence Download

description: A dataset containing 8982977 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bacteria"
 ]
}

 The dataset includes 8982977 records from 854 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001011-190415153152247/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.25383697.v7
title: Silicodata: An Annotated Benchmark CXR Dataset for Silicosis Detection

description: This research attempts to provide first its type public dataset for silicosis detection. The dataset contains frontal chest X-rays collected over three years. The data has been collected from the stone workers in the primary health centres of Rajasthan, India. The dataset contains samples of silicosis, STB, TB, and normal. The average size of each sample is around 3567 x 2898. The samples in the dataset are made available as three-channel JPG images. The dataset is divided into two sets:Set A: It contains images with only disease labels.Set B: It contains images with lung segmentation maps, annotations and disease labelsTo obtain access to the dataset, please email the duly filled-out license agreement to databases@iab-rubric.org with the subject line "Licence agreement for the Silicodata dataset.".NOTE: The license agreement has to be signed by someone having the legal authority to sign on behalf of the institute, such as the head of the institution or registrar. If a license agreement is signed by someone else, it will not be processed further.This database is available only for research and educational purposes and not for any commercial use<br>
DOI: 10.15468/dl.6hgvrz
title: Occurrence Download

description: A dataset containing 1695 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "TaxonKey is Cheilanthes viridis (Forssk.) Sw."
 ]
}

 The dataset includes 1695 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005694-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5zkfd
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Toona ciliata M.Roem."
 ]
}

 The dataset includes 224 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018436-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkntmb
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer pycnanthum C.Koch"
 ]
}

 The dataset includes 220 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154407-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.