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

description: A dataset containing 2353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Chlorostilbon auriceps (Gould, 1852)"
 ]
}

 The dataset includes 2353 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005960-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxhlow
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Manilkara kanosiensis H.J.Lam & B.Meeuse"
 ]
}

 The dataset includes 55 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035068-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wge7w8
title: Occurrence Download

description: A dataset containing 377743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ireland, United Kingdom of Great Britain and Northern Ireland, Svalbard and Jan Mayen, Norway, Sweden, Finland, Estonia, Latvia, Lithuania, Portugal, Spain, France, Germany, Belgium, Netherlands, Switzerland, Austria, Italy, Greece, Cyprus, Türkiye, Russian Federation, Belarus, Ukraine, Poland, Czechia, Hungary, Slovakia, Romania, Bulgaria, North Macedonia, Albania, Montenegro, Serbia, Kosovo, Bosnia and Herzegovina, Slovenia, Croatia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus halepensis Mill."
 ]
}

 The dataset includes 377743 records from 340 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056902-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15664423
title: Open dataset from CTI use case - 3 - knowledge graphs (Data provider: EXUS)
DOI: 10.5281/zenodo.15664424
title: Open dataset from CTI use case - 3 - knowledge graphs (Data provider: EXUS)
DOI: 10.15468/dl.w5usm6
title: Occurrence Download

description: A dataset containing 8097 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phenacobius mirabilis (Girard, 1856)"
 ]
}

 The dataset includes 8097 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049036-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15664411
title: Open dataset from CTI use case - 2 - knowledge graphs (Data provider: DBC Diadikasia)
DOI: 10.5281/zenodo.15664412
title: Open dataset from CTI use case - 2 - knowledge graphs (Data provider: DBC Diadikasia)
DOI: 10.5281/zenodo.15664408
title: Open dataset from CTI use case - 1 - knowledge graphs (Data provider: 8bells)
DOI: 10.5281/zenodo.15664407
title: Open dataset from CTI use case - 1 - knowledge graphs (Data provider: 8bells)
DOI: 10.5281/zenodo.15664260
title: Open dataset from FinTech use case - Knowledge graph ttl
DOI: 10.5281/zenodo.15664261
title: Open dataset from FinTech use case - Knowledge graph ttl
DOI: 10.5281/zenodo.15664214
title: Open dataset from FinTech use case
DOI: 10.5281/zenodo.15664213
title: Open dataset from FinTech use case
DOI: 10.5281/zenodo.15676238
title: CSV generative AI chatbot

description: The following is the questionnaire data that we used in the research.
DOI: 10.5281/zenodo.15676239
title: CSV generative AI chatbot

description: The following is the questionnaire data that we used in the research.
DOI: 10.15468/dl.4j2zp4
title: Occurrence Download

description: A dataset containing 1457 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dionda episcopa Girard, 1856"
 ]
}

 The dataset includes 1457 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049037-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7krk9x
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Marasmius amazonicus Henn."
 ]
}

 The dataset includes 62 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049038-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b93xdt
title: Occurrence Download

description: A dataset containing 539 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dionda diaboli Hubbs & Brown, 1957"
 ]
}

 The dataset includes 539 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049039-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjfv9k
title: Occurrence Download

description: A dataset containing 43396 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Vitis vinifera L.",
 "Year 1981-2005"
 ]
}

 The dataset includes 43396 records from 334 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049040-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/x0puun
title: Shelton et al. - Journal of Neurophysiology

description: Supplementary data for the manuscript "Shelton et al. - Journal of Neurophysiology" titled "THE EFFECTS OF HIP ABDUCTOR FATIGUE ON GAIT INSTABILITY IN OLDER ADULTS"
DOI: 10.15468/dl.j4uzwn
title: Occurrence Download

description: A dataset containing 264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bactrocera carambolae Drew & Hancock, 1994",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Machine Observation, Unknown evidence)"
 ]
 }
 }
 ]
}

 The dataset includes 264 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049041-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9xaht
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, India, Myanmar, Nepal, Bhutan, Bangladesh, Pakistan, Afghanistan)",
 "TaxonKey is Polyommatus bilucha"
 ]
}

 The dataset includes 41 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049042-250525065834625/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.29329673
title: WMEAT 1967-2021.xlsx

description: <b>WMEAT Data Guide</b>This file contains an electronic copy of all World Military Expenditures and Arms Transfers editions 1971-2021.It reports Armed Forces (in thousands), Military Expenditure (current $), GDP (current $) for years 1963-2019.A maximum of 171 countries are included in any single year.For an explanation of the currency conversion of current $ see:https://www.state.gov/wp-content/uploads/2022/01/WMEAT-2021-Sources-Data-and-Methods_508.pdf - p.22 “Method1”Where data was not reported, #N/A is shown.
DOI: 10.6084/m9.figshare.29329673.v1
title: WMEAT 1967-2021.xlsx

description: <b>WMEAT Data Guide</b>This file contains an electronic copy of all World Military Expenditures and Arms Transfers editions 1971-2021.It reports Armed Forces (in thousands), Military Expenditure (current $), GDP (current $) for years 1963-2019.A maximum of 171 countries are included in any single year.For an explanation of the currency conversion of current $ see:https://www.state.gov/wp-content/uploads/2022/01/WMEAT-2021-Sources-Data-and-Methods_508.pdf - p.22 “Method1”Where data was not reported, #N/A is shown.
DOI: 10.5281/zenodo.15648377
title: DeepShield: A Dataset of Real and AI-Generated Images also Shared on Social Networks

description: The DeepShield dataset is a large-scale benchmark for evaluating the robustness of fake image detection systems. It contains 100,000 images, divided between real and AI-generated content produced using advanced generative models, including StyleGAN, StyleGAN2, StyleGAN3, Stable Diffusion 1.5, 2.1, 3, and XL, as well as Flux 1.0.

To simulate real-world distortions, 30,000 images were shared on Facebook, X (formerly Twitter), and Telegram, then re-collected to include platform-induced compression and artifacts. This approach ensures that the dataset captures authentic distribution noise and artifacts encountered in real-world scenarios.

The DeepShield dataset supports rigorous benchmarking of fake image detectors under realistic and challenging conditions.

The dataset was created by Truebees Srl and is made available under the Creative Commons Attribution 4.0 International License. 

Visit https://truebees.eu/site/
DOI: 10.5281/zenodo.15648378
title: DeepShield: A Dataset of Real and AI-Generated Images also Shared on Social Networks

description: The DeepShield dataset is a large-scale benchmark for evaluating the robustness of fake image detection systems. It contains 100,000 images, divided between real and AI-generated content produced using advanced generative models, including StyleGAN, StyleGAN2, StyleGAN3, Stable Diffusion 1.5, 2.1, 3, and XL, as well as Flux 1.0.

To simulate real-world distortions, 30,000 images were shared on Facebook, X (formerly Twitter), and Telegram, then re-collected to include platform-induced compression and artifacts. This approach ensures that the dataset captures authentic distribution noise and artifacts encountered in real-world scenarios.

The DeepShield dataset supports rigorous benchmarking of fake image detectors under realistic and challenging conditions.

The dataset was created by Truebees Srl and is made available under the Creative Commons Attribution 4.0 International License. 

Visit https://truebees.eu/site/
DOI: 10.6069/rnr4-9q64
title: Quantitative assessment of a novel device designed for patient-centric sampling of dried plasma using targeted proteomics

description: The advancements in technology have significantly enhanced proteomics by improving the quality, depth, and timeliness of proteomic data, making mass spectrometry a promising tool for personalized medicine. To enable successful longitudinal population-level monitoring, it is essential to have cost-efficient and convenient sample collection methods that yield reliable results. Microsampling performed by patients in their own homes fulfills this requirement. In this study, we evaluate a novel microsampling device that readily prepares a dried plasma sample from blood collected through a finger prick. The device was assessed quantitatively through a targeted proteomics approach, using a selection of stable isotope-labeled protein fragments as standards for plasma proteins spanning a range from 1,300 µM to 30 nM. All samples were analyzed using selected reaction monitoring to ensure quantitative robustness. The device was assessed both from a storage perspective and across a group of healthy donors to ensure reliable performance between individuals. The dried plasma obtained from the device shows an excellent quantitative correlation with conventional plasma (R > 0.99) and high quantitative precision, with a coefficient of variance (CV) below 10% for 80% of all peptides quantified in the group of healthy donors. All the targets that perform well in the microsampling device also show good long-term stability when stored at room temperature for up to 232 days, further showcasing the potential benefits of collecting samples in a dry format.
DOI: 10.15468/dl.f25bxc
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, India, Myanmar, Nepal, Bhutan, Bangladesh, Pakistan, Afghanistan)",
 "TaxonKey is Polyommatus pseuderos Moore, 1879"
 ]
}

 The dataset includes 34 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049044-250525065834625/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.28855433.v2
title: Data_Explo Moths FBD PBD 2025

description: Data of manuscript "Functional and phylogenetic beta diversity response of nocturnal moth assemblages to land-use intensity in grasslands and forests" for peer review.
DOI: 10.6084/m9.figshare.29329667
title: scDiffEq simulated perturbations: <i>Cebpe, Dach1, Lmo4, Mxd1</i>

description: Complementary AnnData objects containing the intermediate simulated results for perturbation of <i>Cebpe, Dach1, Lmo4, </i>and <i>Mxd1 </i>as an ensemble.
DOI: 10.6084/m9.figshare.29329667.v1
title: scDiffEq simulated perturbations: <i>Cebpe, Dach1, Lmo4, Mxd1</i>

description: Complementary AnnData objects containing the intermediate simulated results for perturbation of <i>Cebpe, Dach1, Lmo4, </i>and <i>Mxd1 </i>as an ensemble.
DOI: 10.5525/gla.researchdata.1964
title: Spatial metabolic and phenotypic characterisation of the germ-free mouse model

description: Mass spectrometry imaging and imaging mass cytometry files.
DOI: 10.5281/zenodo.15669778
title: Automated Raman Spectroscopy Analysis for Zircon Radiation Damage Assessment: A Comprehensive Toolkit

description: This dataset contains Raman spectroscopy measurements from a zircon (ZrSiO₄) specimen collected for structural characterization studies. The data covers a broad spectral region from 101-1020 cm⁻¹, encompassing multiple vibrational modes including very low-frequency modes, external lattice modes, and internal SiO₄ tetrahedral modes.

The dataset includes 101 individual Raman spectra with 999 data points each, organized in a unified CSV matrix format. This spectral range covers important zircon vibrational modes: external modes (~200-350 cm⁻¹), SiO₄ bending modes (~430-450 cm⁻¹), and SiO₄ stretching modes (~965-1020 cm⁻¹).

The measurements provide comprehensive spectroscopic data for crystallographic analysis, contributing to the understanding of zircon vibrational properties and structural characteristics. This dataset supports research in mineralogy, geochemistry, and crystallography applications.

Data collected at Federal University of São Carlos - Sorocaba Campus under the supervision of Prof. Dr. Airton Natanael Coelho Dias.

Keywords: zircon, Raman spectroscopy, vibrational modes, structural characterization, mineralogy, crystallography
DOI: 10.5281/zenodo.15669779
title: Automated Raman Spectroscopy Analysis for Zircon Radiation Damage Assessment: A Comprehensive Toolkit

description: This dataset contains Raman spectroscopy measurements from a zircon (ZrSiO₄) specimen collected for structural characterization studies. The data covers a broad spectral region from 101-1020 cm⁻¹, encompassing multiple vibrational modes including very low-frequency modes, external lattice modes, and internal SiO₄ tetrahedral modes.

The dataset includes 101 individual Raman spectra with 999 data points each, organized in a unified CSV matrix format. This spectral range covers important zircon vibrational modes: external modes (~200-350 cm⁻¹), SiO₄ bending modes (~430-450 cm⁻¹), and SiO₄ stretching modes (~965-1020 cm⁻¹).

The measurements provide comprehensive spectroscopic data for crystallographic analysis, contributing to the understanding of zircon vibrational properties and structural characteristics. This dataset supports research in mineralogy, geochemistry, and crystallography applications.

Data collected at Federal University of São Carlos - Sorocaba Campus under the supervision of Prof. Dr. Airton Natanael Coelho Dias.

Keywords: zircon, Raman spectroscopy, vibrational modes, structural characterization, mineralogy, crystallography
DOI: 10.15468/dl.qmwznz
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cebus aequatorialis J.A.Allen, 1914"
 ]
}

 The dataset includes 180 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049045-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13379044
title: Lauds Factories open data

description: Open data created inside the Lauds Factories project
DOI: 10.5281/zenodo.15535394
title: Lauds Factories open data

description: Open data created inside the Lauds Factories project
DOI: 10.7910/dvn/71bwsr
title: Controversy Mapping Analysis of #ForaSalles on Twitter/X

description: &lt;social&gt;&lt;media&gt;&lt;fora&gt;&lt;salles&gt;&lt;Brasil&gt;&lt;2021&gt;
DOI: 10.25934/pr00007601
title: Mathematical prognostic model utilizing multi-platform dynamics in patients with metastatic urothelial carcinoma receiving post-platinum immune checkpoint inhibitors

description: Lay summary:
Bladder cancer affects ~80,000 individuals every year in the USA. Approximately 1 in 4 patients have aggressive cancer that is not always curable. Patients with bladder cancer that has spread outside the bladder (metastatic or stage-4 bladder cancer) receiving immunotherapy have different responses and outcomes. Only 1 in 5 patients have shrinkage of the cancer, while the remaining have no change or growth of cancer on immunotherapy. Patients who receive chemotherapy typically have more brief benefits compared to immunotherapy. A large number of patients are not fit for further treatment when the cancer grows. Hence, it would be useful to be able to discriminate at an early time point between those who have growth and those who have benefit for a long time on immunotherapy. A user-friendly model that discriminates outcomes of these patients with high accuracy can be exploited to improve therapeutic strategies. For those predicted to have poor long term outcomes on immunotherapy, earlier switch to other new treatments or intensification of therapy by combinations of new agents with immunotherapy may improve outcomes. This study proposes to construct a mathematical model utilizing early changes in readily available clinical (e.g. organs of spread of cancer, fitness of patient, age, weight, gender, side effects) and laboratory variables (blood cell counts, blood albumin, cancer size measurement). We will analyze 931 patients with metastatic bladder cancer who were enrolled in the IMvigor211 trial, which was a phase 3 clinical trial comparing atezolizumab immunotherapy versus chemotherapy in those who had cancer growing after previous chemotherapy.
DOI: 10.15468/dl.ng3sbs
title: Occurrence Download

description: A dataset containing 28751 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geomys Rafinesque, 1817"
 ]
}

 The dataset includes 28751 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049046-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99v7k2
title: Occurrence Download

description: A dataset containing 1070 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nocomis asper Lachner & Jenkins, 1971"
 ]
}

 The dataset includes 1070 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049047-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qe5xb9
title: Occurrence Download

description: A dataset containing 2164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "StateProvince is MInnesota",
 "TaxonKey is one of (Lonicera tatarica L., Lonicera morrowii A.Gray, Lonicera ×bella Zabel, Lonicera maackii (Rupr.) Maxim., Lonicera xylosteum L., Lonicera canadensis Bartram ex Marshall, Lonicera caerulea L., Lonicera dioica L., Lonicera hirsuta Eaton, Lonicera oblongifolia (Goldie) Hook., Lonicera reticulata Raf., Lonicera sempervirens L., Lonicera villosa (Michx.) DC.)",
 "Year 1000-2024"
 ]
}

 The dataset includes 2164 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049048-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp67av
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, India, Myanmar, Nepal, Bhutan, Bangladesh, Pakistan, Afghanistan)",
 "TaxonKey is Polyommatus ariana Moore, 1865"
 ]
}

 The dataset includes 61 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049050-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.638yee
title: Occurrence Download

description: A dataset containing 6325 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nocomis biguttatus (Kirtland, 1840)"
 ]
}

 The dataset includes 6325 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049049-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w78bex
title: Occurrence Download

description: A dataset containing 6317 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nocomis micropogon (Cope, 1865)"
 ]
}

 The dataset includes 6317 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049051-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.