cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vxtz2a
title: Occurrence Download

description: A dataset containing 2382899 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Sri Lanka",
 "DatasetKey is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 2382899 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027023-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18680260
title: Dataset: Air Quality Dataset for Medan (2022-08-01 to 2026-02-18)

description: This dataset contains historical air quality time series for Medan covering 2022-08-01 to 2026-02-18. It includes key air pollution indicators such as AQI indices and major pollutants, plus city metadata including coordinates, administrative areas, and population. Use this dataset to analyze long-run air quality trends in Medan, compare Medan with other cities, and build models that link air quality to urban characteristics. Air quality values are retrieved from the Open-Meteo Air Quality service using the cams_global domain, and city metadata is derived from the GeoNames city list. Nitiraj Kulkarni
DOI: 10.6084/m9.figshare.31361758
title: Replication Package for Scalable Conversion of Stack Exchange Network-based Question Answering Sites’ Data Dump to SQL Server Database – A Case of Stack Overflow Data Dump

description: Replication package accompanying Scalable Conversion of Stack Exchange Network-based Question Answering Sites’ Data Dump to SQL Server Database – A Case of Stack Overflow Data Dump
DOI: 10.6084/m9.figshare.31361758.v1
title: Replication Package for Scalable Conversion of Stack Exchange Network-based Question Answering Sites’ Data Dump to SQL Server Database – A Case of Stack Overflow Data Dump

description: Replication package accompanying Scalable Conversion of Stack Exchange Network-based Question Answering Sites’ Data Dump to SQL Server Database – A Case of Stack Overflow Data Dump
DOI: 10.5281/zenodo.18680261
title: Dataset: Air Quality Dataset for Medan (2022-08-01 to 2026-02-18)

description: This dataset contains historical air quality time series for Medan covering 2022-08-01 to 2026-02-18. It includes key air pollution indicators such as AQI indices and major pollutants, plus city metadata including coordinates, administrative areas, and population. Use this dataset to analyze long-run air quality trends in Medan, compare Medan with other cities, and build models that link air quality to urban characteristics. Air quality values are retrieved from the Open-Meteo Air Quality service using the cams_global domain, and city metadata is derived from the GeoNames city list. Nitiraj Kulkarni
DOI: 10.15468/dl.fz736g
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "OccurrenceStatus is Present",
 "TaxonKey is Caliprobola speciosa"
 ]
}

 The dataset includes 62 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027074-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqvkmt
title: Occurrence Download

description: A dataset containing 15105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mikania micrantha)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15105 records from 324 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027071-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14877723
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.5281/zenodo.18680278
title: Dataset: Air Quality Dataset for Ouagadougou (2022-08-01 to 2026-02-18)

description: This dataset contains historical air quality time series for Ouagadougou covering 2022-08-01 to 2026-02-18. It includes key air pollution indicators such as AQI indices and major pollutants, plus city metadata including coordinates, administrative areas, and population. Use this dataset to analyze long-run air quality trends in Ouagadougou, compare Ouagadougou with other cities, and build models that link air quality to urban characteristics. Air quality values are retrieved from the Open-Meteo Air Quality service using the cams_global domain, and city metadata is derived from the GeoNames city list. Nitiraj Kulkarni
DOI: 10.5281/zenodo.18680279
title: Dataset: Air Quality Dataset for Ouagadougou (2022-08-01 to 2026-02-18)

description: This dataset contains historical air quality time series for Ouagadougou covering 2022-08-01 to 2026-02-18. It includes key air pollution indicators such as AQI indices and major pollutants, plus city metadata including coordinates, administrative areas, and population. Use this dataset to analyze long-run air quality trends in Ouagadougou, compare Ouagadougou with other cities, and build models that link air quality to urban characteristics. Air quality values are retrieved from the Open-Meteo Air Quality service using the cams_global domain, and city metadata is derived from the GeoNames city list. Nitiraj Kulkarni
DOI: 10.15468/dl.svryd2
title: Occurrence Download

description: A dataset containing 14739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Percina caprodes",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 14739 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027072-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83yqm3
title: Occurrence Download

description: A dataset containing 18808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Andigena nigrirostris",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18808 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027073-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17578254
title: BreastDCEDL_ISPY2 - DCE MRI dataset 982 cases
title: Deep Learning ready DCE MRI 3D dataset 982 cases

description: BreastDCEDL_ISPY2 Dataset (n=982)

The BreastDCEDL_ISPY2 dataset is a curated subset of the I-SPY2 trial, comprising 982 breast cancer cases with pre-treatment DCE-MRI scans. It includes:



DCE-MRI sequences (3–12 time points per scan, typically 7)

Derived maps and full 3D tumor segmentations

Clinical annotations: pathological complete response (pCR), hormone receptor (HR) status, HER2 status, MammaPrint risk level, and age at screening


Demo: https://github.com/naomifridman/BreastDCEDL/blob/main/ISPY2/BrestDCEDL_ISPY2_demo.ipynb

Citation

@article{fridman2026breastdcedl,  author    = {Fridman, N. and Solway, B. and Fridman, T. and others},  title     = {{BreastDCEDL}: A standardized deep learning-ready breast {DCE-MRI} dataset of 2,070 patients},  journal   = {Scientific Data},  year      = {2026},  doi       = {10.1038/s41597-026-06589-6},  url       = {https://doi.org/10.1038/s41597-026-06589-6}}

Dataset Specifications





Total Patients: 982




Total Size: ~54 GB




Image Format: NIfTI (.nii.gz)




Clinical Centers: 22+ institutions



File Organization

BreastDCEDL_ISPY2/

├── BreastDCEDL_ISPY2_metadata.csv         # Clinical and demographic data

├── dce/                                                               # DCE-MRI sequences

│   ├── ACRIN-6698-102212/

│   │   ├── ACRIN-6698-102212_spy2_vis1_dce_aqc_0.nii.gz   # Pre-contrast

│   │   ├── ACRIN-6698-102212_spy2_vis1_dce_aqc_1.nii.gz   # Post-contrast 1

│   │   ├── ACRIN-6698-102212_spy2_vis1_dce_aqc_2.nii.gz   # Post-contrast 2

│   │   ├── ACRIN-6698-102212_spy2_vis1_dce_aqc_3.nii.gz   # Post-contrast 3

│   │   ├── ACRIN-6698-102212_spy2_vis1_dce_aqc_4.nii.gz   # Post-contrast 4

│   │   ├── ACRIN-6698-102212_spy2_vis1_dce_aqc_5.nii.gz   # Post-contrast 5

│   │   └── ACRIN-6698-102212_spy2_vis1_dce_aqc_6.nii.gz   # Post-contrast 6

│   ├── ACRIN-6698-103939/

│   │   └── ... (3-12 DCE time points, typically 7)

│   └── ... (982 patient directories total)

└── masks/                                  # Tumor segmentations

    ├── ACRIN-6698-102212_spy2_vis1_mask.nii.gz

    ├── ACRIN-6698-103939_spy2_vis1_mask.nii.gz

    └── ... (982 binary mask files)

Data Components

Example of all acquisitions for random 7 patients, whith all the acquisitions.

 

Resources

Demo: https://github.com/naomifridman/BreastDCEDL/blob/main/ISPY2/BrestDCEDL_ISPY2_zenodo_demo.ipynb

Full Methodology: Fridman et al., 2025 - arXiv:2506.12190 https://arxiv.org/abs/2506.12190

Citation

@article{fridman2025breastdcedl, title={BreastDCEDL: A Comprehensive Breast Cancer DCE-MRI Dataset and Transformer Implementation for Treatment Response Prediction}, author={Fridman, Naomi and Solway, Bubby and Fridman, Tomer and Barnea, Itamar and Goldstein, Anat}, journal={arXiv preprint arXiv:2506.12190}, year={2025}, doi={10.48550/arXiv.2506.12190} }
DOI: 10.5281/zenodo.17578255
title: BreastDCEDL_ISPY2 - DCE MRI dataset 982 cases
title: Deep Learning ready DCE MRI 3D dataset 982 cases

description: BreastDCEDL_ISPY2 Dataset (n=982)

The BreastDCEDL_ISPY2 dataset is a curated subset of the I-SPY2 trial, comprising 982 breast cancer cases with pre-treatment DCE-MRI scans. It includes:



DCE-MRI sequences (3–12 time points per scan, typically 7)

Derived maps and full 3D tumor segmentations

Clinical annotations: pathological complete response (pCR), hormone receptor (HR) status, HER2 status, MammaPrint risk level, and age at screening


Demo: https://github.com/naomifridman/BreastDCEDL/blob/main/ISPY2/BrestDCEDL_ISPY2_demo.ipynb

Citation

@article{fridman2026breastdcedl,  author    = {Fridman, N. and Solway, B. and Fridman, T. and others},  title     = {{BreastDCEDL}: A standardized deep learning-ready breast {DCE-MRI} dataset of 2,070 patients},  journal   = {Scientific Data},  year      = {2026},  doi       = {10.1038/s41597-026-06589-6},  url       = {https://doi.org/10.1038/s41597-026-06589-6}}

Dataset Specifications





Total Patients: 982




Total Size: ~54 GB




Image Format: NIfTI (.nii.gz)




Clinical Centers: 22+ institutions



File Organization

BreastDCEDL_ISPY2/

├── BreastDCEDL_ISPY2_metadata.csv         # Clinical and demographic data

├── dce/                                                               # DCE-MRI sequences

│   ├── ACRIN-6698-102212/

│   │   ├── ACRIN-6698-102212_spy2_vis1_dce_aqc_0.nii.gz   # Pre-contrast

│   │   ├── ACRIN-6698-102212_spy2_vis1_dce_aqc_1.nii.gz   # Post-contrast 1

│   │   ├── ACRIN-6698-102212_spy2_vis1_dce_aqc_2.nii.gz   # Post-contrast 2

│   │   ├── ACRIN-6698-102212_spy2_vis1_dce_aqc_3.nii.gz   # Post-contrast 3

│   │   ├── ACRIN-6698-102212_spy2_vis1_dce_aqc_4.nii.gz   # Post-contrast 4

│   │   ├── ACRIN-6698-102212_spy2_vis1_dce_aqc_5.nii.gz   # Post-contrast 5

│   │   └── ACRIN-6698-102212_spy2_vis1_dce_aqc_6.nii.gz   # Post-contrast 6

│   ├── ACRIN-6698-103939/

│   │   └── ... (3-12 DCE time points, typically 7)

│   └── ... (982 patient directories total)

└── masks/                                  # Tumor segmentations

    ├── ACRIN-6698-102212_spy2_vis1_mask.nii.gz

    ├── ACRIN-6698-103939_spy2_vis1_mask.nii.gz

    └── ... (982 binary mask files)

Data Components

Example of all acquisitions for random 7 patients, whith all the acquisitions.

 

Resources

Demo: https://github.com/naomifridman/BreastDCEDL/blob/main/ISPY2/BrestDCEDL_ISPY2_zenodo_demo.ipynb

Full Methodology: Fridman et al., 2025 - arXiv:2506.12190 https://arxiv.org/abs/2506.12190

Citation

@article{fridman2025breastdcedl, title={BreastDCEDL: A Comprehensive Breast Cancer DCE-MRI Dataset and Transformer Implementation for Treatment Response Prediction}, author={Fridman, Naomi and Solway, Bubby and Fridman, Tomer and Barnea, Itamar and Goldstein, Anat}, journal={arXiv preprint arXiv:2506.12190}, year={2025}, doi={10.48550/arXiv.2506.12190} }
DOI: 10.15468/dl.fx3gkb
title: Occurrence Download

description: A dataset containing 88329 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is VIT Herbarium - Vascular Plants (The Natural History Museum of Alava)"
 ]
}

 The dataset includes 88329 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027043-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6hj6q
title: Occurrence Download

description: A dataset containing 165199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus ilex"
 ]
}

 The dataset includes 165199 records from 1077 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027018-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grg4as
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.38486 -15.86710,-65.44326 -15.86710,-65.44326 -11.09250,-77.38486 -11.09250,-77.38486 -15.86710))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nannophryne corynetes (Duellman & Ochoa-M., 1991)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008169-250415084134356/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.28832132
title: Assessment of Learning Summative Test

description: A dataset on summative assessment in a teacher education assessment of learning course
DOI: 10.15468/dl.zyvqqp
title: Occurrence Download

description: A dataset containing 149263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anthornis melanura)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 149263 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080053-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14544973
title: BLM28314:3_reconstruction

description: Link to the gun DOI 28314:3
DOI: 10.5281/zenodo.14544974
title: BLM28314:3_reconstruction

description: Link to the gun DOI 28314:3
DOI: 10.15468/dl.9cbddx
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex lainzii Luceño, E.Rico & T.Romero"
 ]
}

 The dataset includes 42 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032877-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11821345
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.1285/i11211156a38n1p95
title: Religious freedom in Polish legislation

description: The subject of this article is religious freedom, which is one of the basic and most important values from the point of view of an individual. The scope of this freedom is subject to constitutional and international protection, as well as provided for in acts of internal law. Religious freedom is also protected on the basis of ultima ratio by means of criminal and civil law. This study focuses on the rulings of the European Court of Human Rights, as they exerted the greatest influence on the jurisprudence of the Polish Constitutional Tribunal. The study includes an analysis of the provisions of the constitution of April 2, 1997 relating to the issue of religious freedom in the individual and institutional aspect. Moreover, an attempt was made to answer the question whether the guarantees of religious freedom are adequately secured under international and national law.
DOI: 10.1285/i11211156a38n1p113
title: Il conflitto nelle congiunture critiche. Il repertorio del conflitto pandemico in Italia

description: La pandemia da Covid-19 ha rappresentato una congiuntura critica che ha profondamente trasformato la vita sociale, politica ed economica. Questo articolo analizza il repertorio del conflitto pandemico in Italia, interrogandosi su come individui, gruppi e categorie sociali abbiano reagito alle misure di contenimento adottate dal governo tra il 2020 e il 2022. A partire dalla letteratura sui disastri, sui conflitti letali e sui movimenti sociali, la ricerca utilizza il dataset ACLED per mappare oltre 5900 eventi di protesta, con l'obiettivo di esplorare le dinamiche di mobilitazione in un contesto di emergenza. Il contributo mostra come, in assenza di legami di rete diretti, le proteste si siano diffuse attraverso canali culturali, emozionali e simbolici, delineando una forma di mobilitazione fortemente eterogenea e radicata nell'esperienza quotidiana. Particolare attenzione è rivolta ai repertori d'azione adottati - tra cui flash mob, azioni simboliche e disobbedienza civile - e alle motivazioni sottese, che spaziano dalla richiesta di diritti sociali alla contestazione delle restrizioni sanitarie. L'articolo propone di considerare la pandemia come un evento rivelatore, capace di far emergere nuove forme di conflitto e ridefinire le grammatiche della partecipazione collettiva. Infine, si riflette sulle potenzialità trasformative (e i limiti) di tali mobilitazioni, evidenziando il ruolo cruciale delle emozioni e delle narrazioni nella costruzione di nuove soggettività politiche.
description: The Covid-19 pandemic represented a critical juncture that profoundly transformed social, political, and economic life. This article analyzes the repertoire of pandemicrelated contention in Italy, investigating how individuals, groups, and social categories responded to the containment measures adopted by the government between 2020 and 2022. Drawing on literature on disasters, lethal conflicts, and social movements, the study uses the ACLED dataset to map over 5,900 protest events, aiming to explore the dynamics of mobilization in a state of emergency. The findings show that, in the absence of direct network ties, protests spread through cultural, emotional, and symbolic channels, shaping a form of mobilization that was highly heterogeneous and deeply rooted in everyday experiences. Particular attention is given to the repertoires of action adopted-including flash mobs, symbolic acts, and civil disobedience-and the underlying motivations, ranging from demands for social rights to opposition to public health restrictions. The article proposes to understand the pandemic as a revelatory event, capable of generating new forms of conflict and redefining the grammars of collective participation. Finally, it reflects on the transformative potential (and limits) of such mobilizations, highlighting the crucial role of emotions and narratives in shaping new political subjectivities.
DOI: 10.60656/68cc6718fd0d409b
title: Custom collection of categorize, classification, disdrometer, drizzle, droplet effective radius, and 10 other products from Ny-Ålesund on 23 Feb 2025
DOI: 10.1285/i11211156a38n1p133
title: Note e discussioni
DOI: 10.60656/0509e5151e934045
title: Custom collection of microwave radiometer data from Bucharest between 4 Nov 2024 and 1 May 2025
DOI: 10.15468/dl.xfwxsk
title: Occurrence Download

description: A dataset containing 1286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ophiopogon bodinieri H.Lév.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1286 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032879-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1285/i11211156a38n1p135
title: Emigrazione italiana e influenze culturali negli Stati Uniti d'America. Alcune note su un recente contributo sulla presenza degli italiani a Filadelfia
DOI: 10.15468/dl.m9u7va
title: Occurrence Download

description: A dataset containing 194666 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viola odorata L."
 ]
}

 The dataset includes 194666 records from 1391 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032805-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.2908/sdg_04_40
title: Jeunes de 15 ans ayant une maîtrise insuffisante en compréhension de l’écrit, en mathématiques et en sciences
title: 15-Jährige mit schlechten Leistungen in den Bereichen Lesen, Mathematik und Naturwissenschaften
title: Low achieving 15-year-olds in reading, mathematics or science

description: The indicator measures the share of 15-year-old students failing to reach level 2 (‘basic skills level’) on the PISA scale for the three core school subjects of reading, mathematics and science. The data stem from the Programme for International Student Assessment (PISA), a regularly conducted international survey which aims to evaluate education systems by testing the skills and knowledge of 15-year-old students.
description: Der Indikator misst den Anteil der 15-Jährigen, die nicht die Stufe 2 („Grundfertigkeiten“) auf der PISA-Skala für die drei Kernschulthemen Lesen, Mathematik und Naturwissenschaften erreicht haben. Die Daten stammen aus der internationalen Schulleistungsstudie (PISA); hierbei handelt es sich um eine regelmäßig durchgeführte internationale Erhebung, die auf die Bewertung der Bildungssysteme durch Prüfung der Fähigkeiten und Kenntnisse der 15-Jährigen abzielt.
description: L’indicateur mesure la proportion des étudiants âgés de 15 ans n’ayant pas atteint le niveau 2 («compétences de base») de l’échelle PISA concernant les trois matières scolaires de compréhension de l'écrit, les mathématiques et les sciences. Les données proviennent du Programme international pour le suivi des acquis des élèves (PISA), une enquête internationale menée régulièrement qui vise à évaluer les systèmes d’éducation en testant les compétences et les connaissances des élèves de 15 ans.