cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.zt68g6
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Côte d’Ivoire",
 "TaxonKey is Hura crepitans"
 ]
}

 The dataset includes 30 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026863-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17176096
title: How an Equi-ensemble Description Systematically Outperforms the Weighted-ensemble Variational Quantum Eigensolver

description: This repository provides the datasets and source code necessary to reproduce the figures from the article “How an Equi-ensemble Description Systematically Outperforms the Weighted-ensemble Variational Quantum Eigensolver.” The implementations build upon the source codes available at https://gitlab.com/MartinBeseda/sa-oo-vqe-qiskit.git and https://github.com/bsenjean/QDFT.git, with modifications included here to generate the reported results.
DOI: 10.5281/zenodo.18678611
title: How an Equi-ensemble Description Systematically Outperforms the Weighted-ensemble Variational Quantum Eigensolver

description: This repository provides the datasets and source code necessary to reproduce the figures from the article “How an Equi-ensemble Description Systematically Outperforms the Weighted-ensemble Variational Quantum Eigensolver.” The implementations build upon the source codes available at https://gitlab.com/MartinBeseda/sa-oo-vqe-qiskit.git and https://github.com/bsenjean/QDFT.git, with modifications included here to generate the reported results.
DOI: 10.34740/kaggle/dsv/14876253
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.15468/dl.u88gh4
title: Occurrence Download

description: A dataset containing 13329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Etheostoma blennioides",
 "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 13329 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026866-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbs7zh
title: Occurrence Download

description: A dataset containing 64025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Lithosia quadra"
 ]
}

 The dataset includes 64025 records from 514 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026826-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48366/r1584378
title: Comparison of NLP4RE ID Cards

description: This ORKG comparison presents a curated collection of NLP4RE ID Cards — structured summaries of replication-relevant information — extracted from research papers in the domain of Natural Language Processing for Requirements Engineering (NLP4RE). Based on the framework proposed by Abualhaija et al. [1], each NLP4RE ID Card captures critical information across seven dimensions, including RE and NLP tasks, dataset details, annotation procedures, tool implementation, and evaluation strategies.

The comparison enables researchers, reviewers, and educators to:
• 🔍 Explore replication-readiness across diverse NLP4RE studies
• 🛠 Identify gaps in tool availability and dataset annotation
• 📊 Analyze trends in evaluation practices and reporting completeness
• 📚 Use the NLP4RE ID-Cards as educational resources or replication guides

By centralizing and standardizing replication-relevant information, this comparison contributes to the broader goals of Open Science and fosters reproducibility in the NLP4RE community.

[1] Abualhaĳa, S. et al. (2024). Replication in Requirements Engineering: The NLP for RE Case. ACM Trans. Softw. Eng. Methodol., 33(6).
DOI: 10.6084/m9.figshare.31361374
title: Supplementary material for "Species distribution modelling of selected invasive invertebrate species in South Africa"

description: The manuscript presents a comprehensive climate-based assessment of both the current and future distributional potential of 30 invasive invertebrate taxa in South Africa, with direct relevance to biosecurity planning, invasion risk assessment, and climate‑informed management. Biological invasions and climate change are increasingly interacting drivers of ecological change in South Africa, amplifying risks to biodiversity, ecosystem functioning, and socio‑economic stability. Our study addresses this interface by applying presence‑only species distribution modelling using MaxEnt (v3.4.4) to evaluate climatic suitability under present conditions and projected mid‑century climates (CMIP6, SSP2‑4.5; EC‑Earth3‑Veg). Model calibration drew on GBIF occurrence records and six ecologically relevant bioclimatic variables (BIO1, BIO3, BIO4, BIO12, BIO13, BIO15). Rigorous model evaluation was undertaken using withheld test data, AUC metrics, omission rates, and response curves. Across taxa, precipitation seasonality (BIO15) consistently emerged as the strongest predictor of climatic suitability, underscoring rainfall variability as a key ecological filter shaping invertebrate invasion potential. Spatial projections revealed a coherent geographic pattern comprising north‑eastern expansion, eastern interior persistence, and western contraction. These patterns highlight: Emerging invasion hotspots in Limpopo, Mpumalanga, North West, and the northern Free State; Persistent suitability in Gauteng, inland KwaZulu‑Natal, and parts of the Eastern Cape, and Declining suitability across increasingly arid western regions.
DOI: 10.6084/m9.figshare.31361374.v1
title: Supplementary material for "Species distribution modelling of selected invasive invertebrate species in South Africa"

description: The manuscript presents a comprehensive climate-based assessment of both the current and future distributional potential of 30 invasive invertebrate taxa in South Africa, with direct relevance to biosecurity planning, invasion risk assessment, and climate‑informed management. Biological invasions and climate change are increasingly interacting drivers of ecological change in South Africa, amplifying risks to biodiversity, ecosystem functioning, and socio‑economic stability. Our study addresses this interface by applying presence‑only species distribution modelling using MaxEnt (v3.4.4) to evaluate climatic suitability under present conditions and projected mid‑century climates (CMIP6, SSP2‑4.5; EC‑Earth3‑Veg). Model calibration drew on GBIF occurrence records and six ecologically relevant bioclimatic variables (BIO1, BIO3, BIO4, BIO12, BIO13, BIO15). Rigorous model evaluation was undertaken using withheld test data, AUC metrics, omission rates, and response curves. Across taxa, precipitation seasonality (BIO15) consistently emerged as the strongest predictor of climatic suitability, underscoring rainfall variability as a key ecological filter shaping invertebrate invasion potential. Spatial projections revealed a coherent geographic pattern comprising north‑eastern expansion, eastern interior persistence, and western contraction. These patterns highlight: Emerging invasion hotspots in Limpopo, Mpumalanga, North West, and the northern Free State; Persistent suitability in Gauteng, inland KwaZulu‑Natal, and parts of the Eastern Cape, and Declining suitability across increasingly arid western regions.
DOI: 10.34740/kaggle/dsv/14876284
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.p2gtyt
title: Occurrence Download

description: A dataset containing 254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynocephalus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Myanmar, Malaysia, Philippines, Singapore, Thailand, Viet Nam, Timor-Leste, Chinese Taipei, China)",
 "Geometry POLYGON((90 -15, 90 35, 135 35, 135 -15, 90 -15))"
 ]
}

 The dataset includes 254 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026869-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkhvg9
title: Occurrence Download

description: A dataset containing 2101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galeopterus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Myanmar, Malaysia, Philippines, Singapore, Thailand, Viet Nam, Timor-Leste, Chinese Taipei, China)",
 "Geometry POLYGON((90 -15, 90 35, 135 35, 135 -15, 90 -15))"
 ]
}

 The dataset includes 2101 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026870-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.quytea
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is ",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Myanmar, Malaysia, Philippines, Singapore, Thailand, Viet Nam, Timor-Leste, Chinese Taipei, China)",
 "Geometry POLYGON((90 -15, 90 35, 135 35, 135 -15, 90 -15))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026872-260208012135463/datasets/export for details.
DOI: 10.15468/dl.7xhbfa
title: Occurrence Download

description: A dataset containing 1891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Naja mossambica"
 ]
}

 The dataset includes 1891 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026873-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfcsgk
title: Occurrence Download

description: A dataset containing 37 records in GBIF matching the query:
SELECT
 scientificname,
 specieskey,
 establishmentmeans,
 MIN("year") earliest_year,
 MAX(individualcount) max_count,
 COUNT(DISTINCT "year") years_with_records
FROM
 occurrence
WHERE
 occurrence.countrycode = 'GR'
 AND occurrence.occurrencestatus = 'PRESENT'
 AND GBIF_STRINGARRAYCONTAINS(occurrence.establishmentmeans.lineage, 'introduced', FALSE)
 AND occurrence.organismquantity &gt; 1
 AND occurrence.organismquantitytype = 'individuals'
GROUP BY
 occurrence.scientificname,
 occurrence.specieskey,
 occurrence.establishmentmeans

 The dataset's 37 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026856-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7807/qi:2008:v1
title: Quartiers-Impulse
title: Quarter impulses

description: Unternehmensbefragung zu Standort und Kooperation. Der Datensatz beinhaltet die Befragungsergebnisse von Unternehmensbefragungen, die in zwei „Wellen“ (2007 und 2008) in Modell- und Referenzgebieten von fünf Modellstädten (Bayreuth, Braunschweig, Hannover, Karlsruhe, Saarbrücken) durchgeführt wurden. Folgenden Befragungsthemen wurde dabei nachgegangen:
 
 Beurteilung des „Wirtschaftsklimas“ allgemein sowie der Situation des eigenen Unternehmens, der Nachbarschaft und der Region; Beurteilung des Standorts insgesamt sowie einzelner Standortfaktoren nach deren Bedeutung und ihrer Ausprägung am Standort;
 Marktorientierung der Unternehmen, d.h. Art des Kundenstamms (Verbraucher/Produzenten) und regionale Verteilung (Nachbarschaft, Region, überregional);
 Informationsquellen über Marktentwicklungen;
 überbetriebliche Kooperationen;
 geleistetes Engagement für die Standortentwicklung (z.B. durch Mitarbeit in lokaler Werbegemeinschaft) in der Vergangenheit und Bereitschaft zur Mitwirkung in der Zukunft;
 Unternehmensentwicklung (Personal, Umsatz, Gewinn) vor und während des Förderzeitraums.
description: Survey of firms regarding their location and cooperations. The data comprise the results from two waves of the survey (in 2007 and 2008) in model and reference areas of five model cities (Bayreuth Brunswick/Braunschweig, Hannover, Karlsruhe, Saarbrücken). The following topics were asked about:
 
 assessment of the "economic climate" in general as well as of the respective firm's situation, of the neighbourhood and the region; assessment of the firm's location as well as of individual location factors and their respective importance and intensity;
 market orientation, i.e. type of clients (users/producers) and regional distribution (within neighbourhood, regional, nationwide);
 sources of information on the market development;
 cooperations with other firms;
 past contributions to the development of the location (e.g. by participation in local advertisement cooperation) and willingness to contribute in the future;
 firm development (staff, revenue, profit) before and during the project period.
description: selbst ausgefüllter Fragebogen: Papier/Stift
description: Unternehmen in Modell- und Referenzgebieten der Städte Bayreuth, Braunschweig, Hannover, Karlsruhe, Saarbrücken
description: Enterprises in model and reference areas in the cities of Bayreuth, Brunswick (Braunschweig), Hannover, Karlsruhe, and Saarbrücken
description: Vollerhebung in Modell- und Referenzgebieten
DOI: 10.15468/dl.z7nbvz
title: Occurrence Download

description: A dataset containing 98991 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neocalanus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 98991 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026827-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57hvr4
title: Occurrence Download

description: A dataset containing 16425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Etheostoma caeruleum",
 "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 16425 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026874-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjar8u
title: Occurrence Download

description: A dataset containing 34002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Lobophora halterata"
 ]
}

 The dataset includes 34002 records from 241 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026875-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvqxcr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ptychozoon",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Myanmar, Malaysia, Philippines, Singapore, Thailand, Viet Nam, Timor-Leste, Chinese Taipei, China)",
 "Geometry POLYGON((90 -15, 90 35, 135 35, 135 -15, 90 -15))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026878-260208012135463/datasets/export for details.
DOI: 10.15468/dl.dzbk9u
title: Occurrence Download

description: A dataset containing 8053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Draco",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Myanmar, Malaysia, Philippines, Singapore, Thailand, Viet Nam, Timor-Leste, Chinese Taipei, China)",
 "Geometry POLYGON((90 -15, 90 35, 135 35, 135 -15, 90 -15))"
 ]
}

 The dataset includes 8053 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026877-260208012135463/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.30328706.v1
title: Supplementary Information from Phosphorylation as a candidate regulatory mechanism for effector recruitment to tankyrase

description: Tankyrase-binding motif peptides observed to be phosphorylated at position eight.
DOI: 10.6084/m9.figshare.30328706
title: Supplementary Information from Phosphorylation as a candidate regulatory mechanism for effector recruitment to tankyrase

description: Tankyrase-binding motif peptides observed to be phosphorylated at position eight.
DOI: 10.15468/dl.yzxq72
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bivalvia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-10 -20,0 -20,0 -10,-10 -10,-10 -20))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023386-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ya6ww8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Podicipediformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((100 60,110 60,110 70,100 70,100 60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023385-251009101135966/datasets/export for details.
DOI: 10.7910/dvn/sbi9vj
title: Percept-Lens Evaluation Data - Ideogram-75k

description: &lt;p&gt;&lt;strong&gt;Percept-Lens-Ideogram-75k Dataset Description&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Purpose.&lt;/strong&gt;&lt;br&gt;
The Percept-Lens-Ideogram-75k dataset is curated as part of the &lt;em&gt;Percept-Lens&lt;/em&gt; benchmark to evaluate the generalization capability of AI-generated image detectors under prompt-induced distribution shifts. It serves as an out-of-distribution (OOD) test set, designed to probe model robustness against semantically rich prompts not seen during training.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Nature.&lt;/strong&gt;&lt;br&gt;
This dataset contains only AI-generated images created from text prompts sourced from the Ideogram-75k Dataset. These prompts span abstract concepts, visual reasoning, compositional scenes, and imaginative queries. Images were generated using diverse diffusion models, including &lt;em&gt;Stable Diffusion variants&lt;/em&gt;, and &lt;em&gt;FLUX.variants&lt;/em&gt;, ensuring stylistic variation. No real images are included—each image is the synthetic output of a generative model responding to a high-level prompt.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Scope.&lt;/strong&gt;&lt;br&gt;
The dataset includes approximately 1,275,357 images, with each image linked to its original prompt. It is used exclusively for evaluation within the Percept-Lens benchmark and is not part of the training data. This subset is particularly useful for testing &lt;em&gt;semantic generalization&lt;/em&gt;, where linguistic complexity drives visual synthesis beyond familiar domains.
DOI: 10.34740/kaggle/dsv/11820379
title: e-IPO Indonesia Data - Investment
DOI: 10.34740/kaggle/dsv/11820380
title: Peer-to-Peer Boliviano (BOB) Exchange Data