cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7vpaf2
title: Occurrence Download

description: A dataset containing 5470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Ciccaba virgata (Cassin, 1849)"
 ]
}

 The dataset includes 5470 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009369-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ts4s7w
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea berenicea McVaugh"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153677-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n37kz
title: Occurrence Download

description: A dataset containing 992 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psychotria viridis Ruiz & Pav."
 ]
}

 The dataset includes 992 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275444-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cj5nkw
title: Occurrence Download

description: A dataset containing 1384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erucastrum virgatum (C.Presl) C.Presl",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1384 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082843-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrbq1u
title: Occurrence Download

description: A dataset containing 24113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterois volitans (Linnaeus, 1758)"
 ]
}

 The dataset includes 24113 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010853-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4sjcb
title: Occurrence Download

description: A dataset containing 1493 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton pedicellatus Kunth"
 ]
}

 The dataset includes 1493 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153678-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wqawe
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium marifugum (Johanss.) Johanss."
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024482-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwnf0k
title: Occurrence Download

description: A dataset containing 118850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Actinopterygii",
 "Geometry POLYGON((-88.176269 35.083955,-85.583496 35.065973,-84.792480 32.268555,-84.990234 31.672083,-84.924316 30.977609,-87.561035 30.939924,-87.253417 30.297017,-88.461914 30.353916,-88.637695 31.914867,-88.176269 35.083955))"
 ]
}

 The dataset includes 118850 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012430-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4ke65
title: Occurrence Download

description: A dataset containing 434 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bettongia tropica Wakefield, 1967"
 ]
}

 The dataset includes 434 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001787-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v38cp2
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea pelia DC."
 ]
}

 The dataset includes 210 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093297-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7a5ga4
title: Occurrence Download

description: A dataset containing 52 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 Liolaemus aparicioi Ocampo, Aguilar-Kirigin & Quinteros, 2012"
 ]
}

 The dataset includes 52 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093212-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kc8hux
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agathosma kougaensis Pillans"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020211-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8ah52
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex heterodoxa Cherm."
 ]
}

 The dataset includes 31 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093261-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15161/oar.it/203643
title: Carta Geologica d'Italia alla scala 1:50.000, F. 253 Marradi

description: Foglio geologico alla scala 1:50.000 basato su rilevamenti alla scala 1:10.000 (eseguiti tra il 1999 e il 2000) comprensivo di legenda, schemi a cornice, sezioni geologiche.
DOI: 10.15161/oar.it/203644
title: Carta Geologica d'Italia alla scala 1:50.000, F. 253 Marradi

description: Foglio geologico alla scala 1:50.000 basato su rilevamenti alla scala 1:10.000 (eseguiti tra il 1999 e il 2000) comprensivo di legenda, schemi a cornice, sezioni geologiche.
DOI: 10.15468/dl.8s4zwc
title: Occurrence Download

description: A dataset listing the 174002 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hymenoptera"
 ]
}

 The dataset's 174002 records were derived from 4453 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001790-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4anpu
title: Occurrence Download

description: A dataset containing 519974 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieraaetus pennatus"
 ]
}

 The dataset includes 519974 records from 801 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014432-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akskpx
title: Occurrence Download

description: A dataset containing 60778 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Image",
 "TaxonKey is one of (Falcipennis falcipennis, Fregata ariel, Eudromias morinellus, Falco amurensis, Falco cherrug, Fratercula arctica, Fratercula cirrhata, Fratercula corniculata, Fulmarus glacialis, Ficedula semitorquata, Enicurus scouleri, Eophona personata, Eophona migratoria, Francolinus francolinus, Eurystomus orientalis, Ficedula mugimaki, Ficedula zanthopygia, Ficedula narcissina, Falco columbarius insignis, Falco cherrug milvipes, Falco peregrinus brookei, Falco peregrinus babylonicus, Eremophila alpestris albigula, Falco columbarius lymani, Falco columbarius pallidus, Eremophila alpestris flava, Eremophila alpestris brandti, Erithacus rubecula tataricus, Falco columbarius aesalon, Falco subbuteo subbuteo, Fulica atra atra, Falco cherrug cherrug, Erithacus rubecula rubecula, Eumyias thalassinus, Ficedula hypoleuca hypoleuca, Ficedula hypoleuca sibirica, Falco rusticolus, Falco peregrinus peregrinus, Fringilla coelebs coelebs, Falco tinnunculus tinnunculus, Falco peregrinus pelegrinoides, Ficedula ruficauda, Falco peregrinus calidus)"
 ]
}

 The dataset includes 60778 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014404-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8403141
title: CLARA Knowledge Graph of licensed educational resources (using RDF-star, Standard reification, Singleton properties, or Named graphs)

description: CLARAThis deposit is part of the CLARA project. The CLARA project aims to empower teachers in the task of creating new educational resources. And in particular with the task of handling the licenses of reused educational resources.

The present deposit contains the RDF files created using an RDF mapping (RML) and a mapper (Morph-KGC). It also contains the files JSON used as input. The corresponding pipeline can be found on Gitlab. The data used in that pipeline originate from X5GON, a European project aiming to generate and gather open educational resources.

Knowledge graph contentThe present Knowledge Graph contains information about 45K Educational Resources (ERs) and 135K subjects (extracted from DBpedia).That information contains 



the author,

its title and description

the license,

a URL to the resource itself,

the language of the ER,

its mimetype,

and finally which subject it talks about, and to what extent.


That extent is given by two scores: a PageRank score and a Cosinus score.

A particularity of the knowledge graph is its heavy use of RDF reification, across large multi-valued properties.Thus four versions of the knowledge graph exist, using Standard reification, Singleton property, Named graphs, and RDF-star.

The Knowledge Graph also contains categories originating from DBpedia. They help precise the subjects that are also extracted from DBpedia.

The KG.zip files contain five types of files:



Authors_[X].nt - Those contain the authors' nodes, their type, and name.

ER_[X].nt/nq/ttl - Those contain the ERs and their information using the respective RDF reification model.

categories_skos_[X].ttl - Those contain the hierarchy of DBpedia categories.

categories_labels.ttl  - This file contains additional information about the categories.

categories_article.ttl - This file contains the RDF triples that link the DBpedia subjects to the DBpedia categories.


 

JSON content

The original dataset was cut into multiple JSON files in order to make its processing easier. DBpedia categories were extracted as RDF and aren't present in the JSON files.There are two types of files in the input-json.zip file:



authors_[X].json - Which lists the authors names

ER_[X].json - Which lists the ERs and their related information.That information contains:



their title.

their description.

their language (and language_detected, only the first one is used in the pipeline here).

their license.

their mimetype.

the authors.

the date of creation of the resource.

a url linking to the resource itself.

the subjects (named concepts) associated with the resource. With the corresponding scores.




 

If you do use this dataset, you can cite the corresponding paper:



Kieffer, M., Fakih, G. & Serrano-Alvarado, P. (2023). Evaluating Reification with Multi-valued Properties in a Knowledge Graph of Licensed Educational Resources. Semantics, Leipzig, Germany.
DOI: 10.5281/zenodo.8403142
title: CLARA Knowledge Graph of licensed educational resources (using RDF-star, Standard reification, Singleton properties, or Named graphs)

description: CLARAThis deposit is part of the CLARA project. The CLARA project aims to empower teachers in the task of creating new educational resources. And in particular with the task of handling the licenses of reused educational resources.

The present deposit contains the RDF files created using an RDF mapping (RML) and a mapper (Morph-KGC). It also contains the files JSON used as input. The corresponding pipeline can be found on Gitlab. The data used in that pipeline originate from X5GON, a European project aiming to generate and gather open educational resources.

Knowledge graph contentThe present Knowledge Graph contains information about 45K Educational Resources (ERs) and 135K subjects (extracted from DBpedia).That information contains 



the author,

its title and description

the license,

a URL to the resource itself,

the language of the ER,

its mimetype,

and finally which subject it talks about, and to what extent.


That extent is given by two scores: a PageRank score and a Cosinus score.

A particularity of the knowledge graph is its heavy use of RDF reification, across large multi-valued properties.Thus four versions of the knowledge graph exist, using Standard reification, Singleton property, Named graphs, and RDF-star.

The Knowledge Graph also contains categories originating from DBpedia. They help precise the subjects that are also extracted from DBpedia.

The KG.zip files contain five types of files:



Authors_[X].nt - Those contain the authors' nodes, their type, and name.

ER_[X].nt/nq/ttl - Those contain the ERs and their information using the respective RDF reification model.

categories_skos_[X].ttl - Those contain the hierarchy of DBpedia categories.

categories_labels.ttl  - This file contains additional information about the categories.

categories_article.ttl - This file contains the RDF triples that link the DBpedia subjects to the DBpedia categories.


 

JSON content

The original dataset was cut into multiple JSON files in order to make its processing easier. DBpedia categories were extracted as RDF and aren't present in the JSON files.There are two types of files in the input-json.zip file:



authors_[X].json - Which lists the authors names

ER_[X].json - Which lists the ERs and their related information.That information contains:



their title.

their description.

their language (and language_detected, only the first one is used in the pipeline here).

their license.

their mimetype.

the authors.

the date of creation of the resource.

a url linking to the resource itself.

the subjects (named concepts) associated with the resource. With the corresponding scores.




 

If you do use this dataset, you can cite the corresponding paper:



Kieffer, M., Fakih, G. & Serrano-Alvarado, P. (2023). Evaluating Reification with Multi-valued Properties in a Knowledge Graph of Licensed Educational Resources. Semantics, Leipzig, Germany.
DOI: 10.15468/dl.2zecqp
title: Occurrence Download

description: A dataset containing 1134561 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "GadmGid is FRA.6.1_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 1134561 records from 379 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014450-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgsmr8
title: Occurrence Download

description: A dataset containing 80588 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 80588 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014415-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spxbcp
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvia farinacea",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014488-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.quvrdd
title: Occurrence Download

description: A dataset containing 1183 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bungarus fasciatus"
 ]
}

 The dataset includes 1183 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014485-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cuvp52
title: Occurrence Download

description: A dataset containing 457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Abies pinsapo"
 ]
}

 The dataset includes 457 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014489-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3enmfc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvia farinacea",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014487-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3v84q2
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvia farinacea",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014486-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aup7kb
title: Occurrence Download

description: A dataset containing 8555 species occurrences available in GBIF matching the query:
{
 "PublishingOrg" : [
 "is 23d38cd0-16c4-4da9-9f26-bc1c449ac870"
 ]
}

 The dataset includes 8555 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014491-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17151817
title: Integer root detection data set

description:  We introduce the Generalized Triangular Method of Quadratics (GTMQ), a figuratenumber based framework that unifies quadratic, cubic, and quartic equations under combinatorial structures. GTMQ connects integer roots to triangular, tetrahedral, and pentatope indices, offering a new lens for detecting and interpreting integer solutions. We validate GTMQ with billion-scale computations: over 1.085 billion cubic equations were scanned in 25 minutes on a consumer Intel i7 processor, confirming that integer roots are exceedingly rare (< 0.5%) and strongly clustered around small integers (±1, ±2, ±3). Smaller confirmatory scans reproduce the same distribution. These findings highlight both the theoretical novelty of GTMQ and its computational viability, contributing to number theory, Diophantine analysis, and experimental mathematics
DOI: 10.5281/zenodo.17151818
title: Integer root detection data set

description:  We introduce the Generalized Triangular Method of Quadratics (GTMQ), a figuratenumber based framework that unifies quadratic, cubic, and quartic equations under combinatorial structures. GTMQ connects integer roots to triangular, tetrahedral, and pentatope indices, offering a new lens for detecting and interpreting integer solutions. We validate GTMQ with billion-scale computations: over 1.085 billion cubic equations were scanned in 25 minutes on a consumer Intel i7 processor, confirming that integer roots are exceedingly rare (< 0.5%) and strongly clustered around small integers (±1, ±2, ±3). Smaller confirmatory scans reproduce the same distribution. These findings highlight both the theoretical novelty of GTMQ and its computational viability, contributing to number theory, Diophantine analysis, and experimental mathematics
DOI: 10.34740/kaggle/dsv/13097469
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.15468/dl.vsfamt
title: Occurrence Download

description: A dataset containing 8490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Switzerland, France, Italy)",
 "Geometry POLYGON((5.44029 43.18133,12.33553 43.18133,12.33553 48.0036,5.44029 48.0036,5.44029 43.18133))",
 "HasGeospatialIssue is false",
 "TaxonKey is Chamaenerion fleischeri"
 ]
}

 The dataset includes 8490 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014490-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.