cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/xw9s-g876
title: "Refactoring Multi-Label Dataset"

description: "Refactoring is the process of restructuring existing source code to improve its internal structure without altering its external behavior. Refactoring is essential to maintaining software quality; however, its manual application is labor-intensive, and existing automated techniques often fall short by relying on binary classification, neglecting the co-occurrence of multiple refactoring needs. This study addresses this gap by proposing and evaluating multi-label machine learning models capable of predicting combinations from 20 distinct refactoring operations across class, method, and variable granularities. We systematically investigate three multi-label learning strategies (Label Powerset, Classifier Chains, and Binary Relevance) integrated with five base classifiers: Random Forest, Gradient Boosting, XGBoost, Decision Tree, and Artificial Neural Network. Experiments are conducted using 10-fold cross-validation on a real-world dataset, with relevant feature selection techniques applied. Results indicate that variable-level metrics yield the highest predictive performance, with the Label Powerset strategy combined with Random Forest achieving a Jaccard accuracy of 95.30%. These findings highlight the efficacy of multi-label learning in modeling complex, real-world refactoring scenarios, providing a robust foundation for enhancing automated refactoring tools and advancing software maintenance practices."
DOI: 10.34847/nkl.49d1gpr7
title: Sitios relativos a la actividad carbonera observados en el marco del proyecto MECAPOP

description: Sitios relativos a la actividad carbonera observados en el marco del proyecto MECAPOP. Cobertura vectorial de puntos donde fueron observados restos de carbón de leña (antiguas canchas de hornos), pozos, u objetos probablemente ligados a pobladores del bosque ligados a la actividad de monteo (corta de leña) o de producción de carbón. Los punto fueron levantado por GPS, en formato de grados decimales, con datum WGS 84.
DOI: 10.34847/nkl.49d40v23
title: 01_INSCR_THASOS_00016

description: Source: Sève, Michel
DOI: 10.34847/nkl.49d6erm4
title: 03_testo_agrinion_0067

description: 1.0
description: normale
description: progressiva
description: regolare
description: 1897.0
description: 1894.0
description: 1899.0
description: Source: Socal, Michela
description: Temporal: 0.0
description: Temporal: epoca ellenistica
description: Temporal: -299.0
description: Temporal: 1909.0
description: Temporal: III - I secolo a.C.
description: modified: 13/06/2018
description: temporal: 0.0
description: temporal: epoca ellenistica
description: temporal: -299.0
description: temporal: 1909.0
description: temporal: III - I secolo a.C.
DOI: 10.15468/dl.rhgzf5
title: Occurrence Download

description: A dataset containing 18828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Formicidae"
 ]
}

 The dataset includes 18828 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077076-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqkjsc
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 147 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077078-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yezy2y
title: Occurrence Download

description: A dataset containing 5306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Lissotriton helveticus (Razoumovsky, 1789)"
 ]
}

 The dataset includes 5306 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077081-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chyu52
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 41 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077077-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgsjyx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077080-250525065834625/datasets/export for details.
DOI: 10.15468/dl.4jrnyh
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 155 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077083-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qumnsm
title: Occurrence Download

description: A dataset containing 575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 575 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077084-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xw2vme
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077085-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15767335
title: chloephaga_rubidiceps_spades_01.fasta.gz
DOI: 10.5281/zenodo.15767336
title: chloephaga_rubidiceps_spades_01.fasta.gz
DOI: 10.5281/zenodo.15767341
title: GTnum CreaJV_Questionnaires complétés par les élèves lors des expérimentations menées pendant les années scolaires 2022-2023 et 2023-2024

description: Le GTnum CreaJV (Groupe thématique numérique 2021 - 2024 "Apprendre par le jeu numérique" #CreaJV) a mené des expérimentations d'atelier de création de jeu vidéo dans différentes classes dans les Académies de Versailles, Clermont-Ferrand, Bordeaux, Normandie et Strasbourg. Les élève devaient modifier et compléter un template de jeu avec les moteurs Construct, Godot ou Explorers pour créer leur propre production. Ce jeu de données correspond aux questionnaires complétés par les élèves à l'issue des expérimentations. Ces expérimentations ont été menées sur deux années scolaires : 



2022-2023 : 1ère et 2ème expérimentation

2023-2024 : 3ème expérimentation
description: Les groupes thématiques numeriques (GTnum) sont coordonnés par la Direction du numérique pour l'éducation du Ministère de l'Éducation nationale, de l'Enseignement supérieur et de la Recherche. Les GTnum ont pour objectif de mettre à disposition des équipes éducatives, de façon accessible et ouverte, un état de la recherche sur quelques grandes thématiques relatives au numérique dans l'éducation.

Financeur du projet : « Ministère de l'Éducation nationale, de l'Enseignement supérieur et de la Recherche » 

Numéro de subvention : 2103526398
DOI: 10.15468/dl.f9xkmb
title: Occurrence Download

description: A dataset containing 993 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-21.98141 63.87235,-21.97985 63.83872,-21.94233 63.83961,-21.91828 63.84084,-21.88521 63.84819,-21.85438 63.85269,-21.82756 63.86302,-21.83731 63.89485,-21.89381 63.89657,-21.98141 63.87235))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 993 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077090-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hktzy9
title: Occurrence Download

description: A dataset containing 3298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3298 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077089-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wsyjq
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 133 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077088-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kbdvq
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077087-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15767186
title: GTnum CreaJV_Questionnaires complétés par les enseignants lors des expérimentations menées pendant les années scolaires 2022-2023 et 2023-2024

description: Le GTnum CreaJV (Groupe thématique numérique 2021 - 2024 "Apprendre par le jeu numérique" #CreaJV) a mené des expérimentations d'atelier de création de jeu vidéo dans différentes classes dans les Académies de Versailles, Clermont-Ferrand, Bordeaux, Normandie et Strasbourg. Les élève devaient modifier et compléter un template de jeu avec les moteurs Construct, Godot ou Explorers pour créer leur propre production. Ce jeu de données correspond aux questionnaires complétés par les enseignants à l'issue des expérimentations. Ces expérimentations ont été meneés sur deux années scolaires : 



2022-2023 : 1ère et 2ème expérimentation

2023-2024 : 3ème expérimentation
description: Les groupes thématiques numeriques (GTnum) sont coordonnés par la Direction du numérique pour l'éducation du Ministère de l'Éducation nationale, de l'Enseignement supérieur et de la Recherche. Les GTnum ont pour objectif de mettre à disposition des équipes éducatives, de façon accessible et ouverte, un état de la recherche sur quelques grandes thématiques relatives au numérique dans l'éducation.

Financeur du projet : « Ministère de l'Éducation nationale, de l'Enseignement supérieur et de la Recherche » 

Numéro de subvention : 2103526398
DOI: 10.5281/zenodo.15767346
title: GTnum CreaJV_Questionnaires complétés par les enseignants lors des expérimentations menées pendant les années scolaires 2022-2023 et 2023-2024

description: Le GTnum CreaJV (Groupe thématique numérique 2021 - 2024 "Apprendre par le jeu numérique" #CreaJV) a mené des expérimentations d'atelier de création de jeu vidéo dans différentes classes dans les Académies de Versailles, Clermont-Ferrand, Bordeaux, Normandie et Strasbourg. Les élève devaient modifier et compléter un template de jeu avec les moteurs Construct, Godot ou Explorers pour créer leur propre production. Ce jeu de données correspond aux questionnaires complétés par les enseignants à l'issue des expérimentations. Ces expérimentations ont été meneés sur deux années scolaires : 



2022-2023 : 1ère et 2ème expérimentation

2023-2024 : 3ème expérimentation
description: Les groupes thématiques numeriques (GTnum) sont coordonnés par la Direction du numérique pour l'éducation du Ministère de l'Éducation nationale, de l'Enseignement supérieur et de la Recherche. Les GTnum ont pour objectif de mettre à disposition des équipes éducatives, de façon accessible et ouverte, un état de la recherche sur quelques grandes thématiques relatives au numérique dans l'éducation.

Financeur du projet : « Ministère de l'Éducation nationale, de l'Enseignement supérieur et de la Recherche » 

Numéro de subvention : 2103526398
DOI: 10.15468/dl.h6z7em
title: Occurrence Download

description: A dataset containing 646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cardiocrinum cordatum (Thunb.) Makino"
 ]
}

 The dataset includes 646 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077092-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdab5g
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077094-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qgpu88
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077095-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15767030
title: GTnum CreaJV_Questionnaires complétés par les élèves lors des expérimentations menées pendant les années scolaires 2022-2023 et 2023-2024

description: Le GTnum CreaJV (Groupe thématique numérique 2021 - 2024 "Apprendre par le jeu numérique" #CreaJV) a mené des expérimentations d'atelier de création de jeu vidéo dans différentes classes dans les Académies de Versailles, Clermont-Ferrand, Bordeaux, Normandie et Strasbourg. Les élève devaient modifier et compléter un template de jeu avec les moteurs Construct, Godot ou Explorers pour créer leur propre production. Ce jeu de données correspond aux questionnaires complétés par les élèves à l'issue des expérimentations. Ces expérimentations ont été menées sur deux années scolaires : 



2022-2023 : 1ère et 2ème expérimentation

2023-2024 : 3ème expérimentation
description: Les groupes thématiques numeriques (GTnum) sont coordonnés par la Direction du numérique pour l'éducation du Ministère de l'Éducation nationale, de l'Enseignement supérieur et de la Recherche. Les GTnum ont pour objectif de mettre à disposition des équipes éducatives, de façon accessible et ouverte, un état de la recherche sur quelques grandes thématiques relatives au numérique dans l'éducation.

Financeur du projet : « Ministère de l'Éducation nationale, de l'Enseignement supérieur et de la Recherche » 

Numéro de subvention : 2103526398
DOI: 10.5281/zenodo.15767354
title: GTnum CreaJV_Questionnaires complétés par les élèves lors des expérimentations menées pendant les années scolaires 2022-2023 et 2023-2024

description: Le GTnum CreaJV (Groupe thématique numérique 2021 - 2024 "Apprendre par le jeu numérique" #CreaJV) a mené des expérimentations d'atelier de création de jeu vidéo dans différentes classes dans les Académies de Versailles, Clermont-Ferrand, Bordeaux, Normandie et Strasbourg. Les élève devaient modifier et compléter un template de jeu avec les moteurs Construct, Godot ou Explorers pour créer leur propre production. Ce jeu de données correspond aux questionnaires complétés par les élèves à l'issue des expérimentations. Ces expérimentations ont été menées sur deux années scolaires : 



2022-2023 : 1ère et 2ème expérimentation

2023-2024 : 3ème expérimentation
description: Les groupes thématiques numeriques (GTnum) sont coordonnés par la Direction du numérique pour l'éducation du Ministère de l'Éducation nationale, de l'Enseignement supérieur et de la Recherche. Les GTnum ont pour objectif de mettre à disposition des équipes éducatives, de façon accessible et ouverte, un état de la recherche sur quelques grandes thématiques relatives au numérique dans l'éducation.

Financeur du projet : « Ministère de l'Éducation nationale, de l'Enseignement supérieur et de la Recherche » 

Numéro de subvention : 2103526398
DOI: 10.15468/dl.547rpy
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 64 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077093-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.964eay
title: Occurrence Download

description: A dataset containing 623 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cardiocrinum giganteum (Wall.) Makino"
 ]
}

 The dataset includes 623 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077098-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trsppq
title: Occurrence Download

description: A dataset containing 34622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Salvia sonomensis Greene, Salvia pachyphylla Epling ex Munz, Salvia munzii Epling, Salvia mohavensis Greene, Salvia leucophylla Greene, Salvia greatae Brandegee, Salvia funerea M.E.Jones, Salvia eremostachya Jeps., Salvia dorrii (Kellogg) Abrams, Salvia chionopeplica Epling, Salvia californica Brandegee, Salvia columbariae Benth., Salvia clevelandii (A.Gray) Greene, Salvia carduacea Benth., Salvia brandegeei Munz)"
 ]
}

 The dataset includes 34622 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077097-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfpz5a
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 147 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077100-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82ekd2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Jamaica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077101-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsjdbm
title: Occurrence Download

description: A dataset containing 1345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1345 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077102-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfau2p
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Salvia majdae (Rech.f. & Wendelbo) Sytsma, Salvia trichocalycina Benth., Salvia macilenta Boiss., Salvia herbanica A.Santos & M.Fernández, Salvia deserti Decne., Salvia bariensis Thulin)"
 ]
}

 The dataset includes 179 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077103-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111112536
title: Receipt of animal sacrifice, UT 1599-8

description: [Text Description:] Receipt of animal sacrifice to the goddess Nana. ❧ [Text or Publication Number Note:] UT 1599-8 ❧ [Excavation Description:] Drehem ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Small rectangular clay tablet, pink-beige color. Shows fingerprints. LABEL: "1599" in black ink, "8" in red ink. 3 x 2.5cm. ❧ [Physical Object Note:] Reign of Shulgi, second dynastic king.
DOI: 10.15468/dl.ni5iip
title: Occurrence Download

description: A dataset containing 4241 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Amphibia",
 "TaxonKey is Aves",
 "TaxonKey is Insecta",
 "TaxonKey is Reptilia",
 "TaxonKey is Mammalia",
 "TaxonKey is Chilopoda",
 "TaxonKey is Diplopoda",
 "TaxonKey is Arachnida"
 ]
 },
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "HasCoordinate is true",
 "DecimalLongitude is greater than or equal to 55.000000",
 "DecimalLongitude is less than 60.000000",
 "DecimalLatitude is greater than or equal to 35.000000",
 "DecimalLatitude is less than 40.000000",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2018"
 ]
}

 The dataset includes 4241 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001673-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.