cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15398144
title: CoDaKG: Content-Based Dataset Knowledge Graphs for Dataset Search

description: Description

This repository contains the dataset resources for the paper "CoDaKG: Content-Based Dataset Knowledge Graphs for Dataset Search". It provides two Content-based Dataset Knowledge Graph (CoDaKG) instances constructed for the NTCIR and ACORDAR test collections, along with the underlying pairwise similarity data derived from file content analysis.

 

File Inventory

1. Knowledge Graph Dumps (RDF/Turtle) 

These files contain the full CoDaKG instances in .ttl format. 





ntcir_full_rdflib.ttl: The CoDaKG instance constructed for the NTCIR test collection.




acordar_full_rdflib.ttl: The CoDaKG instance constructed for the ACORDAR test collection.



2. Content Similarity Data (CSV)

The following CSV files contain the raw pairwise similarity scores calculated between dataset distributions. These files only include pairs with a Jaccard similarity threshold > 0.5.

Files:





NTCIR_dataOverlap_similarity.csv




NTCIR_schemaOverlap_similarity.csv




ACORDAR_dataOverlap_similarity.csv




ACORDAR_schemaOverlap_similarity.csv



Column Structure:





file_id1 / file_id2: The identifier for the dcat:Distribution (file).




dataset_id1 / dataset_id2: The identifier for the corresponding dcat:Dataset.




sim: The calculated Jaccard similarity score (float).



Similarity Types:





Schema Overlap: Similarity based on structural elements (e.g., column headers, JSON paths).




Data Overlap: Similarity based on data content units (e.g., table rows, sentence overlaps).



Usage Notes:





ID Correspondence: The file_id and dataset_id in the CSV files correspond to the local names of the URIs for dcat:Distribution and dcat:Dataset entities in the Turtle (.ttl) files.




Customizing Thresholds: To revise the Knowledge Graph using different similarity thresholds:





Remove all existing triples with the predicates base:schemaOverlap and base:dataOverlap from the .ttl file.




Filter the CSV files to select pairs meeting your desired threshold.




Generate and append new triples linking the corresponding entities based on their IDs.
DOI: 10.15468/dl.cth7dz
title: Occurrence Download

description: A dataset containing 376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Anabasis salsa"
 ]
}

 The dataset includes 376 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002193-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpc6s6
title: Occurrence Download

description: A dataset containing 218 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Burara oedipodea"
 ]
}

 The dataset includes 218 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002194-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dp35n
title: Occurrence Download

description: A dataset containing 18819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.73412 51.72404,6.75605 51.69633,6.86591 51.6815,6.95037 51.68475,7.03707 51.69031,7.09388 51.713,7.12484 51.70145,7.13682 51.68205,7.20874 51.65066,7.28265 51.65562,7.30196 51.68576,7.29197 51.71218,7.19476 51.73033,7.18943 51.74558,7.18477 51.78391,7.14881 51.82385,7.05229 51.796,7.05433 51.77644,7.02373 51.76319,6.99518 51.76571,6.94113 51.74046,6.89524 51.75561,6.85037 51.73225,6.78205 51.74236,6.73412 51.72404))",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata",
 "Year 2015-2026"
 ]
}

 The dataset includes 18819 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002192-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fju39m
title: Occurrence Download

description: A dataset containing 376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Anabasis salsa"
 ]
}

 The dataset includes 376 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002197-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3hukz
title: Occurrence Download

description: A dataset containing 4020 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is Korea, Republic of",
 {
 "or" : [
 "Geometry POLYGON((124.58274 36.30844,129.38544 36.30844,129.38544 38.22870,124.58274 38.22870,124.58274 36.30844))",
 "Geometry POLYGON((114.50923 32.08136,134.92872 32.08136,134.92872 40.24566,114.50923 40.24566,114.50923 32.08136))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "TaxonKey is Apis mellifera",
 "Year 1990-2026"
 ]
}

 The dataset includes 4020 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002196-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18529152
title: Supplementary Material for: Structural Uniqueness and Box Dimension of Critical EB-FIF on the Koch Curve

description: "This dataset contains audio sonifications of fractal interpolation functions defined on the Koch curve, corresponding to three regularity regimes:





Harmonic (d=0.25): Smooth, Brownian-like noise.




Critical (d=0.50): 1/f-like texture (Pink noise) representing the fracture horizon.




Supra-critical (d=0.70): Divergent, white-noise-like static. These files serve as supplementary material for the paper 'Structural Uniqueness and Box Dimension of Critical Fractal Interpolation Functions on the Koch Curve'."
DOI: 10.15468/dl.7sgbmh
title: Occurrence Download

description: A dataset containing 3799403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae, Undaria pinnatifida, Lindavia intermedia)",
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 0",
 "DecimalLongitude is greater than or equal to -180",
 "DecimalLatitude is greater than or equal to -90",
 {
 "not" : {
 "or" : [
 "Issue is Zero coordinate",
 "Issue is Coordinate out of range",
 "Issue is Country coordinate mismatch"
 ]
 }
 }
 ]
}

 The dataset includes 3799403 records from 308 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002132-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6a94s
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lethe kansa"
 ]
}

 The dataset includes 87 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002198-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njqnub
title: Occurrence Download

description: A dataset containing 1246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Anabasis setifera"
 ]
}

 The dataset includes 1246 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002200-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6gfkf
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euthalia sahadeva"
 ]
}

 The dataset includes 89 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002199-260208012135463/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/14781201
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.15468/dl.araw5a
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Solenanthus"
 ]
}

 The dataset includes 31 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002202-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkh4fq
title: Occurrence Download

description: A dataset containing 1246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Anabasis setifera"
 ]
}

 The dataset includes 1246 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002204-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48573/t8mv-cw42
title: Bedürfnisse und Bedarf von betreuenden Angehörigen nach Unterstützung und Entlastung
title: Besoins des proches aidants en matière de soutien et de décharge
title: Bisogni e necessità di sostegno e sgravio dei familiari assistenti
title: Needs and requirements of family carers for support and relief
DOI: 10.48573/td8n-hy81
title: Bedürfnisse und Bedarf von betreuenden Angehörigen nach Unterstützung und Entlastung
title: Besoins des proches aidants en matière de soutien et de décharge
title: Bisogni e necessità di sostegno e sgravio dei familiari assistenti
title: Needs and requirements of family carers for support and relief
DOI: 10.15468/dl.5n5n3p
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sebastonyma dolopia"
 ]
}

 The dataset includes 54 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002205-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18537642
title: Boʻlajak oʻqituvchilarning kognitiv  kompetentligini rivojlantirishda motivatsion yondashuvning o'rni va ahamiyati

description: Ushbu ish bo‘lajak o‘qituvchilarning kognitiv kompetentligini rivojlantirishda motivatsion yondashuvning o‘rni va ahamiyatiga bag‘ishlangan. Ishda pedagogik jarayonda motivatsiya bo‘yicha asosiy nazariy yondashuvlar ko‘rib chiqilgan, talabalar faoliyatini faollashtirish va ularning intellektual mustaqilligini oshirish usullari tahlil qilingan. Maxsus e’tibor motivatsion strategiyalarning tanqidiy fikrlash, ijodiy qobiliyat va pedagogik masalalarni yechish ko‘nikmalarini shakllantirishga ta’siriga qaratilgan. Tadqiqot natijalari bo‘lajak pedagoglarni tayyorlash dasturlarini ishlab chiqishda va innovatsion ta’lim texnologiyalarini joriy etishda foydalanish mumkin.
DOI: 10.5281/zenodo.18537641
title: Boʻlajak oʻqituvchilarning kognitiv  kompetentligini rivojlantirishda motivatsion yondashuvning o'rni va ahamiyati

description: Ushbu ish bo‘lajak o‘qituvchilarning kognitiv kompetentligini rivojlantirishda motivatsion yondashuvning o‘rni va ahamiyatiga bag‘ishlangan. Ishda pedagogik jarayonda motivatsiya bo‘yicha asosiy nazariy yondashuvlar ko‘rib chiqilgan, talabalar faoliyatini faollashtirish va ularning intellektual mustaqilligini oshirish usullari tahlil qilingan. Maxsus e’tibor motivatsion strategiyalarning tanqidiy fikrlash, ijodiy qobiliyat va pedagogik masalalarni yechish ko‘nikmalarini shakllantirishga ta’siriga qaratilgan. Tadqiqot natijalari bo‘lajak pedagoglarni tayyorlash dasturlarini ishlab chiqishda va innovatsion ta’lim texnologiyalarini joriy etishda foydalanish mumkin.
DOI: 10.15468/dl.q8un85
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neope yama"
 ]
}

 The dataset includes 107 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002206-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r88phk
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Anabasis syriaca"
 ]
}

 The dataset includes 282 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002207-260208012135463/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/14781244
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.15468/dl.p3egcx
title: Occurrence Download

description: A dataset containing 8056740 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 41.89415215079384
 AND decimallatitude &lt;= 46.479780028101516
 AND decimallongitude &gt;= 0.0
 AND decimallongitude &lt;= 6.294398091796208
 AND GBIF_Within('POLYGON ((6.294398 41.894152, 6.294398 46.479780, 0.000000 46.479780, 0.000000 41.894152, 6.294398 41.894152))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 8056740 records were derived from 1499 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002195-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ofjho
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007950-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m0gqhq
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076170-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q75bz5
title: Occurrence Download

description: A dataset containing 357690614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 357690614 records from 11121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117792-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykr8wr
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nasa connectans"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008357-251009101135966/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/13331266
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.34724/casd.429.3168.v7
title: Données détaillées déclaratives annuelles de TVA - 2015

description: Données détaillées déclaratives annuelles de TVA
DOI: 10.34724/casd.429.3169.v7
title: Données détaillées déclaratives annuelles de TVA - 2016

description: Données détaillées déclaratives annuelles de TVA
DOI: 10.34724/casd.429.3170.v7
title: Données détaillées déclaratives annuelles de TVA - 2017

description: Données détaillées déclaratives annuelles de TVA
DOI: 10.34724/casd.429.3392.v7
title: Données détaillées déclaratives annuelles de TVA - 2018

description: Données détaillées déclaratives annuelles de TVA
DOI: 10.15468/dl.cpppc2
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Enchylaena tomentosa",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 52 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000534-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34724/casd.429.3393.v7
title: Données détaillées déclaratives annuelles de TVA - 2019

description: Données détaillées déclaratives annuelles de TVA
DOI: 10.34724/casd.429.3877.v7
title: Données détaillées déclaratives annuelles de TVA - 2020

description: Données détaillées déclaratives annuelles de TVA
DOI: 10.34724/casd.429.4194.v5
title: Données détaillées déclaratives annuelles de TVA - 2021

description: Données détaillées déclaratives annuelles de TVA
DOI: 10.34724/casd.429.5033.v3
title: Données détaillées déclaratives annuelles de TVA - 2022

description: Données détaillées déclaratives annuelles de TVA
DOI: 10.34724/casd.429.5669.v2
title: Données détaillées déclaratives annuelles de TVA - 2023

description: Données détaillées déclaratives annuelles de TVA
DOI: 10.34724/casd.429.5901.v1
title: Données détaillées déclaratives annuelles de TVA - 2024

description: Données détaillées déclaratives annuelles de TVA
DOI: 10.34724/casd.430.5891.v1
title: Statistique structurelle annuelle d’entreprises issue du dispositif ESEM- Mayotte - 2022

description: Le fichier FARE Mayotte est le fichier des données individuelles comptables du dispositif ESEM (Enquête sur les Entreprises Mahoraises). Le dispositif ESEM vise à constituer un ensemble cohérent de statistiques sur les entreprises à Mayotte en se rapprochant le plus possible du dispositif en vigueur en métropole et dans les 4 DOM historiques : ESANE (Élaboration des Statistiques Annuelles d’Entreprise). Le champ d’ESANE est celui des entreprises marchandes à l’exception du secteur financier et des exploitations agricoles. L’enquête ESEM combine des données administratives et des données d’enquêtes auprès des entreprises. Une entreprise est considérée comme mahoraise si son siège est implanté à Mayotte. Pour pouvoir comparer deux années successives, les fichiers mis à disposition portent sur deux années : le fichier de l’année (n-1) avec les méthodes (redressements, imputations…) de l’année (n) et le fichier de l’année (n) avec les méthodes de l’année (n).
DOI: 10.34724/casd.431.3518.v4
title: Système d'Information et de Traitement Automatisé des Données Élémentaires sur les Logements et les locaux - 2005

description: Le Système d’Information et de Traitement Automatisé des Données Elémentaires sur les Logements et les locaux (SITADEL) est une base de données qui recense l’ensemble des opérations de construction à usage d’habitation (logement) et à usage non résidentiel (locaux) soumises à la procédure d’instruction du permis de construire. Les données de SITADEL sont alimentées par l’ensemble des informations recueillies dans les mairies concernant les actes d’urbanisme. Il s’agit principalement des informations du permis de construire, mais également celles des déclarations de travaux, des permis de démolir ou de lotir. SITADEL a pour objectif de mesurer la construction afin de répondre aux besoins variés d’études, de prévision et d’orientation. Il permet de localiser finement l’implantation des logements neufs et des locaux d’activité. Il sert à estimer précisément l’offre de logements par type d’habitat et à prévoir son évolution. Il sert également à mesurer et prévoir l’activité du secteur de la construction et à orienter les politiques publiques menées par les ministères chargés de l’urbanisme et du logement. SITADEL fournit des informations sur les principales caractéristiques des opérations de construction neuve; les logements, en nombre et surfaces autorisées ou commencées, selon le type de construction, le mode d’utilisation, le maître d’ouvrage..., et les locaux autres qu’habitation, en surface autorisée ou commencée, selon le maître d’ouvrage et le type d’ouvrage… Pour les permis de construire, tous les événements de la vie du projet sont suivis depuis le dépôt de la demande à l’achèvement des travaux. Les informations de SITADEL sont disponibles à un niveau individuel (listes de permis) ou agrégées à la commune, la zone d’emploi, l’EPCI, le département. C’est le niveau individuel qui est mis à disposition.