cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.dzju8k
title: Occurrence Download

description: A dataset containing 452 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Descurainia myriophylla (Willd. ex DC.) R.E.Fr."
 ]
}

 The dataset includes 452 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154716-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewpkkk
title: Occurrence Download

description: A dataset containing 597 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Martes flavigula (Boddaert, 1785)"
 ]
}

 The dataset includes 597 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173133-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kspya7
title: Occurrence Download

description: A dataset containing 1886 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is one of (Asia, Oceania)",
 "Geometry POLYGON((91.71248 6.41146,83.6601 -45.89935,178.65845 -45.87542,187.38332 -37.30721,173.93035 -22.2385,165.38325 0.05206,124.79097 20.23633,120.05295 19.62491,115.56781 11.93192,105.07332 4.9524,91.71248 6.41146))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Prunus L., Pygeum Gaertn., Padus Mill., Maddenia Kramarz & Bond, 2009, Cerasus Mill., Amygdalus L., Armeniaca Mill., 1768)"
 ]
}

 The dataset includes 1886 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0166446-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvntrj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malva ×adulterina Wallr.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154707-220831081235567/datasets/export for details.
DOI: 10.15468/dl.55vmby
title: Occurrence Download

description: A dataset containing 9003 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachemys scripta scripta"
 ]
}

 The dataset includes 9003 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173117-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfy53a
title: Occurrence Download

description: A dataset containing 2287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dryobates minor (Linnaeus, 1758)",
 "DatasetKey is Observation.org, Nature data from around the World",
 "Country is one of (Germany, France, Spain, Portugal, Denmark, Austria, Italy, Switzerland, Greece, Poland, Hungary, Slovenia, Sweden, Norway, Slovakia, Montenegro, Croatia, North Macedonia, Serbia, Iceland, Ireland, United Kingdom of Great Britain and Northern Ireland, Albania, Bosnia and Herzegovina, Bulgaria)"
 ]
}

 The dataset includes 2287 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154726-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wf36aw
title: Occurrence Download

description: A dataset containing 7862 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coenagrion lunulatum (Charpentier, 1840)"
 ]
}

 The dataset includes 7862 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167728-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqt65y
title: Occurrence Download

description: A dataset containing 53687 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Ricinus communis L.)"
 ]
}

 The dataset includes 53687 records from 779 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0166443-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fehtxf
title: Occurrence Download

description: A dataset containing 3181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dendrocoptes medius (Linnaeus, 1758)",
 "DatasetKey is Observation.org, Nature data from around the World",
 "Country is one of (Germany, France, Spain, Portugal, Denmark, Austria, Italy, Switzerland, Greece, Poland, Hungary, Slovenia, Sweden, Norway, Slovakia, Montenegro, Croatia, North Macedonia, Serbia, Iceland, Ireland, United Kingdom of Great Britain and Northern Ireland, Albania, Bosnia and Herzegovina, Bulgaria)"
 ]
}

 The dataset includes 3181 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154711-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5af4bs
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Living Specimen, Fossil, Specimen, Material citation, Material sample)",
 "Country is one of (Uruguay, United States of America, Barbados, Mexico, Suriname, Bermuda, Brazil, Bahamas)",
 "Geometry POLYGON((-101.6895 58.81658,-103.24487 23.36835,-76.24135 7.54595,-60.17726 -9.23417,-90.53695 -76.44558,-13.08875 -80.28411,-29.81756 55.80705,-44.68761 73.58021,-101.6895 58.81658))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Brevinucula verrillii (Dall, 1886)"
 ]
}

 The dataset includes 70 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173119-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5azpku
title: Occurrence Download

description: A dataset containing 119137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Rodentia, Sorex Linnaeus, 1758, Sorex G.Fischer, 1814)"
 ]
}

 The dataset includes 119137 records from 386 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241358-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwaxhf
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhinopithecus bieti A.Milne-Edwards, 1897"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173145-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8x5adu
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alstonia mairei Lév."
 ]
}

 The dataset includes 48 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241141-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.288ebg
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vandenboschia orientalis (C.Chr.) Ching"
 ]
}

 The dataset includes 306 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173146-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhy23v
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malva ×zoernigii Fleisch.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154729-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.czxrg8
title: Occurrence Download

description: A dataset containing 11821 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus albens Miq."
 ]
}

 The dataset includes 11821 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185822-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5b62dk
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173177-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7wabv
title: Occurrence Download

description: A dataset containing 4085 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus maritimus Phipps, 1774",
 "Year 1901-2022"
 ]
}

 The dataset includes 4085 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194455-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97nny9
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nolina atopocarpa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 33 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007816-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqhzsr
title: Occurrence Download

description: A dataset containing 11346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Linepithema humile)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is not null",
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 11346 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007817-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xd6usu
title: Occurrence Download

description: A dataset containing 22119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia grandiflora",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen, Machine Observation)",
 "Year is greater than or equal to 1980",
 "Geometry POLYGON((-25 35, 50 35, 50 75, -25 75, -25 35))"
 ]
}

 The dataset includes 22119 records from 325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007818-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18549130
title: Eco-Amazon: Enriching E-commerce Datasets with Product Carbon Footprint for Sustainable Recommendations

description: This repository contains the Amazon datasets enriched with Product Carbon Footprint (PCF).

Such dataset have been obtained by prompting state-of-the-art Large Language Models (LLMs) for estimating the PCF of Amazon products, in the Clothing, Electronics, Home & Kitchen domains. In particular, we exploit Google Gemini 2.5 Flash and OpenAI o3-mini to infer CO2e emissions based on product metadata, following strictly defined Life Cycle Assessment (LCA) standards (GHG Protocol, ISO 14040/14044).

More details about the way these datasets have been enriched can be found in the associated paper and our repository for the source code.




Metric
Electronics
Home & Kitchen
Clothing




Total Users
21,751
66,810
97,608


Total Items
11,495
17,027
21,380


Total Ratings
464,464
684,651
1,070,586




 

We provide these datasets in two forms:



item metadata enriched with PCF estimations, one per LLM, in json format. For example, these are the Clothing datasets enriched with PCF estimations provided by Gemini-2.5-flash and GPT-o3-mini:

clothing_gemini.jsonlclothing_o3mini.jsonl


datasets in the RecBole format, used in our use case, whose code can be found in our GitHub Repository. As an example, the Amazon Clothing dataset in the RecBole format is the following:

amazon_clothing.zip
DOI: 10.5281/zenodo.18549129
title: Eco-Amazon: Enriching E-commerce Datasets with Product Carbon Footprint for Sustainable Recommendations

description: This repository contains the Amazon datasets enriched with Product Carbon Footprint (PCF).

Such dataset have been obtained by prompting state-of-the-art Large Language Models (LLMs) for estimating the PCF of Amazon products, in the Clothing, Electronics, Home & Kitchen domains. In particular, we exploit Google Gemini 2.5 Flash and OpenAI o3-mini to infer CO2e emissions based on product metadata, following strictly defined Life Cycle Assessment (LCA) standards (GHG Protocol, ISO 14040/14044).

More details about the way these datasets have been enriched can be found in the associated paper and our repository for the source code.




Metric
Electronics
Home & Kitchen
Clothing




Total Users
21,751
66,810
97,608


Total Items
11,495
17,027
21,380


Total Ratings
464,464
684,651
1,070,586




 

We provide these datasets in two forms:



item metadata enriched with PCF estimations, one per LLM, in json format. For example, these are the Clothing datasets enriched with PCF estimations provided by Gemini-2.5-flash and GPT-o3-mini:

clothing_gemini.jsonlclothing_o3mini.jsonl


datasets in the RecBole format, used in our use case, whose code can be found in our GitHub Repository. As an example, the Amazon Clothing dataset in the RecBole format is the following:

amazon_clothing.zip
DOI: 10.26180/26000056.v1
title: Online Resource Learning Transfer.docx

description: This document reports analyses in support of Lintern, G., Kugler, P.N., & Motavalli, A. (2024). An Ecological Theory of Learning Transfer in Human Activity. <i>Theoretical Issues in Ergonomics Science, xx</i>:x, xxx-xxx, DOI: 10.1080/1463922X.2024.2365429.
DOI: 10.26180/26000056.v2
title: Online Resource Learning Transfer.docx

description: This item has no data yet
DOI: 10.15468/dl.acaq2s
title: Occurrence Download

description: A dataset containing 3716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is Monaco"
 ]
}

 The dataset includes 3716 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007819-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.945m44
title: Occurrence Download

description: A dataset containing 3656 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Atriplex suberecta"
 ]
}

 The dataset includes 3656 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007820-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3sgxst
title: Occurrence Download

description: A dataset containing 377 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nolina bigelovii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 377 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007822-260208012135463/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.31236721
title: Southern Moreton Bay Eddy Covariance Flux CH4 Dataset

description: Data used in the analysis in Vienna-Hallam, Reef, Rosentreter, Eyre, Yeo, Kessler, and Anandappa 2026.
DOI: 10.6084/m9.figshare.31236721.v1
title: Southern Moreton Bay Eddy Covariance Flux CH4 Dataset

description: Data used in the analysis in Vienna-Hallam, Reef, Rosentreter, Eyre, Yeo, Kessler, and Anandappa 2026.
DOI: 10.58132/qpxvju
title: Przemiany męskiej heteroseksualnej intymności w Polsce czasów transformacji

description: Dane badawcze do projektu "Przemiany męskiej heteroseksualnej intymności w Polsce czasów transformacji 1987-1999."Tabele przedstawiają wykaz wybranych tematycznie treści z tygodnika "Kobieta i Życie" (z lat 1986-1993) i z miesięcznika "Pan" (z lat 1987-1993). Kryterium doboru było poruszanie problematyki grantu - czyli wynotowano treści związane z heteroseksualnością i męskością, m.in. dotyczące ojcostwa, seksu, małżeństwa, rozwodu. Poza informacjami o lokalizacji bibliograficznej, tytule, autorze i rodzaju tekstu (artykuł, komentarz, felieton itp.), opatrzono je tagami tematycznymi.Wybrane treści są analizowane w projekcie metodami kulturoznawczej analizy dyskursu.
DOI: 10.15468/dl.rwuc5a
title: Occurrence Download

description: A dataset containing 4520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna tora",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4520 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007821-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3f72ep
title: Occurrence Download

description: A dataset containing 109064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidopsetta",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 109064 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007762-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eng5h2
title: Occurrence Download

description: A dataset containing 1714 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pheidole megacephala)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is not null",
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1714 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007823-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/b8qa-jn82
title: NGC4395_JWST_NIRSpec-MIRI-IFU
DOI: 10.14278/rodare.4502
title: Microbial influence on corrosive processes within the cast iron-bentonite interface during 3.5 years of incubation at 37 and 70°C

description: All raw data and statistics, which are relavant for the publication.
DOI: 10.14278/rodare.4501
title: Microbial influence on corrosive processes within the cast iron-bentonite interface during 3.5 years of incubation at 37 and 70°C

description: All raw data and statistics, which are relavant for the publication.
DOI: 10.15468/dl.64ftwg
title: Occurrence Download

description: A dataset containing 9817 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia peploides",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen, Machine Observation)",
 "Year is greater than or equal to 1980",
 "Geometry POLYGON((-25 35, 50 35, 50 75, -25 75, -25 35))"
 ]
}

 The dataset includes 9817 records from 363 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007824-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18606835
title: ISC2026
DOI: 10.5281/zenodo.18606836
title: ISC2026
DOI: 10.15468/dl.jg2ht9
title: Occurrence Download

description: A dataset containing 958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophiopogon intermedius",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 958 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007825-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msuvvz
title: Occurrence Download

description: A dataset containing 586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Serissa japonica",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 586 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007827-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zauq27
title: Occurrence Download

description: A dataset containing 6690 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Atriplex tatarica"
 ]
}

 The dataset includes 6690 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007826-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.