cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.d37xqh
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mus musculus",
 "HasCoordinate is true",
 "Country is Luxembourg"
 ]
}

 The dataset includes 129 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064880-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.29478
title: A multi-temporal image sample set for the composition classification of Taihu Wetland based on Sentinel-2
title: 基于哨兵二号的太湖湿地成分分类多时相图像样本集

description: The sample images were created by stacking the following layers in sequence: the median RGBN composite from June-September, median NDVI and NDWI from March-May, and median NDVI and NDWI from October-December. These layers were derived from 2024 Sentinel-2A/B imagery with cloud coverage less than 20%. After 4× upsampling, samples were collected as 32×32 pixel patches. The dataset encompasses ten ecological classes: Forest, Grassland, Bareland, Impervious Surface, Water, Cropland, Algal Bloom (AB), Emergent (EAV), Submerged (SAV), and Floating Aquatic Vegetation (FAV).The training and validation sets were divided in a 7:3 ratio. The training samples were augmented through 90°, 180°, and 270° rotations, as well as horizontal and vertical flipping.
description: The sample images were created by stacking the following layers in sequence: the median RGBN composite from June-September, median NDVI and NDWI from March-May, and median NDVI and NDWI from October-December. These layers were derived from 2024 Sentinel-2A/B imagery with cloud coverage less than 20%. After 4× upsampling, samples were collected as 32×32 pixel patches. The dataset encompasses ten ecological classes: Forest, Grassland, Bareland, Impervious Surface, Water, Cropland, Algal Bloom (AB), Emergent (EAV), Submerged (SAV), and Floating Aquatic Vegetation (FAV).The training and validation sets were divided in a 7:3 ratio. The training samples were augmented through 90°, 180°, and 270° rotations, as well as horizontal and vertical flipping.
DOI: 10.5281/zenodo.17397358
title: Does Compliance Certainty Deliver Decarbonization? Comparing Mandate and Incentive Governance for Sustainable Aviation Fuel

description: Does governance design determine whether aviation decarbonization advances or stalls? This article introduces compliance certainty—the degree to which policy compels actors to secure supply, contract forward, and reconfigure operations—as the pivotal mechanism distinguishing directed from adaptive transition pathways. Comparing EU blending mandates under ReFuelEU Aviation with US production tax credits under the Inflation Reduction Act, the study uses theory-testing process tracing (2019–2025) and 49 causal process observations drawn from legal texts, regulatory guidance, and audited corporate filings.

Evidence indicates that EU mandates generate strong compliance certainty: airlines explicitly cite binding quotas as drivers of offtake contracts and supply-chain investment. US credits narrow cost gaps but, absent purchase obligations, produce weaker compliance certainty and voluntary, price-contingent uptake. However, compliance certainty alone is insufficient. Both pathways confront acute planning constraints: waste feedstocks can support only ~10% of 2050 demand, and synthetic e-fuels require final investment decisions by 2026 to meet EU sub-targets while facing costs 3–5× above conventional SAF.

The article contributes a replicable process-tracing design for hard-to-abate sectors and concludes that effective decarbonization governance must pair compliance certainty with feasibility planning.
DOI: 10.5281/zenodo.17397359
title: Does Compliance Certainty Deliver Decarbonization? Comparing Mandate and Incentive Governance for Sustainable Aviation Fuel

description: Does governance design determine whether aviation decarbonization advances or stalls? This article introduces compliance certainty—the degree to which policy compels actors to secure supply, contract forward, and reconfigure operations—as the pivotal mechanism distinguishing directed from adaptive transition pathways. Comparing EU blending mandates under ReFuelEU Aviation with US production tax credits under the Inflation Reduction Act, the study uses theory-testing process tracing (2019–2025) and 49 causal process observations drawn from legal texts, regulatory guidance, and audited corporate filings.

Evidence indicates that EU mandates generate strong compliance certainty: airlines explicitly cite binding quotas as drivers of offtake contracts and supply-chain investment. US credits narrow cost gaps but, absent purchase obligations, produce weaker compliance certainty and voluntary, price-contingent uptake. However, compliance certainty alone is insufficient. Both pathways confront acute planning constraints: waste feedstocks can support only ~10% of 2050 demand, and synthetic e-fuels require final investment decisions by 2026 to meet EU sub-targets while facing costs 3–5× above conventional SAF.

The article contributes a replicable process-tracing design for hard-to-abate sectors and concludes that effective decarbonization governance must pair compliance certainty with feasibility planning.
DOI: 10.15468/dl.zesrua
title: Occurrence Download

description: A dataset containing 5951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guyana",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Charadriidae",
 "Year 2002-2025"
 ]
}

 The dataset includes 5951 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080673-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18178522
title: UREx SRN: Urban Transformative Scenarios Goals Across Nine Cities in the Americas

description: This dataset contains coded qualitative data from 64 co-produced urban sustainability scenario visions developed across nine cities in the Urban Resilience to Extremes Sustainability Research Network (UREx SRN). The data represent 240 scenario goals coded across five domains of change and four theories of transformative change.
DOI: 10.5281/zenodo.18178523
title: UREx SRN: Urban Transformative Scenarios Goals Across Nine Cities in the Americas

description: This dataset contains coded qualitative data from 64 co-produced urban sustainability scenario visions developed across nine cities in the Urban Resilience to Extremes Sustainability Research Network (UREx SRN). The data represent 240 scenario goals coded across five domains of change and four theories of transformative change.
DOI: 10.15468/dl.xbfr9u
title: Occurrence Download

description: A dataset containing 1078 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Suriname",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Charadriidae",
 "Year 2002-2025"
 ]
}

 The dataset includes 1078 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080674-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e52357
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tweedieia laysani (Rathbun, 1906)"
 ]
}

 The dataset includes 82 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133966-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abbuq5
title: Occurrence Download

description: A dataset containing 73130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "GadmGid is USA.47.40_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 73130 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159556-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jad7kt
title: Occurrence Download

description: A dataset containing 4002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bupleurum stellatum L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4002 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096444-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ydcfp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Macrophyte Lake Data",
 "HasGeospatialIssue is false",
 "Country is New Zealand",
 "Modified is 2022-09"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133969-220831081235567/datasets/export for details.
DOI: 10.15468/dl.rku5cv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Callanthiidae, Callanthiidae, 208060598, Callanthiidae, 158144273, Callanthiidae, Callanthiidae, Callanthiidae, 205936956, 205875770, Callanthiidae, Callanthiidae, 208021447, Callanthiidae, Callanthiidae, Callanthiidae, Callanthiidae, Callanthiidae, 160688869, Callanthiidae, Callanthiidae, Callanthiidae, 199475409, Callanthiidae, 205844827, 205879462, 205948181, 204136768, Callanthiidae, 204357589, Callanthiidae, Callanthiidae, Callanthiidae, Callanthiidae, Callanthiidae, Callanthiidae, 197270151, Callanthiidae, Callanthiidae, Callanthiidae, Callanthiidae, 203894753, Callanthiidae, Callanthiidae, 208478370, 161453284, Callanthiidae Ogilby, 1899, Callanthiidae Fowler, 1907)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((105.5 17,110.5 17,110.5 22,105.5 22,105.5 17))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237770-220831081235567/datasets/export for details.
DOI: 10.15468/dl.enb34t
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudosimnia vanhyningi (M.Smith, 1940)"
 ]
}

 The dataset includes 34 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096427-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qf9aq
title: Occurrence Download

description: A dataset containing 84396 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Conium maculatum L.)"
 ]
}

 The dataset includes 84396 records from 857 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159568-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2vr85
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, 158145213, Echeneidae, Echeneidae, 205879505, Echeneidae, 197286876, Echeneidae, Echeneidae, 204136750, Echeneidae, 203894735, Echeneidae, Echeneidae, 205001441, Echeneidae, 205844831, 160688829, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, Echeneidae, 208469609, Echeneidae, Echeneidae, Echeneidae, 201160682, Echeneidae, 208014523, 205877599, 208479158, Echeneidae, 204357591, Echeneidae, Echeneidae, 199474751, Echeneidae, 208539392, Echeneidae Rafinesque, 1810, 161456779, Echeneidae Rafinesque, 1810, Echeneidae Rafinesque 1810, Echeneidae Rafinesque, 1810, 161456915, Echeneididae, Echeneididae, Echeneididae)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((105.5 17,110.5 17,110.5 22,105.5 22,105.5 17))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237769-220831081235567/datasets/export for details.
DOI: 10.15468/dl.5nyg7c
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudotorinia architae (O.G.Costa, 1841)"
 ]
}

 The dataset includes 280 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096445-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9eyjnn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rondeletiidae, Rondeletiidae, 205203169, 205879762, Rondeletiidae, 199472394, Rondeletiidae, Rondeletiidae, Rondeletiidae, 208014171, Rondeletiidae, Rondeletiidae, Rondeletiidae, Rondeletiidae, Rondeletiidae, Rondeletiidae, Rondeletiidae, Rondeletiidae, Rondeletiidae, Rondeletiidae, Rondeletiidae, Rondeletiidae, 208476928, 197293597, Rondeletiidae, 158165194, Rondeletiidae, Rondeletiidae Goode & Bean, 1895, Rondeletiidae Goode & Bean, 1895, 161467710)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((105.5 17,110.5 17,110.5 22,105.5 22,105.5 17))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237771-220831081235567/datasets/export for details.
DOI: 10.15468/dl.uey4m4
title: Occurrence Download

description: A dataset containing 694 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atractomorpha lata (Mochulsky, 1866)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 694 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165209-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42fwbq
title: Occurrence Download

description: A dataset containing 1270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crepidula onyx G.B.Sowerby I, 1824"
 ]
}

 The dataset includes 1270 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130709-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.segpnw
title: Occurrence Download

description: A dataset containing 222646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidoptera",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 222646 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260571-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rd7cws
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atropa baetica Willk.",
 "Year 2012-2022"
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096457-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.keu69t
title: Occurrence Download

description: A dataset containing 335 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helleborus niger subsp. niger"
 ]
}

 The dataset includes 335 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066046-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qy9qdm
title: Occurrence Download

description: A dataset containing 41461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, United Kingdom of Great Britain and Northern Ireland, Germany, Sweden, Netherlands, Switzerland, Belgium)",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer negundo L."
 ]
}

 The dataset includes 41461 records from 519 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141853-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3h575
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Pertya angustifolia Y.C.Tseng"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0289181-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2817404/2368407
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.8h3bpp
title: Occurrence Download

description: A dataset containing 42391 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cladium mariscus (L.) Pohl"
 ]
}

 The dataset includes 42391 records from 531 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217363-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8s6v4j
title: Occurrence Download

description: A dataset containing 621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Erythrina fusca Lour.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 621 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010746-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cywbnb
title: Occurrence Download

description: A dataset containing 1383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizophora mangle L.",
 "BasisOfRecord is Human Observation",
 "HasCoordinate is True",
 "DecimalLongitude is greater than -87.9",
 "DecimalLongitude is less than -79.9",
 "DecimalLatitude is greater than 24.2",
 "DecimalLatitude is less than 31.1"
 ]
}

 The dataset includes 1383 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217402-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxcv6r
title: Occurrence Download

description: A dataset containing 2948 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum lycocarpum A.St.-Hil."
 ]
}

 The dataset includes 2948 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280392-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-05.3129119/2368408
title: Data for EMSL Project 61050 from May 2024
DOI: 10.25582/data.2024-05.3129579/2368409
title: Data for EMSL Project 61050 from May 2024
DOI: 10.57702/z5q1zy0k
title: 2022-2023 NBA Box Scores

description: A dataset of box scores for the 2022-2023 NBA regular season.
DOI: 10.57702/z9qe1e8u
title: LSST

description: The dataset used in the paper is the LSST dataset, which contains astronomical time-series data in preparation for observations from the Large Synoptic Survey Telescope.
DOI: 10.3886/e242572
title: NHIS Adult 3-Year Summary Health Statistics

description: Interactive Summary Health Statistics for Adults, by Detailed Race and Ethnicity provide estimates as three-year averages of selected health topics for adults aged 18 years and over based on final data from the National Health Interview Survey.
description: (Downloaded 2026-01-06)
DOI: 10.15468/dl.rx2bg9
title: Occurrence Download

description: A dataset containing 2765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Sea Mammal Research Unit (SMRU) UK aerial surveys of harbour seals (Phoca vitulina) and grey seals (Halichoerus grypus) during the summer harbour seal moult 2016-2019",
 "TaxonKey is Halichoerus grypus"
 ]
}

 The dataset includes 2765 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080104-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e242572v1
title: NHIS Adult 3-Year Summary Health Statistics

description: Interactive Summary Health Statistics for Adults, by Detailed Race and Ethnicity provide estimates as three-year averages of selected health topics for adults aged 18 years and over based on final data from the National Health Interview Survey.
description: (Downloaded 2026-01-06)
DOI: 10.57702/e7wfm6s4
title: Dataset for Cerebral Microbleeds Detection

description: A dataset used for training and testing machine learning models for cerebral microbleeds detection.
DOI: 10.57702/x9xwguf4
title: MSVD

description: Text-Video Retrieval (TVR) aims to align relevant video content with natural language queries. To date, most state-of-the-art TVR methods learn image-to-video transfer learning based on large-scale pre-trained vision-language models (e.g., CLIP). However, fully fine-tuning these pre-trained models for TVR incurs prohibitively expensive computation costs.
DOI: 10.57702/l5d0pqk2
title: Zero-shot Text-driven Physically Interpretable Face Editing

description: Face editing based on arbitrary text prompts using vector flow fields
DOI: 10.57702/wmm65vms
title: Graph Convolutional Neural Networks for Web-Scale Recommender Systems

description: Graph Convolutional Neural Networks for Web-Scale Recommender Systems
DOI: 10.57702/nzly54cc
title: Jinan Road Network

description: The dataset used in the paper is a real-world traffic signal control dataset, which includes 12 intersections in the Jinan road network.
DOI: 10.57702/m29st8e1
title: SOLID dataset

description: The English SOLID dataset is a large-scale semi-supervised dataset for the classification of offensive language in tweets.