cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.u9srwk
title: Occurrence Download

description: A dataset containing 5041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations, University of North Carolina at Chapel Hill Herbarium: Vascular Plants, University of South Florida Herbarium (USF), Wisconsin State Herbarium, Vascular Plants, Fairchild Tropical Botanic Garden (FTG), G. S. Torrey Herbarium at the University of Connecticut (CONN), The New York Botanical Garden Herbarium (NY), Academy of Natural Sciences of Drexel University, Albion R. Hodgdon Herbarium, University of New Hampshire, University of Michigan Herbarium)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Polygonella Michx."
 ]
}

 The dataset includes 5041 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048939-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kh3dxa
title: Occurrence Download

description: A dataset containing 2877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "OccurrenceStatus is Present",
 "TaxonKey is Tragelaphus scriptus (Pallas, 1766)"
 ]
}

 The dataset includes 2877 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048940-250525065834625/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.29328485
title: GeoUrbNet: A Multi-Source Graph-Based Framework and Dataset for Urban Building Function Analysis

description: This project presents a multi-source urban building function analysis framework integrating shapefile-based geometry, remote sensing imagery, street-view semantics, POIs, and population density. We construct a knowledge graph linking over 1 million buildings in Wuhan (2009–2021), generate a GraphSAGE-based prediction model, and propose the ST-GraphMiner algorithm for temporal pattern mining. All datasets (shapefile and graph database), prediction results, visualizations, model weights, and user documentation are included. This work has supported two journal manuscripts focused on framework methodology and dataset construction, respectively.
DOI: 10.6084/m9.figshare.29328485.v1
title: GeoUrbNet: A Multi-Source Graph-Based Framework and Dataset for Urban Building Function Analysis

description: This project presents a multi-source urban building function analysis framework integrating shapefile-based geometry, remote sensing imagery, street-view semantics, POIs, and population density. We construct a knowledge graph linking over 1 million buildings in Wuhan (2009–2021), generate a GraphSAGE-based prediction model, and propose the ST-GraphMiner algorithm for temporal pattern mining. All datasets (shapefile and graph database), prediction results, visualizations, model weights, and user documentation are included. This work has supported two journal manuscripts focused on framework methodology and dataset construction, respectively.
DOI: 10.15468/dl.gmrdhb
title: Occurrence Download

description: A dataset containing 5629 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Benthic foraminifera from the Ría de Vigo and the adjacent continental shelf"
 ]
}

 The dataset includes 5629 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048941-250525065834625/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.28539995
title: G-SchNet for THz Radiation Detection

description: Data associated with 'Generative design of functional organic molecules for terahertz radiation detection'. Included are:Molecular databases in ASE database (.db) formatDensity functional theory-optimised best candidate molecules in .xyz formatASE databases for xTB calculationsTrained machine learning modelsJupyter Notebooks and scripts associated with the generation, prediction, and analysis workflowsData and code needed to perform spectral analyses of the top candidate molecules<br>
DOI: 10.6084/m9.figshare.28539995.v2
title: G-SchNet for THz Radiation Detection

description: Data associated with 'Generative design of functional organic molecules for terahertz radiation detection'. Included are:Molecular databases in ASE database (.db) formatDensity functional theory-optimised best candidate molecules in .xyz formatASE databases for xTB calculationsTrained machine learning modelsJupyter Notebooks and scripts associated with the generation, prediction, and analysis workflows<br>
DOI: 10.6084/m9.figshare.28539995.v3
title: G-SchNet for THz Radiation Detection

description: Data associated with 'Generative design of functional organic molecules for terahertz radiation detection'. Included are:Molecular databases in ASE database (.db) formatDensity functional theory-optimised best candidate molecules in .xyz formatASE databases for xTB calculationsTrained machine learning modelsJupyter Notebooks and scripts associated with the generation, prediction, and analysis workflowsData and code needed to perform spectral analyses of the top candidate molecules<br>
DOI: 10.5281/zenodo.15675432
title: Comext and Comtrade data used in online trade  flow tool

description: An assessment of trade flows data of biological resources, bio-based materials and products, both  intra-EU and extra-EU was carried out. The trade data assessed includes imports and exports of the different products from selected value chains, from, to and within the EU, for three years: 2015, 2018 and 2021. To make the data of 2021 more accessible and interactive, an online trade flow tool was used to visualize trade flows. All data origins from Comext and UN Comtrade
DOI: 10.5281/zenodo.15675433
title: Comext and Comtrade data used in online trade  flow tool

description: An assessment of trade flows data of biological resources, bio-based materials and products, both  intra-EU and extra-EU was carried out. The trade data assessed includes imports and exports of the different products from selected value chains, from, to and within the EU, for three years: 2015, 2018 and 2021. To make the data of 2021 more accessible and interactive, an online trade flow tool was used to visualize trade flows. All data origins from Comext and UN Comtrade
DOI: 10.15468/dl.7a6hgr
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((70.02576 39.50494,95.04321 39.50494,95.04321 49.2552,70.02576 49.2552,70.02576 39.50494))",
 "HasCoordinate is true",
 "TaxonKey is Cynoglossum viridiflorum Pall. ex Lehm."
 ]
}

 The dataset includes 52 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048942-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/zp6w-1j85
title: Brunken et al. 2025; JWST observations of segregated 12CO2 and 13CO2 ices in protostellar envelopes

description: The evolution of interstellar ices can be studied with thermal tracers such as the vibrational modes of CO2 ice that show great diversity depending on their local chemical
and thermal environment. Now with the wide spectral coverage and sensitivity of the
James Webb Space Telescope we can obtain observations of the weak and strong CO2 absorption features inhabiting the near- and mid-infrared spectral region. In this work
we present observations of the 15.2 µm bending mode, the 4.39 µm stretching mode and the 2.70 µm combination mode of 12CO2 and 13CO2 ice in the high-mass protostar
IRAS 20126 and the low-mass protostar Per-emb 35, two sources that show clear signs
of ice heating.The 15.2 µm bending mode of both protostars shows the characteristic
double peak profile that is associated with pure CO2 ice and a sharp short-wavelength
peak is observed at 4.38 µm in the 13CO2 bands of the two sources. Furthermore, a
narrow short-wavelength feature is detected at 2.69 µm in the 12CO2 combination mode
of Per-emb 35. We perform a consistent profile decomposition on all three vibrational
modes and show that the profiles of all three bands can be reproduced with the same
linear combination of CO2 ice in mixtures with mostly CH3OH and H2O ices when
the ices undergo segregation due to heating. The findings show that upon heating,
CO2 ice is likely segregating from mostly the water-rich ice layer and the CO2-CH3OH
component becomes dominant in all three vibrational modes. Additionally, we find
that the contribution of the different CO2 components to the total absorption band is
similar for both 12CO2 and 13CO2. This indicates that fractionation processes must
not play a significant role during the different formation epochs, H2O-dominated and
CO-dominated, of the CO2 ices and that ratio persists through the heating stage. We
quantify the 12CO2 and 13CO2 ice column densities and derive 12C/13Cice = 90 ± 9 in
IRAS 20126, a value that is lower compared to what was previously reported for warm
gaseous CO in this source. Finally, we report the detection of the 13CO2 bending mode
of pure CO2 ice at 15.64 µm in both IRAS 20126 and Per-emb 35
DOI: 10.15468/dl.rp2jyd
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((70.3174 39.78566,89.44352 39.78566,89.44352 48.95144,70.3174 48.95144,70.3174 39.78566))",
 "HasCoordinate is true",
 "TaxonKey is Lepechiniella Pop."
 ]
}

 The dataset includes 42 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048943-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2jps34
title: CCDC 2344626: Experimental Crystal Structure Determination

description: Related Article: Honghao Zhou, Yike Zhang, Liting Ma, Xiangyang Liu, Chun Zhang, Feifei Tong, Dandan Hu, Jun-Qi Zhang, Jianguo Yang|2025|Green Chemistry|27|7336|doi:10.1039/D5GC01831E
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m7bv2
title: CCDC 2420134: Experimental Crystal Structure Determination

description: Related Article: Xi-Ying Cao, Zhong-Hao Li, Xiao-Hui Cao, Zong Li, Chu-Ming Pang, Zu-Qi Zhang, Zhao-Yang Wang|2025|Green Chemistry|27|7300|doi:10.1039/D5GC01264C
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m7bw3
title: CCDC 2420135: Experimental Crystal Structure Determination

description: Related Article: Xi-Ying Cao, Zhong-Hao Li, Xiao-Hui Cao, Zong Li, Chu-Ming Pang, Zu-Qi Zhang, Zhao-Yang Wang|2025|Green Chemistry|27|7300|doi:10.1039/D5GC01264C
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.62j742
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Crotalaria micans Link"
 ]
}

 The dataset includes 79 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048945-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.taeckm
title: Occurrence Download

description: A dataset containing 4948 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros de fauna mediante fototrampeo en Caño Cristales, La Macarena, Meta"
 ]
}

 The dataset includes 4948 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048944-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2fvwqx
title: CCDC 2260170: Experimental Crystal Structure Determination

description: Related Article: Qurrat-ul-Ain, Sammer Yousuf, Summaiyah Bibi, Irum Hamid, Shazia Shah, Sumaira Khurshid|2025|Mat.Advs.|6|4070|doi:10.1039/D5MA00265F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m4cv0
title: CCDC 2417282: Experimental Crystal Structure Determination

description: Related Article: Y. Oleksii, Y. Cheret, M. Allain, A. Brosseau, S. Haacke, A. El-Ghayoury|2025|New J.Chem.|49|10089|doi:10.1039/D5NJ01420D
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mmrwx
title: CCDC 2432070: Experimental Crystal Structure Determination

description: Related Article: Y. Oleksii, Y. Cheret, M. Allain, A. Brosseau, S. Haacke, A. El-Ghayoury|2025|New J.Chem.|49|10089|doi:10.1039/D5NJ01420D
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.28749956
title: Microclimate data reveal microrefugia potential in European forests.

description: Microrefugia identification research by applying high-resolution microclimate data in European forests.Including the following output:Microrefugia index of maximum temperature offset during summer months (2000-2020).Microrefugia index of minimum temperature offset during winter and spring (2000-2020).Microrefugia index of forward velocity of climate change in SSP3-7.0 scenario (2071-2100).Microrefugia index of backward velocity of climate change in SSP3-7.0 scenario (2071-2100).Microrefugia index of microclimate warming magnitude (2071-2100) in SSP3-7.0 scenario.Microrefugia potential of the European forest based on single-threshold multifunctionality analysis.Microrefugia potential of the European forest based on averaging multifunctionality analysis.<br>
DOI: 10.6084/m9.figshare.28749956.v3
title: Microclimate data reveal microrefugia potential in European forests.

description: Microrefugia identification research by applying high-resolution microclimate data in European forests.Including the following output:Microrefugia index of maximum temperature offset during summer months (2000-2020).Microrefugia index of minimum temperature offset during winter and spring (2000-2020).Microrefugia index of forward velocity of climate change in SSP3-7.0 scenario (2071-2100).Microrefugia index of backward velocity of climate change in SSP3-7.0 scenario (2071-2100).Microrefugia index of microclimate warming magnitude (2071-2100) in SSP3-7.0 scenario.Microrefugia potential of the European forest based on single-threshold multifunctionality analysis.Microrefugia potential of the European forest based on averaging multifunctionality analysis.<br>
DOI: 10.6084/m9.figshare.28749956.v2
title: Microclimate data reveal microrefugia potential in European forests

description: Microrefugia identification research by applying high-resolution microclimate data in European forests.Including the following output:<br>
DOI: 10.15468/dl.5h8tru
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((68.53928 39.29273,92.82537 39.29273,92.82537 50.00019,68.53928 50.00019,68.53928 39.29273))",
 "HasCoordinate is true",
 "TaxonKey is Rochelia Rchb."
 ]
}

 The dataset includes 162 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048946-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9xc9w
title: Occurrence Download

description: A dataset containing 1202716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is South America",
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 1202716 records from 370 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048936-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnzf7j
title: Occurrence Download

description: A dataset containing 25397 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orchidaceae",
 "Country is Guadeloupe",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 25397 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048947-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7gv9b
title: Occurrence Download

description: A dataset containing 525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (The Himalayan Uplands Plant database (HUP Version 1), 2023 Contributions of Plant Specimen Data inside China, Natural History Museum, Vienna - Herbarium W, 500,000 plant Specimens from PE Herbarium in China from 1950 to 1999, Moscow University Herbarium (MW), iNaturalist Research-grade Observations, INPN - Données flore des CBN agrégées par la FCBN, INPA - Observations, Local floras of Russia: records from literature, Masaryk University - Herbarium BRNU)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Polygonum cognatum Meisn."
 ]
}

 The dataset includes 525 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048949-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15675837
title: When Judgment Varies_AI in Social Work Assessments
DOI: 10.34740/kaggle/dsv/12185286
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.ak7mtr
title: Occurrence Download

description: A dataset containing 3412 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhizophora mucronata Lam."
 ]
}

 The dataset includes 3412 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048951-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zyue4
title: Occurrence Download

description: A dataset containing 461782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is one of (USA.39_1, USA.33_1)",
 "TaxonKey is Haliaeetus leucocephalus (Linnaeus, 1766)",
 "Year 2015-2025"
 ]
}

 The dataset includes 461782 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048937-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qjhs6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((0.0096134805216875 0.0005694684898915, 0.0093185218381205 0.0024467146088316, 0.0086654225026288 0.0042299980410499, 0.0076792596585186 0.0058507700798525, 0.0063979183880355 0.0072467204908223, 0.0048706377302871 0.0083641758462778, 0.0031561187869462 0.009160166403509, 0.0013202675688003 0.0096040814528274, -0.000566340477498 0.00967884890471, -0.0024311764080539 0.0093815932923379, -0.0042025492402665 0.0087237466086922, -0.0058123650152872 0.0077306076674729, -0.0071987468229383 0.006440367121887, -0.0083084146136622 0.0049026360300441, -0.0090987330508717 0.0031765350907348, -0.0095393486560258 0.0013284186249091, -0.0096133535313737 -0.0005706786153817, -0.0093179313575591 -0.0024477732008673, -0.0086644614140555 -0.0042307380690285, -0.0076780772658795 -0.0058510730116445, -0.0063966976868194 -0.0072465343382561, -0.0048695675481183 -0.0083635230797686, -0.0031553650362883 -0.0091591405312959, -0.0013199479882922 -0.0096028327850792, 0.0005661742476908 -0.0096775616701926, 0.0024305466879848 -0.0093804575912764, 0.0042015489121839 -0.008722929471703, 0.0058111433831483 -0.0077302276266623, 0.0071974868822384 -0.0064404761654613, 0.0083073051920206 -0.0049032116875438, 0.0090979400607442 -0.0031774838539138, 0.0095389898360394 -0.0013295901836182, 0.0096134805216875 0.0005694684898915))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048953-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.td7hf6
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Vachellia borleae (Burtt Davy) Kyal. & Boatwr."
 ]
}

 The dataset includes 205 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048954-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.