cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14779026
title: Data for Kirk et al. 2025: BOWIE-ALIGN: JWST reveals hints of planetesimal accretion and complex sulphur chemistry in the atmosphere of the misaligned hot Jupiter WASP-15b

description: This repository includes the data for Kirk et al. 2025: BOWIE-ALIGN: JWST reveals hints of planetesimal accretion and complex sulphur chemistry in the atmosphere of the misaligned hot Jupiter WASP-15b

It includes the following outputs: 



GCMs



the Met Office Unified Model GCM outputs



extraction_input_files



The extraction input / config files for Tiberius, Eureka r1, Eureka r2



forward_models



the petitRADTRANS forward models as shown in Fig. 6



light_curves_and_models



The white and spectroscopic transit light curves, including best fit models, for Tiberius and Eureka r1



photochemical_models



The VULCAN photochemical forward models as plotted in Fig. 13



retrievals



The retrieval results from petitRADTRANS, BeAR and PLATON for both Tiberius and Eureka r1



stage1_calibrated_image_files



Calibrated rateints / gainscalestep .fits files after running stage 1 of Tiberius and Eureka 



stellar_spectra



The stellar spectra from Tiberius and Eureka r1




Each of the above can be downloaded as .tar.gz files. They can be unpacked in a terminal via: "$ tar -zxvf GCMs.tar.gz" and so on.
DOI: 10.21227/zxey-1y31
title: Cerebral Blood Flow Classification Dataset Using Ultra-Wideband RF Sensors with Statistical and Autoencoder-Based Features

description: This dataset provides measurements of cerebral blood flow using Radio Frequency (RF) sensors operating in the Ultra-Wideband (UWB) frequency range, enabling non-invasive monitoring of cerebral hemodynamics. It includes blood flow feature data from two arterial networks, Arterial Network A and Arterial Network B. Statistical features were manually extracted from the RF sensor data, while autonomous feature extraction was performed using a Stacked Autoencoder (SAE) with architectures such as 32-16-32, 64-32-16-32-64, and 128-64-32-16-32-64-128. To expand the feature dataset, Gaussian noise-based feature augmentation with a mean of 0.2 and variance of 0 was applied to both statistical and autonomously extracted features. The dataset supports binary and multi-class classification. In the binary scheme, 10ml and 90ml blood flow values are labeled as abnormal, while 50ml is normal. For multi-class classification, measurements are categorized separately for each arterial network, where 10ml-A, 90ml-A, and 50ml-A represent Arterial Network A, and 10ml-B, 90ml-B, and 50ml-B correspond to Arterial Network B.
DOI: 10.7288/v4/magic/20163
title: Weak paleointensities from 1.6 Ga Greenland dykes: Further evidence for a billion-year period of paleomagnetic dipole low during the Paleoproterozoic (Dataset)

description: Paleomagnetic, rock magnetic, or geomagnetic data found in the MagIC data repository from a paper titled: Weak paleointensities from 1.6 Ga Greenland dykes: Further evidence for a billion-year period of paleomagnetic dipole low during the Paleoproterozoic
DOI: 10.5281/zenodo.6078513
title: Earthquake Archaeological Effects documented in the Cusco area in 2019 (RISC project)

description: In 2019, the RISC project led to the implementation of an unprecedented archaeoseismological survey in the Cusco area, Peru. The main objective was to identify and map the earthquake-induced damage on the stone architecture of famous Inca archaeological sites. This spreadsheet summarizes all the observations. Each row corresponds to an Earthquake Archaeological Effect (EAE). For each strain structure, the columns contain information relative to the geographical and architectural contexts, the measurements and the level of confidence. The data were extracted from the RISC database, which supported the fieldwork. For more details about the design and structure of the RISC database please read:

Combey et al. (2021) Monumental Inca remains and past seismic disasters: A relational database to support archaeoseismological investigations and cultural heritage preservation in the Andes, Journal of South American Earth Sciences, Volume 111, 103447,https://doi.org/10.1016/j.jsames.2021.103447.

The file is in support of the paper published in Quaternary International in 2022: https://doi.org/10.1016/j.quaint.2022.07.003
DOI: 10.5281/zenodo.6078514
title: Earthquake Archaeological Effects documented in the Cusco area in 2019 (RISC project)

description: In 2019, the RISC project led to the implementation of an unprecedented archaeoseismological survey in the Cusco area, Peru. The main objective was to identify and map the earthquake-induced damage on the stone architecture of famous Inca archaeological sites. This spreadsheet summarizes all the observations. Each row corresponds to an Earthquake Archaeological Effect (EAE). For each strain structure, the columns contain information relative to the geographical and architectural contexts, the measurements and the level of confidence. The data were extracted from the RISC database, which supported the fieldwork. For more details about the design and structure of the RISC database please read:

Combey et al. (2021) Monumental Inca remains and past seismic disasters: A relational database to support archaeoseismological investigations and cultural heritage preservation in the Andes, Journal of South American Earth Sciences, Volume 111, 103447,https://doi.org/10.1016/j.jsames.2021.103447.

The file is in support of the paper published in Quaternary International in 2022: https://doi.org/10.1016/j.quaint.2022.07.003
DOI: 10.5281/zenodo.14860477
title: Full-film dry transfer of MBE-grown van der Waals materials (dataset)

description: This includes the data sets and images for the figures in Z. Li et al. "Full-film dry transfer of MBE-grown van der Waals materials."
DOI: 10.5281/zenodo.14860478
title: Full-film dry transfer of MBE-grown van der Waals materials (dataset)

description: This includes the data sets and images for the figures in Z. Li et al. "Full-film dry transfer of MBE-grown van der Waals materials."
DOI: 10.5285/2bea0869-e4b3-74f8-e063-7086abc09834
title: Microzooplankton abundance and biomass from CTD bottle samples during the Atlantic Meridional Transect AMT14 cruise in May-June 2004

description: This dataset contains microzooplankton abundance and biomass data from CTD bottle samples collected during the AMT14 cruise in the Atlantic between Port Stanley, Falkland Islands and the United Kingdom, in May-June 2004. Seawater samples were collected from the CTD Niskin bottles at the pre-dawn cast from up to 4 depths equivalent to 97%, 55%, 14% and 1% surface irradiance. Water samples (1 L in gyre areas and 500 ml in areas of high production) were fixed with 2% Lugol's solution directly from the CTD rosette bottles. 100 ml of the fixed sample was settled for 48 hours prior to examination. The samples were examined using an inverted microscope at x200 magnification to enumerate microzooplankton taxa (>20 µm) (Gifford and Caron, 2000). Estimations of biomass were made after image analysis to estimate standard geometric shapes (Hillebrand et al. , 1999) and by using carbon to volume conversions: pg C cell -1 = 0.22 x (µm 3 ) 0.939 for ciliates and pg C cell -1 = 0.76 x (µm 3 ) 0.819 for dinoflagellates (Menden-Deuer and Lessard, 2000). The data contribute to the AMT project and were collected by scientists from the Plymouth Marine Laboratory.
DOI: 10.5519/qd.esvjysc2
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (311 records)
DOI: 10.5281/zenodo.14039673
title: Income-based attribution of extrem events

description: This dataset accompanies the publication "Unequal Emissions, Unequal Impacts: How High-Income Groups Disproportionately Contribute to Climate Extremes Worldwide." 

In our study, we combine income-based emission inequality data with an emulator-based modeling framework to thoroughly study the link between emissions of individual, wealthy emitter groups and climate extremes worldwide. Specifically, we assess individual contributions to current global temperature levels and systematically attribute changes in regional monthly heat and drought extremes across the globe.

We focus on emissions of the top 10/1/0.1 wealthiest individuals globally and in the US, the EU27, India and China. The dataset contains results for 1-in-50/100/10'000 year extremes in grid-cell level and whenever imapcts are aggregated by region we refer to the regionmask AR6 regions. 

The file contents are the following:



Attributed_GMT.csv: attributed global mean temperature levels by emitter group

tas_frequency_hot.nc & spei_frequency_hot.nc: attributed changes in the frequency of extreme events for extreme heat (tas) and potential droughts (spei) on grid-cell level

tas_frequency_hot.nc & spei_frequency_hot.nc: attributed changes in the intensity of extreme events for extreme heat (tas) and potential droughts (spei) on grid-cell level

processed_extremes_frequency.csv: attributed changes in the frequency of extreme events aggregated to ar6 land regions 

processed_extremes_intensity.csv: attributed changes in the intensity of extreme events aggregated to ar6 land regions
DOI: 10.5281/zenodo.14860530
title: Multi-CAST Tulil

description: Cite the source of the dataset as:




Meng, Chenxi. 2019. Multi-CAST Tulil. In Haig, Geoffrey & Schnell, Stefan (eds.), Multi-CAST: Multilingual corpus of annotated spoken texts. Version 1907. Bamberg: University of Bamberg. (multicast.aspra.uni-bamberg.de/#tulil) (date accessed)
DOI: 10.5281/zenodo.14860570
title: Multi-CAST Tulil

description: Cite the source of the dataset as:




Meng, Chenxi. 2020. Multi-CAST Tulil. In Haig, Geoffrey & Schnell, Stefan (eds.), Multi-CAST: Multilingual corpus of annotated spoken texts. Version 2001. Bamberg: University of Bamberg. (multicast.aspra.uni-bamberg.de/#tulil) (date accessed)
DOI: 10.5281/zenodo.14860588
title: Multi-CAST Tulil

description: Cite the source of the dataset as:




Meng, Chenxi. 2021. Multi-CAST Tulil. In Haig, Geoffrey & Schnell, Stefan (eds.), Multi-CAST: Multilingual corpus of annotated spoken texts. Version 2101. Bamberg: University of Bamberg. (multicast.aspra.uni-bamberg.de/#tulil) (date accessed)
DOI: 10.5281/zenodo.14860603
title: Multi-CAST Tulil

description: Cite the source of the dataset as:




Meng, Chenxi. 2022. Multi-CAST Tulil. In Haig, Geoffrey & Schnell, Stefan (eds.), Multi-CAST: Multilingual corpus of annotated spoken texts. Version 2207. Bamberg: University of Bamberg. (multicast.aspra.uni-bamberg.de/#tulil) (date accessed)
DOI: 10.5281/zenodo.14860529
title: Multi-CAST Tulil

description: Cite the source of the dataset as:




Meng, Chenxi. 2022. Multi-CAST Tulil. In Haig, Geoffrey & Schnell, Stefan (eds.), Multi-CAST: Multilingual corpus of annotated spoken texts. Version 2211. Bamberg: University of Bamberg. (multicast.aspra.uni-bamberg.de/#tulil) (date accessed)
DOI: 10.5281/zenodo.14860607
title: Multi-CAST Tulil

description: Cite the source of the dataset as:




Meng, Chenxi. 2022. Multi-CAST Tulil. In Haig, Geoffrey & Schnell, Stefan (eds.), Multi-CAST: Multilingual corpus of annotated spoken texts. Version 2211. Bamberg: University of Bamberg. (multicast.aspra.uni-bamberg.de/#tulil) (date accessed)
DOI: 10.15131/shef.data.28398266
title: A snapshot of UK universities and associated academic organisations on social media.

description: The spreadsheet is a snapshot of UK universities and associated academic organisations such as publishers, funders, learned societies, media organisations, open research platforms and initiatives, research centres and other organisations.<b>The first tab contains social media information on </b>Funders and research programmesCharities,Trusts and Non GovernmentLearned SocietiesProfessional bodies, collectives and groupsResearch news and opinionOpen research, impact, data and metricsFestivals, public engagementPublishers and journalsPhD, career developmentResearch Centres and programmesConferencesThe second tab is a snapshot of UK Universities and their social media links on X, Bluesky, Threads, Mastodon, LinkedIn, Facebook and Instagram. These are categorised by colour based on the following information:Actively left XNot posted on X in 2025 (as of 6th February 2025)Still posting on XNot posted on Bluesky yet, or just a single welcome postNot posted on Threads in 2025 (as of 6th February 2025)Not posted on Mastodon in 2025A living copy of this spreadsheet can be viewed via this link.Individuals representing UK and UK-facing academic and research organisations can contribute to the spreadsheet via this Google Form
DOI: 10.15468/dl.kj2mbq
title: Occurrence Download

description: A dataset containing 714 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "PublishingOrg is 396d5f30-dea9-11db-8ab4-b8a03c50a862",
 "TaxonKey is Bombus magnus Vogt, 1911"
 ]
}

 The dataset includes 714 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000001-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzg6g7
title: Occurrence Download

description: A dataset containing 1976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Enterolobium cyclocarpum (Jacq.) Griseb."
 ]
}

 The dataset includes 1976 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000002-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2d2hy
title: Occurrence Download

description: A dataset containing 1208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Albizia occidentalis Brandegee"
 ]
}

 The dataset includes 1208 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000005-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rc96ms
title: Occurrence Download

description: A dataset containing 1951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thalassia testudinum Banks & Sol. ex K.D.Koenig"
 ]
}

 The dataset includes 1951 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000003-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pt4byy
title: Occurrence Download

description: A dataset containing 13810 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Continent is South America",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Iguana iguana (Linnaeus, 1758)",
 "Year 1995-2025"
 ]
}

 The dataset includes 13810 records from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000006-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xw7399
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-89.84954 -43.59156,-33.64762 -43.59156,-33.64762 -21.09156,-89.84954 -21.09156,-89.84954 -43.59156))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cenchrus spinifex Cav."
 ]
}

 The dataset includes 196 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000009-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22n4bh
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of Michigan Museum of Paleontology - Vertebrates",
 "TaxonKey is Basilosauridae"
 ]
}

 The dataset includes 47 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000010-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ttmpa
title: Occurrence Download

description: A dataset containing 886 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arthrocnemum Moq., Arthrocaulon Piirainen & G.Kadereit)",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 886 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000011-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5uqaw
title: Occurrence Download

description: A dataset containing 833709 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is AMNH Bird Collection"
 ]
}

 The dataset includes 833709 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000007-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjdvwc
title: Occurrence Download

description: A dataset containing 133926 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Procyon lotor (Linnaeus, 1758)"
 ]
}

 The dataset includes 133926 records from 473 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000000-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2773w
title: Occurrence Download

description: A dataset containing 1502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Canada",
 "Geometry POLYGON((-73.65572 45.45702,-73.57351 45.45702,-73.57351 45.5139,-73.65572 45.5139,-73.65572 45.45702))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is June",
 "TaxonKey is Aves",
 "Year 2018-2018"
 ]
}

 The dataset includes 1502 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000012-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6xjqw
title: Occurrence Download

description: A dataset listing the 6 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bufo spinosus Daudin, 1803"
 ]
}

 The dataset's 6 records were derived from 1101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000008-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cctj2t6
title: CCDC 760238: Experimental Crystal Structure Determination

description: Related Article: B.Omondi, G.J.S.Venter, A.Roodt, R.Meijboom|2009|Acta Crystallogr.,Sect.B:Struct.Sci.|65|699|doi:10.1107/S0108768109036404
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.72ck9z
title: Occurrence Download

description: A dataset containing 169854 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Locations of plants on dot distribution maps in the Flora of Siberia (Flora Sibiraea, 1987–1997)"
 ]
}

 The dataset includes 169854 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042619-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cctj2w8
title: CCDC 760240: Experimental Crystal Structure Determination

description: Related Article: L.E.Seijas, A.J.Mora, G.E.Delgado, F.Lopez-Carrasquero, M.E.Baez, M.Brunelli, A.N.Fitch|2009|Acta Crystallogr.,Sect.B:Struct.Sci.|65|724|doi:10.1107/S0108768109036386
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/cctj2x9
title: CCDC 760241: Experimental Crystal Structure Determination

description: Related Article: L.E.Seijas, A.J.Mora, G.E.Delgado, F.Lopez-Carrasquero, M.E.Baez, M.Brunelli, A.N.Fitch|2009|Acta Crystallogr.,Sect.B:Struct.Sci.|65|724|doi:10.1107/S0108768109036386
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/ccrjhwm
title: CCDC 701061: Experimental Crystal Structure Determination

description: Related Article: Xiao-Liang Tang, Wen-Hua Wang, Wei Dou, Jie Jiang, Wei-Sheng Liu, Wen-Wu Qin, Guo-Lin Zhang, Hong-Rui Zhang, Kai-Bei Yu, Li-Min Zheng|2009|Angew.Chem.,Int.Ed.|48|3499|doi:10.1002/anie.200900838
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/cctj2yb
title: CCDC 760242: Experimental Crystal Structure Determination

description: Related Article: L.E.Seijas, A.J.Mora, G.E.Delgado, F.Lopez-Carrasquero, M.E.Baez, M.Brunelli, A.N.Fitch|2009|Acta Crystallogr.,Sect.B:Struct.Sci.|65|724|doi:10.1107/S0108768109036386
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/ccsqvkw
title: CCDC 736949: Experimental Crystal Structure Determination

description: Related Article: J.L.Manson, J.A.Schlueter, K.A.Funk, H.I.Southerland, B.Twamley, T.Lancaster, S.J.Blundell, P.J.Baker, F.L.Pratt, J.Singleton, R.D.McDonald, P.A.Goddard, P.Sengupta, C.D.Batista, Letian Ding, Changhoon Lee, Myung-Hwan Whangbo, I.Franke, S.Cox, C.Baines, D.Trial|2009|J.Am.Chem.Soc.|131|6733|doi:10.1021/ja808761d
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.