cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17863/cam.107283
title: Research data supporting "Societal views on using risk-based innovations to inform cancer screening and referral policies: findings from three community juries"

description: The Ribbons Community Juries aimed to explore the views of the public, at a societal level, of using a variety of innovations to identify people’s risk of cancer and using this to prioritise them for screening or diagnostic tests. We conducted three online and in-person community juries with 7-9 participants in each. After an introduction to the study, participants watched pre-recorded presentations that detailed the key clinical, ethical and regulatory concepts for future risk-based innovations (using six exemplars). Each was followed by questions and answers. We then conducted focus groups to encourage participants to consider and share their views as the group (facilitated discussion 1), then left the participants to seek an agreement on the research questions (unfacilitated deliberation). Once the participants were ready, they shared their verdicts (feedback session). Finally, the participants considered barriers and facilitators to acceptability in a final focus group (facilitated discussion 2). The dataset is the anonymised transcripts from the community juries (question and answer session, facilitated discussion 1, unfacilitated deliberation, feedback session and facilitated discussion 2). Consent was given by the participants to share anonymised data with other responsible researchers. As consent was not given by participants to share publicly it is not possible to add the data to the repository. Instead, the data are stored within the Primary Care Unit and researchers can request access by contacting PCU_DATA@medschl.cam.ac.uk or Dr Rebecca Dennison (rl423@medschl.cam.ac.uk). Applicants will be required to complete a Data Access Agreement that will indicate the criteria for data access and conditions for research use and will incorporate privacy and confidentiality standards to ensure data security. Study documents (protocol, participant information sheet, consent form, jury outline, topic guide, and questionnaires) are included with this record.
DOI: 10.5281/zenodo.15462538
title: Auxiliary dataset for study of 'High-Resolution Hydrological Data Assimilation using Future NGGM and MAGIC Satellite Gravity Products'

description: Terrestrial Water Storage (TWS) derived from the GRACE and GRACE-FO satellite gravity missions has been used in the past to improve the water storage representation of large-scale hydrological models through state-of-the-art sequential Data Assimilation (DA). These past experiments often used monthly gravity solutions to assess seasonal, interannual, and trend in global and regional TWS changes. Future gravity missions are designed to increase the temporal resolution of gravity solutions to 5 days, and enhance spatial resolution with smaller uncertainty than that of the GRACE-type gravity missions. These missions include NGGM of the Eurpean Space Agency (ESA), which is a single low-low satellite-to-satellite tracking (ll-SST) gravity mission in an inclined orbit, and MAGIC, which is a double ll-SST constellation that combines GRACE-C (planned to extend GRACE-FO by NASA/DLR) and ESA NGGM. Therefore, in this study, we will evaluate the added value of the NGGM and MAGIC missions in hydrological DA applications, especially in terms of spatio-temporal changes in the TWS, which is important to understand the role of their products in future operational hydrology-related monitoring and prediction systems. 

Our DA experiments are carried out using the daily 0.1-degree resolution W3RA water balance model, forced by the ERA5 climate input, during floods in the Brahmaputra and Danube River basins. As observations, 5-day GRACE-C, NGGM, and MAGIC TWS estimates are used within the DA. In this manner, we established a novel and efficient double-loop simulation/evaluation framework to perform 180 sets of candidate DA scenarios. All the synthetic data used in this study, as well as the output of this study, have been collected together and shared here.

Specifically, this includes



(1) shape files of Danube and Brahmaputra river basins, which have been partitioned into several smaller sub basins using five DA unit cell options;

(2) synthetic 5-day global gravity products in terms of 0.5$^{\circ}$ gridded EWH for GRACE-C, NGGM, and MAGIC from 1995-2006, which has been filtered using six filtering options;

(3) synthetic 5-day global gravity products of the truth from 1995-2006, in terms of 0.5$^{\circ}$ gridded TWS;

(4) open-loop model simulations of TWS for 2003-2006 at a resolution of 1-day and 0.1$^\circ$;

(5) 180 sets of DA results from 2003-2006 at a resolution of 1-day and 0.1$^\circ$;

(6) evaluation results of the 180 sets of experiments in terms of KGE and NSE at a resolution of 0.5$^\circ$;

(7) regional mask files in terms of 0.1$^\circ$ and 0.5$^\circ$. All the figures demonstrated in the paper can be reproduced with the data provided.


A majority of the data is formated with HDF5, which has a self-description built in for the conveniece of users.
DOI: 10.5281/zenodo.15462539
title: Auxiliary dataset for study of 'High-Resolution Hydrological Data Assimilation using Future NGGM and MAGIC Satellite Gravity Products'

description: Terrestrial Water Storage (TWS) derived from the GRACE and GRACE-FO satellite gravity missions has been used in the past to improve the water storage representation of large-scale hydrological models through state-of-the-art sequential Data Assimilation (DA). These past experiments often used monthly gravity solutions to assess seasonal, interannual, and trend in global and regional TWS changes. Future gravity missions are designed to increase the temporal resolution of gravity solutions to 5 days, and enhance spatial resolution with smaller uncertainty than that of the GRACE-type gravity missions. These missions include NGGM of the Eurpean Space Agency (ESA), which is a single low-low satellite-to-satellite tracking (ll-SST) gravity mission in an inclined orbit, and MAGIC, which is a double ll-SST constellation that combines GRACE-C (planned to extend GRACE-FO by NASA/DLR) and ESA NGGM. Therefore, in this study, we will evaluate the added value of the NGGM and MAGIC missions in hydrological DA applications, especially in terms of spatio-temporal changes in the TWS, which is important to understand the role of their products in future operational hydrology-related monitoring and prediction systems. 

Our DA experiments are carried out using the daily 0.1-degree resolution W3RA water balance model, forced by the ERA5 climate input, during floods in the Brahmaputra and Danube River basins. As observations, 5-day GRACE-C, NGGM, and MAGIC TWS estimates are used within the DA. In this manner, we established a novel and efficient double-loop simulation/evaluation framework to perform 180 sets of candidate DA scenarios. All the synthetic data used in this study, as well as the output of this study, have been collected together and shared here.

Specifically, this includes



(1) shape files of Danube and Brahmaputra river basins, which have been partitioned into several smaller sub basins using five DA unit cell options;

(2) synthetic 5-day global gravity products in terms of 0.5$^{\circ}$ gridded EWH for GRACE-C, NGGM, and MAGIC from 1995-2006, which has been filtered using six filtering options;

(3) synthetic 5-day global gravity products of the truth from 1995-2006, in terms of 0.5$^{\circ}$ gridded TWS;

(4) open-loop model simulations of TWS for 2003-2006 at a resolution of 1-day and 0.1$^\circ$;

(5) 180 sets of DA results from 2003-2006 at a resolution of 1-day and 0.1$^\circ$;

(6) evaluation results of the 180 sets of experiments in terms of KGE and NSE at a resolution of 0.5$^\circ$;

(7) regional mask files in terms of 0.1$^\circ$ and 0.5$^\circ$. All the figures demonstrated in the paper can be reproduced with the data provided.


A majority of the data is formated with HDF5, which has a self-description built in for the conveniece of users.
DOI: 10.15468/dl.98hhce
title: Occurrence Download

description: A dataset listing the 1997 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((35.26551 -3.52713,35.91539 -3.52713,35.91539 -3.05729,35.26551 -3.05729,35.26551 -3.52713))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset's 1997 records were derived from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006832-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtxex9
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Dryopteris guanchica Gibby & Jermy",
 "Year 1975-2025"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006846-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhw98e
title: Occurrence Download

description: A dataset containing 12734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Spodoptera frugiperda J.E.Smith, 1797"
 ]
}

 The dataset includes 12734 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006847-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnbhkf
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.79795 36.1986,-6.54764 36.1986,-6.54764 42.37808,-9.79795 42.37808,-9.79795 36.1986))",
 "OccurrenceStatus is Present",
 "TaxonKey is Anchusa puechii Valdés",
 "Year 1975-2025"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006848-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtkdvf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Taxon occurrence data for the FungalRoot database",
 "TaxonKey is one of (Magnolia baillonii var. bailingia Sima & H.Jiang, Magnolia baillonii Pierre)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006850-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gsae5
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.61618 36.10356,-6.11152 36.10356,-6.11152 42.49253,-9.61618 42.49253,-9.61618 36.10356))",
 "OccurrenceStatus is Present",
 "TaxonKey is Andryala ragusina L.",
 "Year 1975-2025"
 ]
}

 The dataset includes 16 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006849-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15433413
title: Ranking And Retrieval Dataset
DOI: 10.5281/zenodo.15433414
title: Ranking And Retrieval Dataset
DOI: 10.5281/zenodo.10033150
title: CLDF dataset derived from Mamta's "South Asian Numerals Database" from 2024

description: Cite the source of the dataset as:




Mamta, K. (2024): South Asian Numerals Database (SAND). Leipzig: Max Planck Institute for Evolutionary Anthropology.
DOI: 10.5281/zenodo.10033151
title: CLDF dataset derived from Mamta's "South Asian Numerals Database" from 2023

description: Cite the source of the dataset as:




Mamta, K. (2023): South Asian Numerals Database (SAND). Leipzig: Max Planck Institute for Evolutionary Anthropology.
DOI: 10.5281/zenodo.15463198
title: CLDF dataset derived from Mamta's "South Asian Numerals Database" from 2024

description: Cite the source of the dataset as:




Mamta, K. (2024): South Asian Numerals Database (SAND). Leipzig: Max Planck Institute for Evolutionary Anthropology.
DOI: 10.15468/dl.65jwb4
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.89445 36.68027,-6.14746 36.68027,-6.14746 42.0993,-9.89445 42.0993,-9.89445 36.68027))",
 "OccurrenceStatus is Present",
 "TaxonKey is Angelica pachycarpa Lange",
 "Year 1975-2025"
 ]
}

 The dataset includes 18 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006852-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7msvm
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asio capensis capensis"
 ]
}

 The dataset includes 186 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006853-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aeenmz
title: Occurrence Download

description: A dataset containing 817 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Didelphis marsupialis Linnaeus, 1758"
 ]
}

 The dataset includes 817 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006855-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xupbv
title: Occurrence Download

description: A dataset containing 727 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bacillus anthracis Cohn, 1872"
 ]
}

 The dataset includes 727 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006856-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tee7bb
title: Occurrence Download

description: A dataset containing 1089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((59.64946 19.63257,136.34005 19.63257,136.34005 61.28685,59.64946 61.28685,59.62447 27.44964,59.64946 19.63257))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ephedra lomatolepis Schrenk, Ephedra sinica Stapf, Ephedra przewalskii Stapf, Haloxylon Bunge)",
 "Year 1980-2025"
 ]
}

 The dataset includes 1089 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006857-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfy522
title: Occurrence Download

description: A dataset containing 83587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Mirabilis L."
 ]
}

 The dataset includes 83587 records from 722 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006844-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15131667
title: Antimicrobial Resistance Project - Assemblies & Antibiograms
DOI: 10.5281/zenodo.15131668
title: Antimicrobial Resistance Project - Assemblies & Antibiograms
DOI: 10.34740/kaggle/dsv/11870052
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.f98avc
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.80259 36.28211,-6.12685 36.28211,-6.12685 42.26731,-9.80259 42.26731,-9.80259 36.28211))",
 "OccurrenceStatus is Present",
 "TaxonKey is Anthemis canescens Brot.",
 "Year 1975-2025"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006858-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwu57a
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "Geometry POLYGON((108.97676 -5.87045,110.20407 -5.87045,118.11337 -3.41584,118.95259 5.27732,108.83582 2.75035,108.27693 -2.24593,108.70403 -3.82494,108.97676 -5.87045))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Shorea leprosula Miq.",
 "Year 2000-2024"
 ]
}

 The dataset includes 32 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006859-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y44r7x
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.79019 36.33078,-6.09598 36.33078,-6.09598 42.49477,-9.79019 42.49477,-9.79019 36.33078))",
 "OccurrenceStatus is Present",
 "TaxonKey is Antirrhinum rothmaleri (P.Silva) Amich",
 "Year 1975-2025"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006860-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfaa4s
title: Occurrence Download

description: A dataset containing 426 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinguicula calyptrata"
 ]
}

 The dataset includes 426 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038903-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgg9ex
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea solstitialis",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038905-250811113504898/datasets/export for details.
DOI: 10.15468/dl.rsc9yh
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea solstitialis",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 101 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038906-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16935712
title: A Chlorophyll halo over Maud Rise in the Southern Ocean Dataset (Supplementary material)
DOI: 10.5281/zenodo.16935713
title: A Chlorophyll halo over Maud Rise in the Southern Ocean Dataset (Supplementary material)
DOI: 10.15468/dl.br5feb
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea solstitialis",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038907-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x964j5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daphnia ambigua",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038908-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbqgqr
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daphnia ambigua",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038909-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9bswb
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daphnia ambigua",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038910-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jr6su
title: Occurrence Download

description: A dataset containing 4290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chamaecrista absus"
 ]
}

 The dataset includes 4290 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038911-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r37urw
title: Occurrence Download

description: A dataset containing 694 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinguicula crystallina"
 ]
}

 The dataset includes 694 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038912-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12851796
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.15468/dl.r94ymx
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea solstitialis",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 75 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038913-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.