cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jncc9f
title: Occurrence Download

description: A dataset containing 19528 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 Aedes albopictus (Skuse, 1894)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2010"
 ]
}

 The dataset includes 19528 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067000-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cdju5
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melochia splendens A.St.-Hil. & Naudin"
 ]
}

 The dataset includes 140 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067003-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60707/ayz2-bz13
title: 73001,1048A
DOI: 10.15468/dl.se2cn4
title: Occurrence Download

description: A dataset containing 3326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.72044 42.4142,-0.92254 42.4142,-0.92254 43.31206,-1.72044 43.31206,-1.72044 42.4142))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fagus sylvatica L."
 ]
}

 The dataset includes 3326 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067002-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60707/md0f-t684
title: 73001,1048B
DOI: 10.15468/dl.7wdrre
title: Occurrence Download

description: A dataset containing 1974 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypsugo savii (Bonaparte, 1837)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 1974 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067004-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60707/jb4g-fm12
title: 73001,1048C
DOI: 10.60707/wp5s-dq11
title: 73001,1052B
DOI: 10.60707/6hyq-vb44
title: 73001,1056A
DOI: 10.15468/dl.f2byqu
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinolophus mehelyi Matschie, 1901",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067006-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60707/dhcp-nx89
title: 73001,1060A
DOI: 10.15468/dl.d9gpth
title: Occurrence Download

description: A dataset containing 1249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Hymenochirus Boulenger, 1896"
 ]
}

 The dataset includes 1249 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000417-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmf8hv
title: Occurrence Download

description: A dataset containing 1094 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "DatasetKey is Natural History Museum Rotterdam - Specimens",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "MediaType is Image",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 1094 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0419519-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5c2f87
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Ohio State Acarology Laboratory (OSAL), Ohio State University, iNaturalist Research-grade Observations, Lund University Biological Museum - Zoological collections (MZLU), IZIKO South Africa Museum Collection (1800-2013))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hyalomma marginatum C.L.Koch, 1844"
 ]
}

 The dataset includes 191 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024419-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdumrn
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Leptobarbus hoevenii (Bleeker, 1851)",
 "Year 2000-2024"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024420-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fbnf7
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Luciocephalus pulcher (Gray, 1830)",
 "Year 2000-2024"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024422-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dh5y9j
title: Occurrence Download

description: A dataset containing 1064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corymbia ficifolia (F.Muell.) K.D.Hill & L.A.S.Johnson"
 ]
}

 The dataset includes 1064 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024423-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9smerq
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Neolissochilus soroides (Duncker, 1904)",
 "Year 2000-2024"
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024426-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqmzts
title: Occurrence Download

description: A dataset containing 16209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corymbia gummifera (Gaertn.) K.D.Hill & L.A.S.Johnson"
 ]
}

 The dataset includes 16209 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024425-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pyr2u
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Neolissochilus stracheyi (Day, 1871)",
 "Year 2000-2024"
 ]
}

 The dataset includes 34 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024428-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60763/africarxiv/1376
title: Understanding the Interplay Among Vulnerabilities, Livelihoods, and Institutional Dynamics in the Context of COVID-19: A Case Study of Selected Rural Communities in South Africa

description: Technical report
description: About the report While our academic outputs cater for scholarly audiences, offering intricate analyses and methodological deliberations, this technical report considers a different path. Recognising the vast spectrum of stakeholders; from policy makers to practitioners - whose decisions and actions are pivotal in shaping the future of rural communities, we’ve crafted this report to be accessible, clear, and action-oriented. ♣ Simplicity: Away from the academic jargon and complex terminologies, this report communicates in a plain language, ensuring that findings are clear despite the academic level. ♣ Visuals: To further enhance the report’s accessibility, we’ve incorporated a range of visuals – charts, graphs, and illustrative diagrams – to aid the understanding, and also offer a quick snapshot of key findings and recommendations. ♣ Utility: At its core, the report aims to be a tool for decision-makers, offering them grounded insights and actionable recommendations. By shedding light on the interplay of vulnerabilities, livelihoods, and institutional dynamics in the context of COVID-19 in rural settings, we hope to inform strategies that can more effectively address similar challenges in future. In addition, the qualitative data from this study was analysed using content analysis. The content analysis was carried out thematically by coding the bunch of text obtained from the field and creating themes as coding, thematic classification of coded texts, and integrating, refining and writing-up theoretical outcomes. NVIVO version 12 was used to code and develop themes from the data with thorough probing into the socio-economic implication of the pandemic on our unit of analysis. Specifically, well-defined explanatory mix, spread across various pre-existing resource endowment of individuals in the sustainable livelihood framework were used to analyse the socio-economic vulnerability of people using consumption and income effect of the pandemic. In conclusion, this technical report stands as a bridge between rigorous research and actionable insights. In synthesising our findings in a user-friendly format, we aspire to arm policymakers and practitioners with the knowledge and understanding required to devise robust, informed strategies. Strategies that can pave the way for more resilient rural communities, better equipped to face the multifaceted challenges of disasters and pandemics. The report is divided into two sections, presenting qualitative and quantitative data.
DOI: 10.15468/dl.n4ng27
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-180 60, -180 90, 180 90, 180 60, -180 60))",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 58 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024421-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11526344
title: Structural models associated with computational study of PolB2 and Pol V mutasomes

description: This data set contains several collections of 3D models of protein complexes predicted using AlphaFold-Multimer or AlphaFold3. Detailed information regarding the composition of protein complexes and the confidence scores of models is available in the Model_data.xls file.
DOI: 10.5281/zenodo.11526345
title: Structural models associated with computational study of PolB2 and Pol V mutasomes

description: This data set contains several collections of 3D models of protein complexes predicted using AlphaFold-Multimer. Detailed information regarding the composition of protein complexes and the quality of models is available in the Model_composition_and_quality_data.xls file.
DOI: 10.5281/zenodo.12715664
title: Structural models associated with computational study of PolB2 and Pol V mutasomes

description: This data set contains several collections of 3D models of protein complexes predicted using AlphaFold-Multimer or AlphaFold3. Detailed information regarding the composition of protein complexes and the confidence scores of models is available in the Model_data.xls file.
DOI: 10.15468/dl.tcyjxg
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ompok bimaculatus (Bloch, 1794)",
 "Year 2000-2024"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024429-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xyu9nb
title: Occurrence Download

description: A dataset containing 254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1019.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Picea orientalis (L.) Link"
 ]
}

 The dataset includes 254 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024431-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2s8qpv
title: Occurrence Download

description: A dataset containing 1511331 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((20.34703 50.26328,19.42556 50.44463,18.35705 50.78773,17.72966 50.64069,18.02865 50.20446,18.83739 49.75353,20.13136 49.74863,20.34703 50.26328))"
 ]
}

 The dataset includes 1511331 records from 349 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024427-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17894/ucph.1999212a-ee8f-41aa-bc47-02e2646564f4
title: Major European Wetland Types at 10-meter resolution

description: ### Dataset Metadata Description

Dataset Title: Major European Wetland Types at 10-meter resolution

Summary: 
In 2018, we utilized 10-meter resolution satellite data and machine learning to map six wetland types across Europe, achieving a 94±0.5% accuracy. The dataset includes optical data from Sentinel-2 MSI and SAR imagery from Sentinel-1, processed via Google Earth Engine. We employed the CORINE Land Cover (CLC) dataset covering 38 European countries. For a pixel-based classification, we used the XGBoost model, which effectively handles multi-class problems and noisy labels. Evaluation on 10,075 samples showed an accuracy of 94±0.5%, with a mean precision of 85% and recall of 88%. Precision ranged from 67% (inland marshes) to 96% (salines), and recall from 75% (moors & heathland) to 87% (inland marshes). F1 scores ranged from 73% to 95%.

Data Sources:
- Optical Data: Sentinel-2 MSI, Level-1C TOA reflectance, 10-meter resolution.
- SAR Imagery: Sentinel-1, 10-meter resolution.
- Land Cover Data: CORINE Land Cover (CLC) dataset, covering 38 European countries.

Ancillary Data:

- Land surface temperature from MOD11A1 V6.1 product, 1-kilometer resolution, 2000-2020.
- Total precipitation data from ERA5, 27-kilometer resolution, 2000-2020.
- Digital Elevation Model (EU-DEM 1.1), 25-meter resolution and derivatives.
- Proximity layer to significant soil types and parent materials from the European Soil Database v2.0, including dystric histosols organic parent materials from Level-3 FAO Soil Classification.
- Spatial information on terrestrial biomes from the RESOLVE Ecoregions dataset.

Machine Learning Model: XGBoost, optimized for multi-class classification and robust to noisy labels.

Performance Metrics:
- Model Accuracy: 94±0.5%
- Mean Precision: 85%
- Mean Recall: 88%
- Precision Range: 67% (inland marshes) to 96% (salines)
- Recall Range: 75% (moors & heathland) to 87% (inland marshes)
- F1-Score Range: 73% (moors & heathland) to 95% (salines)
DOI: 10.15468/dl.pxzhu5
title: Occurrence Download

description: A dataset containing 1442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((124.76733 -40.48528,167.23267 -40.48528,167.23267 -23.51472,124.76733 -23.51472,124.76733 -40.48528))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corymbia henryi (S.T.Blake) K.D.Hill & L.A.S.Johnson"
 ]
}

 The dataset includes 1442 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024432-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d386ux
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((8.03541 49.16883,8.05267 49.16722,8.05073 49.16883,8.05073 49.17579,8.03541 49.17579,8.03541 49.16883))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 64 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024433-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89nytq
title: Occurrence Download

description: A dataset containing 2132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Morus L."
 ]
}

 The dataset includes 2132 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024434-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5q4qt
title: Occurrence Download

description: A dataset containing 1890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Xanthorrhoea preissii Endl."
 ]
}

 The dataset includes 1890 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024435-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qagcg
title: Occurrence Download

description: A dataset containing 36285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.08953 41.06131,-1.49237 41.06131,-1.49237 43.9018,-7.08953 43.9018,-7.08953 41.06131))",
 "HasGeospatialIssue is false",
 "TaxonKey is Erica L."
 ]
}

 The dataset includes 36285 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024436-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nsw54y
title: Occurrence Download

description: A dataset containing 56997 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((18.03321 50.32917,18.27061 50.32917,18.27061 50.51106,18.03321 50.51106,18.03321 50.32917))"
 ]
}

 The dataset includes 56997 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024437-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13120/d856e440-eee1-4219-846f-4b034dd37a91
title: Black Sea - Contaminants aggregated datasets 1974/2023 v2024
title: Black_Sea_Contaminants_aggregated_datasets_1974/2023_v2024

description: EMODnet Chemistry aims to provide access to marine chemistry datasets and derived data products concerning eutrophication, acidity and contaminants. The importance of the selected substances and other parameters relates to the Marine Strategy Framework Directive (MSFD). This aggregated dataset contains all unrestricted EMODnet Chemistry data on potential hazardous substances, despite the fact that some data might not be related to pollution (e.g. collected by deep corer). Temperature, salinity and additional parameters are included when available. It covers the Black Sea. Data were harmonised and validated by the ‘National Institute for Marine Research and Development "Grigore Antipa" in Romania. 
The dataset contains water, sediment and biota profiles. The temporal coverage is 1974–2021 for water measurements, 1990–2023 for sediment measurements and 2008–2019 for biota measurements.
Regional datasets concerning contaminants are automatically harvested and the resulting collections are harmonised and validated using ODV Software and following a common methodology for all sea regions ( https://doi.org/10.6092/8b52e8d7-dc92-4305-9337-7634a5cae3f4). Parameter names are based on P01 vocabulary, which relates to BODC Parameter Usage Vocabulary and is available at: https://vocab.nerc.ac.uk/search_nvs/P01/.
The harmonised dataset can be downloaded as as an ODV spreadsheet, which is composed of a metadata header followed by tab separated values. This spreadsheet can be imported into ODV Software for visualisation (more information can be found at: https://www.seadatanet.org/Software/ODV). In addition, the same dataset is offered also as a txt file in a long/vertical format, in which each P01 measurement is a record line. Additionally, there are a series of columns that split P01 terms into subcomponents (substance, CAS number, matrix...).This transposed format is more adapted to worksheet applications (e.g. LibreOffice Calc).
DOI: 10.15468/dl.n43edk
title: Occurrence Download

description: A dataset containing 12787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corymbia maculata (Hook.) K.D.Hill & L.A.S.Johnson"
 ]
}

 The dataset includes 12787 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024438-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.