cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15081946
title: Human-Annotated Topic Model Evaluation and Topic Resources for Comparative Analysis

description: This dataset contains the topics extracted from various topic modeling techniques (LDA, BERTopic, and TopClust) along with human evaluations assessing their coherence. The evaluation process involved expert annotators providing qualitative assessments of topic interpretability and coherence. The dataset is structured to facilitate further research on topic modeling evaluation, including correlations between human judgments and automated coherence metrics.

It includes:





The extracted topics from different models.




Human-annotated coherence scores.




Aggregated comparisons between models.
DOI: 10.5281/zenodo.17084698
title: Exploring the contribution of risk factors on major illness: a microsimulation study in England, 2023-2043 - summary data

description: This folder contains the derived data tables that underly the results presented in "Exploring the contribution of risk factors on major illness: a microsimulation study in England, 2023-2043" to be published in Nature Communications. 



Source code for the IMPACTncd_Engl version used for this paper is available here: https://zenodo.org/records/16314082 

The file "Understanding_model_outputs.rmd" briefly describes the file contents. 

This updated version contains a correction to the main BMI scenario: how the indirect effect of BMI through SBP and total cholesterol is calculated has been corrected. The change has very minimal impact on the results. No other scenarios are affected.
DOI: 10.5281/zenodo.16537510
title: Exploring the contribution of risk factors on major illness: a microsimulation study in England, 2023-2043 - summary data

description: This folder contains the derived data tables that underly the results presented in "Exploring the contribution of risk factors on major illness: a microsimulation study in England, 2023-2043" to be published in Nature Communications. 



Source code for the IMPACTncd_Engl version used for this paper is available here: https://zenodo.org/records/16314082 

The file "Understanding_model_outputs.rmd" briefly describes the file contents. 

This updated version contains a correction to the main BMI scenario: how the indirect effect of BMI through SBP and total cholesterol is calculated has been corrected. The change has very minimal impact on the results. No other scenarios are affected.
DOI: 10.15468/dl.ahgcz7
title: Occurrence Download

description: A dataset containing 33669 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cotula coronopifolia"
 ]
}

 The dataset includes 33669 records from 460 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045155-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mnqh4
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Metopograpsus oceanicus"
 ]
}

 The dataset includes 50 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045157-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hppjp
title: Occurrence Download

description: A dataset containing 47330 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cotoneaster integerrimus"
 ]
}

 The dataset includes 47330 records from 526 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045154-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykd7sy
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cinara cupressi (Buckton, 1881)"
 ]
}

 The dataset includes 74 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017877-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xd5yzd
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Amaranthus greggii S.Watson"
 ]
}

 The dataset includes 356 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007487-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mblxp4
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-61.70365 -27.48457,-34.29635 -27.48457,-34.29635 -16.51543,-61.70365 -16.51543,-61.70365 -27.48457))",
 "HasCoordinate is true",
 "TaxonKey is Aplastodiscus arildae (Cruz & Peixoto, 1987)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 46 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014233-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdcmii
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alphonsea ventricosa (Roxb.) Hook.f. & Thomson",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036093-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.00kx8l
title: Occurrence Download

description: A dataset containing 26467 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is University of Tennessee at Chattanooga Insect Collection"
 ]
}

 The dataset includes 26467 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031533-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qbys0r
title: Occurrence Download

description: A dataset containing 1909 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Goupia glabra Aubl."
 ]
}

 The dataset includes 1909 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014234-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.71mrwg
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Adesmia subterranea Clos",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036100-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2f75z4
title: Occurrence Download

description: A dataset containing 1991477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 396d5f30-dea9-11db-8ab4-b8a03c50a862",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1991477 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022348-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztadv6
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "TaxonKey is Leopardus wiedii (Schinz, 1821)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 87 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014234-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.davzln
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Country coordinate mismatch",
 "Issue is Recorded date invalid",
 "Issue is Continent invalid"
 ]
 },
 "Geometry POLYGON((106.48636 -6.94824,106.9725 -6.94824,106.9725 -6.49271,106.48636 -6.49271,106.48636 -6.94824))",
 "HasCoordinate is true",
 "TaxonKey is Megophrys montana Kuhl & Van Hasselt, 1822",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001937-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sntpn1
title: Occurrence Download

description: A dataset containing 4871 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myrciaria floribunda (West ex Willd.) O.Berg"
 ]
}

 The dataset includes 4871 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003903-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxksuq
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudoeurycea nigromaculata (Taylor, 1941)"
 ]
}

 The dataset includes 203 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014235-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ccfjj
title: Occurrence Download

description: A dataset containing 44795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-5.65247 36.04022,-5.38879 36.0935,-5.20203 36.39476,-4.70764 36.53612,-4.77356 37.50101,-5.27893 37.72728,-5.67444 37.62293,-5.98206 37.54458,-6.06995 37.22158,-6.44348 36.76529,-6.09192 36.20882,-5.65247 36.04022))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 44795 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017862-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4a56b
title: Occurrence Download

description: A dataset containing 2680896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia"
 ]
}

 The dataset includes 2680896 records from 1968 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016998-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-02.2737277/2343552
title: Data for EMSL Project 60209 from February 2023
DOI: 10.15468/dl.kuq4md
title: Occurrence Download

description: A dataset containing 244391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 244391 records from 1628 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133470-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ty8p45
title: Occurrence Download

description: A dataset containing 1758268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Living Specimen, Fossil, Specimen, Material citation, Material sample, Human Observation, Machine Observation, Observation)",
 "Continent is South America",
 "Country is Brazil",
 "StateProvince is Paraná"
 ]
}

 The dataset includes 1758268 records from 504 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022441-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/gg4v-33j3
title: Measurement of Sulphate_corrected at Abisko

description: Measurement of Sulphate_corrected at Abisko
DOI: 10.15468/dl.kyar17
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1980-2018",
 "TaxonKey is Musonycteris harrisoni Schaldach & McLaughlin, 1960"
 ]
}

 The dataset includes 25 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004248-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/gjwr-7d9g
title: Measurement of Sulphate_corrected at Abisko

description: Measurement of Sulphate_corrected at Abisko
DOI: 10.15468/dl.6t3k4b
title: Occurrence Download

description: A dataset containing 1316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Recurso hidrobiológico de los manglares de la Zona de Uso Sostenible de la Balsa (ZUSLB) y la Zona de Recuperación de Tinajones (ZRT)"
 ]
}

 The dataset includes 1316 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039285-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzfwfr
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viburnum sulcatum (Oerst.) Hemsl."
 ]
}

 The dataset includes 10 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032794-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tghnhi
title: Occurrence Download

description: A dataset containing 13592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyles gallii von Rottemburg, 1775",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13592 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004248-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvbdqm
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clarkia tembloriensis Vasek"
 ]
}

 The dataset includes 191 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139104-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.quxldy
title: Occurrence Download

description: A dataset containing 375 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is France",
 "Country is Switzerland",
 "Country is Italy",
 "Country is unknown or invalid"
 ]
 },
 "TaxonKey is Onosma pseudoarenaria Schur"
 ]
}

 The dataset includes 375 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032794-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snp9wm
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cycas segmentifida D.Yue Wang & C.Y.Deng",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006104-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2e7jzw
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clausospicula extensa Lazarides"
 ]
}

 The dataset includes 31 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139122-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8l8rfv
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meriania calyptrata (Naudin) Triana"
 ]
}

 The dataset includes 81 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027369-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zf5ttx
title: Occurrence Download

description: A dataset containing 14251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tyrannus melancholicus Vieillot, 1819",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14251 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004249-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5587kn
title: Occurrence Download

description: A dataset containing 1254 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalaria laburnifolia L."
 ]
}

 The dataset includes 1254 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139123-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lpquny
title: Occurrence Download

description: A dataset containing 28575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1992-2019",
 "HasCoordinate is true",
 "TaxonKey is Rubus chamaemorus L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28575 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027374-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ouds9p
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eudromias morinellus (Linnaeus, 1758)"
 ]
}

 The dataset includes 224 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004249-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pn4ftd
title: Occurrence Download

description: A dataset containing 48414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is BRA",
 "TaxonKey is Forpus xanthopterygius (Spix, 1824)"
 ]
}

 The dataset includes 48414 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047678-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mk5sx0
title: Occurrence Download

description: A dataset containing 313383 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "Continent is Oceania",
 "Year 1950-2019",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 313383 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027366-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwhaup
title: Occurrence Download

description: A dataset containing 967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pentaclethra Benth.",
 "HasCoordinate is true",
 {
 "or" : [
 "HasGeospatialIssue is false",
 "HasGeospatialIssue is true"
 ]
 }
 ]
}

 The dataset includes 967 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004249-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqaecg
title: Occurrence Download

description: A dataset containing 3232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is French Guiana",
 "TaxonKey is Bryophyta"
 ]
}

 The dataset includes 3232 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039316-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lkqhfp
title: Occurrence Download

description: A dataset containing 9626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tribulus terrestris L.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 9626 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009561-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zxkuu
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Manfreda scabra (Ortega) McVaugh"
 ]
}

 The dataset includes 278 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004249-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5w5uac
title: Occurrence Download

description: A dataset containing 3611 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viminaria juncea (Schrad.) Hoffmanns."
 ]
}

 The dataset includes 3611 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032414-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.