cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.d9lxbo
title: Occurrence Download

description: A dataset containing 35108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Liolaemidae"
 ]
}

 The dataset includes 35108 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002398-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yuya4x
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Shorea javanica Koord. & Valeton"
 ]
}

 The dataset includes 104 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045825-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b955hy
title: Occurrence Download

description: A dataset containing 265895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2023-08-09",
 "EventDate is less than or equal to 2023-09-08",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 265895 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005628-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.opvqbu
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cephalaria kesruanica Mouterde"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013003-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3scccn
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "Geometry POLYGON((-124.44645 -23.79899,-25.55355 -23.79899,-25.55355 15.79899,-124.44645 15.79899,-124.44645 -23.79899))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anatherostipa hans-meyeri (Pilg.) Peñail."
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045381-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgpeye
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Puma concolor (Linnaeus, 1771)"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0342944-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdequt
title: Occurrence Download

description: A dataset containing 410 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia cardiophylla A.Cunn. ex Benth."
 ]
}

 The dataset includes 410 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004873-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2ny6w
title: Occurrence Download

description: A dataset containing 427604 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Gabon"
 ]
}

 The dataset includes 427604 records from 553 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058832-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eu7hru
title: Occurrence Download

description: A dataset containing 644 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abolboda grandis Griseb."
 ]
}

 The dataset includes 644 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004891-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhncsx
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carabus hungaricus Fabricius, 1792"
 ]
}

 The dataset includes 106 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054019-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vacqc
title: Occurrence Download

description: A dataset containing 924 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thelypteris dentata (Forssk.) E.P.St.John",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 924 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002399-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74j9s9
title: Occurrence Download

description: A dataset containing 554 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Babiana fragrans (Jacq.) Steud."
 ]
}

 The dataset includes 554 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033577-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8t3vv9
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Oncorhynchus tshawytscha (Walbaum, 1792))"
 ]
}

 The dataset's 7 records were derived from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054018-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3v7jhz
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptestheria compleximanus Packard, 1877",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002399-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4wkraz
title: Occurrence Download

description: A dataset containing 1676 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parascylliidae"
 ]
}

 The dataset includes 1676 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058808-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffegg4
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Eichhornia crassipes (Mart.) Solms"
 ]
}

 The dataset includes 495 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055535-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgodfg
title: Occurrence Download

description: A dataset containing 7343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psammodromus algirus (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7343 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002399-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.keqny6
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ptychotrygonidae"
 ]
}

 The dataset includes 26 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058838-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tv75vh
title: Occurrence Download

description: A dataset containing 466 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.01930765921974",
 "DecimalLongitude is less than 6.02236721240413",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 466 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027746-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tm4bql
title: Occurrence Download

description: A dataset containing 448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calidris pusilla (Linnaeus, 1766)",
 "Country is Colombia"
 ]
}

 The dataset includes 448 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002399-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbkfzb
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pericallis cruenta (L'Hér.) Webb & Berthel.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027759-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uam679
title: Occurrence Download

description: A dataset containing 1504 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aedes cantans (Meigen, 1818)"
 ]
}

 The dataset includes 1504 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058829-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmkliw
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cycas multipinnata C.J.Chen & S.Y.Yang",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002399-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vk8hre
title: Occurrence Download

description: A dataset containing 1155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Lepidosaphes beckii Hall, 1922",
 "TaxonKey is Lepidosaphes beckii Fernald, 1903",
 "TaxonKey is Lepidosaphes beckii (Newman, 1869)"
 ]
 }
 ]
}

 The dataset includes 1155 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058841-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfit1g
title: Occurrence Download

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lonicera ×bella Zabel"
 ]
}

 The dataset includes 331 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002399-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxf76b
title: Occurrence Download

description: A dataset containing 308 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-162.163 58.62166, -162 58.62166, -162 58.68076, -162.163 58.68076, -162.163 58.62166))"
 ]
}

 The dataset includes 308 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036771-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gn2zhe
title: Occurrence Download

description: A dataset containing 99255 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cervus elaphus Linnaeus, 1758"
 ]
}

 The dataset includes 99255 records from 332 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021959-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5tsj4x
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpinia carolinensis Koidz."
 ]
}

 The dataset includes 73 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027773-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2jj7g
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anacheilium bueraremense Campacci"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002399-150912100344238/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ncz6vv
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Otala lactea lactea"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021953-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4m3tvq
title: Occurrence Download

description: A dataset containing 9451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "GadmGid is BRA.6_1",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 9451 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005631-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhum3p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perca fluviatilis Linnaeus, 1758",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024449-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15479411
title: Harmonised dataset of research grants from national and international funding agencies

description: 2025.06.06 Update

We have updated our integrated research projects dataset, now containing nearly 1.9 million records sourced from nine national and international funding agencies. For ease of use, the dataset is split into five CSV files:



Projects with start dates before 2010 (309,255 projects)

Projects between 2010 and 2015 (518,385 projects)

Projects between 2016 and 2020 (511,419 projects)

Projects from 2021 onwards (332,396 projects)

Projects with unknown start dates (218,916 projects)


Data sources include:



NIH RePORTER: >1.2 million projects from 2010

National Science Foundation (US): >188,000 projects from 2010

UKRI Gateway to Research: >160,000 (full dataset)

Europe PMC: >94,000 projects (full dataset, deduplicated)

Swiss National Science Foundation: 62,000 (filtered for completeness)

Swedish Research Council: >60,000 (full dataset)

European Commission: >51,000 projects (Horizon 2020 & Horizon Europe)

NIHR Funding and Awards: >37,000 (full dataset)

French National Agency for Research: >23,000 projects from 2010


______________________________________________________________

 

This Zenodo entry provides harmonised and integrated datasets of research grants and associated awardees, designed specifically for research funding analyses. It represents one of the most comprehensive openly accessible compilations of research project funding data, primarily covering UK and European sources with substantial international representation.

Data harmonisation included:



Standardised formats and nomenclature of metadata categories.

Handling of missing values and deduplication prioritising completeness (all entries missing both title and abstract were removed).

Consistent assignment of country information using the best available method per source.


Limitations:



Single-institution representation for multi-institutional EPMC grants.

Country assignments occasionally inferred from limited direct data.

Original currencies retained without conversion.

Variable availability of organisational/researcher identifiers.

Current focus on agencies from the Global North.


Reproducibility and transparency:

Included is a Google Colab notebook containing processing code, methodologies, and documented limitations to ensure reproducibility and transparency.

Future development plans:



Incorporation of additional national and international funding sources.

Collaboration with charity partners for charity-specific funding data.

Linking with resources such as the Research Organization Registry (ROR) and CrossRef.

Conducting regular "live analyses" with advanced methods (e.g., topic modelling).


______________________________________________________________

 

Citation guidance:

If you use this dataset, please cite:

Gómez Magenti, J. (2025). Harmonised datasets of research project grants from UK and European funders [Data set]. Zenodo. https://doi.org/10.5281/zenodo.15606836
DOI: 10.5281/zenodo.15606836
title: Harmonised dataset of research grants from national and international funding agencies

description: 2025.06.06 Update

We have updated our integrated research projects dataset, now containing nearly 1.9 million records sourced from nine national and international funding agencies. For ease of use, the dataset is split into five CSV files:



Projects with start dates before 2010 (309,255 projects)

Projects between 2010 and 2015 (518,385 projects)

Projects between 2016 and 2020 (511,419 projects)

Projects from 2021 onwards (332,396 projects)

Projects with unknown start dates (218,916 projects)


Data sources include:



NIH RePORTER: >1.2 million projects from 2010

National Science Foundation (US): >188,000 projects from 2010

UKRI Gateway to Research: >160,000 (full dataset)

Europe PMC: >94,000 projects (full dataset, deduplicated)

Swiss National Science Foundation: 62,000 (filtered for completeness)

Swedish Research Council: >60,000 (full dataset)

European Commission: >51,000 projects (Horizon 2020 & Horizon Europe)

NIHR Funding and Awards: >37,000 (full dataset)

French National Agency for Research: >23,000 projects from 2010


______________________________________________________________

 

This Zenodo entry provides harmonised and integrated datasets of research grants and associated awardees, designed specifically for research funding analyses. It represents one of the most comprehensive openly accessible compilations of research project funding data, primarily covering UK and European sources with substantial international representation.

Data harmonisation included:



Standardised formats and nomenclature of metadata categories.

Handling of missing values and deduplication prioritising completeness (all entries missing both title and abstract were removed).

Consistent assignment of country information using the best available method per source.


Limitations:



Single-institution representation for multi-institutional EPMC grants.

Country assignments occasionally inferred from limited direct data.

Original currencies retained without conversion.

Variable availability of organisational/researcher identifiers.

Current focus on agencies from the Global North.


Reproducibility and transparency:

Included is a Google Colab notebook containing processing code, methodologies, and documented limitations to ensure reproducibility and transparency.

Future development plans:



Incorporation of additional national and international funding sources.

Collaboration with charity partners for charity-specific funding data.

Linking with resources such as the Research Organization Registry (ROR) and CrossRef.

Conducting regular "live analyses" with advanced methods (e.g., topic modelling).


______________________________________________________________

 

Citation guidance:

If you use this dataset, please cite:

Gómez Magenti, J. (2025). Harmonised datasets of research project grants from UK and European funders [Data set]. Zenodo. https://doi.org/10.5281/zenodo.15606836
DOI: 10.7483/opendata.delphi.yhcb.rbzo
title: DELPHI simulation data xs_hzha03pyth6156habbtt_e206.5_m90_m116_ca0_1l_e1