cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xpvcd3
title: Occurrence Download

description: A dataset containing 25552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((89.84738 31.99761,95.84738 17.33298,107.84738 20.17336,112.04738 34.01014,105.44738 40.67994,92.84738 39.30095,89.84738 31.99761))",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (CR, EN, VU)",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 25552 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022744-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jse4m
title: Occurrence Download

description: A dataset containing 688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-123.46794 48.43054,-123.46767 48.4306,-123.46719 48.43052,-123.46633 48.43074,-123.46578 48.43093,-123.46551 48.43121,-123.46517 48.43141,-123.46499 48.43181,-123.46425 48.43204,-123.46347 48.43189,-123.46313 48.432,-123.4625 48.43216,-123.46216 48.43215,-123.46164 48.43212,-123.46125 48.43255,-123.46076 48.43325,-123.46023 48.43405,-123.46054 48.4342,-123.46102 48.43411,-123.46166 48.43417,-123.46253 48.43416,-123.46292 48.43425,-123.46331 48.43441,-123.46351 48.43458,-123.46405 48.43463,-123.46502 48.43535,-123.46744 48.43636,-123.46971 48.43737,-123.47002 48.43797,-123.47048 48.43896,-123.47086 48.43896,-123.47102 48.4389,-123.47097 48.43871,-123.47213 48.43875,-123.47213 48.43893,-123.47323 48.4391,-123.47291 48.43877,-123.47259 48.4386,-123.4723 48.43844,-123.47196 48.43841,-123.47138 48.43828,-123.47126 48.43819,-123.4713 48.43791,-123.47155 48.43769,-123.47204 48.43734,-123.47233 48.43699,-123.47239 48.43684,-123.4723 48.43657,-123.47205 48.43612,-123.47172 48.43583,-123.47155 48.43565,-123.47127 48.43553,-123.47099 48.43527,-123.47075 48.43517,-123.47062 48.43492,-123.47052 48.43461,-123.47049 48.43442,-123.47051 48.43423,-123.47039 48.43408,-123.47019 48.43397,-123.4701 48.43393,-123.46998 48.43373,-123.46975 48.43336,-123.46967 48.43301,-123.46952 48.43278,-123.46937 48.43257,-123.46917 48.43236,-123.46896 48.43221,-123.46875 48.432,-123.46861 48.4319,-123.46828 48.43176,-123.46807 48.43167,-123.46791 48.43147,-123.4678 48.43135,-123.46778 48.43126,-123.46782 48.43121,-123.46774 48.43114,-123.46789 48.43106,-123.46791 48.43095,-123.46789 48.43089,-123.46804 48.43075,-123.46802 48.43065,-123.46794 48.43054))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 688 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025339-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfnmnk
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vidalasia fusca (Craib) Tirveng."
 ]
}

 The dataset includes 15 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017297-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hza9mz
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex ecuadorensis (G.A.Wheeler & Goetgh.) J.R.Starr"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025361-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ms7by8
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plethodon welleri Walker, 1931",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 2000",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 65 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025365-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4dnv3c
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex plurinervata J.R.Starr"
 ]
}

 The dataset includes 19 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025336-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqpqkq
title: Occurrence Download

description: A dataset containing 276 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex subviridis K.A.Ford"
 ]
}

 The dataset includes 276 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025350-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zg2z63
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pleione yunnanensis (Rolfe) Rolfe"
 ]
}

 The dataset includes 82 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001077-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zy8692
title: Occurrence Download

description: A dataset containing 642 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Strix aluco Linnaeus, 1758",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 642 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023229-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3p92yf
title: Occurrence Download

description: A dataset containing 3985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Continent derived from country, Continent derived from coordinates, Occurrence status inferred from individual count, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Different owner institution)",
 "TaxonKey is Pithecellobium dulce (Roxb.) Benth."
 ]
}

 The dataset includes 3985 records from 273 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025347-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7g7dvd
title: Occurrence Download

description: A dataset containing 784 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-64.00840 -31.31981,95.00840 -31.31981,95.00840 32.31981,-64.00840 32.31981,-64.00840 -31.31981))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Prosopis africana (Guill. & Perr.) Taub.",
 "Year 2019-2021"
 ]
}

 The dataset includes 784 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003662-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kc2khm
title: Occurrence Download

description: A dataset containing 1109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cassiopea Péron & Lesueur, 1810",
 "Year 1900-2023"
 ]
}

 The dataset includes 1109 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013482-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.daxjj5
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tropidonophis hypomelas (Günther, 1877)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275646-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yj3zfe
title: Occurrence Download

description: A dataset containing 8694 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Serranus scriba (Linnaeus, 1758)"
 ]
}

 The dataset includes 8694 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037122-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nknkp
title: Occurrence Download

description: A dataset containing 8721 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scaevola taccada (Gaertn.) Roxb.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8721 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044044-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ed5zv4
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cicindela lisaannae Gage, 1991"
 ]
}

 The dataset includes 24 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025353-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zunfpb
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pareiorhaphis scutula Pereira, Vieira & Reis, 2010"
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003657-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.meuj9y
title: Occurrence Download

description: A dataset containing 31823 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triturus marmoratus (Latreille, 1800)"
 ]
}

 The dataset includes 31823 records from 521 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001082-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j46tqs
title: Occurrence Download

description: A dataset containing 1690 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nothofagus dombeyi (Mirb.) Oerst."
 ]
}

 The dataset includes 1690 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013484-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s77pav
title: Occurrence Download

description: A dataset containing 27194 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((69.37031999999999 32.097476, 69.37031999999999 49.184106666666665, 35.32496433333334 49.184106666666665, 35.32496433333334 32.097476, 69.37031999999999 32.097476))",
 "EventDate is 2019-03-01,2019-03-31"
 ]
}

 The dataset includes 27194 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016560-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4k6tvw
title: Occurrence Download

description: A dataset containing 673 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sigmops bathyphilus (Vaillant, 1884)"
 ]
}

 The dataset includes 673 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037132-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxy5hm
title: Occurrence Download

description: A dataset containing 18961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((69.37031999999999 32.097476, 69.37031999999999 49.184106666666665, 35.32496433333334 49.184106666666665, 35.32496433333334 32.097476, 69.37031999999999 32.097476))",
 "EventDate is 2019-07-01,2019-07-31"
 ]
}

 The dataset includes 18961 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016568-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5krhjk
title: Occurrence Download

description: A dataset containing 906124 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 2023-06-26",
 "EventDate is less than or equal to 2023-07-26",
 {
 "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 906124 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025328-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7s9jfb
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex austroflaccida K.L.Wilson"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025378-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67vgbr
title: Occurrence Download

description: A dataset containing 5367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Mimosa pudica L."
 ]
}

 The dataset includes 5367 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001083-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hjp93
title: Occurrence Download

description: A dataset containing 391 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ctenosaura macrolopha Smith, 1972"
 ]
}

 The dataset includes 391 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275660-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2w9hf
title: Occurrence Download

description: A dataset containing 42870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((69.37031999999999 32.097476, 69.37031999999999 49.184106666666665, 35.32496433333334 49.184106666666665, 35.32496433333334 32.097476, 69.37031999999999 32.097476))",
 "EventDate is 2019-04-01,2019-04-30"
 ]
}

 The dataset includes 42870 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016562-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpj68q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chroococcus nanoplankticus M.T.P.Azevedo et al."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004683-241024112534372/datasets/export for details.
DOI: 10.15468/dl.38dy42
title: Occurrence Download

description: A dataset containing 721 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oscillatoria chlorina Kuetzing"
 ]
}

 The dataset includes 721 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004684-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynhx2q
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Natrix natrix corsa (Hecht, 1930)",
 "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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004685-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmb233
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oscillatoria contorta"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004686-241024112534372/datasets/export for details.
DOI: 10.15468/dl.rm6swe
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chroococcus obliteratus P.G.Ritcht."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004687-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13995657
title: Funding and Research Output Data

description: The following dataset includes the anonymized and aggregated data underlying the following publication:

Heyard, R., Hottenrott, H. The value of research funding for knowledge creation and dissemination: A study of SNSF Research Grants. Humanit Soc Sci Commun 8, 217 (2021). https://doi.org/10.1057/s41599-021-00891-x 

The dataset includes researcher-year observations, so each row of the CSV represents one research, identified by an anonymised identifier, for a given year. Included researchers applied for funding by the Swiss National Science Foundation (SNSF). The variables are described in the data dictionnairy (see file data_dic.csv). 

Inclusion criteria:



All researchers who applied to SNSF funding instrument project funding or Sinergia asmain applicant (e.g. PI) or co-applicant11 (e.g. co-PI) are included.

Our observation period started in the year 2005 and ends in 2019.

Dynamic, Researcher-specific Observation Period: it starts with the year in which the SNSF observes the researcher for the first time as (co-)PI to PF or as a career funding grantholder (after the postdoctoral level); the year the independent research career starts. However, this study period has its lower bound in 2005. The period ends in 2019 for everyone, and some researchers are observed for a longer period than others.


Data anonymisation considerations:

To ensure pseudo-anonymization of the data we only provide applicants’ age as categorical variable.

Provenance of the data:

The dataset was build by combining data owned by the Swiss National Science Foundation (SNSF) on researcher who submitted a proposal and were either funded or not, with data from Dimensions (dimensions.ai), a commercial database on scientific publications, which was access via an API (for which service the SNSF paid). All request regarding the process of data retrieval have to be addressed to the SNSF (datateam@snf.ch); same goes for the analysis code.
DOI: 10.5281/zenodo.5011200
title: Funding and Research Output Data

description: The following dataset includes the anonymized and aggregated data underlying the following publication:

Heyard, R., Hottenrott, H. The value of research funding for knowledge creation and dissemination: A study of SNSF Research Grants. Humanit Soc Sci Commun 8, 217 (2021). https://doi.org/10.1057/s41599-021-00891-x 

The dataset includes researcher-year observations, so each row of the CSV represents one research, identified by an anonymised identifier, for a given year. Included researchers applied for funding by the Swiss National Science Foundation (SNSF). The variables are described in the data dictionnairy (see file data_dic.csv). 

Inclusion criteria:



All researchers who applied to SNSF funding instrument project funding or Sinergia asmain applicant (e.g. PI) or co-applicant11 (e.g. co-PI) are included.

Our observation period started in the year 2005 and ends in 2019.

Dynamic, Researcher-specific Observation Period: it starts with the year in which the SNSF observes the researcher for the first time as (co-)PI to PF or as a career funding grantholder (after the postdoctoral level); the year the independent research career starts. However, this study period has its lower bound in 2005. The period ends in 2019 for everyone, and some researchers are observed for a longer period than others.


Data anonymisation considerations:

To ensure pseudo-anonymization of the data we only provide applicants’ age as categorical variable.

Provenance of the data:

The dataset was build by combining data owned by the Swiss National Science Foundation (SNSF) on researcher who submitted a proposal and were either funded or not, with data from Dimensions (dimensions.ai), a commercial database on scientific publications, which was access via an API (for which service the SNSF paid). All request regarding the process of data retrieval have to be addressed to the SNSF (datateam@snf.ch); same goes for the analysis code.