cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.kccta4
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Notocochlis isabelleana (d'Orbigny, 1840)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 64 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062453-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2nbuha
title: Occurrence Download

description: A dataset containing 656569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 {
 "or" : [
 "Country is France",
 "Country is Switzerland",
 "Country is Austria"
 ]
 },
 "Year 2015-2020"
 ]
}

 The dataset includes 656569 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115355-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vh2qvh
title: Occurrence Download

description: A dataset containing 2613624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2613624 records from 554 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037292-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7z8p4
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bulbophyllum hassallii Kores"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062459-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5l9fu
title: Occurrence Download

description: A dataset containing 53358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.70801 48.01051,-69.59839 48.17121,-69.03809 48.88495,-70.70801 48.88495,-70.70801 48.01051))",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 53358 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037293-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttbp98
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trapezioplax tridentata (A.Milne-Edwards, 1880)"
 ]
}

 The dataset includes 30 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133828-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbhh2h
title: Occurrence Download

description: A dataset containing 20352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Amphibia",
 "Year 2019-2024"
 ]
}

 The dataset includes 20352 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062475-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bn32db
title: Occurrence Download

description: A dataset containing 353 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fuchsia fulgens Moc. & Sessé ex DC."
 ]
}

 The dataset includes 353 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147330-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15244407
title: Community Engagement and Project Lifespan Dataset

description: The dataset includes the following columns for each project:

Project ID:  A unique identifier for each project.isFork: A boolean indicating whether the project is a fork of another repository.commits: The total number of commits made to the project.watchers: The number of users watching the project on the platform.contributors: The number of individuals who have contributed code to the project.createdAt: The timestamp indicating when the project repository was created.totalIssues: The total number of issues (including open and closed) reported for the project.openIssues: The number of currently open issues for the project.totalPullRequests: The total number of pull requests (including open and closed) submitted to the project.openPullRequests: The number of currently open pull requests for the project.lastCommit: The timestamp of the most recent commit to the project.LifeSpan: The duration of the project's existence (calculated from `createdAt` to `lastCommit`).currentDate: The date when this data was collected or the point up to which metrics were calculated.diff: An integer representing a time difference (between currentDate and lastCommit date).PullRequestAcceptanceRate: The proportion of total pull requests that have been accepted ( `(totalPullRequests - openPullRequests) / totalPullRequests`).ResolutionRate: The proportion of total issues that have been resolved `(totalIssues - openIssues) / totalIssues`).IssueComments: The total number of comments made on issues.PullRequestComments: The total number of comments made on pull requests.branches: The number of branches in the project repository.releases: The number of tagged releases for the project.

Potential Uses:

This dataset can be used for various research purposes, including:



Analyzing factors that influence community engagement in open-source projects.

Developing predictive models for project success or activity.

Studying the evolution of open-source communities over time.

Comparing engagement metrics across different types of projects.


Data Collection and Processing:

The primary source of the data for this study is the SEART GitHub Historical Snapshot (GHS) dataset, accessible at https://seart-ghs.si.usi.ch/. Furthermore, data concerning comments on issues and pull requests was specifically fetched using the PyGithub library. The currentDate column  reflects the date up to which the data from these sources was collected.

Reproducibility:

This dataset is being made available on Zenodo to facilitate the reproducibility of research findings based on these community engagement metrics. Researchers can use this data to verify the results and conduct further analysis.
DOI: 10.5281/zenodo.15244408
title: Community Engagement and Project Lifespan Dataset

description: The dataset includes the following columns for each project:

Project ID:  A unique identifier for each project.isFork: A boolean indicating whether the project is a fork of another repository.commits: The total number of commits made to the project.watchers: The number of users watching the project on the platform.contributors: The number of individuals who have contributed code to the project.createdAt: The timestamp indicating when the project repository was created.totalIssues: The total number of issues (including open and closed) reported for the project.openIssues: The number of currently open issues for the project.totalPullRequests: The total number of pull requests (including open and closed) submitted to the project.openPullRequests: The number of currently open pull requests for the project.lastCommit: The timestamp of the most recent commit to the project.LifeSpan: The duration of the project's existence (calculated from `createdAt` to `lastCommit`).currentDate: The date when this data was collected or the point up to which metrics were calculated.diff: An integer representing a time difference (between currentDate and lastCommit date).PullRequestAcceptanceRate: The proportion of total pull requests that have been accepted ( `(totalPullRequests - openPullRequests) / totalPullRequests`).ResolutionRate: The proportion of total issues that have been resolved `(totalIssues - openIssues) / totalIssues`).IssueComments: The total number of comments made on issues.PullRequestComments: The total number of comments made on pull requests.branches: The number of branches in the project repository.releases: The number of tagged releases for the project.

Potential Uses:

This dataset can be used for various research purposes, including:



Analyzing factors that influence community engagement in open-source projects.

Developing predictive models for project success or activity.

Studying the evolution of open-source communities over time.

Comparing engagement metrics across different types of projects.


Data Collection and Processing:

The primary source of the data for this study is the SEART GitHub Historical Snapshot (GHS) dataset, accessible at https://seart-ghs.si.usi.ch/. Furthermore, data concerning comments on issues and pull requests was specifically fetched using the PyGithub library. The currentDate column  reflects the date up to which the data from these sources was collected.

Reproducibility:

This dataset is being made available on Zenodo to facilitate the reproducibility of research findings based on these community engagement metrics. Researchers can use this data to verify the results and conduct further analysis.
DOI: 10.15468/dl.uhhj2q
title: Occurrence Download

description: A dataset containing 38248 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trifolium incarnatum L."
 ]
}

 The dataset includes 38248 records from 414 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213061-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2j493g
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "Geometry POLYGON((17.66092 52.68218,17.68601 52.68218,17.68601 52.69221,17.66092 52.69221,17.66092 52.68218))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014633-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxc8ny
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chrysopsis floridana Small",
 "BasisOfRecord is Human Observation",
 "HasCoordinate is True",
 "DecimalLongitude is greater than -87.9",
 "DecimalLongitude is less than -79.9",
 "DecimalLatitude is greater than 24.2",
 "DecimalLatitude is less than 31.1"
 ]
}

 The dataset includes 36 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217263-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fnyw3
title: Occurrence Download

description: A dataset containing 4946578 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Naturalis Biodiversity Center (NL) - Botany"
 ]
}

 The dataset includes 4946578 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224776-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n52zcj
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 "TaxonKey is Trichotrigona Camargo & Moure, 1983",
 "Year 1960-2021"
 ]
}

 The dataset includes 228 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261328-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nr75xv
title: Occurrence Download

description: A dataset containing 2017 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chrysopogon gryllus (L.) Trin."
 ]
}

 The dataset includes 2017 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227453-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9hs1k
title: Occurrence Download

description: A dataset containing 4390 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kerria japonica (L.) DC."
 ]
}

 The dataset includes 4390 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014634-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8ta6j
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is UK Roadkill Records",
 "Month is September",
 "TaxonKey is Meles meles (Linnaeus, 1758)",
 "Year 2015-2015"
 ]
}

 The dataset includes 44 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242705-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24xt6b
title: Occurrence Download

description: A dataset containing 5009 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 5009 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269012-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26gs25
title: Occurrence Download

description: A dataset containing 11347 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cicendia filiformis (L.) Delarbre"
 ]
}

 The dataset includes 11347 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227457-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r1k4lb
title: Occurrence Download

description: A dataset containing 33144 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CMNH Birds Collection"
 ]
}

 The dataset includes 33144 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014634-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhmyhf
title: Occurrence Download

description: A dataset containing 2045 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Spinus psaltria (Say, 1822)",
 "Year 2000-2021"
 ]
}

 The dataset includes 2045 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234003-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gfgg6
title: Occurrence Download

description: A dataset containing 420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (January, February, March, October, November, December)",
 "TaxonKey is Attagis malouinus (Boddaert, 1783)"
 ]
}

 The dataset includes 420 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049937-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dr9rut
title: Occurrence Download

description: A dataset containing 9368 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myotis nigricans (Schinz, 1821)"
 ]
}

 The dataset includes 9368 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002632-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vr5gmw
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus elliottii Engelm."
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120082-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gnckm3
title: Occurrence Download

description: A dataset containing 1355 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Macrosyringion longiflorum (Vahl) Rothm."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1355 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014635-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbssz8
title: Occurrence Download

description: A dataset containing 2545 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arundina graminifolia (D.Don) Hochr."
 ]
}

 The dataset includes 2545 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233999-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9wnk4
title: Occurrence Download

description: A dataset listing the 43 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ecuador",
 "Geometry POLYGON((-80.64651 -0.92834,-80.91568 -0.87067,-81.01456 -1.08765,-80.87997 -1.17279,-80.64651 -0.92834))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "StateProvince is Manabi",
 "StateProvince is Manabi Prov.",
 "StateProvince is Manabi Province"
 ]
 },
 "TaxonKey is Aves",
 "Year 2000-2021"
 ]
}

 The dataset's 43 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196933-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhbrwe
title: Occurrence Download

description: A dataset containing 23238 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Sistemática e historia natural de algunos anfibios y reptiles de México"
 ]
}

 The dataset includes 23238 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269013-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngzvhj
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "Year 2000-2018",
 "HasCoordinate is true",
 "TaxonKey is Strelitzia nicolai Regel & Körn.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 61 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014635-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y72wrz
title: Occurrence Download

description: A dataset containing 29267 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gracula indica (Cuvier, 1829)"
 ]
}

 The dataset includes 29267 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224784-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ubrvt
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Liolaemus chiliensis (Lesson, 1830)",
 "Year 2005-2021"
 ]
}

 The dataset includes 139 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007475-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmw2p5
title: Occurrence Download

description: A dataset containing 66140 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 "TaxonKey is Trigona Jurine, 1807",
 "Year 1960-2021"
 ]
}

 The dataset includes 66140 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261329-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xux399
title: Occurrence Download

description: A dataset containing 3262770 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Betulaceae"
 ]
}

 The dataset includes 3262770 records from 2033 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235983-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jg226w
title: Occurrence Download

description: A dataset containing 487 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Serica brunnea (Linnaeus, 1758)"
 ]
}

 The dataset includes 487 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003725-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.