cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26180/24080646
title: Forecasting potential invaders to prevent future biological invasions worldwide, Supporting Information S1

description: Forecasting potential invaders to prevent future biological invasions worldwide, Supporting Information S1## Research rationaleThe ever-increasing and expanding globalisation of trade and transport underpins the escalating global problem of biological invasions. Developing biosecurity infrastructures is crucial to anticipate and prevent the transport and introduction of invasive alien species, but robust and defensible forecasts of potential invaders, especially species worldwide with no invasion history, are rare.<br>## The toolHere, we aim to support decision-making by developing a quantitative invasion risk assessment tool based on invasion syndromes (i.e. attributes of a typical invasive alien species). We implemented a multiple imputation with chain equation workflow to estimate invasion syndromes from imputed datasets of species’ life-history and ecological traits (e.g., body size, reproductive traits, microhabitat) and macroecological patterns (e.g., geographic range size, commonness, habitat generalism, tolerance to disturbance).<br>The tool is run under R computing program. And this repository contains the R scripts and sample files to run the tool.<br>The description and application of tool can be read in full in Pili et al. (2024 -- Global Change Biology). The project repository containing the R code to run our quantitative invasion risk assessment tool can be accessed in: https://github.com/armanpili/ForecastingInvadersContained herein are the associated data of the project.<br>Tabl_S1_1.csv — Unintentionally transported and introduced amphibians and reptilesTableS1_2_raw.xslx — Full raw and harmonised life-history and ecological traits of global amphibians and reptiles.TableS1_2_1.csv — Life-history and ecological traits and macroecological patterns of frogs used in multiple imputation. This is a subset of the global amphibian dataset, reduced to contain a maximum of 60% data missingness in columns (variables) and rows (species).TableS1_2_2.csv — Life-history and ecological traits and macroecological patterns of lizards used in multiple imputation. This is a subset of the global saurian reptile dataset, reduced to contain a maximum of 60% data missingness in columns (variables) and rows (species).TableS1_2_3.csv — Life-history and ecological traits and macroecological patterns of snakes used in multiple imputation. This is a subset of the global serpentine reptile dataset, reduced to contain a maximum of 60% data missingness in columns (variables) and rows (species).TableS1_3.csv — Evaluation scores of random forest models fitted with life-history and ecological traits, macroecological patterns, life-history and ecological traits and macroecological patterns, and optimal subset of life-history and ecological traits and macroecological patterns.Table S1_4.csv — Predicted risk scores of unintentional transport, introduction, and establishment of frogs, lizards, and snakes.<br><br><br>
DOI: 10.26180/24080646.v4
title: Forecasting potential invaders to prevent future biological invasions worldwide, Supporting Information S1

description: Forecasting potential invaders to prevent future biological invasions worldwide, Supporting Information S1## Research rationaleThe ever-increasing and expanding globalisation of trade and transport underpins the escalating global problem of biological invasions. Developing biosecurity infrastructures is crucial to anticipate and prevent the transport and introduction of invasive alien species, but robust and defensible forecasts of potential invaders, especially species worldwide with no invasion history, are rare.<br>## The toolHere, we aim to support decision-making by developing a quantitative invasion risk assessment tool based on invasion syndromes (i.e. attributes of a typical invasive alien species). We implemented a multiple imputation with chain equation workflow to estimate invasion syndromes from imputed datasets of species’ life-history and ecological traits (e.g., body size, reproductive traits, microhabitat) and macroecological patterns (e.g., geographic range size, commonness, habitat generalism, tolerance to disturbance).<br>The tool is run under R computing program. And this repository contains the R scripts and sample files to run the tool.<br>The description and application of tool can be read in full in Pili et al. (2024 -- Global Change Biology). The project repository containing the R code to run our quantitative invasion risk assessment tool can be accessed in: https://github.com/armanpili/ForecastingInvadersContained herein are the associated data of the project.<br>Tabl_S1_1.csv — Unintentionally transported and introduced amphibians and reptilesTableS1_2_raw.xslx — Full raw and harmonised life-history and ecological traits of global amphibians and reptiles.TableS1_2_1.csv — Life-history and ecological traits and macroecological patterns of frogs used in multiple imputation. This is a subset of the global amphibian dataset, reduced to contain a maximum of 60% data missingness in columns (variables) and rows (species).TableS1_2_2.csv — Life-history and ecological traits and macroecological patterns of lizards used in multiple imputation. This is a subset of the global saurian reptile dataset, reduced to contain a maximum of 60% data missingness in columns (variables) and rows (species).TableS1_2_3.csv — Life-history and ecological traits and macroecological patterns of snakes used in multiple imputation. This is a subset of the global serpentine reptile dataset, reduced to contain a maximum of 60% data missingness in columns (variables) and rows (species).TableS1_3.csv — Evaluation scores of random forest models fitted with life-history and ecological traits, macroecological patterns, life-history and ecological traits and macroecological patterns, and optimal subset of life-history and ecological traits and macroecological patterns.Table S1_4.csv — Predicted risk scores of unintentional transport, introduction, and establishment of frogs, lizards, and snakes.<br><br><br>
DOI: 10.15468/dl.tuq47e
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Ailuropoda melanoleuca (David, 1869)"
 ]
}

 The dataset includes 127 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024207-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k46cxx
title: Occurrence Download

description: A dataset containing 5358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (France, Morocco, Greece, Algeria, Tunisia, Italy, Malta, Spain)",
 "DatasetKey is one of (Jellyfish Sightings Along the Italian Coastline from 2009 to 2017, iNaturalist Research-grade Observations, Programme BioObs: observations naturalistes en milieux aquatiques-Observations de BioObs., Banco de Datos de la Biodiversidad de la Comunitat Valenciana, Programme CROMIS: carnet de plongée en ligne de la FFESSM-Observations d'espèces subaquatiques collectées par les utilisateurs de CROMIS, Programme Cybelle Méditerranée - Cybelle Méditerranée. Observation nautique avec effort d'observation, Gelatinous zooplankton validated sightings reported by avvistAPP users, Temporal evolution of zooplankton, surface observations, in the Northwestern Mediterranean Sea, Villefranche-sur-mer 1898-1917, Programme Cybelle Méditerranée - Cybelle Méditerranée. Observation nautique ponctuelle, ICM-CSIC: MINKA_BioPlatgestMet observatorio de ciencia ciudadana)",
 "OccurrenceStatus is Present",
 "TaxonKey is Pelagia noctiluca (Forsskål, 1775)"
 ]
}

 The dataset includes 5358 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024208-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8956204
title: Egypt Gold Prices | Daily Updated
DOI: 10.15468/dl.p2v2y3
title: Occurrence Download

description: A dataset containing 15267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Thailand",
 "TaxonKey is Gallus gallus (Linnaeus, 1758)"
 ]
}

 The dataset includes 15267 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024209-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12741684
title: Electrodeposition of calcareous cement from seawater in marine silica sands – Data

description: Quantitative data in support of the publication titled "Electrodeposition of calcareous cement from seawater in marine silica sands" by Andony Landivar Macias, Steven D. Jacobsen, and Alessandro F. Rotta Loria.
DOI: 10.5281/zenodo.12741685
title: Electrodeposition of calcareous cement from seawater in marine silica sands – Data

description: Quantitative data in support of the publication titled "Electrodeposition of calcareous cement from seawater in marine silica sands" by Andony Landivar Macias, Steven D. Jacobsen, and Alessandro F. Rotta Loria.
DOI: 10.15468/dl.et87hu
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((97 37,126 37,126 53,97 53,97 37))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Agropyron desertorum (Fisch. ex Link) Schult.",
 "Year 1970-2024"
 ]
}

 The dataset includes 48 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024210-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amfpn3
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Emmenopterys henryi Oliv."
 ]
}

 The dataset includes 393 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024212-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3s758
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Narcissus gaditanus Boiss. & Reut."
 ]
}

 The dataset includes 419 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024211-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.359nkx
title: Occurrence Download

description: A dataset containing 276 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juncus emmanuelis A.Fern. & García"
 ]
}

 The dataset includes 276 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024214-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6rg7a
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "DatasetKey is 2023 Contributions of Plant Specimen Data inside China",
 "GadmGid is CHN.29_1",
 "Geometry POLYGON((53.24985 18.40812,148.75015 18.40812,148.75015 56.59188,53.24985 56.59188,53.24985 18.40812))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elymus nutans Griseb."
 ]
}

 The dataset includes 106 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024213-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ks4v4d
title: Occurrence Download

description: A dataset containing 587186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Haliastur indus (Boddaert, 1783)"
 ]
}

 The dataset includes 587186 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024198-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngy89h
title: Occurrence Download

description: A dataset containing 145326 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phytolacca americana L."
 ]
}

 The dataset includes 145326 records from 1390 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024199-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8nnam
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mammillaria solisioides Backeb."
 ]
}

 The dataset includes 39 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175747-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hagm5r
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((45.96069 -11.62742,159.03931 -11.62742,159.03931 33.62742,45.96069 33.62742,45.96069 -11.62742))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Stauropus alternus Walker, 1855",
 "Year 2007-2023"
 ]
}

 The dataset includes 313 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020392-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zx6jb6
title: Occurrence Download

description: A dataset containing 24485 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prymnesiophyceae",
 "Geometry POLYGON((43.2020625 18.409239,43.2020625 60.94247969,151.098167 60.94247969, 151.098167 18.409239,43.2020625 18.409239))"
 ]
}

 The dataset includes 24485 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027929-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.copqyv
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aelia J.C.Fabricius, 1803",
 {
 "or" : [
 "Country is Andorra",
 "Country is Belgium",
 "Country is Portugal",
 "Country is Switzerland",
 "Country is Italy",
 "Country is France",
 "Country is Spain"
 ]
 }
 ]
}

 The dataset includes 88 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079755-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8khv2
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "TaxonKey is Echium vulgare L."
 ]
}

 The dataset includes 104 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008254-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uswkvw
title: Occurrence Download

description: A dataset containing 71175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa Linnaeus, 1758",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 71175 records from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079756-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgbusz
title: Occurrence Download

description: A dataset containing 85506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((35.924964333333335 65.07073733333334, 35.924964333333335 82.15736799999999, 1.8796086666666671 82.15736799999999, 1.8796086666666671 65.07073733333334, 35.924964333333335 65.07073733333334))",
 "EventDate is 2014-06-01,2014-06-30"
 ]
}

 The dataset includes 85506 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064180-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpm4eg
title: Occurrence Download

description: A dataset containing 1018 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Eretmochelys imbricata (Linnaeus, 1766)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1018 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027938-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwt1e3
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dacrycarpus cumingii (Parl.) de Laub."
 ]
}

 The dataset includes 83 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079760-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqky24
title: Occurrence Download

description: A dataset containing 10958655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is Chinese Taipei"
 ]
}

 The dataset includes 10958655 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064178-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qbxx7
title: Occurrence Download

description: A dataset containing 82009 species occurrences available in GBIF matching the query:
{
 "PublishingCountry" : [
 "is Nigeria"
 ]
}

 The dataset includes 82009 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027947-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ont1c
title: Occurrence Download

description: A dataset containing 3883436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Year 1990-2000"
 ]
}

 The dataset includes 3883436 records from 409 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079771-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2smn4
title: Occurrence Download

description: A dataset containing 375 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hansenia weberbaueriana (Fedde ex H.Wolff) Pimenov & Kljuykov"
 ]
}

 The dataset includes 375 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004329-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxhs9q
title: Occurrence Download

description: A dataset containing 20595 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eichhornia crassipes (Mart.) Solms"
 ]
}

 The dataset includes 20595 records from 435 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027959-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbqybm
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canoparmelia crozalsiana (B.de Lesd. ex Harm.) Elix & Hale",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 128 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079773-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3syhn
title: Occurrence Download

description: A dataset containing 12920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 12920 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014870-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhst38
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eichhornia speciosa Kunth"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027960-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpayvg
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Canoparmelia carneopruinata (Zahlbr.) Elix & Hale"
 ]
}

 The dataset includes 117 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079774-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhbz82
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mezia curranii W.R.Anderson"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175750-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z567fg
title: Occurrence Download

description: A dataset containing 6684 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crocodylus acutus (Cuvier, 1807)"
 ]
}

 The dataset includes 6684 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014879-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.