cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.d9qamq
title: Occurrence Download

description: A dataset containing 9792902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Podiceps grisegena (Boddaert, 1783), Podiceps cristatus (Linnaeus, 1758), Podiceps auritus (Linnaeus, 1758), Podiceps nigricollis C.L.Brehm, 1831, Podilymbus podiceps (Linnaeus, 1758), Anhinga anhinga (Linnaeus, 1766))",
 "BasisOfRecord is one of (Human Observation, Literature Occurrence, Living Specimen, Observation, Specimen, Occurrence evidence)",
 "Year is greater than or equal to 1901",
 "Year is less than or equal to 2021",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 9792902 records from 1518 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275484-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6hfdy
title: Occurrence Download

description: A dataset containing 1391 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies pinsapo Boiss."
 ]
}

 The dataset includes 1391 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007759-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p43hym
title: Occurrence Download

description: A dataset containing 1575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Soliva anthemifolia R.Br.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1575 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044550-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vxcws
title: Occurrence Download

description: A dataset containing 237279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sonchus arvensis L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 237279 records from 1068 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044553-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1hkvtn
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sciurus oculatus Peters, 1863",
 "Country is Mexico",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 75 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007756-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bh42cu
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Koeleria tzvelevii N.V.Vlassova"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036926-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62szfe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gleditsia japonica G.Lodd. ex W.H.Baxter, 1839",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036929-240321170329656/datasets/export for details.
DOI: 10.15468/dl.nvbkpn
title: Occurrence Download

description: A dataset containing 608 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fokienia hodginsii (Dunn) A.Henry & H.H.Thomas"
 ]
}

 The dataset includes 608 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003576-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qa0bbl
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rindera graeca (A.DC.) Boiss. & Heldr.",
 "Geometry POLYGON((20.95 37.54,20.95 39.03,23.93 39.03,23.93 37.54,20.95 37.54))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007756-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5rmtv
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ischaemum semisagittatum Roxb."
 ]
}

 The dataset includes 47 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036962-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6l07aq
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lysandra caelestissima Verity, 1921",
 {
 "or" : [
 "Country is Portugal",
 "Country is Spain"
 ]
 }
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007756-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9ng9d
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Mirafra ashi Colston, 1982"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051498-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9ddy4
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ischaemum setaceum Honda"
 ]
}

 The dataset includes 122 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036968-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n5ky4
title: Occurrence Download

description: A dataset containing 96670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Monachus monachus (Hermann, 1779), Mustela vison Schreber, 1777, Neomonachus schauinslandi (Matschie, 1905), Neophoca cinerea (Péron, 1816), Odobenus rosmarus (Linnaeus, 1758), Ommatophoca rossii Gray, 1844, Otaria byronia (de Blainville, 1820))"
 ]
}

 The dataset includes 96670 records from 367 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044541-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15735201
title: Spatial prediction of Melanoplus differentialis using an ensemble of multiple species distribution models

description: Global occurrence coordinates of Melanoplus differentialis were obtained from the Global Biodiversity Information Facility(GBIF) to predict the potential distribution under climate change.

Climate data under current and climate change were obtained from worldclim (https://www.worldclim.org). Meteorological data from 1992 to 2021with a 10-minute resolution were used for global model. Climate data with a 2.5-minute resolution were extracted for domestic regions using a mask function in ArcGIS and then transformed into a 30-second resolution using the kriging tool in ArcGIS for domestic projection. The obtained and processed historical climate data at each resolution was converted into 19 bioclimatic variables by using the “biovars” function in the “dismo” package of R software. For future predictions in South Korea, 30-minute resolutions of the shared socioeconomic pathways (SSP) 245 and 585 climate change scenarios generated using the ACCESS-CM2, MIROC6, MPI-ESM1-2-HR and UKESM1-0-LL model for 2041-2060 were obtained from WorldClim.

We used ENMeval in the R package to determine the model features and regularization multiplier (RM). We also additionally used R for random forest.

Files and variables

File: occ_and_bg.zip: Occurrence and absence data for MaxEnt or random forest models of M. differentialis.

File: code_R.zip: Example code for selecting optimal model structure of MaxEnt and operating Random forest.

File: M_differentailis_bio.zip: Selected current and future climate scenario variables and occurrence coordinates for M. differentialis.

M_differentialis_plot.zip: Figures of species distribution model results for M. differentialis

Access information

Other publicly accessible locations of the data:



GBIF.org, 2024. GBIF Occurrence Download https://doi.org/10.15468/dl.cwuxze (accessed 1 June 2024).
DOI: 10.5281/zenodo.15735202
title: Spatial prediction of Melanoplus differentialis using an ensemble of multiple species distribution models

description: Global occurrence coordinates of Melanoplus differentialis were obtained from the Global Biodiversity Information Facility(GBIF) to predict the potential distribution under climate change.

Climate data under current and climate change were obtained from worldclim (https://www.worldclim.org). Meteorological data from 1992 to 2021with a 10-minute resolution were used for global model. Climate data with a 2.5-minute resolution were extracted for domestic regions using a mask function in ArcGIS and then transformed into a 30-second resolution using the kriging tool in ArcGIS for domestic projection. The obtained and processed historical climate data at each resolution was converted into 19 bioclimatic variables by using the “biovars” function in the “dismo” package of R software. For future predictions in South Korea, 30-minute resolutions of the shared socioeconomic pathways (SSP) 245 and 585 climate change scenarios generated using the ACCESS-CM2, MIROC6, MPI-ESM1-2-HR and UKESM1-0-LL model for 2041-2060 were obtained from WorldClim.

We used ENMeval in the R package to determine the model features and regularization multiplier (RM). We also additionally used R for random forest.

Files and variables

File: occ_and_bg.zip: Occurrence and absence data for MaxEnt or random forest models of M. differentialis.

File: code_R.zip: Example code for selecting optimal model structure of MaxEnt and operating Random forest.

File: M_differentailis_bio.zip: Selected current and future climate scenario variables and occurrence coordinates for M. differentialis.

M_differentialis_plot.zip: Figures of species distribution model results for M. differentialis

Access information

Other publicly accessible locations of the data:



GBIF.org, 2024. GBIF Occurrence Download https://doi.org/10.15468/dl.cwuxze (accessed 1 June 2024).
DOI: 10.15468/dl.t23yxn
title: Occurrence Download

description: A dataset containing 2469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-92.07195 17.21798,-91.38462 17.21798,-91.38462 17.51392,-92.07195 17.51392,-92.07195 17.21798))",
 "HasCoordinate is true",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 2469 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012701-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ebdt2t
title: Occurrence Download

description: A dataset containing 12355 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helichrysum arenarium (L.) Moench"
 ]
}

 The dataset includes 12355 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036909-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7q6sc
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is South America",
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Clethra fimbriata Kunth"
 ]
}

 The dataset includes 88 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112672-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fprkp5
title: Occurrence Download

description: A dataset containing 759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((28.77323 -8.61929,28.24422 -8.91432,28.03064 -9.8298,27.88815 -11.91516,29.04787 -12.7087,29.70907 -12.41367,30.44151 -11.68128,30.79757 -10.31811,30.73649 -9.31099,30.47205 -8.35485,29.43439 -8.3955,28.77323 -8.61929))",
 "DatasetKey is Occurrence records of southern African aquatic biodiversity"
 ]
}

 The dataset includes 759 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082545-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcfbjb
title: Occurrence Download

description: A dataset containing 545 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juniperus cedrus Webb & Berthel."
 ]
}

 The dataset includes 545 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004595-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gy8mrb
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-90.63872 14.39614,-90.51594 14.39614,-90.51594 14.53813,-90.63872 14.53813,-90.63872 14.39614))",
 "OccurrenceStatus is Present",
 "TaxonKey is Poeciliidae"
 ]
}

 The dataset includes 24 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077956-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awcs6n
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Monochamus alternatus Hope, 1843"
 ]
}

 The dataset includes 282 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008658-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1k8bf8
title: Occurrence Download

description: A dataset containing 43372069 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "Year 1959-2019",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 43372069 records from 321 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004639-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tuoi1b
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophryosporus hoppii (B.L.Rob.) R.M.King & H.Rob."
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026678-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgm7w8
title: Occurrence Download

description: A dataset containing 894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Paracerceis caudata (Say, 1818)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 894 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016792-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmb93c
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is China",
 "Country is Chinese Taipei"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sedum alfredii Hance"
 ]
}

 The dataset includes 133 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056991-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2rk58
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Brazil",
 "Country is Colombia",
 "Country is Venezuela (Bolivarian Republic of)",
 "Country is Trinidad and Tobago",
 "Country is Chile",
 "Country is Uruguay",
 "Country is Ecuador",
 "Country is Peru"
 ]
 },
 {
 "or" : [
 "TaxonKey is Leiosolenus aristatus (Dillwyn, 1817)",
 "TaxonKey is Perna viridis (Linnaeus, 1758)",
 "TaxonKey is Pecten maximus (Linnaeus, 1758)",
 "TaxonKey is Mytilus galloprovincialis Lamarck, 1819",
 "TaxonKey is Crassostrea gigas (Thunberg, 1793)",
 "TaxonKey is Isognomon bicolor (C.B.Adams, 1845)",
 "TaxonKey is Aplysia dactylomela Rang, 1828"
 ]
 }
 ]
}

 The dataset includes 338 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004313-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txt2sv
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anchoa panamensis (Steindachner, 1876)"
 ]
}

 The dataset includes 78 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016793-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxjm64
title: Occurrence Download

description: A dataset containing 513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-44.69238 -14.60485,-39.15527 -18.14585,-38.97949 -13.32548,-36.87012 -11.26461,-34.49707 -8.14624,-35.55176 -5.26601,-40.12207 -3.0747,-41.17676 -2.98693,-41.79199 -3.33795,-43.6377 -7.79808,-44.69238 -14.60485))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aramus guarauna (Linnaeus, 1766)"
 ]
}

 The dataset includes 513 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056994-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxwxwj
title: Occurrence Download

description: A dataset containing 25060 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Racomitrium lanuginosum (Hedw.) Brid."
 ]
}

 The dataset includes 25060 records from 219 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004313-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wga35h
title: Occurrence Download

description: A dataset containing 1215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Achyrocline satureioides (Lam.) DC.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1215 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005539-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7vqje
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Panulirus gracilis Streets, 1871"
 ]
}

 The dataset includes 32 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012699-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4h26k
title: Occurrence Download

description: A dataset containing 7249 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is UEL - Coleção Ficológica da Universidade Estadual de Londrina (FUEL-Algae)"
 ]
}

 The dataset includes 7249 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079534-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phstv1
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-67.32971 18.73991,-67.26379 17.70683,-63.94592 17.50787,-64.11072 18.07276,-64.8468 18.05187,-64.97864 18.90629,-67.32971 18.73991))",
 "HasCoordinate is true",
 "TaxonKey is Ocotea floribunda (Sw.) Mez",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005539-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9crdp7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Insect Collection from the Museu Nacional de História Natural e da Ciência, Universidade de Lisboa, Portugal",
 "Country is Andorra"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196019-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.