cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3j8muh
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gambusia affinis",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012264-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15774278
title: Species Distribution Model outputs for Cairngorms National Park and across Scotland produced under the BioDT project

description: The attached files contain predicted probabilities of species occurrence in both the Cairngorms and across the entirety of Scotland, generated using species distribution models. These models were developed using occurrence data from the Global Biodiversity Information Facility (GBIF) and bioclimatic variables from the WorldClim V1 dataset (University of California). Much of the modelling workflow was supported by the flexsdm R package (Velazco et al., 2022, https://doi.org/10.1111/2041-210X.13874). Prior to model fitting, occurrence data were filtered for environmental redundancy to reduce sampling bias, and background (pseudo-absence) points were randomly sampled within a 5 km buffered calibration area around presence records. The dataset was partitioned using four-fold spatial cross-validation, and models were fitted using Generalised Linear Models, Gaussian Processes, and Support Vector Machines (SVM). Ensemble predictions were then refined using an occurrence-informed posterior constraint to minimise overprediction. The number in each filename corresponds to the GBIF species ID.

Two sets of model outputs are provided: One for the Cairngorms region (see 'past_outputs_cairngorms.zip') and another for the entirety of Scotland (see 'scotland_sdm_results.zip'). The national-level estimates cover a broader area but are provided at a coarser spatial resolution. Additionally, the national-level outputs are accompanied by reports generated in accordance with the ODMAP (Overview, Data, Model, Assessment and Prediction) protocol (Zurell et al., 2020, https://doi.org/10.1111/ecog.04960), offering structured documentation of the modelling process.

Funding for BioDT came from the European Union’s Horizon Europe Research and Innovation Programme under grant agreement No 101057437 (BioDT project, https://doi.org/10.3030/101057437). Views and opinions expressed are those of the author(s) only and do not necessarily reflect those of the European Union or the European Commission. Neither the European Union nor the European Commission can be held responsible for them.
DOI: 10.5281/zenodo.15774279
title: Species Distribution Model outputs for Cairngorms National Park and across Scotland produced under the BioDT project

description: The attached files contain predicted probabilities of species occurrence in both the Cairngorms and across the entirety of Scotland, generated using species distribution models. These models were developed using occurrence data from the Global Biodiversity Information Facility (GBIF) and bioclimatic variables from the WorldClim V1 dataset (University of California). Much of the modelling workflow was supported by the flexsdm R package (Velazco et al., 2022, https://doi.org/10.1111/2041-210X.13874). Prior to model fitting, occurrence data were filtered for environmental redundancy to reduce sampling bias, and background (pseudo-absence) points were randomly sampled within a 5 km buffered calibration area around presence records. The dataset was partitioned using four-fold spatial cross-validation, and models were fitted using Generalised Linear Models, Gaussian Processes, and Support Vector Machines (SVM). Ensemble predictions were then refined using an occurrence-informed posterior constraint to minimise overprediction. The number in each filename corresponds to the GBIF species ID.

Two sets of model outputs are provided: One for the Cairngorms region (see 'past_outputs_cairngorms.zip') and another for the entirety of Scotland (see 'scotland_sdm_results.zip'). The national-level estimates cover a broader area but are provided at a coarser spatial resolution. Additionally, the national-level outputs are accompanied by reports generated in accordance with the ODMAP (Overview, Data, Model, Assessment and Prediction) protocol (Zurell et al., 2020, https://doi.org/10.1111/ecog.04960), offering structured documentation of the modelling process.

Funding for BioDT came from the European Union’s Horizon Europe Research and Innovation Programme under grant agreement No 101057437 (BioDT project, https://doi.org/10.3030/101057437). Views and opinions expressed are those of the author(s) only and do not necessarily reflect those of the European Union or the European Commission. Neither the European Union nor the European Commission can be held responsible for them.
DOI: 10.15468/dl.cbd498
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gambusia affinis",
 "Country is Iraq",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012266-250711103210423/datasets/export for details.
DOI: 10.15468/dl.dht63k
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysphania multifida",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012267-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jymbtu
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 165 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012268-250711103210423/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/12468592
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.4dcmt3
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012270-250711103210423/datasets/export for details.
DOI: 10.15468/dl.5w9nhx
title: Occurrence Download

description: A dataset containing 4658 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Agropyron cristatum, Agropyron aristatum, Agropyron barginensis, Agropyron brandzae, Agropyron brandzae ciliatum, Agropyron brandzae nyaradyanum, Agropyron bulbosum ciliatum, Agropyron bulbosum dunense, Agropyron bulbosum dunensis, Agropyron cristatiforme)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 4658 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012269-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9622e
title: Occurrence Download

description: A dataset containing 6464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Ambystoma gracile)"
 ]
}

 The dataset includes 6464 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012272-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbd4ya
title: Occurrence Download

description: A dataset containing 849 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyphessobrycon compressus"
 ]
}

 The dataset includes 849 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012273-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvpdg3
title: Occurrence Download

description: A dataset containing 22363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((-126.03 48.59,-103.86 48.59,-103.86 60.32,-126.03 60.32,-126.03 48.59))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ochrophyta"
 ]
}

 The dataset includes 22363 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012271-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9f58p9
title: Occurrence Download

description: A dataset containing 3608356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Passerculus sandwichensis)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 3608356 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012243-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azdb9y
title: Occurrence Download

description: A dataset containing 3774 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.07518 10.22081,-74.61083 10.22081,-74.61083 11.08357,-75.07518 11.08357,-75.07518 10.22081))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Saltator"
 ]
}

 The dataset includes 3774 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012275-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9baq8s
title: Occurrence Download

description: A dataset containing 25098 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Georgia Southern University - Savannah Science Museum Herpetology Collection"
 ]
}

 The dataset includes 25098 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067318-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e526vh
title: Occurrence Download

description: A dataset containing 398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chordata",
 "Geometry POLYGON ((-112.4172 27.5142, -112.537 27.36575, -112.7033 27.47233, -112.5839 27.62089, -112.4172 27.5142))",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 398 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003709-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kcmnq
title: Occurrence Download

description: A dataset containing 307095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer campestre L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year 1990-2020"
 ]
}

 The dataset includes 307095 records from 1552 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271345-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97qd67
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lachenalia patula Jacq."
 ]
}

 The dataset includes 48 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002495-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4d98c
title: Occurrence Download

description: A dataset containing 473240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "DatasetKey is CSIC-Real Jardín Botánico-Anthos. Sistema de Información de las Plantas de España",
 "Geometry POLYGON((-7.27467 40.40288,-2.44583 40.40288,-2.44583 43.20764,-7.27467 43.20764,-7.27467 40.40288))",
 "HasGeospatialIssue is false",
 "PublishingOrg is 0363cbd4-f666-455e-8e86-0bbddcf51950"
 ]
}

 The dataset includes 473240 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005543-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.revxf2
title: Occurrence Download

description: A dataset containing 398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.59339 41.59324,-2.38033 41.59324,-2.38033 43.95834,-8.59339 43.95834,-8.59339 41.59324))",
 "TaxonKey is Ursus arctos Linnaeus, 1758"
 ]
}

 The dataset includes 398 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271352-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2ddsu
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acmella radicans var. debilis (Kunth) R.K.Jansen)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067319-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktsusw
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lachenalia paucifolia (W.F.Barker) J.C.Manning & Goldblatt"
 ]
}

 The dataset includes 41 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002496-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9tz8en
title: Occurrence Download

description: A dataset containing 515727 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.10_1",
 "TaxonKey is Plantae",
 "Year 2017-2023"
 ]
}

 The dataset includes 515727 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282961-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.whr2wf
title: Occurrence Download

description: A dataset containing 1435799 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 2025-03-29",
 "EventDate is less than or equal to 2025-04-28",
 {
 "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 1435799 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017148-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8tav2
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caspiomyzon wagneri (Kessler, 1870)"
 ]
}

 The dataset includes 60 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017151-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9n6dkv
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caspiomyzon hellenicus (Vladykov, Renaud, Kott & Economidis, 1982)"
 ]
}

 The dataset includes 34 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017152-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mp63uf
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caspiomyzon graecus (Renaud & Economidis, 2010)"
 ]
}

 The dataset includes 16 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017154-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.757588
title: (Table 2) Carbonate content of ODP Hole 120-751A

description: Analyses were done at Brown University. For shipboard CaCO3 values see Wise et al. (1989) dataset: doi:10.1594/PANGAEA.251803
DOI: 10.1594/pangaea.821369
title: (Table 3) Stratigraphic control and tie points for sediment cores MD92-106 and RS_147_GC34

description: Isotopic event classification follows Prell et al. (1986) and ages are based on the SPECMAP timescale of Imbrie et al. (1984). Calibrated 14C ages are from this study.
DOI: 10.1594/pangaea.757587
title: (Table 1) Age datums of ODP Hole 120-751A

description: Based on shipboard magnetostratigraphy and biostratigraphgy. The sedimentation rate for the sediments above the first datum assumes an age of 0 for the mud line of the hole.
DOI: 10.1594/pangaea.726361
title: (Appendix 1) Compilation of calcium carbonate concentrations from deep sea sediments during the Holocene
DOI: 10.1594/pangaea.733686
title: (Table 6) Faunal dissimilarity and sea surface temperture estimates for sediment core ELT49.021-PC
DOI: 10.1594/pangaea.831973
title: (Table S4) Sea surface temperature estimation for sediment core RS147-GC31
DOI: 10.1594/pangaea.733661
title: (Table 2e) Stable carbon and oxygen isotope ratios of Globigerina bulloides from sediment core ELT49.023-PC
DOI: 10.1594/pangaea.831971
title: (Table S2) Sea surface temperature estimation for sediment core RS147-GC14
DOI: 10.1594/pangaea.777655
title: (Table T2) Biostratigraphic characterization of ODP Hole 200-1256B sediments
DOI: 10.15468/dl.yx68cx
title: Occurrence Download

description: A dataset containing 363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "GadmGid is RUS.66_1",
 "TaxonKey is Vicia sylvatica L."
 ]
}

 The dataset includes 363 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017153-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.774118
title: (Appendix 1) Bulk isotope measurements from ODP Hole 183-1135A
DOI: 10.1594/pangaea.820371
title: Abundance of pteropods in the west-Indian sector of the Polar Frontal Zone during April 2004

description: 15 sampling stations within west-Indian sector of the Polar Frontal Zone; Oblique tows: 200-0 m (during day), 300-0 m (during night), to compensate for diurnal vertical migration.
DOI: 10.1594/pangaea.777654
title: (Table T1) Calcareous nannofossil distribution chart of ODP Hole 200-1256B sediments

description: Sediment depth is given in mbsf. Abundance estimates as follows: V = very abundant, A = abundant, C = common, F = few, R = rare, B = barren; abundance shown in lower case indicates reworking.
DOI: 10.1594/pangaea.733657
title: (Table 2b) Stable carbon and oxygen isotope ratios of Globigerina bulloides from sediment core ELT45.029-PC