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

description: A dataset containing 277 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Penstemon comarrhenus A.Gray"
 ]
}

 The dataset includes 277 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008078-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gktyx4
title: Occurrence Download

description: A dataset containing 1141 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer campbellii Hook.fil. & Thomson ex Hiern"
 ]
}

 The dataset includes 1141 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033176-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhqnyr
title: Occurrence Download

description: A dataset containing 36 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 Pristimantis rhabdolaemus (Duellman, 1978)"
 ]
}

 The dataset includes 36 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042074-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dc915g
title: Occurrence Download

description: A dataset containing 2337 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-88.59374999999999 -57.392357405837075, -88.59374999999999 17.192116551100277, -31.640625 17.192116551100277, -31.640625 -57.392357405837075, -88.59374999999999 -57.392357405837075))",
 "HasCoordinate is true",
 "TaxonKey is Ramphastos dicolorus Linnaeus, 1766",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2337 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008073-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9gzhu
title: Occurrence Download

description: A dataset containing 1109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea heterotricha Didr."
 ]
}

 The dataset includes 1109 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033143-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kx2eg
title: Occurrence Download

description: A dataset containing 499 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((139.1238 71.8559, 144 71.8559, 144 72.91655, 139.1238 72.91655, 139.1238 71.8559))"
 ]
}

 The dataset includes 499 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042104-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eddfa9
title: Occurrence Download

description: A dataset containing 969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Leopardus pardalis (Linnaeus, 1758)"
 ]
}

 The dataset includes 969 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008073-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6xgah
title: Occurrence Download

description: A dataset containing 1290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acca sellowiana (O.Berg) Burret"
 ]
}

 The dataset includes 1290 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033132-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gg3eyd
title: Occurrence Download

description: A dataset containing 13096 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Humulus scandens (Lour.) Merr."
 ]
}

 The dataset includes 13096 records from 311 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042113-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjrus4
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ruwenzorornis johnstoni (Sharpe, 1901)",
 "Country is Rwanda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 77 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008074-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cb88g
title: Occurrence Download

description: A dataset containing 1745270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Peru",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1745270 records from 1207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042899-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13785126
title: Validation data and mapping information for: Mapping cervid forage in Sweden using remote sensing and national forest inventory data

description: Overview

This repository contains information for the paper: Mapping cervid forage in Sweden using remote sensing and national forest inventory data.https://doi.org/10.1016/j.jag.2025.104850

Maps

Map products are available at a 1km2 and a 1ha spatial scale via https://doi.org/10.5878/63mq-rq08

Data

The data presented here is showcasing the general workflow of our data processing and modelling approach.

We don't have permission to share original NFI dataset  as it includes permanent plot data from the Swedish NFI which is under restriction. Therefore, we instead showcase the generalized workflow and demonstrate the modelling procedures with a minimal reproducible example. 

The actual predicted maps are available via https://doi.org/10.5878/63mq-rq08

Mapping

Further, we showcase our approach how to spatialize the data. 

There's different .tif files that are needed to predict the models onto a map.The r-script model fitting contains the necessary information to fit our models for the six tree species: Scots pine (Pinus sylvestris), birch (Betula spp.), European aspen (Populus tremula), rowan (Sorbus aucuparia), oak (Quercus spp.), and goat willow (Salix caprea).

Validation

Lastly, the zipped folder validation contains the validation dataset and script.Paths in the r script need to be adjusted accordingly.
DOI: 10.5281/zenodo.13785127
title: Validation data and mapping information for: Mapping cervid forage in Sweden using remote sensing and national forest inventory data

description: Overview

This repository contains information for the paper: Mapping cervid forage in Sweden using remote sensing and national forest inventory data.https://doi.org/10.1016/j.jag.2025.104850

Maps

Map products are available at a 1km2 and a 1ha spatial scale via https://doi.org/10.5878/63mq-rq08

Data

The data presented here is showcasing the general workflow of our data processing and modelling approach.

We don't have permission to share original NFI dataset  as it includes permanent plot data from the Swedish NFI which is under restriction. Therefore, we instead showcase the generalized workflow and demonstrate the modelling procedures with a minimal reproducible example. 

The actual predicted maps are available via https://doi.org/10.5878/63mq-rq08

Mapping

Further, we showcase our approach how to spatialize the data. 

There's different .tif files that are needed to predict the models onto a map.The r-script model fitting contains the necessary information to fit our models for the six tree species: Scots pine (Pinus sylvestris), birch (Betula spp.), European aspen (Populus tremula), rowan (Sorbus aucuparia), oak (Quercus spp.), and goat willow (Salix caprea).

Validation

Lastly, the zipped folder validation contains the validation dataset and script.Paths in the r script need to be adjusted accordingly.
DOI: 10.15468/dl.3xdpqn
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perisoreus internigrans",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 333 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041179-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xfvgq
title: Occurrence Download

description: A dataset containing 1457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "DatasetKey is one of (University of Minnesota Insect Collection, Snow Entomological Museum Collection, Mississippi Entomological Museum, Illinois Natural History Survey Insect Collection, University of Georgia Collection of Arthropods, Entomology Division, Yale Peabody Museum)",
 "OccurrenceStatus is Present",
 "TaxonKey is Corydalus cornutus"
 ]
}

 The dataset includes 1457 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013911-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kquysn
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Human Observation, Machine Observation)",
 "DatasetKey is one of (Northern Gulf of St. Lawrence Fishes, iNaturalist Research-grade Observations, DFO Quebec Region Ecosystemic bottom trawl surveys 2004-2022, Référentiel taxonomique national (TAXREF)-Inventaire des Collectivités d'outre-mer et de la métropole issu des données biogéographiques de TAXREF)",
 {
 "or" : [
 "Geometry POLYGON((-55.3752 51.77651,-56.12776 51.68901,-56.7753 51.37398,-57.24784 51.02396,-57.75538 50.48142,-58.17541 49.88637,-58.49043 49.48384,-58.78795 49.08132,-59.27799 48.80129,-59.57551 48.25876,-59.523 47.61121,-58.89296 47.26118,-57.94789 47.08617,-57.10783 47.17368,-56.35527 47.01616,-56.30277 46.57863,-55.62022 46.49113,-54.55264 46.59613,-53.73008 46.29861,-53.08253 46.28111,-52.6275 46.56113,-52.34748 47.08617,-52.41749 48.32876,-52.6625 48.9063,-53.32755 49.71136,-53.76508 50.3064,-54.46514 50.58642,-54.85016 50.90145,-54.92017 51.46149,-55.3752 51.77651))",
 "Geometry POLYGON((-78.6175 33.86448,-65.76487 37.02977,-58.53479 42.91169,-58.34218 45.78059,-60.35105 47.49249,-58.66705 51.19216,-62.93534 50.4803,-67.64903 49.6049,-73.94761 44.99817,-66.36254 48.29846,-65.79427 47.06851,-63.35734 45.32911,-71.24915 43.39367,-70.58179 42.13207,-76.1094 39.52892,-78.6175 33.86448))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhincodon typus"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013912-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2u4uc
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neotamias durangae"
 ]
}

 The dataset includes 96 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013914-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwvubq
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Dominican Republic",
 "TaxonKey is Cedrela odorata"
 ]
}

 The dataset includes 38 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013913-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grjbkb
title: Occurrence Download

description: A dataset containing 16388 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melichthys vidua"
 ]
}

 The dataset includes 16388 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013915-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bz2nmt
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.44379 17.99678,-88.85652 17.29952,-85.80603 23.74914,-98.53094 26.10238,-102.62732 22.09316,-98.44379 17.99678))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cynoscion arenarius",
 "Year 2000-2025"
 ]
}

 The dataset includes 42 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013916-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ac47z4
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "PublishingOrg" : [
 "is 3f6ba5d2-4d90-4934-bb1e-0fd08e24f3af"
 ]
}

 The dataset includes 230 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013917-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f26kt2
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013919-250920141307145/datasets/export for details.
DOI: 10.15468/dl.zc6hnm
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013920-250920141307145/datasets/export for details.
DOI: 10.15468/dl.2h7jfz
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sidalcea candida",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013921-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7375e7
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Dominican Republic",
 "TaxonKey is Lutjanus analis"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013922-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64rkzv
title: Occurrence Download

description: A dataset containing 1708 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-78.10981 7.33726,-77.15115 3.98198,-71.84169 10.76629,-74.34894 12.1674,-78.10981 7.33726))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Callitrichidae"
 ]
}

 The dataset includes 1708 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013923-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eafjuy
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Hygrocybe conica"
 ]
}

 The dataset includes 35 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013924-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yy264d
title: Occurrence Download

description: A dataset containing 1471609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence, Living Specimen)",
 "Continent is one of (Europe, Asia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vulpes vulpes"
 ]
}

 The dataset includes 1471609 records from 3660 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013811-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uf45t5
title: Occurrence Download

description: A dataset containing 13995 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pomacentrus coelestis Jordan & Starks, 1901"
 ]
}

 The dataset includes 13995 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068289-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fppa3j
title: Occurrence Download

description: A dataset containing 661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vachellia caven (Molina) Seigler & Ebinger"
 ]
}

 The dataset includes 661 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000083-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jraftq
title: Occurrence Download

description: A dataset containing 6020 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fatoua villosa (Thunb.) Nakai"
 ]
}

 The dataset includes 6020 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209403-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsdfda
title: Occurrence Download

description: A dataset containing 734222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.43586 11.32706,-74.46057 9.38573,-73.23717 9.31257,-73.15066 11.29071,-74.43586 11.32706))",
 "HasGeospatialIssue is false",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 734222 records from 407 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209696-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2rkbp
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria dinklagei Kraenzl."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235836-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.max8s3
title: Occurrence Download

description: A dataset containing 25665 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prunus persica (L.) Batsch"
 ]
}

 The dataset includes 25665 records from 497 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000093-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7zdhh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cnidaria",
 "DatasetKey is Plan de gestion 2014 - 2018 de la Réserve Naturelle Régionale des carrières de Tercis-les-Bains (40) mené par le CEN Aquitaine-Observations faunistiques fortuites réalisées par le CEN Aquitaine",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209385-230224095556074/datasets/export for details.
DOI: 10.15468/dl.ewyf49
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes mairae D.E.Benn. & Christenson"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006829-230530130749713/datasets/export for details.
DOI: 10.15468/dl.nhxywf
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "TaxonKey is Turgenia latifolia (L.) Hoffm."
 ]
}

 The dataset includes 59 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231447-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r587hd
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia campanulata Benoist"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260113-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.