cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11061320
title: Data and code for "Large-scale remote sensing analysis reveals an increasing coupling of grassland vitality to atmospheric water demand"

description: Data and code for "Large-scale remote sensing analysis reveals an increasing coupling of grassland vitality to atmospheric water demand"

All R code used for the analysis is provided in the folder code. Data and intermediate results are provided or stored in the folders data and tmp_data.All results including figures will be stored in the folder results. 

R version: 4.3.1

To carry out the entire analysis the code should be run in the provided order:

1) Code to run non-metric multidimensional scaling (NMDS) for habitat groups and produce Fig. 1b (habitat map and legend for Fig 1a: data/eunis_gl_habitat_ger_990m.tif,eunis_gl_habitat_ger_990m_legend.clr) 2) Code to generate grassland vitality maps and time series from 1985 to 2021 (Fig. 3). Grassland vitality maps on 30m for all grasslands in Germany provided in data/glv_1985-2021.zip.

3) Code to model relation of grassland vitality to five drought indices (VPD, temperature, CWB, soil moisture, precipitation),output are Fig. 4, Fig. S1, Tab. 1.

4) Code for trend analysis of drought sensitivity based on 5-, 10-, and 15-year moving windows, output are Fig. 5, Fig. S2. 

5) Code to model drought sensitivity of grassland habitat groups and habitat types, output are Fig. 6 and table with sensitivity per habitat type.
DOI: 10.15468/dl.hdr842
title: Occurrence Download

description: A dataset containing 33283249 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 33283249 records from 10180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004802-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rewgey
title: Occurrence Download

description: A dataset containing 34506 species occurrences available in GBIF matching the query:
{
 "or" : [
 "WaterBody is mediterranean sea",
 "WaterBody is amphipoda"
 ]
}

 The dataset includes 34506 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006641-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqmtwf
title: Occurrence Download

description: A dataset containing 9764726 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is China"
 ]
}

 The dataset includes 9764726 records from 4790 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139072-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfvkyl
title: Occurrence Download

description: A dataset containing 746 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is Peru",
 "TaxonKey is Echinodermata"
 ]
}

 The dataset includes 746 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005637-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbbvru
title: Occurrence Download

description: A dataset containing 857 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odobenus rosmarus divergens (Illiger, 1815)"
 ]
}

 The dataset includes 857 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247487-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pus99
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, Europe, Africa)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Spodoptera litura (Fabricius, 1775)"
 ]
}

 The dataset includes 31 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072394-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vqhe5
title: Occurrence Download

description: A dataset containing 746 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is Peru",
 "TaxonKey is Echinodermata"
 ]
}

 The dataset includes 746 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005631-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azz46p
title: Occurrence Download

description: A dataset containing 875606 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation"
 ]
 },
 {
 "or" : [
 "Continent is Europe",
 "Continent is North America",
 "Continent is Asia"
 ]
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is France",
 "Country is Netherlands",
 "Country is Chinese Taipei",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Country is Spain",
 "Country is Sweden",
 "Country is Denmark",
 "Country is Germany",
 "Country is Belgium",
 "Country is Poland",
 "Country is Japan"
 ]
 },
 "TaxonKey is Anura"
 ]
}

 The dataset includes 875606 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233896-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vr8st
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Armeria sulcitana Arrigoni",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 55 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072384-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndjp4s
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dichaea bryophila Rchb.f."
 ]
}

 The dataset includes 33 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156514-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjr386
title: Occurrence Download

description: A dataset containing 405 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phocoenoides dalli (True, 1885)"
 ]
}

 The dataset includes 405 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242544-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iyprjt
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Year 2019-2019",
 "Geometry POLYGON((-74.68506 -3.16246,-73.27881 -5.13471,-72.3999 -3.20633,-74.68506 -3.16246))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 214 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005635-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnmmc4
title: Occurrence Download

description: A dataset containing 2989 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daimio tethys (Ménétriés, 1857)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2989 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072399-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rxt88
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Chamaedorea parvifolia Burret"
 ]
}

 The dataset includes 89 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242562-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kchcjf
title: Occurrence Download

description: A dataset containing 1100 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sporophila bouvreuil (P.L.S.Müller, 1776)"
 ]
}

 The dataset includes 1100 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005655-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cu3b2s
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Year 2019-2019",
 "Geometry POLYGON((-72.77344 -14.60485,-72.07031 -14.60485,-72.07031 -13.23995,-72.77344 -13.23995,-72.77344 -14.60485))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005657-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vztbvd
title: Occurrence Download

description: A dataset containing 8854 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pusa hispida (Schreber, 1775)"
 ]
}

 The dataset includes 8854 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247480-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxn73k
title: Occurrence Download

description: A dataset containing 13317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Astragalus fragrans Willd., Astragalus frigidus (L.) A.Gray, Astragalus galegiformis L., Astragalus genargenteus Moris, Astragalus albicaulis DC., Astragalus glaux L., Astragalus glycyphylloides DC., Astragalus glycyphyllos L., Astragalus graecus Boiss., Astragalus guttatus Banks & Sol.)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 13317 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068675-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4h26a
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ambystoma mexicanum (Shaw & Nodder, 1798)",
 "Year 2000-2021"
 ]
}

 The dataset includes 27 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248832-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hctkje
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum infaustum Rchb.f."
 ]
}

 The dataset includes 8 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156515-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqqeje
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zonosaurus ornatus (Gray, 1831)",
 "Geometry POLYGON((24.65 -37.62,24.65 -5.58,79.76 -5.58,79.76 -37.62,24.65 -37.62))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009661-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spjvu4
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diospyros sprucei Hiern"
 ]
}

 The dataset includes 28 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156517-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a29nev
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amyema brassii Barlow"
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008792-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w52qh6
title: Occurrence Download

description: A dataset containing 281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malaysia",
 "TaxonKey is Anoplolepis gracilipes (Smith, 1857)"
 ]
}

 The dataset includes 281 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275894-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ethizj
title: Occurrence Download

description: A dataset containing 56003 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aira praecox L."
 ]
}

 The dataset includes 56003 records from 251 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009661-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6zt29
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dressleria aurorae H.G.Hills & D.E.Benn."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156518-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zr7ncv
title: Occurrence Download

description: A dataset containing 10795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is USA.47_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is June",
 "OccurrenceStatus is Present",
 "TaxonKey is Seiurus aurocapilla (Linnaeus, 1766)",
 "Year 2013-2021"
 ]
}

 The dataset includes 10795 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043596-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcuqoc
title: Occurrence Download

description: A dataset containing 6038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Persoonia levis (Cav.) Domin"
 ]
}

 The dataset includes 6038 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009661-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6cqtz
title: Occurrence Download

description: A dataset containing 19656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Barbarea bracteosa Guss., Barbarea intermedia Boreau, Barbarea rupicola Moris, Barbarea sicula C.Presl, Barbarea stricta Andrz. ex Besser, Barbarea verna (Mill.) Asch., Barbarea vulgaris (L.) W.T.Aiton, Barbarea vulgaris (L.) W.T.Aiton, Barbarea vulgaris (L.) W.T.Aiton, Barbarea vulgaris (L.) W.T.Aiton)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 19656 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068710-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmsde1
title: Occurrence Download

description: A dataset containing 1153574 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bacteria"
 ]
}

 The dataset includes 1153574 records from 273 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009662-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74xu5t
title: Occurrence Download

description: A dataset containing 232863 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1975-1985"
 ]
}

 The dataset includes 232863 records from 234 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033901-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zpdhe
title: Occurrence Download

description: A dataset containing 368 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Astragalus depressus L., Astragalus depressus L., Astragalus dolichophyllus Pall., Astragalus echinatus Murray, Biserrula epiglottis (L.) Coulot, Rabaute & J.-M.Tison, Astragalus exscapus L., Astragalus exscapus subsp. exscapus, Astragalus exscapus subsp. pubiflorus (DC.) Soó, Astragalus falcatus Lam., Astragalus filicaulis Fisch. & C.A.Mey. ex Ledeb.)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 368 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068674-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbhmhv
title: Occurrence Download

description: A dataset containing 354 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elodea najas (Planch.) Casp."
 ]
}

 The dataset includes 354 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156516-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fjybz
title: Occurrence Download

description: A dataset containing 2201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Iguana iguana (Linnaeus, 1758)"
 ]
}

 The dataset includes 2201 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248829-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbuxfr
title: Occurrence Download

description: A dataset containing 357 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saimiri boliviensis (I.Geoffroy Saint-Hilaire & de Blainville, 1834)"
 ]
}

 The dataset includes 357 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005646-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.