cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29625868
title: Mapping forage quality parameters based on Sentinel-2 images and auxiliary data during the senescent stage of alpine grasslands in Tibetan Plateau

description: The nutrient status of forage during the senescent stage in an alpine grassland ecosystem of the Tibetan Plateau provides important information for the precise supplementary feeding of grazing livestock. During the senescent stage, the application of remote sensing technology to understand the spatial pattern of forage quality parameters accurately is crucial for grazing management. However, few studies have used relatively high-resolution multispectral images to map forage nutritional value, palatability, and digestibility during the senescent stage; the potential and feasibility of this approach have not been effectively confirmed. The present study aims to map the forage crude protein (CP), acid detergent fiber (ADF), neutral detergent fiber (NDF), crude fiber (CF), nitrogen-free extract (NFE), crude fat (EE), relative feed value (RFV) and organic matter digestibility (OMD) in alpine grassland during the senescent stage based on Sentinel-2 spectral variables and auxiliary data (i.e. topography, meteorology and soil). The results indicate that the spectral bands favorable for forage quality parameter retrievals are generally distributed in the red and shortwave infrared regions; the validation accuracy of the proposed optimal model varied among quality parameters (V-R<sup>2</sup> of 0.28–0.69), with the model performing well for CP (V-R<sup>2</sup> = 0.62, V-RMSE = 1.21%), EE (V-R<sup>2</sup> = 0.46, V-RMSE = 0.35%), CF (V-R<sup>2</sup> = 0.40, V-RMSE = 2.92%), and NFE (V-R<sup>2</sup> = 0.69, V-RMSE = 3.60%) and unsatisfactorily (V-R<sup>2</sup> of 0.28–0.39) for NDF, ADF, RFV, and OMD. Moreover, some vegetation indices derived from the wavebands of red, red-edge and near infrared regions and environmental factors such as elevation, radiation and temperature contributed significantly to forage quality parameter estimations. Overall, our study demonstrates that the integration of environmental variables and multispectral remote sensing data can not only improve the prediction performance of forage quality parameters, but also enable large-scale mapping of these parameters, with potential applications for the development of high-precision monitoring methods for forage nutritional status during the senescent stage of alpine grassland.
DOI: 10.15468/dl.7b7dvx
title: Occurrence Download

description: A dataset containing 67077 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Carex echinata",
 "Continent is Europe",
 "Year is 1985,2020",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than 1000",
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is 301"
 ]
 }
 },
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is 999"
 ]
 }
 }
 ]
}

 The dataset includes 67077 records from 239 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033033-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vdexe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperis cinerea Poir."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150387-220831081235567/datasets/export for details.
DOI: 10.15468/dl.g65s9v
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bistorta suffulta (Maxim.) Greene ex H.Gross",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 195 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194680-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ufkvm
title: Occurrence Download

description: A dataset containing 804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plebejus argus (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 804 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163925-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u77err
title: Occurrence Download

description: A dataset containing 218 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Streptanthus platycarpus A.Gray"
 ]
}

 The dataset includes 218 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150383-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2pksqe
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crucihimalaya kneuckeri (Bornm.) Al-Shehbaz, O'Kane & R.A.Price"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149083-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bhnv4
title: Occurrence Download

description: A dataset containing 433 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crucihimalaya bursifolia (DC.) D.A.German & A.L.Ebel"
 ]
}

 The dataset includes 433 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149081-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qm6hgg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperis robusta (N.Busch) Tzvelev"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150393-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avc98c
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((94.21006 16.80886,121.98977 16.80886,121.98977 33.04376,94.21006 33.04376,94.21006 16.80886))",
 "TaxonKey is Dendrobenthamia Hutch."
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163924-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4wngc
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arisaema petiolulatum Hook.f."
 ]
}

 The dataset includes 26 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240960-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7j6pg
title: Occurrence Download

description: A dataset containing 431 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crucihimalaya mollissima (C.A.Mey.) Al-Shehbaz, O'Kane & R.A.Price"
 ]
}

 The dataset includes 431 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149086-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wa266p
title: Occurrence Download

description: A dataset containing 804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plebejus argus (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 804 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163943-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5yagp6
title: Occurrence Download

description: A dataset containing 1142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperis tristis L."
 ]
}

 The dataset includes 1142 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150416-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2986h
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ladakiella klimesii (Al-Shehbaz) D.A.German & Al-Shehbaz"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149096-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwv6qm
title: Occurrence Download

description: A dataset containing 804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plebejus argus (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 804 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163936-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqxyxm
title: Occurrence Download

description: A dataset containing 692 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Descurainia californica (A.Gray) O.E.Schulz"
 ]
}

 The dataset includes 692 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149105-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzu3ue
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Streptanthus major (M.E.Jones) Jeps."
 ]
}

 The dataset includes 338 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150398-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exr8su
title: Occurrence Download

description: A dataset containing 2354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "TaxonKey is Anthocharis cardamines (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 2354 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163937-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82av5f
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is GBR",
 "OccurrenceStatus is Present",
 "TaxonKey is Oxalis latifolia Kunth"
 ]
}

 The dataset includes 178 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150399-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqdcuv
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Descurainia adenophora (Wooton & Standl.) O.E.Schulz"
 ]
}

 The dataset includes 135 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149097-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2gf5e
title: Occurrence Download

description: A dataset containing 2333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anthocharis cardamines (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 2333 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163933-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqek3n
title: Occurrence Download

description: A dataset containing 58115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Indigofera L."
 ]
}

 The dataset includes 58115 records from 459 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163927-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3sru8
title: Occurrence Download

description: A dataset containing 270 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Streptanthus maculatus Nutt."
 ]
}

 The dataset includes 270 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150404-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txd2m3
title: Occurrence Download

description: A dataset containing 100922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 100922 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149056-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfzfhx
title: Occurrence Download

description: A dataset containing 2333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anthocharis cardamines (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 2333 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163944-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.datwjf
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Descurainia artemisioides Svent."
 ]
}

 The dataset includes 57 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149099-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwk92z
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperis syriaca (DC.) F.Dvořák"
 ]
}

 The dataset includes 42 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150405-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsj5yq
title: Occurrence Download

description: A dataset containing 2333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anthocharis cardamines (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 2333 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163935-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctt2bz
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((114 38,119 38,119 42,114 42,114 38))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rana chensinensis David, 1875"
 ]
}

 The dataset includes 92 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240961-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmfqtx
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Descurainia kochii (Petri) O.E.Schulz"
 ]
}

 The dataset includes 17 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149117-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bk47mx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Descurainia canoensis Al-Shehbaz"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149106-220831081235567/datasets/export for details.
DOI: 10.15468/dl.wapm6d
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ailuropoda melanoleuca (David, 1869)"
 ]
}

 The dataset includes 214 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0171254-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvc5xq
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Streptanthus longisiliquus G.Clifton & R.Buck"
 ]
}

 The dataset includes 66 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150406-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnrtxy
title: Occurrence Download

description: A dataset containing 544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Viola renifolia A.Gray"
 ]
}

 The dataset includes 544 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194693-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrdt2g
title: Occurrence Download

description: A dataset containing 4754 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Engraulis encrasicolus (Linnaeus, 1758)",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is greater than -180"
 ]
}

 The dataset includes 4754 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240963-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ys65ev
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salpingotus kozlovi Vinogradov, 1922"
 ]
}

 The dataset includes 18 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149118-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqefnf
title: Occurrence Download

description: A dataset containing 804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plebejus argus (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 804 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163938-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nf6qbu
title: Occurrence Download

description: A dataset containing 2089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cynomys mexicanus Merriam, 1892",
 "Year 2000-2024"
 ]
}

 The dataset includes 2089 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066283-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awpjvn
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Descurainia athrocarpa (A.Gray) O.E.Schulz"
 ]
}

 The dataset includes 92 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149101-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9pv52
title: Occurrence Download

description: A dataset containing 2333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anthocharis cardamines (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 2333 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163939-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fv6qpd
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperis theophrasti Borbás"
 ]
}

 The dataset includes 36 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150408-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/6me-ajd-cwe
title: Erysimum microstylum Hausskn.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.