cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15198668
title: Global Pasture Watch - Annual short vegetation height maps at 30-m spatial resolution (2000—2022)

description: Sub-dataset: Median vegetation height, 2012—2013

Description

Global annual maps of median vegetation height for 2000—2022 produced within the scope of the Global Pasture Wath initiative, integrating multi-sensor remote sensing data (LIDAR ICESat-2, Landsat, MODIS and DTM) and based on spatiotemporal Machine Learning (Gradient boosting trees). While the primary focus is on improving monitoring in short vegetation ecosystems, the dataset provides wall-to-wall coverage to all terrestrial ecosystems and is organized in 70 global mosaics in COG (Cloud Optimized GeoTIFF) format, WGS84 Coordinate Systems (EPSG:4326) and pixel size equal to 0.00025 (STAC and GEE) and 0.00075 degrees (Zenodo), including:



Median vegetation height: 



Mean predicted value: 23 annual maps with values range from 0–20 (embedded scale factor 0.1)

Percentile 5th value (upper prediction boundary): 23 annual maps with values range from 0–20 (embedded scale factor 0.1)

Percentile 95th value (lower prediction boundary): 23 annual maps with values range from 0–20 (embedded scale factor 0.1)



Trend analysis (2000—2022):



Linear regression intercept (filtered p-value < 0.05, Mann-Kendall test): 1 long-term map with values range from -0.92–0.7 (embedded scale factor 0.0001)




All raster files are in 16-bit integer format and use -3200 as no-data value (pixels covering ocean waters, lakes and water bodie), following an specific naming convention:



Project name: Global Pasture Watch (gpw)

Class name: Short vegetation height (short.veg.height)

Procedure combination:  Ensemble Gradient Boosting Trees (egbt),  trend/intercept derived per-pixel via linear regression (trend), Mann-Kendall test (mk).

Variable type: mean predicted value (m), 5th (p.05) and 95th percentiles (p.95)

Spatial resolution: 30m

Begin of time reference: date of first Landsat composite used by the modeling (20220101)

End of time reference: date of last Landsat composite used by the modeling (20221231)

Spatial extent: global (go)

Coordinate system: World Geodetic System 1984, used in GPS (epsg.4326)

Version: v1


Related resources



Maps of median vegetation height:2000-2001 2002-2003 2004-2005 2006-2007 2008-2009 2010-2011 2012-2013 2014-2015 2016-2017 2018-2019 2020-2021 2022

Trend analysis map:2000—2022

Global reference samples and machine learning models:Parquet and joblib python files
DOI: 10.5281/zenodo.15198667
title: Global Pasture Watch - Annual short vegetation height maps at 30-m spatial resolution (2000—2022)

description: Sub-dataset: Median vegetation height, 2012—2013

Description

Global annual maps of median vegetation height for 2000—2022 produced within the scope of the Global Pasture Wath initiative, integrating multi-sensor remote sensing data (LIDAR ICESat-2, Landsat, MODIS and DTM) and based on spatiotemporal Machine Learning (Gradient boosting trees). While the primary focus is on improving monitoring in short vegetation ecosystems, the dataset provides wall-to-wall coverage to all terrestrial ecosystems and is organized in 70 global mosaics in COG (Cloud Optimized GeoTIFF) format, WGS84 Coordinate Systems (EPSG:4326) and pixel size equal to 0.00025 (STAC and GEE) and 0.00075 degrees (Zenodo), including:



Median vegetation height: 



Mean predicted value: 23 annual maps with values range from 0–20 (embedded scale factor 0.1)

Percentile 5th value (upper prediction boundary): 23 annual maps with values range from 0–20 (embedded scale factor 0.1)

Percentile 95th value (lower prediction boundary): 23 annual maps with values range from 0–20 (embedded scale factor 0.1)



Trend analysis (2000—2022):



Linear regression intercept (filtered p-value < 0.05, Mann-Kendall test): 1 long-term map with values range from -0.92–0.7 (embedded scale factor 0.0001)




All raster files are in 16-bit integer format and use -3200 as no-data value (pixels covering ocean waters, lakes and water bodie), following an specific naming convention:



Project name: Global Pasture Watch (gpw)

Class name: Short vegetation height (short.veg.height)

Procedure combination:  Ensemble Gradient Boosting Trees (egbt),  trend/intercept derived per-pixel via linear regression (trend), Mann-Kendall test (mk).

Variable type: mean predicted value (m), 5th (p.05) and 95th percentiles (p.95)

Spatial resolution: 30m

Begin of time reference: date of first Landsat composite used by the modeling (20220101)

End of time reference: date of last Landsat composite used by the modeling (20221231)

Spatial extent: global (go)

Coordinate system: World Geodetic System 1984, used in GPS (epsg.4326)

Version: v1


Related resources



Maps of median vegetation height:2000-2001 2002-2003 2004-2005 2006-2007 2008-2009 2010-2011 2012-2013 2014-2015 2016-2017 2018-2019 2020-2021 2022

Trend analysis map:2000—2022

Global reference samples and machine learning models:Parquet and joblib python files
DOI: 10.82364/138.2/lsu/ref/metadata/quality
title: SILVA Release 138.2 LSU Ref metadata: quality
DOI: 10.25549/pcra-c14-12296
title: Put' = Voie = [The way], no. 31 (December 1931)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.t3us24
title: Occurrence Download

description: A dataset listing the 4734 species recorded in GBIF matching the query:
{
 "PublishingCountry" : [
 "is Philippines"
 ]
}

 The dataset's 4734 records were derived from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0406804-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsntww
title: Occurrence Download

description: A dataset containing 3600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Mosquito Occurrence Dataset",
 "Year 2000-2023"
 ]
}

 The dataset includes 3600 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065478-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-12287
title: Put' = Voie = [The way], no. 31 (December 1931)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.py6892
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Saga pedo (Pallas, 1771)",
 "Country is one of (Switzerland)"
 ]
}

 The dataset includes 116 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347026-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-12318
title: Put' = Voie = [The way], no. 31 (December 1931)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.jesb7m
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pedicularis abrotanifolia M.Bieb. ex Steven"
 ]
}

 The dataset includes 184 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065494-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzd3es
title: Occurrence Download

description: A dataset listing the 178498 species recorded in GBIF matching the query:
{
 "PublishingCountry" : [
 "is Japan"
 ]
}

 The dataset's 178498 records were derived from 529 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0406780-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-12635
title: Put' = Voie = [The way], no. 35 (September 1932)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.xvg254
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pedicularis acaulis Scop."
 ]
}

 The dataset includes 170 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065496-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ytmzhy
title: Occurrence Download

description: A dataset containing 1838 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centrostephanus rodgersii (A.Agassiz, 1864)"
 ]
}

 The dataset includes 1838 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0406800-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6sfqmy
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paramelomys gressitti Menzies, 1996"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0346995-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-12067
title: Put' = Voie = [The way], no. 29 (August 1931)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.7b5y7b
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pteropus speciosus K.Andersen, 1908, Pauropus speciosus Remy, 1959)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 47 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071982-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhfug7
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Siphonostegia chinensis Benth."
 ]
}

 The dataset includes 86 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071920-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhhst5
title: Occurrence Download

description: A dataset containing 161296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes vexans (Meigen, 1830)"
 ]
}

 The dataset includes 161296 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0336809-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11078065
title: FRACTESUS_NRG_SA508CI3_KJc_MCT_04

description: Fractesus project. Fracture test mini-CT. Raw data SA508 Cl.3. NRG.
DOI: 10.5281/zenodo.11078066
title: FRACTESUS_NRG_SA508CI3_KJc_MCT_04

description: Fractesus project. Fracture test mini-CT. Raw data SA508 Cl.3. NRG.
DOI: 10.25549/pcra-c14-12092
title: Put' = Voie = [The way], no. 29 (August 1931)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.v84522
title: Occurrence Download

description: A dataset containing 1755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Rhyacophila vulgaris Pictet, 1834",
 "Country is one of (Switzerland)"
 ]
}

 The dataset includes 1755 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347014-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wcung
title: Occurrence Download

description: A dataset containing 48803 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veronica filiformis Sm.",
 "HasCoordinate is true",
 "Year is greater than or equal to 1900",
 "BasisOfRecord is one of (Human Observation, Specimen, Unknown evidence)"
 ]
}

 The dataset includes 48803 records from 302 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071983-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aarsy8
title: Occurrence Download

description: A dataset containing 48999 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hypocreaceae"
 ]
}

 The dataset includes 48999 records from 279 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142475-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzztuu
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus altus Wooton & Standl."
 ]
}

 The dataset includes 59 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071969-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-11913
title: Put' = Voie = [The way], no. 28 (June 1931)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.4qgqsy
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Rushia parreyssii (Mulsant, 1856)",
 "Country is one of (Switzerland)"
 ]
}

 The dataset includes 43 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347023-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf3rzk
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus alyssoides Lam."
 ]
}

 The dataset includes 76 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071979-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-12042
title: Put' = Voie = [The way], no. 29 (August 1931)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.wca6v5
title: Occurrence Download

description: A dataset containing 720 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Funisciurus anerythrus (Thomas, 1890)"
 ]
}

 The dataset includes 720 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347045-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8jurj
title: Occurrence Download

description: A dataset containing 462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pteropus seychellensis A.Milne-Edwards, 1878)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 462 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071976-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-11945
title: Put' = Voie = [The way], no. 28 (June 1931)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.6npj6t
title: Occurrence Download

description: A dataset containing 1261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Riparia riparia (Linnaeus, 1758)",
 "Country is one of (Switzerland)"
 ]
}

 The dataset includes 1261 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347017-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yerbz7
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rana catesbeiana Shaw, 1802",
 "Year 2000-2023"
 ]
}

 The dataset includes 119 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065483-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-11020
title: Put' = Voie = [The way], no. 21 (April 1930)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.v4g8x4
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kerivoula titania Bates, Struebig, Hayes, Furey, Mya Mya, Thong, Tien, Son, Harrison, Francis & Csorba, 2007"
 ]
}

 The dataset includes 81 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347038-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afb9rf
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus alpamarcae A.Gray"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071945-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shasmm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Mesamphiagrion demarmelsi (Cruz, 1986))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010302-240425142415019/datasets/export for details.
DOI: 10.25549/pcra-c14-12072
title: Put' = Voie = [The way], no. 29 (August 1931)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.bj5fb6
title: Occurrence Download

description: A dataset containing 1166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Satyrium ilicis (Esper, 1779)",
 "Country is one of (Switzerland)"
 ]
}

 The dataset includes 1166 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347044-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7uwug
title: Occurrence Download

description: A dataset containing 34343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veronica spicata L.",
 "HasCoordinate is true",
 "Year is greater than or equal to 1900",
 "BasisOfRecord is one of (Human Observation, Specimen, Unknown evidence)"
 ]
}

 The dataset includes 34343 records from 380 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071944-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gows9b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((278.61328125 25.363882272740256, 279.0087890625 25.20494115356912, 279.580078125 25.403584973186703, 280.01953125 26.27371402440643, 279.931640625 27.410785702577023, 279.7119140625 28.613459424004414, 279.0087890625 29.6880527498568, 278.7890625 30.334953881988564, 278.4814453125 30.751277776257812, 278.1298828125 30.90222470517144, 277.734375 30.29701788337205, 277.4267578125 30.751277776257812, 276.4599609375 30.637912028341123, 275.361328125 30.600093873550072, 274.8779296875 30.826780904779774, 273.0322265625 30.939924331023445, 272.28515625 30.637912028341123, 272.021484375 29.99300228455108, 274.0869140625 30.259067203213018, 274.57031249999994 29.611670115197377, 276.0205078125 29.38217507514529, 276.50390624999994 28.69058765425071, 276.767578125 27.176469131898898, 277.47070312499994 26.194876675795218, 277.91015625 25.681137335685307, 278.61328125 25.363882272740256))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000620-171219132708484/datasets/export for details.
DOI: 10.15468/dl.zwp64c
title: Occurrence Download

description: A dataset containing 2037 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphenomorphus maculatus (Blyth, 1853)"
 ]
}

 The dataset includes 2037 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001013-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zkbqc
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Urbanodendron bahiense (Meisn.) Rohwer"
 ]
}

 The dataset includes 122 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0116676-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wlhrkj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Manual of the Alien Plants of Belgium"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003167-171113114016250/datasets/export for details.