cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9njcyv
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((94.55246252676662 21.12633832976445,98.55246252676662 21.12633832976445,98.55246252676662 25.12633832976445,94.55246252676662 25.12633832976445,94.55246252676662 21.12633832976445))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera tigris (Linnaeus, 1758)"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0179403-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5gxes
title: Occurrence Download

description: A dataset containing 6745 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambystoma mavortium Baird, 1850"
 ]
}

 The dataset includes 6745 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018187-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6u88g
title: Occurrence Download

description: A dataset listing the 275 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 {
 "or" : [
 "Country is India",
 "Country is Sri Lanka",
 "Country is Türkiye",
 "Country is Thailand",
 "Country is Malaysia",
 "Country is Indonesia",
 "Country is China",
 "Country is Chinese Taipei",
 "Country is Japan",
 "Country is Korea, Republic of"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Stylommatophora",
 "Year 1960-2020"
 ]
}

 The dataset's 275 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169302-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwb7jj
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Drosera intricata Planch.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 55 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018188-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jj2h23
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Bactris gasipaes Kunth"
 ]
}

 The dataset includes 80 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184423-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zoo3x
title: Occurrence Download

description: A dataset containing 276189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is China"
 ]
}

 The dataset includes 276189 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018188-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sf9s7s
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((113.27788 -8.44754,113.27119 -8.46368,113.26432 -8.47896,113.26707 -8.49835,113.30741 -8.51089,113.34363 -8.50728,113.40955 -8.49372,113.41727 -8.47878,113.41727 -8.46883,113.40165 -8.45304,113.35685 -8.44703,113.31634 -8.44548,113.27788 -8.44754))",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 116 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193928-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdc4gp
title: Occurrence Download

description: A dataset containing 611334 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lolium perenne L."
 ]
}

 The dataset includes 611334 records from 1105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190841-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.taakeh
title: Occurrence Download

description: A dataset containing 570 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambystoma ordinarium Taylor, 1940"
 ]
}

 The dataset includes 570 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018189-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnn4yf
title: Occurrence Download

description: A dataset containing 1484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Toxicodendron succedaneum (L.) Kuntze)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1484 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049114-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pgus2x
title: Occurrence Download

description: A dataset containing 27443 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agalinis Raf."
 ]
}

 The dataset includes 27443 records from 253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193930-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybbned
title: Occurrence Download

description: A dataset containing 387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.2891845703125 26.08145445860754,-99.00329589843749 26.298339726417737,-99.29992675781249 25.621715959845744,-98.26171875 25.03583855563501,-97.899169921875 25.030861410390443,-97.87719726562499 26.032106117348945,-98.2891845703125 26.08145445860754))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 387 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018190-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nx5r4
title: Occurrence Download

description: A dataset containing 954 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Abies borisii-regis Mattf., Abies cephalonica Loudon)"
 ]
}

 The dataset includes 954 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005780-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbpxlm
title: Occurrence Download

description: A dataset containing 76744 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Algeria",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 76744 records from 285 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018192-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrcmu0
title: Occurrence Download

description: A dataset containing 71359 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ocyurus chrysurus (Bloch, 1791)"
 ]
}

 The dataset includes 71359 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043130-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzb3kr
title: Occurrence Download

description: A dataset containing 8753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenanthe peucedanifolia Pollich",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8753 records from 200 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001556-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbzcnk
title: Occurrence Download

description: A dataset containing 1012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-72.31888 -22.45546,-75.7782 -35.09856,-77.57858 -50.41377,-75.55984 -55.42979,-64.487 -56.66377,-58.84277 -42.05286,-55.60387 -38.36481,-57.19894 -34.5586,-56.02615 -28.84528,-53.85017 -26.20227,-57.72285 -27.218,-60.61775 -24.82102,-63.4223 -22.53697,-69.29077 -16.53748,-72.31888 -22.45546))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lama guanicoe (Müller, 1776)"
 ]
}

 The dataset includes 1012 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104677-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rlbjge
title: Occurrence Download

description: A dataset containing 1029 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus macrophylla Pers.",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 1029 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043131-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bz9xj
title: Occurrence Download

description: A dataset containing 201812 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lampetra Bonnaterre, 1788"
 ]
}

 The dataset includes 201812 records from 355 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001552-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6thns7
title: Occurrence Download

description: A dataset containing 249046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "SpeciesKey is Sturnella neglecta Audubon, 1844",
 "HasCoordinate is TRUE",
 "Year is 2023"
 ]
}

 The dataset includes 249046 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044741-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3hknp
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porites heronensis Veron, 1985"
 ]
}

 The dataset includes 95 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136442-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7nz2wb
title: Occurrence Download

description: A dataset containing 5474 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragaria virginiana Mill.",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 5474 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043132-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5ycqg
title: Occurrence Download

description: A dataset containing 1550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Delena cancerides Walckenaer, 1837)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1550 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044773-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.deduu9
title: Occurrence Download

description: A dataset listing the 43044 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Bryophyta"
 ]
}

 The dataset's 43044 records were derived from 1353 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146408-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejq5ps
title: Occurrence Download

description: A dataset containing 25115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parnassius mnemosyne (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25115 records from 374 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023105-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kxpe9m
title: Occurrence Download

description: A dataset containing 675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, New Zealand, Italy)",
 "TaxonKey is Actinidia deliciosa (A.Chev.) C.F.Liang & A.R.Ferguson"
 ]
}

 The dataset includes 675 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023106-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwmsm2
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oxytropis monticola A.Gray)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 257 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023107-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9s76ur
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oxytropis riparia Litv.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 46 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023110-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ye7fk8
title: Occurrence Download

description: A dataset listing the 25 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.07356 46.15408,6.07786 46.15408,6.07786 46.15824,6.07356 46.15824,6.07356 46.15408))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2015-2025"
 ]
}

 The dataset's 25 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023102-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbw4wf
title: Occurrence Download

description: A dataset containing 45472 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mythimna unipuncta (Haworth, 1809)"
 ]
}

 The dataset includes 45472 records from 282 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023109-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8sbff
title: Occurrence Download

description: A dataset containing 1957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oxytropis splendens Douglas)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1957 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023111-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15072284
title: Ciona tail regression_genotype_Ano5 (KH.C8.274) _Ano6 (KH.C10.524)_video3(part1)

description: Video that was collected using Ciona Tracker 2.0 as part of Liang et al 2025. Animals included in this video are Ano5, Ano6 double mutants used in CRISPR/Cas9 experiments addressing the role of Ano5 and Ano6 in Ciona sensory perception.
DOI: 10.5281/zenodo.15072285
title: Ciona tail regression_genotype_Ano5 (KH.C8.274) _Ano6 (KH.C10.524)_video3(part1)

description: Video that was collected using Ciona Tracker 2.0 as part of Liang et al 2025. Animals included in this video are Ano5, Ano6 double mutants used in CRISPR/Cas9 experiments addressing the role of Ano5 and Ano6 in Ciona sensory perception.
DOI: 10.5281/zenodo.14713375
title: ALS based biomass in Iberian Peninsula - 2017 to 2021

description: This is the data used or generated in the paper, "Canopy height and biomass distribution across the forests of Iberian Peninsula".

Authors

Yang Su a, b, c, Martin Schwartz b, Ibrahim Fayad b, García Alonso Mariano d, Miguel A. Zavala e, Julián Tijerín-Triviño e, Julen Astigarraga e, Verónica Cruz f, Siyu Liu g, Xianglin Zhang c, h, Songchao Chen h,i, François Ritter b, Nikola Besic j, Alexandre d'Aspremont a, Philippe Ciais b

 

Affiliations

a Département d'Informatique, École Normale Supérieure – PSL, 45 Rue d'Ulm, 75005 Paris, France

b Laboratoire des Sciences du Climat et de l’Environnement, CEA CNRS UVSQ Orme des Merisiers, 91190 Gif-sur-Yvette, France

c UMR ECOSYS, INRAE AgroParisTech, Université Paris-Saclay, 91120 Palaiseau, France

d University of Alcalá, Department of Geology, Geography and the Environment, Enviromental Remote Sensing Research Group, 28801 Alcalá de Henares, Spain

e University of Alcalá, Department of Life Sciences, 28801 Alcalá de Henares, Spain

f Department of Biodiversity, Ecology and Evolution, Complutense University of Madrid, 28040 Madrid, Spain

g Department of Geosciences and Natural Resource Management, Copenhagen University, 1958 Frederiksberg, Denmark

h College of Environmental and Resource Sciences, Zhejiang University, 310058 Hangzhou, China

i ZJU-Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University, 311215 Hangzhou, China

j IGN, ENSG, Laboratoire d'inventaire forestier (LIF), 54000 Nancy, France

 

Corresponding Author

Yang Su

yang.su@ens.fr

+33 1 89 10 07 67

École normale supérieure - PSL

 

To use the model and data, please contact the corresponding author for more details.

 

The maps of canopy height and above-ground biomass provided by this study can be found on Zenodo, detailed information about how to access those datasets can be found in Table 2 in this study. A preview of those maps can be found here: https://ens-yangsu-forest-spain-als.projects.earthengine.app/view/ai4forest-iberian-peninsula




Funding



Artificial Intelligence for forest monitoring from space – AI4Forests

Agence Nationale de la Recherche
Find out more...

 

MAZ, JTT, JA and VCA acknowledge support from the Spanish Ministry of Science and Innovation (grant LARGE, Nº PID2021-123675OB-C41).

MG acknowledges support from the Spanish Ministry of Science and Innovation (grant REMOTE, Nº PID2021-123675OB-C42). 

VCA was supported by the Ministry of Universities, Spain, and Next Generation-EU, with “Maria Zambrano” fellowship.
DOI: 10.5281/zenodo.14713374
title: Biomass in Iberian Peninsula predicted by ALS-Sentinel based model - 2017 to 2021

description: This is the data used or generated in the paper, "Canopy height and biomass distribution across the forests of Iberian Peninsula".

Authors

Yang Su a, b, c, Martin Schwartz b, Ibrahim Fayad b, García Alonso Mariano d, Miguel A. Zavala e, Julián Tijerín-Triviño e, Julen Astigarraga e, Verónica Cruz f, Siyu Liu g, Xianglin Zhang c, h, Songchao Chen h,i, François Ritter b, Nikola Besic j, Alexandre d'Aspremont a, Philippe Ciais b

 

Affiliations

a Département d'Informatique, École Normale Supérieure – PSL, 45 Rue d'Ulm, 75005 Paris, France

b Laboratoire des Sciences du Climat et de l’Environnement, CEA CNRS UVSQ Orme des Merisiers, 91190 Gif-sur-Yvette, France

c UMR ECOSYS, INRAE AgroParisTech, Université Paris-Saclay, 91120 Palaiseau, France

d University of Alcalá, Department of Geology, Geography and the Environment, Enviromental Remote Sensing Research Group, 28801 Alcalá de Henares, Spain

e University of Alcalá, Department of Life Sciences, 28801 Alcalá de Henares, Spain

f Department of Biodiversity, Ecology and Evolution, Complutense University of Madrid, 28040 Madrid, Spain

g Department of Geosciences and Natural Resource Management, Copenhagen University, 1958 Frederiksberg, Denmark

h College of Environmental and Resource Sciences, Zhejiang University, 310058 Hangzhou, China

i ZJU-Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University, 311215 Hangzhou, China

j IGN, ENSG, Laboratoire d'inventaire forestier (LIF), 54000 Nancy, France

 

Corresponding Author

Yang Su

yang.su@ens.fr

+33 1 89 10 07 67

École normale supérieure - PSL

 

To use the data, please cite this study, and in case of difficulties when using the model and data, please contact the corresponding author for further details and possible assistance

 

The maps of canopy height and above-ground biomass provided by this study can be found on Zenodo, detailed information about how to access those datasets can be found in Table 1-5 in this study. A preview of those maps can be found here: https://ens-yangsu-forest-spain-als.projects.earthengine.app/view/ai4forest-iberian-peninsula




Funding



Artificial Intelligence for forest monitoring from space – AI4Forests

Agence Nationale de la Recherche
Find out more...

 

MAZ, JTT, JA and VCA acknowledge support from the Spanish Ministry of Science and Innovation (grant LARGE, Nº PID2021-123675OB-C41).

MG acknowledges support from the Spanish Ministry of Science and Innovation (grant REMOTE, Nº PID2021-123675OB-C42). 

VCA was supported by the Ministry of Universities, Spain, and Next Generation-EU, with “Maria Zambrano” fellowship.