cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.w8prpb
title: Occurrence Download

description: A dataset containing 9520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crepis albida Vill.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9520 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0294585-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/ya0mnq/3jvbwy
title: im_12_0_position_228000nm.tif

description: :unav
DOI: 10.15468/dl.wjkazh
title: Occurrence Download

description: A dataset containing 1525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polemonium boreale Adams",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1525 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293993-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xupcv8
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea spruneri Boiss. & Heldr.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237008-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7etde
title: Occurrence Download

description: A dataset containing 2586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linaria amethystea (Vent.) Hoffmanns. & Link",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2586 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300445-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/ya0mnq/7zntql
title: description.txt

description: :unav
DOI: 10.15468/dl.uan8d5
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aeonium simsii (Sweet) Stearn",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 113 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0285996-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.supm4r
title: Occurrence Download

description: A dataset containing 173952 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gnaphalium uliginosum L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 173952 records from 537 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262018-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twybmv
title: Occurrence Download

description: A dataset containing 34421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spartium junceum L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 34421 records from 376 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260578-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/d45b49f
title: The unrealised potential of agroforestry (Raw drone images & polygons CIV Guiglo)

description: This dataset is part of a larger collection accompanying the analysis presented in “The unrealized potential of agroforestry for an emissions-intensive agricultural commodity” (Becker et al., Nature Sustainability, 2025). The full dataset has been published via UQ eSpace as a series of interlinked records, each representing a different stage of the research workflow—from raw imagery to processed data products and analysis code.

This subset contains raw drone imagery—unprocessed aerial photographs (JPEGs)—collected during field surveys in the Guiglo area of western Côte d’Ivoire. Drone flights were conducted across cocoa farms in this region in 2021, as part of a broader effort to map shade-tree cover using drone-based ground-truth data and machine learning.

The images in this folder served as the basis for generating orthomosaics, digital surface models, digital terrain models, and vegetation height estimates. Fieldwork in Abengourou was carried out in collaboration with the Sustainable Cocoa Initiative Support Programme (SCISP) and the Sustainable Agricultural Supply Chains Initiative (SASI, formerly INA) of the German Development Agency (GIZ).
DOI: 10.15468/dl.hwexc3
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030572-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6e83sr
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Angola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030571-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/b46b1ff
title: The unrealised potential of agroforestry (Raw drone images & polygons CIV Aboisso)

description: This dataset is part of a larger collection accompanying the analysis presented in “The unrealized potential of agroforestry for an emissions-intensive agricultural commodity” (Becker et al., Nature Sustainability, 2025). The full dataset has been published via UQ eSpace as a series of interlinked records, each representing a different stage of the research workflow—from raw imagery to processed data products and analysis code.

This subset contains raw drone imagery—unprocessed aerial photographs (JPEGs)—collected during field surveys in the Aboisso area of southeastern Côte d’Ivoire. Drone flights were conducted across cocoa farms in this region in 2021, as part of a broader effort to map shade-tree cover using drone-based ground-truth data and machine learning.

The images in this folder served as the basis for generating orthomosaics, digital surface models, digital terrain models, and vegetation height estimates. Fieldwork in Abengourou was carried out in collaboration with the Sustainable Cocoa Initiative Support Programme (SCISP) and the Sustainable Agricultural Supply Chains Initiative (SASI, formerly INA) of the German Development Agency (GIZ).
DOI: 10.15468/dl.vj57dp
title: Occurrence Download

description: A dataset containing 35616 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Athene noctua)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 35616 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030570-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6efe4
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Washingtonia robusta",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 44 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030574-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfhrrv
title: Occurrence Download

description: A dataset containing 14209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chenopodium album",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14209 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030573-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/53e3189
title: The unrealised potential of agroforestry (Processed maps GHA 2021 point clouds)

description: This dataset is part of a larger collection accompanying the analysis presented in “The unrealized potential of agroforestry for an emissions-intensive agricultural commodity” (Becker et al., Nature Sustainability, 2025). The full dataset has been published via UQ eSpace as a series of interlinked records, each representing a different stage of the research workflow—from raw imagery to processed data products and analysis code.

This subset contains unclassified point cloud data (LAS format) generated from drone imagery collected across cocoa farms in Ghana in 2021. These point clouds were produced as part of the standard photogrammetric workflow but were not directly used in the published analysis. Nonetheless, they may be valuable for users interested in alternative processing workflows, tree segmentation, or structural vegetation metrics.
DOI: 10.15468/dl.72bmx7
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Romulea congoensis",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 37 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030575-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2psdv9
title: Occurrence Download

description: A dataset containing 5773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Athene noctua)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 5773 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030576-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/2418854
title: The unrealised potential of agroforestry (Raw drone images GHA 2022 Part E)

description: This dataset is part of a larger collection accompanying the analysis presented in “The unrealized potential of agroforestry for an emissions-intensive agricultural commodity” (Becker et al., Nature Sustainability, 2025). The full dataset has been published via UQ eSpace as a series of interlinked records, each representing a different stage of the research workflow—from raw imagery to processed data products and analysis code.

This subset (Part E) includes imagery from farms P401 to P400, collected in 2022 as part of a stratified sampling design in Ghana. It is one of several folders containing raw drone imagery—unprocessed aerial photographs (JPEGs)—captured during field surveys across cocoa farms in Ghana between 2021 and 2022.

These images were collected as part of a broader effort to map shade-tree cover and aboveground biomass using drone-based ground-truth data and machine learning. The raw images in this folder served as the basis for generating orthomosaics, digital surface models, digital terrain models, and vegetation height estimates.
DOI: 10.17595/20160901.003
title: Continuous Observational Data of Atmospheric CH4 Mixing Ratios on Hateruma Island

description: The present data set is time series data of atmospheric CH4 mixing ratios measured on Hateruma Island, Japan. Hateruma Island is a small ellipse-shaped island in east-west direction with an area of 13 m2, and is the southwestern-most inhabited island of the Japanese archipelago with a population of 500. The monitoring station is located at the eastern tip of the island. Air is sampled from an intake placed on a tower adjacent to the observation station about 37 m above ground level, and the CH4 mixing ratios are measured semi-continuously by using a gas chromatographic system. Hateruma is influenced by the East Asian monsoon, with northerly winds from the continent in winter and southerly winds from the Pacific Ocean in summer. Since Hateruma is a small island surrounded by seas, the influence from local emission sources is negligible.
DOI: 10.17595/20160901.004
title: Continuous Observational Data of Atmospheric CH4 Mixing Ratios at Cape Ochi-ishi

description: The present data set is time series data of atmospheric methane (CH4) mixing ratios measured at Cape Ochiishi situated at the base of Nemuro Peninsula in eastern Hokkaido, Japan. The monitoring station is located on top of a cliff 42.4 m above ground at the southern tip of the cape facing the Pacific Ocean. Air is sampled from an intake placed on a tower adjacent to the observation station about 51.5 m above ground level, and the CH4 mixing ratios are measured semi-continuously by using a gas chromatographic system. The winds tend to be predominantly northwesterly in winter and southwesterly in summer, whereas in spring and autumn no predominant wind direction has been observed. Because Hokkaido’s eastern part is dotted with swamps and grazing lands which are methane sources, and two cities, Nemuro and Kushiro are situated 20 km north and 100 km west, respectively, of the station, the influence from local methane emission sources is frequently observed.
DOI: 10.15468/dl.tuk2kf
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chenopodium album",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 44 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030578-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gpm2c
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Washingtonia robusta",
 "Country is Malta",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030579-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.guzkgj
title: Occurrence Download

description: A dataset containing 1633 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Felicia echinata"
 ]
}

 The dataset includes 1633 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030577-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/c61a4b2
title: The unrealised potential of agroforestry (Raw drone images GHA 2022 Part F)

description: This dataset is part of a larger collection accompanying the analysis presented in “The unrealized potential of agroforestry for an emissions-intensive agricultural commodity” (Becker et al., Nature Sustainability, 2025). The full dataset has been published via UQ eSpace as a series of interlinked records, each representing a different stage of the research workflow—from raw imagery to processed data products and analysis code.

This subset (Part F) includes imagery from farms P401 to P518, collected in 2022 as part of a stratified sampling design in Ghana. It is one of several folders containing raw drone imagery—unprocessed aerial photographs (JPEGs)—captured during field surveys across cocoa farms in Ghana between 2021 and 2022.

These images were collected as part of a broader effort to map shade-tree cover and aboveground biomass using drone-based ground-truth data and machine learning. The raw images in this folder served as the basis for generating orthomosaics, digital surface models, digital terrain models, and vegetation height estimates.
DOI: 10.48610/ed7edcd
title: The unrealised potential of agroforestry (Raw drone images GHA 2021 Part B)

description: This dataset is part of a larger collection accompanying the analysis presented in “The unrealized potential of agroforestry for an emissions-intensive agricultural commodity” (Becker et al., Nature Sustainability, 2025). The full dataset has been published via UQ eSpace as a series of interlinked records, each representing a different stage of the research workflow—from raw imagery to processed data products and analysis code.

This subset (Part B) includes imagery from farms F82 to F150, collected in 2021 as part of a stratified sampling design in Ghana. It is one of several folders containing raw drone imagery—unprocessed aerial photographs (JPEGs)—captured during field surveys across cocoa farms in Ghana between 2021 and 2022.

These images were collected as part of a broader effort to map shade-tree cover and aboveground biomass using drone-based ground-truth data and machine learning. The raw images in this folder served as the basis for generating orthomosaics, digital surface models, digital terrain models, and vegetation height estimates.
DOI: 10.15468/dl.ssnpnb
title: Occurrence Download

description: A dataset containing 264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Euphydryas maturna"
 ]
}

 The dataset includes 264 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030580-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrke4v
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Handleyomys melanotis"
 ]
}

 The dataset includes 175 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030582-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7aqaez
title: Occurrence Download

description: A dataset containing 2644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Benin",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2644 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030584-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5yefw
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030583-250717081556266/datasets/export for details.
DOI: 10.15468/dl.a6rvh7
title: Occurrence Download

description: A dataset containing 15743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chenopodium album",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15743 records from 206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030585-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/633959b
title: The unrealised potential of agroforestry (Raw drone images GHA 2021 Part A)

description: This dataset is part of a larger collection accompanying the analysis presented in “The unrealized potential of agroforestry for an emissions-intensive agricultural commodity” (Becker et al., Nature Sustainability, 2025). The full dataset has been published via UQ eSpace as a series of interlinked records, each representing a different stage of the research workflow—from raw imagery to processed data products and analysis code.

This subset (Part A) includes imagery from farms F01 to F81, collected in 2021 as part of a stratified sampling design in Ghana. It is one of several folders containing raw drone imagery—unprocessed aerial photographs (JPEGs)—captured during field surveys across cocoa farms in Ghana between 2021 and 2022.

These images were collected as part of a broader effort to map shade-tree cover and aboveground biomass using drone-based ground-truth data and machine learning. The raw images in this folder served as the basis for generating orthomosaics, digital surface models, digital terrain models, and vegetation height estimates.