cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.b38hae
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthosepion lycidas (Gray, 1849)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027305-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qge5s2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sula leucogaster (Boddaert, 1783)",
 "Year 2000-2024"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027304-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y42y8m
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Suthora nipalensis (Hodgson, 1837)",
 "Year 2000-2024"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027306-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pf9gwg
title: Occurrence Download

description: A dataset containing 881 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Asio flammeus (Pontoppidan, 1763)"
 ]
}

 The dataset includes 881 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027307-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55af5q
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Temnurus temnurus (Temminck, 1825)",
 "Year 2000-2024"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027308-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.77st4p
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sepia lycidas Gray, 1849",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027309-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9b56f9
title: Occurrence Download

description: A dataset containing 560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coryphaenoides cinereus (Gilbert, 1896)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 560 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027314-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ye3gj3
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plagiopholis nuchalis (Boulenger, 1893)",
 "Year 2000-2024"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027315-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yq7b4n
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is one of (iNaturalist Research-grade Observations, EOD – eBird Observation Dataset)",
 "TaxonKey is Protobothrops kelomohy Sumontha, Vasaruchapong, Chomngam, Suntrarachun, Pawangkhanant, Sompan, Smits & Kunya Chanhome, 2020",
 "Year 2000-2024"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027316-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9znzj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Psammodynastes pictus Günther, 1858",
 "Year 2000-2024"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027317-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcy9t6
title: Occurrence Download

description: A dataset containing 648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus gorbuscha (Walbaum, 1792)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 648 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027318-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7mt4k
title: Occurrence Download

description: A dataset containing 765 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinonicteris aurantia (Gray, 1845)"
 ]
}

 The dataset includes 765 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027321-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2q7k2
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Zephyranthes longifolia Hemsl."
 ]
}

 The dataset includes 146 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027320-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amwwed
title: Occurrence Download

description: A dataset containing 765 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinonicteris aurantia (Gray, 1845)"
 ]
}

 The dataset includes 765 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027319-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2c6r5y
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cavendishia adenophora Mansf."
 ]
}

 The dataset includes 167 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027322-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdw728
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Terpsiphone atrocaudata (Eyton, 1839)",
 "Year 2000-2024"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027323-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbf5rz
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Thalasseus bergii (M.H.K.Lichtenstein, 1823)",
 "Year 2000-2024"
 ]
}

 The dataset includes 37 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027325-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6rryz
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Treron bicinctus (Jerdon, 1840)",
 "Year 2000-2024"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027326-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzfhgj
title: Occurrence Download

description: A dataset containing 19655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Pl@ntNet observations, Royal Ontario Museum Green Plant Herbarium (TRT), The New York Botanical Garden Herbarium (NY), Bell Museum plants, Carnegie Museum of Natural History Herbarium, Michigan State University Herbarium Vascular Plants, University of Michigan Herbarium)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Thuja occidentalis L.",
 "Year 1000-2024"
 ]
}

 The dataset includes 19655 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027324-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7hexv8
title: Occurrence Download

description: A dataset containing 164357 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Himalayan Uplands Plant database (HUP Version 1)"
 ]
}

 The dataset includes 164357 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027310-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a67fhj
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Treron olax (Temminck, 1823)",
 "Year 2000-2024"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027328-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trxmzf
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Zephyranthes macrosiphon Baker"
 ]
}

 The dataset includes 17 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027329-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4vyzn
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Treron phoenicopterus (Latham, 1790)",
 "Year 2000-2024"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027330-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzdab2
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Treron seimundi (Robinson, 1910)",
 "Year 2000-2024"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027331-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqdf45
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Treron sieboldii (Temminck, 1835)",
 "Year 2000-2024"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027332-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11617166
title: OAM-TCD: A globally diverse dataset of high-resolution tree cover maps

description: This repository contains files for the OAM-TCD dataset. This repository contains:



GeoTIFF format images (images.tar.gz)

Semantic segmentation annotation masks (masks.tar.gz)

MS-COCO annotation files (train.tar.gz and test.tar.gz)

Associated metadata for images in each split


Images are named <oam_id>_<image_id>.tif

For more information, see our arXiv paper here: https://arxiv.org/abs/2407.11743

We recommend that you download the dataset via HuggingFace Hub and we provide a utility to convert the dataset (including folds) to disk in our repository. This archive is provided mainly for long-term availability and reference.

The data are split into three groups depending on image license. The vast majority of the data are CC BY 4.0 licensed (approx. 90%), with smaller portions as CC BY-NC 4.0 and CC BY-SA 4.0. These subsets have the zip extension '-nc' and '-sa' respectively. All CC BY-SA images are in the test set.

Additionally, we provide dataset split indices that can be used for 5-fold cross-validation. To avoid duplication, we do not provide separate annotation files for each fold. You can find these indices in the JSON files in the metadata using the image_id as a key. Each image is given a validation_fold which is an integer in [0,4], a value of -1 indicates that the image belongs to the holdout dataset and should not be used for training with this split arrangement.

All images in the dataset are courtesy of contributors of the Open Imagery Network via Open Aerial Map.
DOI: 10.5281/zenodo.11617167
title: OAM-TCD: A globally diverse dataset of high-resolution tree cover maps

description: This repository contains files for the OAM-TCD dataset. This repository contains:



GeoTIFF format images (images.tar.gz)

Semantic segmentation annotation masks (masks.tar.gz)

MS-COCO annotation files (train.tar.gz and test.tar.gz)

Associated metadata for images in each split


Images are named <oam_id>_<image_id>.tif

For more information, see our arXiv paper here: https://arxiv.org/abs/2407.11743

We recommend that you download the dataset via HuggingFace Hub and we provide a utility to convert the dataset (including folds) to disk in our repository. This archive is provided mainly for long-term availability and reference.

The data are split into three groups depending on image license. The vast majority of the data are CC BY 4.0 licensed (approx. 90%), with smaller portions as CC BY-NC 4.0 and CC BY-SA 4.0. These subsets have the zip extension '-nc' and '-sa' respectively. All CC BY-SA images are in the test set.

Additionally, we provide dataset split indices that can be used for 5-fold cross-validation. To avoid duplication, we do not provide separate annotation files for each fold. You can find these indices in the JSON files in the metadata using the image_id as a key. Each image is given a validation_fold which is an integer in [0,4], a value of -1 indicates that the image belongs to the holdout dataset and should not be used for training with this split arrangement.

All images in the dataset are courtesy of contributors of the Open Imagery Network via Open Aerial Map.
DOI: 10.15468/dl.s68mtv
title: Occurrence Download

description: A dataset listing the 5551 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Himalayan Uplands Plant database (HUP Version 1)"
 ]
}

 The dataset's 5551 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027311-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hd2skx
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sibynophis melanocephalus (Gray, 1834)",
 "Year 2000-2024"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027334-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2j2w2
title: Occurrence Download

description: A dataset containing 731216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((73.72874 20.35168,191.8327 20.35168,191.8327 77.52827,73.72874 77.52827,73.72874 20.35168))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 731216 records from 199 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027313-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7m4ej
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pseudocalotes microlepis (Boulenger, 1888)",
 "Year 2000-2024"
 ]
}

 The dataset includes 38 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027335-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqf8yc
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Zephyranthes minuta (Kunth) D.Dietr."
 ]
}

 The dataset includes 162 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027337-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbw7u5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is one of (iNaturalist Research-grade Observations, EOD – eBird Observation Dataset)",
 "TaxonKey is Pseudorabdion longiceps (Cantor, 1847)",
 "Year 2000-2024"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027336-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.356any
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphiachyris dracunculoides (DC.) Nutt.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 356 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268454-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqv8n8
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Goggia microlepidota (Fitzsimons, 1939))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054226-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7u39v3
title: Occurrence Download

description: A dataset containing 7026 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gallirallus torquatus (Linnaeus, 1766)"
 ]
}

 The dataset includes 7026 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0375894-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.