cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.a57vvg
title: Occurrence Download

description: A dataset containing 10356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus spinosa L.",
 "MediaType is Image",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 10356 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001805-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghy7vp
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is China",
 "Country is unknown or invalid"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Pteris ensiformis Burm."
 ]
}

 The dataset includes 432 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276919-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hkc7x
title: Occurrence Download

description: A dataset containing 13099 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Microtus duodecimcostatus (Selys-Longchamps, 1839)"
 ]
}

 The dataset includes 13099 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043665-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3fvust
title: Occurrence Download

description: A dataset containing 1629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2024",
 "Geometry POLYGON ((-130.7383528944533 -59.46314024951374, -130.7383528944533 32.71876227804215, -26.26729810228821 32.71876227804215, -26.26729810228821 -59.46314024951374, -130.7383528944533 -59.46314024951374))",
 "OccurrenceStatus is Present",
 "TaxonKey is Gymnorhinus cyanocephalus Wied-Neuwied, 1841"
 ]
}

 The dataset includes 1629 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051330-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45jjzb
title: Occurrence Download

description: A dataset containing 5156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Türkiye",
 "Year 1890-1892"
 ]
}

 The dataset includes 5156 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074535-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3wz8k
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Michelia wilsonii Finet & Gagnep.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016522-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7zwqw
title: Occurrence Download

description: A dataset containing 463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-135.44287 5.78680,-29.55713 5.78680,-29.55713 48.21320,-135.44287 48.21320,-135.44287 5.78680))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardea herodias occidentalis Audubon, 1835"
 ]
}

 The dataset includes 463 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219259-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzjn32
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trimeresurus macrolepis Beddome, 1862"
 ]
}

 The dataset includes 62 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034062-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jajv4
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ptychohyla salvadorensis (Mertens, 1952)"
 ]
}

 The dataset includes 156 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133020-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84vnaj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Conoclinium coelestinum (L.) DC."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0301147-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phfabr
title: Occurrence Download

description: A dataset containing 15961 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Gleichenia J.E.Sm."
 ]
}

 The dataset includes 15961 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258890-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krygsv
title: Occurrence Download

description: A dataset containing 8206 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oreochromis niloticus (Linnaeus, 1758)"
 ]
}

 The dataset includes 8206 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034063-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tutfef
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ensete perrieri (Claverie) Cheesman"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238273-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ue6bpj
title: Occurrence Download

description: A dataset containing 53145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53145 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027489-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctnn7y
title: Occurrence Download

description: A dataset containing 9977 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chenopodium berlandieri"
 ]
}

 The dataset includes 9977 records from 294 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027522-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nr76je
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Andorra",
 "Geometry POLYGON((-16.64723 35.24421,19.64723 35.24421,19.64723 49.75579,-16.64723 49.75579,-16.64723 35.24421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Abies alba",
 "Year 2005-2025"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027523-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5a4jqh
title: Occurrence Download

description: A dataset containing 7429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinochloa crus-galli",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7429 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027525-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgrufq
title: Occurrence Download

description: A dataset containing 1064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quasimellana eulogius"
 ]
}

 The dataset includes 1064 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027526-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hg3thr
title: Occurrence Download

description: A dataset containing 3977 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chloranthus serratus"
 ]
}

 The dataset includes 3977 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027524-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cuzkp8
title: Occurrence Download

description: A dataset containing 431360 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 (Egretta caerulea)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 431360 records from 298 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027482-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a972sq
title: Occurrence Download

description: A dataset containing 331985 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lyrurus tetrix"
 ]
}

 The dataset includes 331985 records from 415 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027424-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrrbrg
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Setaria viridis",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027527-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.at2w3c
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Setaria viridis",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027528-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15382551
title: The WorldStrat Dataset: Open High-Resolution Satellite Imagery With Paired Multi-Temporal Low-Resolution

description: What is this dataset?

Nearly 10,000 km² of free high-resolution and matched low-resolution satellite imagery of unique locations which ensure stratified representation of all types of land-use across the world: from agriculture to ice caps, from forests to multiple urbanization densities.

Those locations are also enriched with typically under-represented locations in ML datasets: sites of humanitarian interest, illegal mining sites, and settlements of persons at risk.

Each high-resolution image (1.5 m/pixel) comes with multiple temporally-matched low-resolution images from the freely accessible lower-resolution Sentinel-2 satellites (10 m/pixel).

We accompany this dataset with a paper, datasheet for datasets and an open-source Python package to: rebuild or extend the WorldStrat dataset, train and infer baseline algorithms, and learn with abundant tutorials, all compatible with the popular EO-learn toolbox.

Why make this?

We hope to foster broad-spectrum applications of ML to satellite imagery, and possibly develop the same power of analysis allowed by costly private high-resolution imagery from free public low-resolution Sentinel2 imagery. We illustrate this specific point by training and releasing several highly compute-efficient baselines on the task of Multi-Frame Super-Resolution.

Licences



The high-resolution Airbus imagery is distributed, with authorization from Airbus, under Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0).

The labels, Sentinel2 imagery, and trained weights are released under Creative Commons with Attribution 4.0 International (CC BY 4.0).

The source code (will be shortly released on GitHub) under 3-Clause BSD license.
DOI: 10.5281/zenodo.6810791
title: The WorldStrat Dataset: Open High-Resolution Satellite Imagery With Paired Multi-Temporal Low-Resolution

description: What is this dataset?

Nearly 10,000 km² of free high-resolution and matched low-resolution satellite imagery of unique locations which ensure stratified representation of all types of land-use across the world: from agriculture to ice caps, from forests to multiple urbanization densities.

Those locations are also enriched with typically under-represented locations in ML datasets: sites of humanitarian interest, illegal mining sites, and settlements of persons at risk.

Each high-resolution image (1.5 m/pixel) comes with multiple temporally-matched low-resolution images from the freely accessible lower-resolution Sentinel-2 satellites (10 m/pixel).

We accompany this dataset with a paper, datasheet for datasets and an open-source Python package to: rebuild or extend the WorldStrat dataset, train and infer baseline algorithms, and learn with abundant tutorials, all compatible with the popular EO-learn toolbox.

Why make this?

We hope to foster broad-spectrum applications of ML to satellite imagery, and possibly develop the same power of analysis allowed by costly private high-resolution imagery from free public low-resolution Sentinel2 imagery. We illustrate this specific point by training and releasing several highly compute-efficient baselines on the task of Multi-Frame Super-Resolution.

Licences



The high-resolution Airbus imagery is distributed, with authorization from Airbus, under Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0).

The labels, Sentinel2 imagery, and trained weights are released under Creative Commons with Attribution 4.0 International (CC BY 4.0).

The source code (will be shortly released on GitHub) under 3-Clause BSD license.
DOI: 10.15468/dl.32aapr
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.19153 43.34781,3.29021 43.34781,3.29021 43.41469,3.19153 43.41469,3.19153 43.34781))",
 "OccurrenceStatus is Present",
 "TaxonKey is Chiroptera"
 ]
}

 The dataset includes 255 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027530-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9rgnc
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinochloa crus-galli",
 "Country is Uzbekistan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027529-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wyk2m9
title: Occurrence Download

description: A dataset containing 1061 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chloranthus henryi"
 ]
}

 The dataset includes 1061 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027532-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2spf2
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ethulia vernonioides",
 "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 46 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027533-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ruwpsh
title: Occurrence Download

description: A dataset containing 4235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Pakistan",
 "Geometry POLYGON((74.71809 35.66175,74.69492 35.50537,74.498 35.17523,74.84551 34.85668,75.22198 34.66555,75.5579 34.80456,75.70849 35.27369,75.47103 35.43587,75.12352 35.58645,74.71809 35.66175))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 4235 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027534-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nscmxq
title: Occurrence Download

description: A dataset containing 50587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((140.83895 -9.82433,143.77941 -9.69649,152.15336 -12.50911,153.62359 -10.2718,150.93881 -7.71487,148.06227 -6.18071,145.1218 -3.55986,137.51494 0.723,130.61123 1.49008,129.58846 -0.29978,129.20492 -2.21747,130.93085 -2.53709,132.01755 -4.32694,134.70232 -4.7744,136.81179 -6.37248,136.55609 -8.73764,140.83895 -9.82433))",
 "TaxonKey is Anura"
 ]
}

 The dataset includes 50587 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027459-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktymza
title: Occurrence Download

description: A dataset containing 347 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acaena agnipila",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 347 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027535-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gv3ssd
title: Occurrence Download

description: A dataset containing 868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Setaria viridis",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 868 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027538-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fucbu6
title: Occurrence Download

description: A dataset containing 10489 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Earthworm Research Records (UK)"
 ]
}

 The dataset includes 10489 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027536-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.