cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13958096
title: SD4EO: Open Street Maps Northern France Patch Dataset

description: This dataset has been created as part of the deliverables for ESA’s SD4EO project.

It consists of orthogonal patches from Open Street Maps taken on 2024, which cover large areas in northern France. They corresponds to large Sentinel-2 Tile areas: T31TCJ, T31TCN, T31TDN, T31UDP, T31UEP, T30UWU, T31TCL, T31TDL, T31TDM, T31TEM, T31TEN, T31TFM, T31UDQ, T31UEQ, T30TXT, T30TYS, T30UXU, T30UYU, T31TFN, T31UFP, T31UFQ and T30TVK.

Each patch covers an area of approximately 1700x1700 meters (though the exact size may vary slightly with latitude). Patches located at the edges of Sentinel-2 tiles were excluded to avoid potential cutting or distortion issues. Likewise, patches near large bodies of water, including coastlines, were also discarded.

It's important to note that, unlike the synthetic image dataset [link], in this case, the patches are always disjoint.

To facilitate the use of these images for training generative AI models (such as GANs and Diffusion models), the patch size has been standardized to 512x512 pixels, providing an effective resolution of 3.3 meters per pixel.

To simplify their usage, the images are stored in lossless PNG format.

Each patch is also accompanied by real RGB+NIR pixel-by-pixel correspondent satellite images from Sentinel-2 in the sibling dataset doi:10.5281/zenodo.13957879 Both this dataset and the Sentinel-2 dataset have been used to train a conditional diffusion model, which generated a synthetic dataset of 46.5 GB that can be accessed at this [link].

The file naming convention is straightforward:

                       Patch_<Tile Name>_<Column Number>_<Row Number>_OSM.png

Columns and rows are always referenced within the same tile.

 

The data from OpenStreetMap (OSM) is licensed under the Open Database License (ODbL). This license allows you to freely use, modify, and distribute the data, provided we follow two key conditions:



Attribution: We must give appropriate credit to OpenStreetMap and its contributors when using their data.

Share-Alike: If we modify or build upon the data, you must distribute your derivative works under the same ODbL license.


As a derivative dataset, we share it under the same terms. This ensures that any improvements or enhancements made to the data remain open and available to the public.

 

The SD4EO Project is funded by ESA’s FutureEO programme under contract no. 4000142334/23/I-DT and is supervised by ESA Φ-lab.
DOI: 10.15468/dl.d4a7x5
title: Occurrence Download

description: A dataset containing 2603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.76066731243748",
 "DecimalLongitude is less than 8.76372686562187",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2603 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025101-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wycug4
title: Occurrence Download

description: A dataset containing 2797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.76372686562187",
 "DecimalLongitude is less than 8.76678641880627",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2797 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025102-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8vd4d
title: Occurrence Download

description: A dataset containing 4028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.76678641880627",
 "DecimalLongitude is less than 8.76984597199066",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 4028 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025103-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4eqm3
title: Occurrence Download

description: A dataset containing 3251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.76984597199066",
 "DecimalLongitude is less than 8.77290552517506",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 3251 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025104-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cb5rfb
title: Occurrence Download

description: A dataset containing 3901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.77290552517506",
 "DecimalLongitude is less than 8.77596507835945",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 3901 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025105-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cxq5h
title: Occurrence Download

description: A dataset containing 3184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.77596507835945",
 "DecimalLongitude is less than 8.77902463154385",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 3184 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025106-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hgpu2
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tortistilus wickhami Van Duzee"
 ]
}

 The dataset includes 134 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025107-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4za5r
title: Occurrence Download

description: A dataset containing 3476 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.77902463154385",
 "DecimalLongitude is less than 8.78208418472824",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 3476 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025108-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvjtg3
title: Occurrence Download

description: A dataset containing 2561 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.78208418472824",
 "DecimalLongitude is less than 8.78514373791264",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2561 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025109-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5fy2e
title: Occurrence Download

description: A dataset containing 3151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.78514373791264",
 "DecimalLongitude is less than 8.78820329109703",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 3151 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025110-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fe3djz
title: Occurrence Download

description: A dataset containing 4899 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.78820329109703",
 "DecimalLongitude is less than 8.79126284428143",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 4899 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025111-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ey2cbb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((112.00668 28.31932,129.50504 28.31932,129.50504 35.31408,112.00668 35.31408,112.00668 28.31932))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Xanthium occidentale Bertol."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025113-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjpn36
title: Occurrence Download

description: A dataset containing 115598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.79126284428143",
 "DecimalLongitude is less than 8.79432239746582",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 115598 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025112-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.259zsj
title: Occurrence Download

description: A dataset containing 17125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Capparis spinosa L."
 ]
}

 The dataset includes 17125 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025114-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5pp5j
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.1656 -36.82441,-73.164 -36.89812,-73.04874 -36.89684,-73.06549 -36.8426,-73.10657 -36.81259,-73.1656 -36.82441))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calyptocephalella gayi (Duméril & Bibron, 1841)"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025115-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13958274
title: Straightforward Electroanalytical Sensing of Nitrate in Cyanobacteria Growth Media at Electrified Liquid-Liquid Interface

description: Data set for the publication entitled "Straightforward Electroanalytical Sensing of Nitrate in Cyanobacteria Growth Media at Electrified Liquid-Liquid Interface". Names are coherent with the publication content.
DOI: 10.15468/dl.5zzr9x
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tortistilus wickhami Van Duzee"
 ]
}

 The dataset includes 134 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025117-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvgsyt
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Canavalia ensiformis (L.) DC.",
 "Year 1970-2024"
 ]
}

 The dataset includes 27 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025118-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkxyer
title: Occurrence Download

description: A dataset containing 6178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gymnuridae"
 ]
}

 The dataset includes 6178 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025121-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26wfeq
title: Occurrence Download

description: A dataset containing 93692 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "DatasetKey is one of (Norwegian Biodiversity Information Centre - Other datasets, Artportalen, Seasearch Marine Surveys in Wales, Natural England Marine Monitoring surveys, Species data for Scottish waters held and managed by Scottish Natural Heritage, derived from benthic surveys 1993 to 2018, Programme BioObs: observations naturalistes en milieux aquatiques-Observations de BioObs., Seasearch Marine Surveys in England, Seasearch Marine Surveys in Scotland, Marine Nature Conservation Review (MNCR) and associated benthic marine data held and managed by JNCC)",
 "TaxonKey is one of (Protanthea simplex Carlgren, 1891, Sabella pavonina Savigny, 1822, Geodia barretti Bowerbank, 1858, Mycale lingua (Bowerbank, 1866), Polycarpa pomaria (Savigny, 1816), Spirobranchus triqueter (Linnaeus, 1758), Hydroides norvegica Gunnerus, 1768, Serpula vermicularis Linnaeus, 1767, Placostegus tridentatus (Fabricius, 1779), Protula tubularia (Montagu, 1803), Apomatus globifer Théel, 1878, Chitinopoma serrula (Stimpson, 1853), Filograna implexa Berkeley, 1835, Molgula citrina Alder & Hancock, 1848, Molgula complanata Alder & Hancock, 1870, Ascidia mentula Müller, 1776, Ascidia virginea Müller, 1776, Ascidia obliqua Alder, 1863, Ascidia callosa Stimpson, 1852, Ascidia prunum Müller, 1776, Ciona intestinalis (Linnaeus, 1767), Porania pulvillus (O.F.Müller, 1776), Acesta excavata (J.C.Fabricius, 1779), Urticina felina (Linnaeus, 1761), Urticina eques (Gosse, 1858), Bolocera tuediae (Johnston, 1832), Munida rugosa (Fabricius, 1775), Munida sarsi Huus, 1935, Phakellia ventilabrum (Linnaeus, 1767), Lithodes maja (Linnaeus, 1758), Caryophyllia smithii Stokes & Broderip, 1828, Alcyonium digitatum Linnaeus, 1758)"
 ]
}

 The dataset includes 93692 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025119-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x96qkq
title: Occurrence Download

description: A dataset containing 93692 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "DatasetKey is one of (Norwegian Biodiversity Information Centre - Other datasets, Artportalen, Seasearch Marine Surveys in Wales, Natural England Marine Monitoring surveys, Species data for Scottish waters held and managed by Scottish Natural Heritage, derived from benthic surveys 1993 to 2018, Programme BioObs: observations naturalistes en milieux aquatiques-Observations de BioObs., Seasearch Marine Surveys in England, Seasearch Marine Surveys in Scotland, Marine Nature Conservation Review (MNCR) and associated benthic marine data held and managed by JNCC)",
 "TaxonKey is one of (Protanthea simplex Carlgren, 1891, Sabella pavonina Savigny, 1822, Geodia barretti Bowerbank, 1858, Mycale lingua (Bowerbank, 1866), Polycarpa pomaria (Savigny, 1816), Spirobranchus triqueter (Linnaeus, 1758), Hydroides norvegica Gunnerus, 1768, Serpula vermicularis Linnaeus, 1767, Placostegus tridentatus (Fabricius, 1779), Protula tubularia (Montagu, 1803), Apomatus globifer Théel, 1878, Chitinopoma serrula (Stimpson, 1853), Filograna implexa Berkeley, 1835, Molgula citrina Alder & Hancock, 1848, Molgula complanata Alder & Hancock, 1870, Ascidia mentula Müller, 1776, Ascidia virginea Müller, 1776, Ascidia obliqua Alder, 1863, Ascidia callosa Stimpson, 1852, Ascidia prunum Müller, 1776, Ciona intestinalis (Linnaeus, 1767), Porania pulvillus (O.F.Müller, 1776), Acesta excavata (J.C.Fabricius, 1779), Urticina felina (Linnaeus, 1761), Urticina eques (Gosse, 1858), Bolocera tuediae (Johnston, 1832), Munida rugosa (Fabricius, 1775), Munida sarsi Huus, 1935, Phakellia ventilabrum (Linnaeus, 1767), Lithodes maja (Linnaeus, 1758), Caryophyllia smithii Stokes & Broderip, 1828, Alcyonium digitatum Linnaeus, 1758)"
 ]
}

 The dataset includes 93692 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025120-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhyy7s
title: Occurrence Download

description: A dataset containing 663 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lablab purpureus (L.) Sweet",
 "Year 1970-2024"
 ]
}

 The dataset includes 663 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025122-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/9677228
title: Bitcoin BTC, 7 Exchanges, 1m Full Historical Data
DOI: 10.15468/dl.8wq4a7
title: Occurrence Download

description: A dataset containing 4127 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is BIOMAERL.Maerl Biodiversity.Functional Structure And Antropogenic Impacts (1996-1998)."
 ]
}

 The dataset includes 4127 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025123-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bnrcw
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Paracalyx scariosus (Roxb.) Ali",
 "Year 1970-2024"
 ]
}

 The dataset includes 44 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025124-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27264444
title: Predictions of molecular orientation and charge mobility in organic vacuum-deposited thin films by multiscale simulation

description: LAMMPS input and output files.
DOI: 10.15468/dl.t7quq7
title: Occurrence Download

description: A dataset containing 1758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phaseolus L.",
 "Year 1970-2024"
 ]
}

 The dataset includes 1758 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025125-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2vdya
title: Occurrence Download

description: A dataset containing 4127 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is BIOMAERL.Maerl Biodiversity.Functional Structure And Antropogenic Impacts (1996-1998)."
 ]
}

 The dataset includes 4127 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025127-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wght38
title: Occurrence Download

description: A dataset containing 1146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pisum sativum L.",
 "Year 1970-2024"
 ]
}

 The dataset includes 1146 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025128-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.