cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17026/pt/x4njii
title: IDEABench: Benchmark Dataset for Mapping Deprived Urban Areas

description: The rapid urbanization across many regions worldwide has significantly increased the spread of deprived urban areas, often called slums or informal settlements. The lack of reliable geospatial information on their extent and locations in many cities continues to hinder efforts aimed at improving living conditions. This research addresses this critical information gap by exploring a User- and Data-centric Artificial Intelligence (AI) approach for accurately mapping these areas to support Sustainable Development Goal (SDG) Indicator 11.1.1.
&lt;br&gt;
Working closely with local communities and a range of (inter)national stakeholders, we co-designed an AI-driven strategy utilizing open Earth Observation (EO) and geospatial data to map deprived settlements in eight cities worldwide. Our approach integrates an iterative, agile process for AI model design, data collection, and validation, incorporating progressive refinement stages to ensure high-quality labelled data and centralize user needs. A collaborative data collection platform (https://portal.ideatlas.eu/ ) was created to support community involvement and improve data quality.
&lt;br&gt;
As a key outcome of this research, we are excited to announce the release of IDEABench , a groundbreaking benchmark dataset that combines multiple sources of data to help researchers improve their understanding of deprived urban areas. This benchmark dataset contains image patches from two satellite systems, Sentinel-1 and Sentinel-2, along with precomputed buildup density information. Furthermore, it includes detailed annotations for three distinct categories: deprived urban areas, non-deprived urban areas, and non-built-up areas. The dataset comprises a total of 47,476 patches , each with a size of 128×128 pixels from 8 cities across the globe, including Nairobi, Medellín, Mumbai, Buenos Aires, Lagos, Jakarta, Mexico City, and Salvador.
&lt;br&gt;
IDEABench has the potential to support a wide range of applications, from identifying areas of deprivation and tracking urban growth to informing policy decisions and promoting more equitable urban development. We believe that this dataset will be a valuable resource for the research community and look forward to seeing the innovative solutions it will enable.
&lt;br&gt;
The IDEABench dataset is an outcome of the IDEAtlas project, a research initiative funded by the European Space Agency (ESA). The project is led by the Faculty of Geo-Information Science and Earth Observation at the University of Twente in partnership with GeoVille Information Systems and Data Processing GmbH.
description: Correction of the previous version as one data file was accidentally omitted during curation
DOI: 10.15468/dl.mbxgwa
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platystoma platyrhynchos"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011137-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhs6nc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypophthalmichthys nobilis",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011136-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dz22xd
title: Occurrence Download

description: A dataset containing 743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyprinus carpio",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 743 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011138-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/xndupk
title: Fungi of Słowiński National Park, Poland

description: Fungi observations from Słowiński National Park (N Poland).
DOI: 10.15468/dl.qqrx2y
title: Occurrence Download

description: A dataset containing 1125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygala nuttallii Torr. & A.Gray"
 ]
}

 The dataset includes 1125 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269744-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2y7knb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vespa crabroniformis Heer, 1867"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264550-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xe3z3b
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.27115 4.56355,-74.25253 4.46906,-74.12967 4.42224,-74.0111 4.34869,-73.90285 4.72022,-74.07991 4.74972,-74.21914 4.6221,-74.27115 4.56355))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Guzmania Ruiz & Pav."
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002146-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ee6azu
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.30_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Arborophila torqueola (Valenciennes, 1825)",
 "Year 2000-2020"
 ]
}

 The dataset includes 193 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003049-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6nn5d
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene incisa C.L.Tang",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269745-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqeecw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens barbata H.F.Comber",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264546-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20363/zfmk-coll.acari-2024-06
title: ZFMK Acari collection

description: The collection of Acari at the Leibniz Institute for the Analysis of Biodiversity Change - Museum Koenig Bonn
DOI: 10.15468/dl.f8da7c
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saussurea luae Raab-Straube",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269044-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxg9c5
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene muliensis C.Y.Wu",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269752-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ne8fb4
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens crassicaudex Hook.fil.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264551-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdterh
title: Occurrence Download

description: A dataset containing 668 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andropogon gayanus var. bisquamulatus (Hochst.) Hack."
 ]
}

 The dataset includes 668 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269052-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.524juf
title: Occurrence Download

description: A dataset containing 2009 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygala curtissii A.Gray"
 ]
}

 The dataset includes 2009 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269741-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9aamh
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens conchibracteata Y.L.Chen & Y.Q.Lu",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264547-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7mzth
title: Occurrence Download

description: A dataset containing 4418 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tetranychus urticae Koch, 1836"
 ]
}

 The dataset includes 4418 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067110-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfwsyk
title: Occurrence Download

description: A dataset containing 756 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Krubera peregrina (L.) Hoffm."
 ]
}

 The dataset includes 756 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002142-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jtwg3
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene napuligera Franch.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 54 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269753-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73zx6q
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens desmantha Hook.fil.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264554-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3unxue
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saussurea lingulata Franch.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269041-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eyvubc
title: Occurrence Download

description: A dataset containing 627 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schwalbea americana L."
 ]
}

 The dataset includes 627 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269747-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jm5wr3
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens cyathiflora Hook.fil.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 60 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264553-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aaqdnv
title: Occurrence Download

description: A dataset containing 57728 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, North America, South America, Oceania)",
 "TaxonKey is Magnolia Plum. ex L."
 ]
}

 The dataset includes 57728 records from 575 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269096-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpbdng
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene hupehensis C.L.Tang",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 37 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269742-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wphwr6
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens dicentra Franch. ex Hook.fil.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 108 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264555-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7a85d
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acanthophyllum popovii (Preobr.) Barkoudah"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002157-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bp855n
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene kialensis (F.N.Williams) Lidén & Oxelman",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269748-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwf8f8
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens leptocaulon Hook.fil.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 50 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264567-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybsr24
title: Occurrence Download

description: A dataset containing 4308 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptodactylus fragilis (Brocchi, 1877)"
 ]
}

 The dataset includes 4308 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269037-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amn7yf
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-102.18909 20.9146,-103.65906 18.49526,-100.68849 17.19372,-97.45761 18.6637,-98.51415 20.99116,-102.18909 20.9146))",
 "TaxonKey is Sylvilagus cunicularius (Waterhouse, 1848)"
 ]
}

 The dataset includes 461 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269754-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k664yd
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens dimorphophylla Franch.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264556-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.egzheg
title: Occurrence Download

description: A dataset containing 10125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Pteroglossus torquatus (J.F.Gmelin, 1788)"
 ]
}

 The dataset includes 10125 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269036-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wybczg
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene oblanceolata W.W.Sm.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269755-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qedqn
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens distracta Hook.fil.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264559-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xprxr6
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saussurea longifolia Franch.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 101 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269042-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yn4mcv
title: Occurrence Download

description: A dataset containing 1542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Material sample",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Salinibacteraceae",
 "Year 2000-2023"
 ]
}

 The dataset includes 1542 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031299-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96ekwe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "SpeciesKey is one of (Sambucus canadensis L., Morus rubra L., Laportea canadensis (L.) Wedd., Juglans nigra L., Asclepias syriaca L., Achillea millefolium Ledeb., 1833, Opuntia humifusa (Raf.) Raf., Callicarpa americana L.)",
 "HasCoordinate is true",
 "Country is United States of America",
 "DatasetId is 50c9509d-22c7-4a22-a47d-8c48425ef4a7",
 "Geometry POLYGON((-85.6082 34.9974,-84.7266 34.9906,-84.1580 34.9895,-83.1088 34.9996,-83.1418 34.9287,-83.3025 34.8318,-83.3560 34.7281,-83.3080 34.6569,-83.1528 34.5744,-83.0072 34.4839,-82.8918 34.4681,-82.8589 34.4443,-82.7490 34.2674,-82.6831 34.1254,-82.5952 34.0140,-82.3988 33.8647,-82.2505 33.7563,-82.2217 33.6695,-82.1558 33.5963,-82.0432 33.5036,-81.9484 33.3707,-81.8303 33.2077,-81.7795 33.1674,-81.7424 33.1456,-81.6078 33.0881,-81.5034 33.0075,-81.5089 32.9418,-81.4142 32.6914,-81.4087 32.5815,-81.2769 32.5283,-81.1945 32.4576,-81.1642 32.3185,-81.1436 32.2151,-81.1134 32.1128,-80.9225 32.0477,-80.6960 32.0500,-80.7289 31.8881,-80.9665 31.4697,-81.1011 30.9988,-81.2288 30.7041,-81.6023 30.7241,-81.7657 30.7713,-81.9498 30.8221,-82.0239 30.7560,-82.0459 30.6379,-82.0239 30.4866,-82.0363 30.4309,-82.0610 30.3575,-82.1585 30.3598,-82.2025 30.3859,-82.2148 30.4842,-82.2162 30.5682,-82.9688 30.6131,-84.8639 30.7041,-84.9257 30.7831,-84.9586 30.9117,-84.9985 30.9741,-85.0630 31.1282,-85.1070 31.2116,-85.0493 31.5247,-85.1358 31.8006,-85.0919 31.9592,-85.0342 32.1570,-84.9023 32.2500,-84.9628 32.3974,-85.0342 32.5468,-85.1001 32.6949,-85.1660 32.8138,-85.2072 32.9833,-85.3418 33.6512,-85.5231 34.5620,-85.6068 34.9929,-85.6082 34.9974))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002166-230530130749713/datasets/export for details.