cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4bsw98
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Afrithelphusa monodosa, Astacoides betsileoensis, Astacoides caldwelli, Astacoides crosnieri, Astacoides granulimanus, Astacoides hobbsi, Astacoides madagascarensis, Astacoides petiti, Astacus astacus, Atya africana, Atya gabonensis, Atya intermedia, Atya scabra, Atyaephyra desmarestii, Atyella brevirostris, Atyella longirostris, Atyoida serrata, Boreathelphusa uglowi, Caridella cunningtoni, Caridella minuta, Caridella paski, Caridina africana, Caridina amnicolizambezi, Caridina angulata, Caridina belazoniensis, Caridina brachydactyla, Caridina bunyonyiensis, Caridina calmani, Caridina crurispinata, Caridina evae, Caridina gabonensis, Caridina gaesumi, Caridina gordonae, Caridina gracilirostris, Caridina hova, Caridina isaloensis, Caridina isaloensis grandidieri, Caridina isaloensis isaloensis, Caridina kaombeflutilis, Caridina lamiana, Caridina lanzana, Caridina lineorostris, Caridina lipalmaria, Caridina lovoensis, Caridina lumilympha, Caridina malawensis, Caridina mauritii, Caridina messofluminis, Caridina moeri, Caridina natalensis, Caridina nilotica, Caridina norvestica, Caridina okiamnis, Caridina parvocula, Caridina pseudonilotica, Caridina richtersi, Caridina serratirostris, Caridina similis, Caridina sodenensis, Caridina spathulirostris, Caridina steineri, Caridina subventralis, Caridina togoensis, Caridina troglophila, Caridina typus, Caridina umtatensis, Caridina unca, Caridina xiphias, Caridinopsis chevalieri, Cherax cainii, Cherax quadricarinatus, Deckenia imitatrix, Deckenia mitis, Desmocaris bislineata, Desmocaris trispinosa, Dugastella marocana, Erimetopus brazzae, Erimetopus vandenbrandeni, Euryrhynchina edingtonae, Euryrhynchina puteola, Euryrhynchoides holthuisi, Foza ambohitra, Vahatra ambohitra, Foza goudoti, Agora goudoti, Foza manonae, Hydrothelphusa agilis, Hydrothelphusa bombetokensis, Hydrothelphusa madagascariensis, Hydrothelphusa vencesi, Liberonautes chaperi, Liberonautes grandbassa, Liberonautes latidactylus, Liberonautes lugbe, Liberonautes nanoides, Liberonautes nimba, Liberonautes paludicolis, Liberonautes rubigimanus, Limnocaridella alberti, Limnocaridina iridinae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((19.1382 20.0599,10.1382 20.0599,10.1382 11.0599,19.1382 11.0599,19.1382 20.0599))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029859-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bff4j5
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eptesicus isabellinus",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Country is Spain",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "DistanceFromCentroidInMeters is greater than or equal to 1000",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2015",
 "Month is not null"
 ]
}

 The dataset includes 32 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029860-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rppctn
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrodendron mirabile",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029862-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9xbyc
title: Occurrence Download

description: A dataset containing 3099 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tropicoperdix graydoni",
 "Country is one of (Myanmar, Thailand, Lao People’s Democratic Republic, Cambodia, Viet Nam, Malaysia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3099 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029861-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gra2e4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Afrithelphusa monodosa, Astacoides betsileoensis, Astacoides caldwelli, Astacoides crosnieri, Astacoides granulimanus, Astacoides hobbsi, Astacoides madagascarensis, Astacoides petiti, Astacus astacus, Atya africana, Atya gabonensis, Atya intermedia, Atya scabra, Atyaephyra desmarestii, Atyella brevirostris, Atyella longirostris, Atyoida serrata, Boreathelphusa uglowi, Caridella cunningtoni, Caridella minuta, Caridella paski, Caridina africana, Caridina amnicolizambezi, Caridina angulata, Caridina belazoniensis, Caridina brachydactyla, Caridina bunyonyiensis, Caridina calmani, Caridina crurispinata, Caridina evae, Caridina gabonensis, Caridina gaesumi, Caridina gordonae, Caridina gracilirostris, Caridina hova, Caridina isaloensis, Caridina isaloensis grandidieri, Caridina isaloensis isaloensis, Caridina kaombeflutilis, Caridina lamiana, Caridina lanzana, Caridina lineorostris, Caridina lipalmaria, Caridina lovoensis, Caridina lumilympha, Caridina malawensis, Caridina mauritii, Caridina messofluminis, Caridina moeri, Caridina natalensis, Caridina nilotica, Caridina norvestica, Caridina okiamnis, Caridina parvocula, Caridina pseudonilotica, Caridina richtersi, Caridina serratirostris, Caridina similis, Caridina sodenensis, Caridina spathulirostris, Caridina steineri, Caridina subventralis, Caridina togoensis, Caridina troglophila, Caridina typus, Caridina umtatensis, Caridina unca, Caridina xiphias, Caridinopsis chevalieri, Cherax cainii, Cherax quadricarinatus, Deckenia imitatrix, Deckenia mitis, Desmocaris bislineata, Desmocaris trispinosa, Dugastella marocana, Erimetopus brazzae, Erimetopus vandenbrandeni, Euryrhynchina edingtonae, Euryrhynchina puteola, Euryrhynchoides holthuisi, Foza ambohitra, Vahatra ambohitra, Foza goudoti, Agora goudoti, Foza manonae, Hydrothelphusa agilis, Hydrothelphusa bombetokensis, Hydrothelphusa madagascariensis, Hydrothelphusa vencesi, Liberonautes chaperi, Liberonautes grandbassa, Liberonautes latidactylus, Liberonautes lugbe, Liberonautes nanoides, Liberonautes nimba, Liberonautes paludicolis, Liberonautes rubigimanus, Limnocaridella alberti, Limnocaridina iridinae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((19.1382 29.0599,10.1382 29.0599,10.1382 20.0599,19.1382 20.0599,19.1382 29.0599))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029864-250827131500795/datasets/export for details.
DOI: 10.15468/dl.c29a3r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Turdoides melanops",
 "Country is one of (Myanmar, Thailand, Lao People’s Democratic Republic, Cambodia, Viet Nam, Malaysia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029863-250827131500795/datasets/export for details.
DOI: 10.15468/dl.wxxtv9
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthyllis vulneraria",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029866-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgk6ty
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Allactaga sibirica"
 ]
}

 The dataset includes 356 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029867-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2hxeg
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthyllis vulneraria",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 67 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029869-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zezzj
title: Occurrence Download

description: A dataset containing 2739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthyllis vulneraria",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2739 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029868-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/6c6c9203-7333-4d96-88ab-78925e7a4e73
title: Land Cover Map 2015 (vector, GB)

description: This dataset consists of the vector version of the Land Cover Map 2015 (LCM2015) for Great Britain.  The vector data set is the core LCM data set from which the full range of other LCM2015 products is derived. It provides a number of attributes including land cover at the target class level (given as an integer value and also as text), the number of pixels within the polygon classified as each land cover type and a probability value provided by the classification algorithm (for full details see the LCM2015 Dataset Documentation).  The 21 target classes are based on the Joint Nature Conservation Committee (JNCC) Broad Habitats, which encompass the entire range of UK habitats.  LCM2015 is a land cover map of the UK which was produced at the Centre for Ecology & Hydrology by classifying satellite images from 2014 and 2015 into 21 Broad Habitat-based classes. 

LCM2015 consists of a range of raster and vector products and users should familiarise themselves with the full range (see related records, the CEH web site and the LCM2015 Dataset documentation) to select the product most suited to their needs.

LCM2015 was produced at the Centre for Ecology & Hydrology by classifying satellite images from 2014 and 2015 into 21 Broad Habitat-based classes. It is one of a series of land cover maps, produced by UKCEH since 1990.  They include versions in 1990, 2000, 2007, 2015, 2017, 2018 and 2019.
description: For LCM2015, per-pixel classifications were conducted, using a random forest classification algorithm to classify the different land cover types.  The resultant classifications were then mosaicked together, with the best classifications taking priority. This produced a per-pixel classification of the UK, which was then imported into the spatial framework, recording a number of attributes, including the majority class per polygon which is the Land Cover class for each polygon. The 25m raster classification product is the majority class per polygon i.e. the dominant class for each polygon.  LCM2015 uses a spatial framework that is similar to the LCM2007 framework. For both LCM2007 and LCM2015 the framework is based on generalised OS MasterMap (R). The generalisation (or simplification) process was used to remove very small objects, which provided unnecessary detail. In LCM2007 larger polygons were split using image segmentation; however this was not done for LCM2015.
DOI: 10.15468/dl.wy5qse
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029871-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsenpj
title: Occurrence Download

description: A dataset containing 28834 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuculus saturatus"
 ]
}

 The dataset includes 28834 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029872-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmwfyp
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poecilia dominicensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029874-250827131500795/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.29821580.v1
title: Metaverse Platforms - SQuaRE based assesment

description: Master data tables from a study evaluating a set of metaverse platforms, focusing on the technical characteristics defined in ISO 25010, ISO 25022, and ISO 25023. The study methodology complies with ISO 25040.
DOI: 10.15468/dl.qkd8n3
title: Occurrence Download

description: A dataset containing 5285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Oithona plumifera"
 ]
}

 The dataset includes 5285 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029877-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hwwfz
title: Occurrence Download

description: A dataset containing 4683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haematortyx sanguiniceps",
 "Country is one of (Myanmar, Thailand, Lao People’s Democratic Republic, Cambodia, Viet Nam, Malaysia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4683 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029875-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7g9cfs
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Afrithelphusa monodosa, Astacoides betsileoensis, Astacoides caldwelli, Astacoides crosnieri, Astacoides granulimanus, Astacoides hobbsi, Astacoides madagascarensis, Astacoides petiti, Astacus astacus, Atya africana, Atya gabonensis, Atya intermedia, Atya scabra, Atyaephyra desmarestii, Atyella brevirostris, Atyella longirostris, Atyoida serrata, Boreathelphusa uglowi, Caridella cunningtoni, Caridella minuta, Caridella paski, Caridina africana, Caridina amnicolizambezi, Caridina angulata, Caridina belazoniensis, Caridina brachydactyla, Caridina bunyonyiensis, Caridina calmani, Caridina crurispinata, Caridina evae, Caridina gabonensis, Caridina gaesumi, Caridina gordonae, Caridina gracilirostris, Caridina hova, Caridina isaloensis, Caridina isaloensis grandidieri, Caridina isaloensis isaloensis, Caridina kaombeflutilis, Caridina lamiana, Caridina lanzana, Caridina lineorostris, Caridina lipalmaria, Caridina lovoensis, Caridina lumilympha, Caridina malawensis, Caridina mauritii, Caridina messofluminis, Caridina moeri, Caridina natalensis, Caridina nilotica, Caridina norvestica, Caridina okiamnis, Caridina parvocula, Caridina pseudonilotica, Caridina richtersi, Caridina serratirostris, Caridina similis, Caridina sodenensis, Caridina spathulirostris, Caridina steineri, Caridina subventralis, Caridina togoensis, Caridina troglophila, Caridina typus, Caridina umtatensis, Caridina unca, Caridina xiphias, Caridinopsis chevalieri, Cherax cainii, Cherax quadricarinatus, Deckenia imitatrix, Deckenia mitis, Desmocaris bislineata, Desmocaris trispinosa, Dugastella marocana, Erimetopus brazzae, Erimetopus vandenbrandeni, Euryrhynchina edingtonae, Euryrhynchina puteola, Euryrhynchoides holthuisi, Foza ambohitra, Vahatra ambohitra, Foza goudoti, Agora goudoti, Foza manonae, Hydrothelphusa agilis, Hydrothelphusa bombetokensis, Hydrothelphusa madagascariensis, Hydrothelphusa vencesi, Liberonautes chaperi, Liberonautes grandbassa, Liberonautes latidactylus, Liberonautes lugbe, Liberonautes nanoides, Liberonautes nimba, Liberonautes paludicolis, Liberonautes rubigimanus, Limnocaridella alberti, Limnocaridina iridinae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((11.8118 -6.3344,12.1951 -6.9401,19.1382 -6.9401,19.1382 2.0599,10.1382 2.0599,10.1382 -3.5292,11.2947 -4.7801,11.675 -5.4229,11.8118 -6.3344))"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029876-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9a3mv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Turdoides hypoleuca",
 "Country is one of (Myanmar, Thailand, Lao People’s Democratic Republic, Cambodia, Viet Nam, Malaysia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029878-250827131500795/datasets/export for details.
DOI: 10.5281/zenodo.14332353
title: Mobility of Erasmus+ students in Europe: Geolocated individual and aggregate mobility flows from 2014 to 2023

description: General information

This repository holds the spatially enriched Erasmus+ student mobility data from 2014 to 2023. It is based on the official Erasmus+ mobility raw data available from http://data.europa.eu/88u/dataset/erasmus-mobility-raw-data. The spatially enriched Erasmus+ student mobility data covers the period from 2014 to 2023, and is presented as four tabular files.

For a detailed description on how these data were produced, please see the Scientific Data article of the same name.

The files included are



Erasmus_2014-2023_individual.csv



The full individual-level student mobility dataset.



Erasmus_2014-2023_individual.parquet



The full individual-level student mobility dataset as a compressed parquet file.



Erasmus_2014-2023_aggregate_LAU.csv



The aggregated student mobility flows between LAU units.



Erasmus_2014-2023_aggregate_NUTS.csv



The aggregated student mobility flows between NUTS units.



scripts.zip



The analysis scripts used to produce this data, for most up-to-date scripts, remember to check out our GitHub repository



README_DATA.md



The README file describing each variable in the data.




If you are using the data or scripts herein, please cite the Scientific Data article.

 

Links related to the data publication:



Mobi-Twin project official webpage

Digital Geography Lab webpage
DOI: 10.5281/zenodo.16737523
title: Mobility of Erasmus+ students in Europe: Geolocated individual and aggregate mobility flows from 2014 to 2023

description: General information

This repository holds the spatially enriched Erasmus+ student mobility data from 2014 to 2023. It is based on the official Erasmus+ mobility raw data available from http://data.europa.eu/88u/dataset/erasmus-mobility-raw-data. The spatially enriched Erasmus+ student mobility data covers the period from 2014 to 2023, and is presented as four tabular files.

For a detailed description on how these data were produced, please see the Scientific Data article of the same name.

The files included are



Erasmus_2014-2023_individual.csv



The full individual-level student mobility dataset.



Erasmus_2014-2023_individual.parquet



The full individual-level student mobility dataset as a compressed parquet file.



Erasmus_2014-2023_aggregate_LAU.csv



The aggregated student mobility flows between LAU units.



Erasmus_2014-2023_aggregate_NUTS.csv



The aggregated student mobility flows between NUTS units.



scripts.zip



The analysis scripts used to produce this data, for most up-to-date scripts, remember to check out our GitHub repository



README_DATA.md



The README file describing each variable in the data.




If you are using the data or scripts herein, please cite the Scientific Data article.

 

Links related to the data publication:



Mobi-Twin project official webpage

Digital Geography Lab webpage
DOI: 10.15468/dl.4r4yyf
title: Occurrence Download

description: A dataset containing 11803 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthyllis vulneraria",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11803 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029879-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.92fpyq
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029880-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtmz4u
title: Occurrence Download

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

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029881-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.