cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vyd757
title: Occurrence Download

description: A dataset containing 559 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lycorma delicatula (White, 1845)"
 ]
}

 The dataset includes 559 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045424-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwjzxn
title: Occurrence Download

description: A dataset containing 1158088 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fraxinus excelsior L."
 ]
}

 The dataset includes 1158088 records from 3472 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007399-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wsru8
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Hyalinobatrachium aureoguttatum (Barrera-Rodriguez & Ruiz-Carranza, 1989)"
 ]
}

 The dataset includes 130 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032098-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3hyhz
title: Occurrence Download

description: A dataset containing 6669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alouatta seniculus (Linnaeus, 1766)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6669 records from 242 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032099-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emjfmq
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cacosternum boettgeri (Boulenger, 1882)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 99 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032100-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wg88j5t3jd.1
title: Olive_Yield_Spectral_data_from Landsat

description: Dataset generated from Landat-8 OLI and Landsat-9 OLI-2 with 13 features to predict Olive Yield in Tunisia.
DOI: 10.15468/dl.crf6sz
title: Occurrence Download

description: A dataset containing 17751 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.countrycode = 'OM'
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence."year" &gt;= 2000 AND occurrence."year" &lt;= 2025)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 17751 records were derived from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032089-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdrgv6
title: Occurrence Download

description: A dataset containing 211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhodeus ocellatus (Kner, 1866)"
 ]
}

 The dataset includes 211 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032101-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.etf6r3
title: Occurrence Download

description: A dataset containing 174089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhodeus Agassiz, 1832"
 ]
}

 The dataset includes 174089 records from 331 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032084-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ct8z3
title: Occurrence Download

description: A dataset containing 10194202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Material sample)",
 "Country is Ecuador",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 10194202 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032085-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15628004
title: Gen Z's Awareness, Societal Action, and Understanding of Waste Management Survey Dataset (2025)

description: This dataset contains the results of a survey conducted via Google Forms to assess Generation Z’s understanding, environmental awareness, and social action related to waste management during the Eid al-Fitr holiday season. The survey included an infographic guide as a stimulus to evaluate how visual media supports behavioral change and sustainability education among youth.

The dataset, exported from Google Forms in XLSX format, includes respondents’ demographic information, their interpretation of the infographic content, their level of environmental awareness, and their reported or intended waste management practices during the holiday.

This dataset is valuable for researchers in environmental education, youth studies, sustainability communication, and behavioral change research.

Format: XLSX (exported from Google Forms)Number of Respondents: 6Language: IndonesianLicense: Creative Commons Attribution 4.0 International (CC BY 4.0)Data Collection Method: Online survey using Google FormsData Collection Period: 4 April 2025
DOI: 10.15468/dl.2mbptx
title: Occurrence Download

description: A dataset containing 601 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton elegans Kunth"
 ]
}

 The dataset includes 601 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032103-250525065834625/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/12113872
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.nja37s
title: Occurrence Download

description: A dataset containing 169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aotus trivirgatus (Humboldt, 1811)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 169 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032102-250525065834625/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.29276093
title: 基于凸包不确定集合与改进FCM聚类算法的新型电力系统多目标随机规划方法—附录部分

description: 关于基于凸包不确定集合与改进FCM聚类算法的新型电力系统多目标随机规划方法的附录部分参考
DOI: 10.6084/m9.figshare.29276093.v1
title: 基于凸包不确定集合与改进FCM聚类算法的新型电力系统多目标随机规划方法—附录部分

description: 关于基于凸包不确定集合与改进FCM聚类算法的新型电力系统多目标随机规划方法的附录部分参考
DOI: 10.15468/dl.2f6rsd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cacosternum boettgeri (Boulenger, 1882)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032104-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ny64yq
title: Occurrence Download

description: A dataset containing 7057 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CHN.18_1, CHN.10_1, CHN.27_1, CHN.23_1, CHN.24_1, CHN.6_1, CHN.31.6_1, CHN.31.11_1, CHN.31.9_1, CHN.15.3_1, CHN.15.11_1, CHN.15.5_1, CHN.15.8_1, CHN.7.2_1, CHN.4.1_1, CHN.4.8_1, CHN.4.6_1, CHN.4.9_1, CHN.9.1_1, CHN.9.3_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Mycteria leucocephala (Pennant, 1769), Ciconia nigra (Linnaeus, 1758), Ciconia boyciana Swinhoe, 1873, Plegadis falcinellus (Linnaeus, 1766), Platalea leucorodia Linnaeus, 1758, Platalea minor Temminck & Schlegel, 1849)",
 "Year 2020-2025"
 ]
}

 The dataset includes 7057 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032105-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phv9e4
title: Occurrence Download

description: A dataset containing 7929 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ateles geoffroyi Kuhl, 1820",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7929 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032106-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vd3e6j
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cacosternum boettgeri (Boulenger, 1882)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 76 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032108-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14696094
title: Supplementary Data for Intervention effects of different forest management measures on forest degradation/improvement in Northeast Asia

description: Supplementary Data for Intervention effects of different forest management measures on forest degradation/improvement in Northeast Asia
DOI: 10.5281/zenodo.15627987
title: Supplementary Data for Intervention effects of different forest management measures on forest degradation/improvement in Northeast Asia

description: Supplementary Data for Intervention effects of different forest management measures on forest degradation/improvement in Northeast Asia
DOI: 10.15468/dl.dg45ru
title: Occurrence Download

description: A dataset containing 702 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Epidendrum jamiesonis Rchb.f."
 ]
}

 The dataset includes 702 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032109-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptzfhb
title: Occurrence Download

description: A dataset containing 2423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ateles paniscus (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2423 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032110-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eypgmk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cacosternum boettgeri (Boulenger, 1882)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032111-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44x7m2
title: Occurrence Download

description: A dataset containing 2113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callithrix jacchus (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2113 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032112-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbkucz
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acanthischium Amyot & Serville, 1843"
 ]
}

 The dataset includes 124 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032113-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gnrxwu
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cacosternum boettgeri (Boulenger, 1882)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 165 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032114-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbgdnx
title: Occurrence Download

description: A dataset containing 457045 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Colombia, Ecuador, Peru, Bolivia (Plurinational State of), Venezuela (Bolivarian Republic of))",
 "OccurrenceStatus is Present",
 "TaxonKey is Polypodiopsida"
 ]
}

 The dataset includes 457045 records from 781 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032095-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2fj9q
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caperonia multicostata Müll.Arg."
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118289-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3kvmu
title: Occurrence Download

description: A dataset containing 26888462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 26888462 records from 2861 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009862-230918134249559/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.27255963
title: MSPSS DATASET.xlsx

description: A study carried out to revalidate the MSPSS in a sample of Nigerian Undergraduates. Convergent validity was established with the DUKE-UNC Functional Social Support Questionnaire (DUNCFSSQ) and Divergent validity was established with the General Anxiety Disorder Scale (GAD-7).
DOI: 10.15468/dl.xn97h4
title: Occurrence Download

description: A dataset containing 43142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is FrogID",
 "Geometry POLYGON((475.37659 -33.70384,480.2721 -33.70384,480.2721 -30.26424,475.37659 -30.26424,475.37659 -33.70384))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 43142 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021589-241007104925546/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/9658906
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.15468/dl.az98gk
title: Occurrence Download

description: A dataset containing 83363 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Equisetum hyemale L."
 ]
}

 The dataset includes 83363 records from 1061 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021591-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfh6qg
title: Occurrence Download

description: A dataset containing 66199 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Xestia baja (Denis & Schiffermüller), 1775",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 66199 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021590-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knjmz9
title: Occurrence Download

description: A dataset containing 17126 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Equisetum scirpoides Michx."
 ]
}

 The dataset includes 17126 records from 298 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021593-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.12751/g-node.hg4tdz
title: The Levels Dataset

description: To validate that AligNet can indeed help to increase the alignment between models and humans, we used crowd-sourcing to collect a novel evaluation dataset of human semantic judgments across multiple levels of abstraction that we call Levels.
description: IsSupplementTo: Muttenthaler, L., Greff, K., Born, F., Spitzer, B., Kornblith, S., Mozer, M.C., Müller, K.R., Unterthiner, T., Lampinen, A.K. : Aligning Machine and Human Visual Representations across Abstraction Levels. (https://doi.org/10.48550/arXiv.2409.06509)
description: IsReferencedBy: Born Frieda. (2024). Levels Collection Experiment Code (v1.0.0). (https://doi.org/10.5281/zenodo.13749102)
DOI: 10.20394/fjj2y913
title: Postcode to Broad Rental Market Areas (BRMAs) Lookup v2.1 (2024)

description: This dataset is part of an existing series. First version: Urban Big Data Centre (2023). Postcode to Broad Rental Market Areas (BRMAs) Lookup [Data set]. University of Glasgow. This dataset is a lookup file linking unit postcodes to Broad Rental Market Area (BRMA) boundaries for Great Britainthe UK. BRMAs are the spatial areas used for the administration of Housing Benefit or Local Housing Allowance in Great Britain. There are 192 200 BRMAs in total.

BRMA boundaries were collected from publicly available datasets. For Great Britain, postcodes were linked to BRMAs using and linked to postcode centroids from the Office for National Statistics (ONS) postcode centroid lookups. For Northern Ireland, the lack of open postcode data required the use of a workaround. Full details on process here: https://github.com/nick-bailey/Postcode-to-BRMA-lookup.