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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagamichthys Parr, 1953",
 "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 ((17.9648 28.8496,8.9648 28.8496,8.9648 19.8496,17.9648 19.8496,17.9648 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012267-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ft9pmx
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Gaya parviflora (Phil.) Krapov.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012268-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sj3re2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "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 ((8.6827 2.71,8.9648 2.8113,8.9648 10.8496,-0.0352 10.8496,-0.0352 5.0957,0.3816 5.278,1.1532 5.3393,1.5603 5.6976,3.8925 5.9309,4.2618 5.8773,4.5416 5.6356,5.1549 4.4105,5.7546 3.8683,6.2396 3.7859,8.2757 4.0386,7.9361 3.4903,8.1439 2.8795,8.6827 2.71))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012269-250525065834625/datasets/export for details.
DOI: 10.15468/dl.b3phsy
title: Occurrence Download

description: A dataset containing 3226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia oblongata Griseb.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3226 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012270-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.426yr4
title: Occurrence Download

description: A dataset containing 8966 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Genista scorpius (L.) DC.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 8966 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012271-250525065834625/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/12019154
title: LR datasets
DOI: 10.15468/dl.nxdacb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "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 ((7.9186 1.8496,7.918 1.8981,7.6701 2.1458,7.2444 2.1771,6.9224 1.8988,6.9096 1.8496,7.9186 1.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012272-250525065834625/datasets/export for details.
DOI: 10.15468/dl.bmtagb
title: Occurrence Download

description: A dataset containing 14157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia terracina L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 14157 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012273-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jez7gh
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Gentiana aristata Maxim.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 123 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012274-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7z4vg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "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 ((6.1346 -1.4131,6.0095 -1.0885,5.5445 -0.9058,5.2269 -1.0828,5.1089 -1.4368,5.2587 -1.812,5.5948 -1.957,6.0445 -1.7393,6.1346 -1.4131))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012275-250525065834625/datasets/export for details.
DOI: 10.15468/dl.24kps4
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Gentiana sino-ornata Balf.fil.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 56 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012278-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s66464
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "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 ((7.2551 0.4095,6.9596 0.8334,6.5492 0.9061,6.0738 0.5779,5.9713 0.201,6.1078 -0.2929,6.5348 -0.5139,7.0629 -0.1853,7.2551 0.4095))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012277-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15546892
title: 2018 - London -L1#2

description: University of Reading Grimmond Urban Micromet Group

City: London

Year: 2018

Sites: 

Data Levels: L1#2
DOI: 10.5281/zenodo.15546893
title: 2018 - London -L1#2

description: University of Reading Grimmond Urban Micromet Group

City: London

Year: 2018

Sites: 

Data Levels: L1#2
DOI: 10.15468/dl.8wtc4f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "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 ((8.2112 -0.773,8.9648 -2.2147,8.9648 1.4824,8.8631 1.3007,8.8278 -0.0747,8.2974 -0.3332,8.2112 -0.773))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012279-250525065834625/datasets/export for details.
DOI: 10.15468/dl.fyxjpv
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Gentiana straminea Maxim.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 199 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012280-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.um4meg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "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 ((7.9237 1.4388,7.9186 1.8496,6.9096 1.8496,6.7752 1.3312,7.0614 0.9078,7.5027 0.9107,7.9237 1.4388))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012281-250525065834625/datasets/export for details.
DOI: 10.34740/kaggle/dsv/12019804
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.5ttunb
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Gentiana veitchiorum Hemsl.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 216 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012282-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hwy39
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes apus Günther, 1878",
 "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 ((8.9648 28.8496,-0.0352 28.8496,-0.0352 19.8496,8.9648 19.8496,8.9648 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012283-250525065834625/datasets/export for details.
DOI: 10.15468/dl.pgbd59
title: Occurrence Download

description: A dataset containing 854461 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lolium perenne L."
 ]
}

 The dataset includes 854461 records from 3623 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012255-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17958966
title: SONBRA Dataset

description: SONBRA Database

This repository contains 10,000 samples of records from the SONBRA database. It features characteristics extracted from 250 unique musical tracks for each of the 8 genres included in the database. Each track was divided into 30-second segments.

Specifications

Database Statistics




Metric
Value




Total samples
10,000


Original tracks
250


Represented genres
8


Segments per track
5


Segment duration
30s




Genre Distribution

The dataset has a balanced distribution of genres:



Bossa Nova

Forró

Funk

Pagode

Pisadinha

Samba

Samba-enredo

Sertanejo


Segment Structure



Begin - Initial 30 seconds

Middle_1 - 30 seconds before the center point

Middle - 15 seconds before and after the center point

Middle_2 - 30 seconds after the center point

End - Final 30 seconds


Extracted Features



RMS

ZCR

ZCR Sum

Mel spectrogram

Spectral bandwidth

Spectral centroid

Spectral rolloff

Chroma STFT

Chroma CQT

Chroma CENS

Tonnetz

Tempogram

Fourier Tempogram

MFCC
DOI: 10.5281/zenodo.17958967
title: SONBRA Dataset

description: SONBRA Database

This repository contains 10,000 samples of records from the SONBRA database. It features characteristics extracted from 250 unique musical tracks for each of the 8 genres included in the database. Each track was divided into 30-second segments.

Specifications

Database Statistics




Metric
Value




Total samples
10,000


Original tracks
250


Represented genres
8


Segments per track
5


Segment duration
30s




Genre Distribution

The dataset has a balanced distribution of genres:



Bossa Nova

Forró

Funk

Pagode

Pisadinha

Samba

Samba-enredo

Sertanejo


Segment Structure



Begin - Initial 30 seconds

Middle_1 - 30 seconds before the center point

Middle - 15 seconds before and after the center point

Middle_2 - 30 seconds after the center point

End - Final 30 seconds


Extracted Features



RMS

ZCR

ZCR Sum

Mel spectrogram

Spectral bandwidth

Spectral centroid

Spectral rolloff

Chroma STFT

Chroma CQT

Chroma CENS

Tonnetz

Tempogram

Fourier Tempogram

MFCC
DOI: 10.18738/t8/2jolkx
title: NMR data for calcium formate reference material

description: NMR data for calcium formate reference material, and excel file summarizing the results, raw NMR data and R scripts for processing the data.
DOI: 10.15468/dl.c9gdw5
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "BasisOfRecord is one of (Specimen)",
 "TaxonKey is one of (Rhipidomys latimanus [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 73 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002628-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66u7p7
title: Occurrence Download

description: A dataset containing 216783 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Oregon State University Vascular Plant Collection"
 ]
}

 The dataset includes 216783 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002625-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/t2wt9m
title: A climatology of coupled tracks of extratropical cyclones and mesoscale convective systems

description: Data files pertaining to the paper 'A climatology of coupled tracks of extratropical cyclones and mesoscale convective systems.' Submitted to Journal of Geophysical Research: Atmospheres. This dataset aims to combine the two databases from readme section (i) and section (ii) into a single cohesive database of coupled systems. The data itself includes a dataset of mesoscale convective systems (Feng, 2021) and extratropical cyclones (Crawford et al, 2021). Following, we include a dataset of coupled systems in csv format which were developed using an algorithm run between the two datasets. The most intense of these tracks (which were selected based on methods described in the paper) had individual datasets developed via interpolation of ERA5 data, including variables such as temperature, specific humidity, and vorticity, as described in readme section (iv). Related publications, usage, and license included in readme file.
DOI: 10.15468/dl.x3se94
title: Occurrence Download

description: A dataset listing the 254451 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Plantae",
 "Year 1000-2026"
 ]
}

 The dataset's 254451 records were derived from 10608 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002626-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5061/dryad.00000006q
title: Population bottleneck associated with but likely preceded the recent evolution of self-fertilization in a coastal dune plant

description: Evolution of self-fertilization may be initiated by a historical
 population bottleneck, which should diagnostically reduce lineage-wide
 genetic variation. However, selfing can also strongly reduce genetic
 variation after it evolves. Distinguishing process from pattern is less
 problematic if mating system divergence is recent and geographically
 simple. Dramatically reduced diversity is associated with the transition
 from outcrossing to selfing in the Pacific coastal endemic Abronia
 umbellata that includes large-flowered, self-incompatible populations
 (var. umbellata) south of San Francisco Bay and small-flowered, autogamous
 populations (var. breviflora) to the north. Compared to umbellata,
 synonymous nucleotide diversity across 10 single-copy nuclear genes was
 reduced by 94% within individual populations and 90% across the whole
 selfing breviflora lineage, which contained no unique polymorphisms. The
 geographic pattern of genetic variation is consistent with a single origin
 of selfing that occurred recently (7–28 kya). These results are best
 explained by a historical bottleneck, but the two most northerly umbellata
 populations also contained little variation and clustered with selfing
 populations, suggesting that substantial diversity loss preceded the
 origin of selfing. A bottleneck may have set the stage for the eventual
 evolution of selfing by purging genetic load that prevents the spread of
 selfing.
description: We randomly sampled two
 individuals from each of 24 populations across the species geographic
 range, including 15 putatively outcrossing umbellata and nine putatively
 selfing breviflora populations. We defined a population as a group of
 plants separated from other such groups by 1 km, usually much more. We
 extracted DNA from each silica-dried leaf sample using a modified CTAB
 protocol and amplified the coding regions of 10 single-copy genes using
 primers derived from a transcriptome for <em>A.
 umbellata</em>. GenomeQuebec (Montreal, QC) sequenced the forward
 and reverse strands of these amplicons, using the same primers. We
 visualized chromatograms with FinchTV (v 1.4.0) and manually edited to
 identify heterozygous positions (double peaks) and remove low quality ends
 (peaks of poor integrity). Forward and reverse strands were aligned using
 BioEdit (v 7.2.5) and then collapsed to one consensus sequence per
 individual (mean = 530 bp/locus) from which haplotypes were estimated
 using PHASE (v 2.1.1). One breviflora genotype (population CGB) was
 removed from further analysis because it was unusually heterozygous,
 possessed unique single nucleotide polymorphisms (SNPs) and was
 heterozygous indels at several loci  suggesting that it was a hybrid with
 sympatric <em>A.
 latifolia</em>.
description: The data are open-source .csv or .fasta files and can be opened
 with any text reader. Most key analyses were done using open-source R.
 Details for useage are included in a readme file.
DOI: 10.5281/zenodo.18400809
title: CAMS-REG-UNC-v8.1: A detailed uncertainty product for the gridded CAMS-REG-v8.1 emission inventory

description: This dataset is described in detail in: manuscript submitted to ESSD.

Independent verification of greenhouse gas emission reductions and trends in air pollution levels is receiving increasing attention. Atmospheric observations can provide such a constraint on emission estimates through inverse modelling, which requires a detailed quantification of uncertainties in prior emission inventories, observations and chemical transport models. A detailed methodology was developed to quantify uncertainties in a state-of-the-art European emission inventory: CAMS-REG. Uncertainties are estimated for all input data used to create the emission inventory and propagated to the final product. This results in separate uncertainty estimates for country-level emissions per sector and uncertainties in the spatial allocation of those emissions. Ideally, the gridded emission uncertainties should add up to the country-level emission uncertainties and for this purpose an optimization procedure was developed (only for countries with detailed emission reporting). This results in (scaled) gridded emission uncertainties and spatial error correlation lengths, which are included in the final dataset. This work follows up from previous efforts and details the first comprehensive emission uncertainty dataset for Europe.

The dataset follows the same format as the CAMS-REG inventory and contains relative standard deviations in gridded emissions, per pollutant, sector, and location. Additionally, spatial error correlation lengths (in degrees and km) are provided, per pollutant, country, and sector.