cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.r4jj57
title: Occurrence Download

description: A dataset containing 295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-12.90753 -29.55635,64.90753 -29.55635,64.90753 1.55635,-12.90753 1.55635,-12.90753 -29.55635))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Synodontis nigromaculatus Boulenger, 1905"
 ]
}

 The dataset includes 295 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066715-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34683/sr187
title: StoneRounds Case: SR187
title: AR Stargardt Disease

description: StoneRounds Case SR187 was diagnosed with AR Stargardt Disease likely caused by mutations in the gene: ABCA4.
DOI: 10.12763/i5ed78/izm0qi
title: fails.tab

description: :unav
DOI: 10.15468/dl.5fbu7n
title: Occurrence Download

description: A dataset containing 364 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 Culex antennatus (Becker, 1903)"
 ]
}

 The dataset includes 364 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066717-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7483/opendata.cms.2c9y.tgfy
title: /LQToDEle_M-1700_pair_bMassZero_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.12763/i5ed78/qj2fhy
title: ret-2019-sanskrit-b512-epoch=49.ckpt

description: :unav
DOI: 10.12763/i5ed78/x5ryyy
title: summary.tab

description: :unav
DOI: 10.12763/i5ed78/bt13zu
title: summary.tab

description: :unav
DOI: 10.12763/i5ed78/rya7n7
title: summary.tab

description: :unav
DOI: 10.12763/i5ed78/ekr8zu
title: fails.tab

description: :unav
DOI: 10.34683/sr234
title: StoneRounds Case: SR234
title: AR Stargardt Disease

description: StoneRounds Case SR234 was diagnosed with AR Stargardt Disease likely caused by mutations in the gene: ABCA4.
DOI: 10.7483/opendata.cms.7s8o.xkgx
title: /LQToDEle_M-1700_pair_bMassZero_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.12763/i5ed78/ixkvbg
title: ret-2019-french-b512-epoch=49.ckpt

description: :unav
DOI: 10.12763/i5ed78/6tufmv
title: ret-2019-slovene-b512-epoch=42.ckpt

description: :unav
DOI: 10.12763/i5ed78/gwmc2s
title: fails.tab

description: :unav
DOI: 10.12763/i5ed78/whzyla
title: summary.tab

description: :unav
DOI: 10.7483/opendata.cms.vsn5.h0yt
title: /LQToDEle_M-1700_pair_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v3/MINIAODSIM
DOI: 10.12763/i5ed78/mzvx02
title: ret-2019-zulu-b512-epoch=48.ckpt

description: :unav
DOI: 10.12763/i5ed78/yzqb60
title: hparams.yaml

description: :unav
DOI: 10.12763/i5ed78/c530ay
title: ret-2019-slovene-b512-epoch=48.ckpt

description: :unav
DOI: 10.12763/i5ed78/ovtpy0
title: summary.tab

description: :unav
DOI: 10.7483/opendata.cms.8gxn.cyxo
title: /LQToDEle_M-1700_pair_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.12763/i5ed78/uit8y6
title: hparams.yaml

description: :unav
DOI: 10.12763/i5ed78/vigyzg
title: events.out.tfevents.1678574657.marquerpc.loria.fr

description: :unav
DOI: 10.15468/dl.m5md6u
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((11.35277 -13.75579,47.64723 -13.75579,47.64723 0.75579,11.35277 0.75579,11.35277 -13.75579))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Synodontis polli Gosse, 1982"
 ]
}

 The dataset includes 78 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066716-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.12763/i5ed78/ppzom2
title: events.out.tfevents.1678572349.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/uovrk5
title: events.out.tfevents.1678572073.marquerpc.loria.fr

description: :unav
DOI: 10.7483/opendata.cms.6k99.z7nz
title: /LQToDEle_M-1700_single_bMassZero_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.12763/i5ed78/ychg70
title: events.out.tfevents.1678562768.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/ii3w0y
title: summary.tab

description: :unav
DOI: 10.12763/i5ed78/sdapuk
title: summary.tab

description: :unav
DOI: 10.7483/opendata.cms.0p9n.5m80
title: /LQToDEle_M-1700_single_bMassZero_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.12763/i5ed78/amaalh
title: fails.tab

description: :unav
DOI: 10.12763/i5ed78/ztx8a1
title: ret-2019-french-b512-epoch=45.ckpt

description: :unav
DOI: 10.15161/oar.it/212116
title: Banca dati geologica F. 412 La Maddalena scala 1:25.000

description: Banca Dati alla scala 1:25.000 della Carta Geologica prodotta nell'ambito del Progetto CARG in formato GeoPackage. I layer presenti si riferiscono alle Unità cartografabili geologiche, agli Elementi geomorfologici e alle Risorse e Prospezioni. Gli strati informativi sono rappresentati in accordo con la simbologia prevista dalla normativa del Progetto CARG.
DOI: 10.15161/oar.it/212117
title: Banca dati geologica F. 412 La Maddalena scala 1:25.000

description: Banca Dati alla scala 1:25.000 della Carta Geologica prodotta nell'ambito del Progetto CARG in formato GeoPackage. I layer presenti si riferiscono alle Unità cartografabili geologiche, agli Elementi geomorfologici e alle Risorse e Prospezioni. Gli strati informativi sono rappresentati in accordo con la simbologia prevista dalla normativa del Progetto CARG.
DOI: 10.12763/i5ed78/ogz4g3
title: hparams.yaml

description: :unav
DOI: 10.12763/i5ed78/ioa2iu
title: fails.tab

description: :unav
DOI: 10.12763/i5ed78/56bd5b
title: summary.tab

description: :unav
DOI: 10.12763/i5ed78/pwisfc
title: events.out.tfevents.1678589595.marquerpc.loria.fr

description: :unav
DOI: 10.7483/opendata.cms.mw6v.vk30
title: /LQToDEle_M-1700_single_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v3/MINIAODSIM
DOI: 10.12763/i5ed78/gkrpci
title: events.out.tfevents.1678570464.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/t4xuj3
title: events.out.tfevents.1678580194.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/btqszn
title: events.out.tfevents.1678573815.marquerpc.loria.fr

description: :unav
DOI: 10.7483/opendata.cms.oq1z.anpl
title: /LQToDEle_M-1700_single_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.12763/i5ed78/qdrktv
title: ret-2016-georgian-b512-epoch=23.ckpt

description: :unav
DOI: 10.12763/i5ed78/xu8fic
title: events.out.tfevents.1678556209.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/eocnvt
title: events.out.tfevents.1678579139.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/287goo
title: summary.tab

description: :unav
DOI: 10.7483/opendata.cms.1d1y.rxw0
title: /LQToDEle_M-1800_pair_bMassZero_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.12763/i5ed78/fa4fgd
title: hparams.yaml

description: :unav
DOI: 10.12763/i5ed78/kukivb
title: ret-2019-french-b512-epoch=47.ckpt

description: :unav
DOI: 10.12763/i5ed78/cwk8gf
title: events.out.tfevents.1678571551.marquerpc.loria.fr

description: :unav
DOI: 10.15468/dl.fdgsxa
title: Occurrence Download

description: A dataset containing 404187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Zosterops lateralis (Latham, 1802)",
 "Year 2010-2020"
 ]
}

 The dataset includes 404187 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066671-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.12763/i5ed78/lxm8m5
title: events.out.tfevents.1678582092.marquerpc.loria.fr

description: :unav
DOI: 10.7483/opendata.cms.dngt.s3t6
title: /LQToDEle_M-1800_pair_bMassZero_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.12763/i5ed78/8fhdao
title: summary.tab

description: :unav
DOI: 10.15468/dl.bebms9
title: Occurrence Download

description: A dataset containing 1154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Neovison vison (Schreber, 1777)",
 "Year 1985-2025"
 ]
}

 The dataset includes 1154 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066718-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.12763/i5ed78/bffwf1
title: events.out.tfevents.1678578073.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/ivloio
title: ret-2019-slovak-b512-epoch=48.ckpt

description: :unav
DOI: 10.12763/i5ed78/to6xrl
title: hparams.yaml

description: :unav
DOI: 10.7483/opendata.cms.x61t.dvqt
title: /LQToDEle_M-1800_pair_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v3/MINIAODSIM
DOI: 10.12763/i5ed78/n3u7a0
title: ret-2019-french-b512-epoch=44.ckpt

description: :unav
DOI: 10.12763/i5ed78/sv7dxs
title: summary.tab

description: :unav
DOI: 10.12763/i5ed78/c85u1w
title: fails.tab

description: :unav
DOI: 10.12763/i5ed78/dor2tw
title: summary.tab

description: :unav
DOI: 10.12763/i5ed78/uacjey
title: events.out.tfevents.1678583473.marquerpc.loria.fr

description: :unav
DOI: 10.7483/opendata.cms.wefc.h61y
title: /LQToDEle_M-1800_pair_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.12763/i5ed78/q1o0y5
title: events.out.tfevents.1678579929.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/6ybu1z
title: fails.tab

description: :unav
DOI: 10.12763/i5ed78/fmow2l
title: summary.tab

description: :unav
DOI: 10.12763/i5ed78/qzkg18
title: summary.tab

description: :unav
DOI: 10.7483/opendata.cms.o2x3.ddae
title: /LQToDEle_M-1800_single_bMassZero_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.12763/i5ed78/rkbco1
title: hparams.yaml

description: :unav
DOI: 10.12763/i5ed78/9nnzqn
title: ret-2019-adyghe-b512-epoch=30.ckpt

description: :unav
DOI: 10.12763/i5ed78/aey0im
title: ret-2019-sanskrit-b512-epoch=47.ckpt

description: :unav
DOI: 10.7483/opendata.cms.geha.tt86
title: /LQToDEle_M-1800_single_bMassZero_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.12763/i5ed78/jhdg5l
title: ret-2019-welsh-b512-epoch=47.ckpt

description: :unav
DOI: 10.12763/i5ed78/xg9moz
title: summary.tab

description: :unav
DOI: 10.12763/i5ed78/ox3jip
title: hparams.yaml

description: :unav
DOI: 10.12763/i5ed78/7gfkwz
title: events.out.tfevents.1678577110.marquerpc.loria.fr

description: :unav
DOI: 10.7483/opendata.cms.rjvc.mv3l
title: /LQToDEle_M-1800_single_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.12763/i5ed78/aizakt
title: fails.tab

description: :unav
DOI: 10.12763/i5ed78/fi4jn7
title: fails.tab

description: :unav
DOI: 10.12763/i5ed78/xqdbb3
title: summary.tab

description: :unav
DOI: 10.12763/i5ed78/fwilkt
title: hparams.yaml

description: :unav
DOI: 10.12763/i5ed78/2mhnkj
title: summary.tab

description: :unav
DOI: 10.12763/i5ed78/8nqpv3
title: fails.tab

description: :unav
DOI: 10.7483/opendata.cms.qvk3.is04
title: /LQToDEle_M-1800_single_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.12763/i5ed78/yronj4
title: events.out.tfevents.1678585610.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/lzfygf
title: fails.tab

description: :unav
DOI: 10.12763/i5ed78/yhnz6w
title: fails.tab

description: :unav
DOI: 10.12763/i5ed78/sv8bpu
title: fails.tab

description: :unav
DOI: 10.7483/opendata.cms.4gsa.i8aj
title: /LQToDEle_M-1900_pair_bMassZero_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.12763/i5ed78/vcuewt
title: hparams.yaml

description: :unav
DOI: 10.12763/i5ed78/a3l4mc
title: events.out.tfevents.1678587036.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/iflzkm
title: events.out.tfevents.1678562066.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/x8aonv
title: summary.tab

description: :unav
DOI: 10.7483/opendata.cms.z7q0.uze0
title: /LQToDEle_M-1900_pair_bMassZero_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.12763/i5ed78/ruu1tu
title: fails.tab

description: :unav
DOI: 10.12763/i5ed78/ao0iws
title: events.out.tfevents.1678567852.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/mj9fj3
title: fails.tab

description: :unav
DOI: 10.12763/i5ed78/dxkc1k
title: ret-2019-welsh-b512-epoch=48.ckpt

description: :unav
DOI: 10.7483/opendata.cms.eky5.exnv
title: /LQToDEle_M-1900_pair_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v3/MINIAODSIM
DOI: 10.12763/i5ed78/sqkmxo
title: events.out.tfevents.1678591502.marquerpc.loria.fr

description: :unav
DOI: 10.15468/dl.84r6xg
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tetraodon mbu Boulenger, 1899"
 ]
}

 The dataset includes 183 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066719-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.12763/i5ed78/cbuzjy
title: events.out.tfevents.1678593057.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/qpymze
title: summary.tab

description: :unav
DOI: 10.12763/i5ed78/gkbu6g
title: events.out.tfevents.1678590754.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/lblwp7
title: ret-2016-georgian-b512-epoch=37.ckpt

description: :unav
DOI: 10.7483/opendata.cms.wu5g.mto1
title: /LQToDEle_M-1900_pair_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.12763/i5ed78/5vl8hb
title: ret-2019-slovak-b512-epoch=48.ckpt

description: :unav
DOI: 10.12763/i5ed78/abyxsl
title: events.out.tfevents.1678574859.marquerpc.loria.fr

description: :unav
DOI: 10.12763/i5ed78/xztcvj
title: summary.tab

description: :unav
DOI: 10.7483/opendata.cms.maq5.1mlv
title: /LQToDEle_M-1900_single_bMassZero_TuneCP2_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.12763/i5ed78/6xlpcq
title: hparams.yaml

description: :unav
DOI: 10.12763/i5ed78/d9xkbo
title: fails.tab

description: :unav
DOI: 10.15468/dl.que357
title: Occurrence Download

description: A dataset containing 5452236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Turdus merula Linnaeus, 1758",
 "Year 2010-2020"
 ]
}

 The dataset includes 5452236 records from 4055 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066677-241126133413365/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.26299444
title: Carex_breviculmis.gff3

description: The annotation file of Carex breviculmis genome.
DOI: 10.6084/m9.figshare.26299444.v1
title: Carex_breviculmis.gff3

description: The annotation file of Carex breviculmis genome.
DOI: 10.15468/dl.6rvzrx
title: Occurrence Download

description: A dataset containing 12696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Emberiza pusilla Pallas, 1776"
 ]
}

 The dataset includes 12696 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023575-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3vnzy
title: Occurrence Download

description: A dataset containing 1766 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Bos gaurus C.H.Smith, 1827"
 ]
}

 The dataset includes 1766 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023576-240626123714530/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.26299468
title: Carex_breviculmis_pep.fa

description: The protein file of Carex breviculmis genome.
DOI: 10.6084/m9.figshare.26299468.v1
title: Carex_breviculmis_pep.fa

description: The protein file of Carex breviculmis genome.
DOI: 10.5281/zenodo.12733783
title: Data from the SEFASILS experiment (Ligurian Sea, 2018, R/V Pourquoi Pas)

description: Data from the SEFASILS cruise and experiment

Acquired in 2018, Ligurian Sea, onboard R/V Pourquoi Pas ? (Flotte Océanographique Française)

Content:



SEFA132_Migration_PostStack_V5_dynq.sgy: Poststack migration of seismic profile SEFA132 (segy format)

gravi_lonlat_Sefasils.txt: Free air gravity anomaly along the reference profile from SEFASILS cruise

obs<obs #>_chHDH.sgy: formatted refraction OBS data from the SEFASILS experiment (hydrophone component)

sta<sta #>_chEHZ.sgy: formatted refraction land station data from the SEFASILS experiment (vertical component)
DOI: 10.5281/zenodo.12733784
title: Data from the SEFASILS experiment (Ligurian Sea, 2018, R/V Pourquoi Pas)

description: Data from the SEFASILS cruise and experiment

Acquired in 2018, Ligurian Sea, onboard R/V Pourquoi Pas ? (Flotte Océanographique Française)

Content:



SEFA132_Migration_PostStack_V5_dynq.sgy: Poststack migration of seismic profile SEFA132 (segy format)

gravi_lonlat_Sefasils.txt: Free air gravity anomaly along the reference profile from SEFASILS cruise

obs<obs #>_chHDH.sgy: formatted refraction OBS data from the SEFASILS experiment (hydrophone component)

sta<sta #>_chEHZ.sgy: formatted refraction land station data from the SEFASILS experiment (vertical component)
DOI: 10.15468/dl.nsx7nu
title: Occurrence Download

description: A dataset containing 189342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Living Specimen, Fossil, Specimen, Material citation, Material sample, Human Observation, Machine Observation, Observation)",
 "TaxonKey is Caretta caretta (Linnaeus, 1758)"
 ]
}

 The dataset includes 189342 records from 625 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023527-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11101337
title: Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets
title: DermaMNIST-C, DermaMNIST-E, and Fitzpatrick17k-C

description: Abstract

The remarkable progress of deep learning in dermatological tasks has brought us closer to achieving diagnostic accuracies comparable to those of human experts. However, while large datasets play a crucial role in the development of reliable deep neural network models, the quality of data therein and their correct usage are of paramount importance. Several factors can impact data quality, such as the presence of duplicates, data leakage across train-test partitions, mislabeled images, and the absence of a well-defined test partition. In this paper, we conduct meticulous analyses of three popular dermatological image datasets: DermaMNIST, its source HAM10000, and Fitzpatrick17k, uncovering these data quality issues, measure the effects of these problems on the benchmark results, and propose corrections to the datasets. Besides ensuring the reproducibility of our analysis, by making our analysis pipeline and the accompanying code publicly available, we aim to encourage similar explorations and to facilitate the identification and addressing of potential data quality issues in other large datasets.

Citation

If you find this project useful or if you use our newly proposed datasets and/or our analyses, please cite our paper.



Kumar Abhishek, Aditi Jain, Ghassan Hamarneh. "Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets". arXiv preprint arXiv:2401.14497, 2024. DOI: 10.48550/ARXIV.2401.14497.


The corresponding BibTeX entry is:



@article{abhishek2024investigating,  title={Investigating the Quality of {DermaMNIST} and {Fitzpatrick17k} Dermatological Image Datasets},  author={Abhishek, Kumar and Jain, Aditi and Hamarneh, Ghassan},  journal={arXiv preprint arXiv:2401.14497},  doi = {10.48550/ARXIV.2401.14497},  url = {https://arxiv.org/abs/2401.14497},  year={2024}}


Project Website

The results of the analysis, including the visualizations, are available on the project website: https://derm.cs.sfu.ca/critique/.

Code

The accompanying code for this project is hosted on GitHub at https://github.com/kakumarabhishek/Corrected-Skin-Image-Datasets.

License

The metadata files (DermaMNIST-C.csv, DermaMNIST-E.csv, Fitzpatrick17k_DiagnosisMapping.xlsx,Fitzpatrick17k-C.csv) contained in this repository are licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) License.

The NPZ files associated with DermaMNIST-C (dermamnist_corrected_28.npz, dermamnist_corrected_224.npz) and DermaMNIST-E (dermamnist_extended_28.npz, dermamnist_extended_224.npz) contained in this repository are licensed under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) License.

The code hosted on GitHub is licensed under the Apache License 2.0.