cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.sar3e6
title: Occurrence Download

description: A dataset containing 2168 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus oleoides"
 ]
}

 The dataset includes 2168 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059445-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmz3eg
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Philonthus spinipes",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059450-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dnfzp
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Philonthus spinipes",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059449-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5p3xfk
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heptapleurum nervosum King"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018040-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.htgsk3
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arcytophyllum fasciculatum (A.Gray) Terrell & H.Rob."
 ]
}

 The dataset includes 77 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016722-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.resj8x
title: Occurrence Download

description: A dataset containing 739 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lachesis muta (Linnaeus, 1766)"
 ]
}

 The dataset includes 739 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038885-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fu293
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halimocnemis beresinii Iljin"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018099-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtstu4
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arcytophyllum ericoides (Willd.) Standl."
 ]
}

 The dataset includes 54 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016723-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.frcukp
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nicotiana raimondii J.F.Macbr."
 ]
}

 The dataset includes 67 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028372-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b5g8hv
title: Occurrence Download

description: A dataset containing 3926 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helictotrichon filifolium (Lag.) Henrard"
 ]
}

 The dataset includes 3926 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018155-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0wpwqs
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myotis velifer (J.A.Allen, 1890)",
 "Country is Mexico",
 "Geometry POLYGON((-106.007080 23.160563,-106.007080 20.540221,-103.677978 20.540221,-103.677978 23.160563,-106.007080 23.160563))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016725-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfgvyf
title: Occurrence Download

description: A dataset containing 24949 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Stercorarius antarcticus (R.Lesson, 1831)"
 ]
}

 The dataset includes 24949 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027741-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qq24d
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gorteria personata L."
 ]
}

 The dataset includes 238 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018158-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yiulx
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arcytophyllum lavarum K.Schum."
 ]
}

 The dataset includes 282 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016725-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rb7k7g
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ABW, BRA, DOM, USA.10_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Anolis porcatus Gray, 1840"
 ]
}

 The dataset includes 215 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026751-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghszqv
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceodes gracilescens (Heimerl) E.F.S.Rossetto & Caraballo"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082924-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5bymv
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nelsonia neotomodon Merriam, 1897",
 "Country is Mexico",
 "Geometry POLYGON((-106.094970 23.180763,-106.094970 20.560795,-103.656005 20.560795,-103.656005 23.180763,-106.094970 23.180763))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016726-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrtjku
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Living Specimen, Observation, Occurrence evidence)",
 "Geometry POLYGON((113.19764 -1.66628,113.812 -1.66628,113.812 -0.3111,113.19764 -0.3111,113.19764 -1.66628))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EN, VU, NT, CR)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 228 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025658-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmfms2
title: Occurrence Download

description: A dataset containing 1525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Crax alberti Fraser, 1852"
 ]
}

 The dataset includes 1525 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082962-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.10mfid
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arcytophyllum macbridei Standl."
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016726-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gw3jd3
title: Occurrence Download

description: A dataset containing 756199 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptotila verreauxi Bonaparte, 1855"
 ]
}

 The dataset includes 756199 records from 484 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026761-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8t7x4
title: Occurrence Download

description: A dataset containing 83531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Spizaetus isidori (Des Murs, 1845), Spizaetus melanoleucus (Vieillot, 1816), Spizaetus tyrannus (Wied-Neuwied, 1820), Spizaetus ornatus (Daudin, 1800))"
 ]
}

 The dataset includes 83531 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014912-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wiosqq
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oligoryzomys fulvescens (Saussure, 1860)",
 "Country is Mexico",
 "Geometry POLYGON((-105.930175 23.150462,-105.930175 20.540221,-103.677978 20.540221,-103.677978 23.150462,-105.930175 23.150462))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016727-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gawxkf
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cousinia pseudolanata Popov ex Tscherneva"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014913-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hwuzb
title: Occurrence Download

description: A dataset containing 1248 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arcytophyllum muticum (Wedd.) Standl."
 ]
}

 The dataset includes 1248 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016727-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pk94s
title: Occurrence Download

description: A dataset containing 508 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arctictis binturong (Raffles, 1821)"
 ]
}

 The dataset includes 508 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028924-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rgcba
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cousinia pseudostenolepis Rech.fil. & Edelb."
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014921-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avjitf
title: Occurrence Download

description: A dataset containing 472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asplenium rhizophyllum L.",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 472 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016728-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxa6az
title: Occurrence Download

description: A dataset containing 848 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.26_1",
 "TaxonKey is Battus philenor (Linnaeus, 1771)"
 ]
}

 The dataset includes 848 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029632-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6w9pgf
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyphia incisa (Thunb.) Willd."
 ]
}

 The dataset includes 81 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014926-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k83j68
title: Occurrence Download

description: A dataset containing 23580 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea purpurea (L.) Roth"
 ]
}

 The dataset includes 23580 records from 655 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029803-231120084113126/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.agv9.zgff
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-4000_MY-800_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.5rby.ei2t
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-4000_MY-800_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.4wx0.bdwu
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-4000_MY-80_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.9ohg.5mef
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-4000_MY-80_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.step.1vq8
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-4000_MY-900_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.68yh.9f3y
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-4000_MY-900_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.y61c.6i09
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-4000_MY-90_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.ffit.d6dv
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-4000_MY-90_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.30kk.oiil
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-100_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.1fvc.3xf4
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-100_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.ctka.fnna
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-125_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.jidp.m4ef
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-125_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.s59q.q9ov
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-150_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.cbmf.z0g4
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-150_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.hrso.iebi
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-250_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.hd2w.k6t9
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-250_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.e2hm.f9av
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-60_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.trld.4mjg
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-60_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.jwj4.x3wi
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-70_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.brmp.4tiw
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-70_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.xvp4.v6zc
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-80_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.mkd2.vagq
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-80_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.irtg.hhgz
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-90_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.x18c.iay1
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-400_MY-90_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.dlte.iu17
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-450_MY-100_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.p5cu.uzvm
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-450_MY-100_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.7483/opendata.cms.1j0u.g2ug
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-450_MY-125_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.epza.lb9p
title: /NMSSM_XToYHTo2Z2BTo2L2Nu2B_MX-450_MY-125_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v2/NANOAODSIM
DOI: 10.6084/m9.figshare.27683196
title: ASI-GCNss

description: Limited borehole sampling at contaminated sites results in sparse and unevenly distributed data on soil pollutants. Traditional interpolation methods, such as ordinary kriging (OK) and inverse distance weighting (IDW), may obscure local variations in soil contamination when applied to such sparse data, thus reducing the interpolation accuracy. To overcome this challenge, we propose an adaptive spatial interpolation graph convolutional network (ASI-GCN) model. This model synergistically integrated the principles of spatial auto-correlation with the capabilities of graph convolutional networks (GCN). By merging these elements, the ASI-GCN model effectively constrained the transfer of pollutant concentrations. It adeptly captures nuanced variations in spatial structure, thereby enhancing the precision of soil pollution characterization. We applied our model to a coking plant in Beijing based on 215 soil samples collected from 15 boreholes. To evaluate the robustness of the model, three pollutants with distinct volatilization characteristics were employed, including arsenic (As, non-volatile), benzo(a)pyrene (BaP, semi-volatile), and benzene (Ben, volatile). The leave-one-out cross-validation procedure was used to estimate the performance of ASI-GCN and its derivatives, ASI-GCN_RC_G and ASI-GCN_RC_K, when they are used to make predictions at unsampled sites.The results showed that the ASI-GCN model demonstrated improved performance with R² values of 0.52, 0.67, and 0.57, and RMSE values of 5.041 mg/kg, 1.699 mg/kg , and 167.710 mg/kg for As, BaP, and Ben, respectively, outperforming traditional models like OK and IDW. Further analysis revealed the significant influence of pollutant volatility on vertical migration patterns. Non-volatile As was primarily distributed in the fill and silty sand layers, semi-volatile BaP concentrated in the silty sand layer, while volatile Ben was predominantly found in the clay and fine sand layers. The ASI-GCN model provides key insights for risk assessment and remediation strategies by capturing complex contaminant distributions with limited borehole data, demonstrating its potential for application in various contaminated sites.