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

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phiambolia incumbens (L.Bolus) Klak"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073011-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uscwy4
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phagnalon melanoleucum Webb"
 ]
}

 The dataset includes 58 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073012-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4b343m
title: Occurrence Download

description: A dataset containing 2886 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella acutifolia (Vill.) Arv.-Touv."
 ]
}

 The dataset includes 2886 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073013-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmn97e
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentas caffensis Chiov."
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073016-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dz4tbz
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pittosporum kwangsiense Hung T.Chang & S.Z.Yan"
 ]
}

 The dataset includes 26 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073015-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkpy6m
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus evrardii Beille"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073017-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jscu2z
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phiambolia littlewoodii (L.Bolus) Klak"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073018-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zu2w98
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phagnalon murbeckii Faure"
 ]
}

 The dataset includes 64 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073019-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nkdkp
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella adenogaliciana Mateo & Egido"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073020-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.am4bs9
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentas cleistostoma K.Schum."
 ]
}

 The dataset includes 40 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073021-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpw9wg
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pittosporum kweichowense Gowda"
 ]
}

 The dataset includes 28 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073022-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43k4ph
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus faguetii Baill."
 ]
}

 The dataset includes 119 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073024-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twe2tc
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phiambolia longifolia Klak"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073025-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2d56p
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phagnalon nitidum Fresen."
 ]
}

 The dataset includes 67 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073026-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kprjfa
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pittosporum lanipetalum Tirel & Veillon"
 ]
}

 The dataset includes 30 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073029-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqgn87
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentas glabrescens Baker"
 ]
}

 The dataset includes 14 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073028-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vs2vzm
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella aiboensis (Mateo & Egido) Mateo, Egido & E.Fidalgo"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073027-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9x8dub
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus favieri M.Schmid"
 ]
}

 The dataset includes 38 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073031-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xkk6b
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phiambolia mentiens Klak"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073032-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yn58g5
title: Occurrence Download

description: A dataset containing 298 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phagnalon niveum Edgew."
 ]
}

 The dataset includes 298 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073033-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66yxt4
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentas herbacea (Hiern) K.Schum."
 ]
}

 The dataset includes 55 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073036-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb4c9f
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pittosporum lenticellatum Chun ex H.Peng & Y.F.Deng"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073034-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbrsh9
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella aletschensis (Zahn) Soják"
 ]
}

 The dataset includes 23 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073035-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adncfz
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus felicis Jean F.Brunel"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073037-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.95gerk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cetraria fastigiata (Delise ex Nyl.) Kärnefelt, Cetraria halei W.L.Culb. & C.F.Culb., Cetraria laii Divakar, A.Crespo & Lumbsch, Cetraria islandica subsp. orientalis (Asah.) Kärnef., Cetraria islandica var. orientalis Asah., Cetraria nigricans Nyl., Cetraria nigricascens (Nyl.) Elenkin, Cetraria nivalis (L.) Ach., Cetraria richardsonii Hook., Cetraria tilesii Ach., Cetrelia cetrarioides (Delise) W.L.Culb. & C.F.Culb., Chaenotheca brunneola (Ach.) Müll.Arg., Chaenotheca ferruginea (Turner ex Sm.) Mig., Chaenotheca gracillima (Vain.) Tibell, Chaenotheca trichialis (Ach.) Hellb., Chaenotheca trichialis (Ach.) Th.Fr., Chaenotheca xyloxena Nádv., Chaenotheca xylogena Nádv., Chaenothecopsis aeruginosa Goward & E.B.Peterson, Chaenothecopsis Vain., Chaenothecopsis consociata (Nádv.) A.F.W.Schmidt, Chaenothecopsis lecanactidis Tibell, Chaenothecopsis nana Tibell, Chaenothecopsis pusiola (Ach.) Vain., Chaenothecopsis pusilla (Ach.) A.F.W.Schmidt, Chaenothecopsis savonica (Räsänen) Tibell, Chaenothecopsis tasmanica Tibell, Chaenothecopsis viridireagens (Nádv.) A.F.W.Schmidt, Cheiromycina petri D.Hawksw. & Poelt, Cirrenalia lichenicola Pérez-Ort., Cladonia P.Browne, 1756, Cladina mitis (Sandst.) Hale & W.Culb., Cladina mitis (Sandst.) Hustich, Cladina mitis (Sandst.) Mong., Cladina mitis Sandst., 1918, Cladonia mitis Sandst., Cladina stellaris (Opiz) Brodo, Cladonia stellaris (Opiz) Pouzar & Vĕzda, Cladonia alpestris (L.) Rabenh., Cladina alpestris (L.) Nyl., Cladonia conista (Nyl.) Robbins, Cladonia conista Robbins ex A.Evans, Cladonia conistea (Delise) Asahina, Cladonia cristatella Tuck., Cladonia crispatula (Nyl.) Ahti, Cladonia farinacea (Vain.) A.Evans, Cladonia impexa Harm., Cladina impexa (Harm.) B.de Lesd., Cladonia kanewskii Oxner, Cladonia lepidota Nyl., Cladonia lepidula Kremp., Cladonia multiformis G.K.Kerr., Cladonia multiformis G.Merr., 1908, Cladonia norrlinii Vain., Cladonia pseudorangiformis Asah., Cladonia straminea (Sommerf.) Flörke, Cladonia straminea (Sommerf.) Fr., Cladonia subcariosa Nyl., Cladonia subcaryana, Cladonia P.Browne, 1756, Cladonia verruculosa (Vainio) Ahti, Cliostomum griffithii (Sm.) Coppins, Cliostomum leprosum (Räsänen) Holien & Tønsberg, Clypeococcum placopsiiphilus Øvst. & D.Hawksw., Coccotrema hahriae T.Sprib. & Tønsberg, Coccotrema pocillarium (Cummings) Brodo, Coelocaulon muricatum (Ach.) J.R.Laundon, Coelocaulon muricatum (Ach.) Eckfeldt, Collema bachmanianum (Fink) Degel., Collema ceraniscum Nyl., Collema fuscovirens (With.) J.R.Laundon)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 52,-180 53,180 53,180 52,-180 52))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073014-240321170329656/datasets/export for details.
DOI: 10.15468/dl.24fj7u
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phiambolia persistens (L.Bolus) Klak"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073038-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gm42cg
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phagnalon persicum Boiss."
 ]
}

 The dataset includes 71 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073039-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.235j3a
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pittosporum leptosepalum Gowda"
 ]
}

 The dataset includes 34 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073041-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6mwzyd
title: Occurrence Download

description: A dataset containing 2432 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentas lanceolata (Forssk.) Deflers"
 ]
}

 The dataset includes 2432 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073040-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdnbak
title: Occurrence Download

description: A dataset containing 323 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella alpicola (Hoppe) F.W.Schultz & Sch.Bip."
 ]
}

 The dataset includes 323 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073042-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkbh8k
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus fimbriatitepalus Guillaumin"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073044-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fs8ka
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phiambolia similis Klak"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073045-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbpvk8
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phagnalon phagnaloides (A.Rich.) Cufod."
 ]
}

 The dataset includes 30 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073046-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ev8ytz
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pittosporum leratii Guillaumin"
 ]
}

 The dataset includes 132 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073047-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n9g7ku
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella alturgelliana Mateo"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073048-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfjygp
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentas micrantha Baker"
 ]
}

 The dataset includes 126 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073049-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8srm4b
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus finschii K.Schum."
 ]
}

 The dataset includes 23 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073050-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyj4mf
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phiambolia stayneri (L.Bolus ex Toelken & Jessop) Klak"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073052-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxen93
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phagnalon ×pomelii Faure"
 ]
}

 The dataset includes 57 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073053-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8s6yz
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pittosporum leroyanum Tirel & Veillon"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073054-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10901730
title: Spirit Outcome Checklist for INA-MBD

description: This data is Fillable spirit data checklist for study protocol entitled "Analysis of the effectiveness and efficiency of the Indonesian metastatic bone disease of unknown origin algorithm (INA-MBD): time to diagnosis and cost to diagnosis: Quasi Experimental Study that submitted in F1000Research.
DOI: 10.5281/zenodo.10901731
title: Spirit Outcome Checklist for INA-MBD

description: This data is Fillable spirit data checklist for study protocol entitled "Analysis of the effectiveness and efficiency of the Indonesian metastatic bone disease of unknown origin algorithm (INA-MBD): time to diagnosis and cost to diagnosis: Quasi Experimental Study that submitted in F1000Research.
DOI: 10.15468/dl.nawyma
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella amaurocephala (Peter) Soják"
 ]
}

 The dataset includes 31 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073055-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gm5u6p
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentas nervosa Hepper"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073056-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x67qpn
title: Occurrence Download

description: A dataset containing 828981 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galium aparine L."
 ]
}

 The dataset includes 828981 records from 4024 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072924-240321170329656/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.14300064.v1
title: Additional file 4 of m7GDisAI: N7-methylguanosine (m7G) sites and diseases associations inference based on heterogeneous network

description: Additional file 4. Table S4: m7G-disease association matrix ASD.