cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9cs4bn
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.87913 24.496728, 88.801964 24.491151, 88.726719 24.474558, 88.655264 24.447363, 88.58937299999999 24.410242, 88.530677 24.364116, 88.480626 24.310131, 88.44044599999999 24.249624, 88.41112 24.184093, 88.393354 24.115158, 88.387568 24.044521, 88.393885 23.973922, 88.41213 23.905097, 88.44183700000001 23.839738, 88.48226 23.779447, 88.53239600000001 23.725701, 88.591007 23.679815, 88.656654 23.64291, 88.727729 23.615887, 88.80249499999999 23.599405, 88.87913 23.593866, 88.955765 23.599405, 89.030531 23.615887, 89.101606 23.64291, 89.167253 23.679815, 89.225864 23.725701, 89.276 23.779447, 89.316423 23.839738, 89.34613 23.905097, 89.364375 23.973922, 89.37069200000001 24.044521, 89.364906 24.115158, 89.34714 24.184093, 89.317814 24.249624, 89.27763400000001 24.310131, 89.227583 24.364116, 89.168887 24.410242, 89.102996 24.447363, 89.031541 24.474558, 88.95629599999999 24.491151, 88.87913 24.496728))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078939-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive161530.20250331.9.3
title: Unidentified actinobacterium

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.5b7ux9
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperantha oligantha"
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078940-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive161530.20251217.10
title: Unidentified actinobacterium

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive161531.20241212.9.2
title: <i>Citreicella</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.tfkeqs
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.82832999999999 24.503437, 88.75116 24.49786, 88.675911 24.481268, 88.60445199999999 24.454073, 88.53855799999999 24.416952, 88.479859 24.370826, 88.429805 24.31684, 88.389623 24.256333, 88.36029499999999 24.190803, 88.342529 24.121868, 88.336742 24.051231, 88.34305999999999 23.980632, 88.361306 23.911807, 88.391014 23.846448, 88.43143999999999 23.786157, 88.481578 23.732412, 88.540192 23.686526, 88.60584299999999 23.64962, 88.67692099999999 23.622597, 88.75169200000001 23.606115, 88.82832999999999 23.600576, 88.904968 23.606115, 88.979739 23.622597, 89.050817 23.64962, 89.116468 23.686526, 89.175082 23.732412, 89.22521999999999 23.786157, 89.265646 23.846448, 89.295354 23.911807, 89.31359999999999 23.980632, 89.319918 24.051231, 89.314131 24.121868, 89.29636499999999 24.190803, 89.267037 24.256333, 89.226855 24.31684, 89.176801 24.370826, 89.11810199999999 24.416952, 89.05220799999999 24.454073, 88.980749 24.481268, 88.9055 24.49786, 88.82832999999999 24.503437))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078942-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive161531.20251217.10
title: <i>Citreicella</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive161532.20241212.9.2
title: <i>Pseudosporangium</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive161532.20251217.10
title: <i>Pseudosporangium</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive161533.20241212.9.2
title: <i>Lancefieldella</i> <i>parvula</i> (Weinberg <i>et al.</i> 1937) Nouioui <i>et al.</i> 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive161533.20251217.10
title: <i>Lancefieldella</i> <i>parvula</i> (Weinberg <i>et al.</i> 1937) Nouioui <i>et al.</i> 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.y99xjs
title: Occurrence Download

description: A dataset containing 1684867 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Beta vulgaris L., Allium schoenoprasum L., Allium ursinum L., Leucojum vernum L., Narcissus poeticus L., Sternbergia lutea (L.) Ker Gawl. ex Spreng., Cotinus coggygria Scop., Pistacia lentiscus L., Ammi majus L., Visnaga daucoides Gaertn., Angelica archangelica L., Apium graveolens L., Bupleurum falcatum L., Carum carvi L., Cicuta virosa L., Crithmum maritimum L., Daucus carota L., Eryngium maritimum L., Eryngium planum L., Foeniculum vulgare Mill.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1684867 records from 2850 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0182953-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18463296
title: The effects of heat treatment on the properties of additively manufactured AlSi7Mg when produced with reused powder
DOI: 10.5281/zenodo.18463297
title: The effects of heat treatment on the properties of additively manufactured AlSi7Mg when produced with reused powder
DOI: 10.15468/dl.r4e9mu
title: Occurrence Download

description: A dataset containing 119411 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Observation",
 "IucnRedListCategory is one of (CR, EN, VU)",
 "KingdomKey is Animalia"
 ]
}

 The dataset includes 119411 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008588-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ubrdh
title: Occurrence Download

description: A dataset containing 2288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Cytinaceae"
 ]
}

 The dataset includes 2288 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015944-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pnfwc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argyrotaenia provana (Kearfott, 1907)",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0393466-210914110416597/datasets/export for details.
DOI: 10.15468/dl.dadwhe
title: Occurrence Download

description: A dataset listing the 3949 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Clarias gariepinus (Burchell, 1822)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 3949 records were derived from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012582-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.888242
title: Occurrence Download

description: A dataset containing 784 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Caledonia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ducula goliath (G.R.Gray, 1859)"
 ]
}

 The dataset includes 784 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0213974-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwkg9v
title: Occurrence Download

description: A dataset containing 410269 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salmo salar Linnaeus, 1758"
 ]
}

 The dataset includes 410269 records from 210 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219714-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4tksr
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyxis arachnoides Bell, 1827"
 ]
}

 The dataset includes 187 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239985-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbvpjj
title: Occurrence Download

description: A dataset containing 671 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Persea schiedeana Nees"
 ]
}

 The dataset includes 671 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012583-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukaqvs
title: Occurrence Download

description: A dataset containing 391 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Angola",
 "Country is Botswana",
 "Country is Comoros",
 "Country is Congo, Democratic Republic of the",
 "Country is Eswatini",
 "Country is Lesotho",
 "Country is Madagascar",
 "Country is Malawi",
 "Country is Mauritius",
 "Country is Mozambique",
 "Country is Namibia",
 "Country is Seychelles",
 "Country is South Africa",
 "Country is Tanzania, United Republic of",
 "Country is Zambia",
 "Country is Zimbabwe"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Vigna multinervis Hutch. & Dalziel",
 "TaxonKey is Vigna nuda N.E.Br.",
 "TaxonKey is Vigna parkeri Baker",
 "TaxonKey is Vigna parkeri subsp. parkeri",
 "TaxonKey is Vigna phoenix Brummitt",
 "TaxonKey is Vigna praecox Verdc.",
 "TaxonKey is Vigna procera Welw.",
 "TaxonKey is Vigna procera Welw. ex Hiern"
 ]
 }
 ]
}

 The dataset includes 391 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194632-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drtdnx
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Atropa belladonna L."
 ]
}

 The dataset includes 24 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219700-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdukux
title: Occurrence Download

description: A dataset containing 932 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phylloscartes eximius (Temminck, 1822)"
 ]
}

 The dataset includes 932 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056479-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aafrau
title: Occurrence Download

description: A dataset containing 643508 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "Country is Australia",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 643508 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012583-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.age5q3
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Armeniaca sibirica Linnaeus, 1753"
 ]
}

 The dataset includes 139 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011368-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gh6dmr
title: Occurrence Download

description: A dataset containing 5659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-64.32925 -54.73391,-64.33848 -54.70288,-64.37574 -54.75147,-64.36737 -54.81091,-64.3914 -54.74914,-64.42152 -54.75489,-64.41243 -54.78273,-64.54464 -54.72525,-64.51142 -54.79806,-64.5865 -54.82081,-64.64789 -54.77681,-64.68713 -54.78058,-64.67502 -54.8008,-64.70883 -54.78961,-64.75657 -54.83649,-64.73904 -54.85916,-64.66438 -54.85055,-64.68366 -54.86108,-64.64387 -54.88915,-64.70424 -54.91546,-64.60615 -54.91085,-64.53905 -54.88842,-64.46614 -54.82343,-64.44434 -54.83895,-64.48594 -54.84766,-64.50131 -54.86231,-64.4846 -54.87464,-64.41251 -54.85874,-64.39442 -54.82733,-64.33345 -54.83002,-64.30613 -54.7881,-64.26365 -54.80454,-64.23468 -54.78196,-64.22076 -54.85768,-64.20057 -54.8284,-64.12062 -54.81436,-64.10986 -54.83328,-64.0612 -54.77974,-64.03449 -54.80799,-63.9549 -54.76683,-63.95341 -54.81335,-63.8828 -54.77968,-63.84568 -54.7892,-63.79589 -54.72715,-63.87875 -54.75523,-63.85484 -54.73173,-63.87631 -54.7168,-63.98987 -54.73566,-64.04258 -54.77813,-64.04728 -54.73036,-64.10843 -54.76433,-64.12645 -54.75755,-64.10944 -54.73798,-64.1495 -54.73034,-64.16492 -54.74019,-64.13851 -54.77041,-64.21632 -54.73386,-64.32925 -54.73391)),((-64.23917 -54.6962,-64.24869 -54.70391,-64.2367 -54.70505,-64.23917 -54.6962)),((-64.25023 -54.6914,-64.25641 -54.6922,-64.25627 -54.69825,-64.25023 -54.6914)),((-64.26132 -54.67279,-64.25656 -54.68745,-64.24747 -54.67607,-64.26132 -54.67279)),((-64.131 -54.6462,-64.16241 -54.65066,-64.13968 -54.6688,-64.10911 -54.65119,-64.131 -54.6462)))",
 "EventDate is less than or equal to 2021-05-01"
 ]
}

 The dataset includes 5659 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265520-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqsnmf
title: Occurrence Download

description: A dataset containing 184252 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Australian Phytoplankton Database (1844 onwards)"
 ]
}

 The dataset includes 184252 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221421-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdikek
title: Occurrence Download

description: A dataset containing 21531 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthus annuus"
 ]
}

 The dataset includes 21531 records from 316 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012584-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2yxzag
title: Occurrence Download

description: A dataset containing 1740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Dasypus novemcinctus Linnaeus, 1758"
 ]
}

 The dataset includes 1740 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230871-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkduj8
title: Occurrence Download

description: A dataset containing 7021351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer L., Aesculus L., Alnus Mill., Amelanchier Medik., Berberis L., Betula L., Carpinus L., Cornus L., Corylus L., Cotoneaster Medik., Ulmus L., Viburnum L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7021351 records from 2207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257001-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3p1uc
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005971-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unp62p
title: Occurrence Download

description: A dataset containing 1234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Thraupidae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-65 -35,-60 -35,-60 -34,-65 -34,-65 -35))"
 ]
}

 The dataset includes 1234 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017329-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zy7dcv
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005101-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aex47f
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000559-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmsreh
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006009-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msq7mj
title: Occurrence Download

description: A dataset containing 1239535972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1239535972 records from 20380 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001714-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14588799
title: DermaMNIST statistics and PCA

description: DermaMNIST (64x64 resolution) mean (mean_reshaped.npy) and standard deviation (std_reshaped.npy) calculated on the training set;

DermaMNIST's covariance matrix's (64x64 resolution) eigenvalues (eigenvalues.npy), the ratio of total variance explained by each principal component (eigenvalues_ratio.npy) and DermaMNIST's principal components (pc_matrix.npy) computed using the normalized training dataset.

These items were computed from the DermaMNIST dataset [1] and there used in [2].

[1] Yang, Jiancheng, et al. "Medmnist v2-a large-scale lightweight benchmark for 2d and 3d biomedical image classification." Scientific Data 10.1 (2023): 41.

[2] Alice Bizeul, Thomas M. Sutter, Alain Ryser, Julius Von Kügelgen, Bernhard Schölkopf, Julia E. Vogt. Components Beat Patches: Eigenvector Masking for Visual Representation Learning. Oct, 2024.