cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14588800
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.
DOI: 10.15468/dl.7gbsnb
title: Occurrence Download

description: A dataset containing 17291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is eButterfly Surveys",
 "Year 2023-2025"
 ]
}

 The dataset includes 17291 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054898-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxjz74
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachipterus arcticus (Brünnich, 1788)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 143 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054899-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14588620
title: BloodMNIST statistics and PCA

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

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

These items were computed from the BloodMNIST 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.
DOI: 10.5281/zenodo.14588621
title: BloodMNIST statistics and PCA

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

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

These items were computed from the BloodMNIST 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.
DOI: 10.15468/dl.xm6jsg
title: Occurrence Download

description: A dataset containing 2497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantago patagonica Jacq.",
 "Geometry POLYGON((-109 26, -87 26, -87 44, -109 44, -109 26))"
 ]
}

 The dataset includes 2497 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054900-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkr95p
title: Occurrence Download

description: A dataset containing 977 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachipterus trachypterus (Gmelin, 1789)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 977 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054901-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ky6c5j
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sparus lophus Fowler, 1925"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054902-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsv3yt
title: Occurrence Download

description: A dataset containing 1540 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantago virginica L.",
 "Geometry POLYGON((-109 26, -87 26, -87 44, -109 44, -109 26))"
 ]
}

 The dataset includes 1540 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054904-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmu489
title: Occurrence Download

description: A dataset containing 2368 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachurus lathami Nichols, 1920",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 2368 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054903-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9eyzx4
title: Occurrence Download

description: A dataset containing 978 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachurus mediterraneus (Steindachner, 1868)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 978 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054905-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkbjpb
title: Occurrence Download

description: A dataset containing 1358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus angustifolia Marshall",
 "Geometry POLYGON((-109 26, -87 26, -87 44, -109 44, -109 26))"
 ]
}

 The dataset includes 1358 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054906-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9sk6uz
title: Occurrence Download

description: A dataset containing 2070440 species occurrences available in GBIF matching the query:
{
 "GadmGid" : [
 "is SWE.1_1"
 ]
}

 The dataset includes 2070440 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054866-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6xgbw
title: Occurrence Download

description: A dataset containing 3673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-74.284 4.529,-74.166 4.529,-74.166 4.675,-74.284 4.675,-74.284 4.529))",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 3673 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054907-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkw4w5
title: Occurrence Download

description: A dataset containing 2923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachurus picturatus (Bowdich, 1825)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 2923 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054908-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmwdyg
title: Occurrence Download

description: A dataset containing 3922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abbottina rivularis (Basilewsky, 1855)"
 ]
}

 The dataset includes 3922 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054909-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehaekn
title: Occurrence Download

description: A dataset containing 18314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ratibida columnifera (Nutt.) Wooton & Standl.",
 "Geometry POLYGON((-109 26, -87 26, -87 44, -109 44, -109 26))"
 ]
}

 The dataset includes 18314 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054910-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjhg8x
title: Occurrence Download

description: A dataset containing 2193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachurus symmetricus (Ayres, 1855)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 2193 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054911-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xffgmu
title: Occurrence Download

description: A dataset containing 27461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.15.57_2"
 ]
}

 The dataset includes 27461 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054912-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/10337173
title: Global IT Job Listings Dataset
DOI: 10.15468/dl.jut38m
title: Occurrence Download

description: A dataset containing 5546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.15.32_2"
 ]
}

 The dataset includes 5546 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054914-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fes28v
title: Occurrence Download

description: A dataset containing 47890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachurus trachurus (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 47890 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054913-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjtb8g
title: Occurrence Download

description: A dataset containing 987 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachyrincus murrayi Günther, 1887",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 987 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054915-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dys66y
title: Occurrence Download

description: A dataset containing 601451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CollectionCode is mamm",
 "DatasetKey is NMNH Extant Specimen Records (USNM, US)"
 ]
}

 The dataset includes 601451 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054884-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hukzr4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus calycinoides Kuntze",
 "Geometry POLYGON((-109 26, -87 26, -87 44, -109 44, -109 26))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054916-241126133413365/datasets/export for details.
DOI: 10.15468/dl.7ps62j
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachyrincus scabrus (Rafinesque, 1810)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 255 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054918-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wd2dd2
title: Occurrence Download

description: A dataset containing 43091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.15.102_2"
 ]
}

 The dataset includes 43091 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054917-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2en7ue
title: Occurrence Download

description: A dataset containing 584677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CollectionCode is birds",
 "DatasetKey is NMNH Extant Specimen Records (USNM, US)"
 ]
}

 The dataset includes 584677 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054887-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxj9nn
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachyscorpia cristulata echinata (Köhler, 1896)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054920-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtjzpf
title: Occurrence Download

description: A dataset containing 37919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-88.10042 42.9482,-87.74041 42.9482,-87.74041 43.14497,-88.10042 43.14497,-88.10042 42.9482))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 37919 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054919-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14589363
title: malapterurus_beninensis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14589364
title: malapterurus_beninensis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14589367
title: mochokus_brevis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14589368
title: mochokus_brevis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14589373
title: noturus_insignis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14589374
title: noturus_insignis_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.shgjhv
title: Occurrence Download

description: A dataset containing 2090 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Triakis semifasciata Girard, 1855",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 2090 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054922-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33kk98
title: Occurrence Download

description: A dataset containing 25682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichiurus lepturus Linnaeus, 1758",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 25682 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054923-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nkqce
title: Occurrence Download

description: A dataset containing 882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichodon trichodon (Tilesius, 1813)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 882 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054924-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6eecgix/2wrrv0
title: msXL_322v_65_41.tif
DOI: 10.25346/s6eecgix/jeb3ib
title: msXL_322v_65_40.tif
DOI: 10.25346/s6eecgix/tbdc8p
title: msXL_322v_65_39.tif
DOI: 10.25346/s6eecgix/brqggg
title: msXL_322v_65_38.tif
DOI: 10.25346/s6eecgix/v9pnhj
title: msXL_322v_65_37.tif
DOI: 10.25346/s6eecgix/cnx2o7
title: msXL_322v_46_36.tif
DOI: 10.25346/s6eecgix/koqdn7
title: msXL_322v_46_35.tif
DOI: 10.25346/s6eecgix/pimaix
title: msXL_322v_46_34.tif
DOI: 10.25346/s6eecgix/xp0ewt
title: msXL_322v_46_33.tif
DOI: 10.25346/s6eecgix/uk5hyu
title: msXL_322v_46_32.tif
DOI: 10.25346/s6eecgix/1gidsv
title: msXL_322v_46_31.tif
DOI: 10.25346/s6eecgix/5xsazq
title: msXL_322v_46_30.tif
DOI: 10.25346/s6eecgix/lfkcfy
title: msXL_322v_46_29.tif
DOI: 10.25346/s6eecgix/tflebb
title: msXL_322v_46_28.tif
DOI: 10.25346/s6eecgix/wyde27
title: msXL_322v_46_27.tif
DOI: 10.25346/s6eecgix/cnhelo
title: msXL_322v_46_26.tif
DOI: 10.15156/bio/sh0143582.10fu
title: SH0143582.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0143583.10fu
title: SH0143583.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0143584.10fu
title: SH0143584.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.