cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/dp7y6x9nzc
title: TBI-HemoCT Data set

description: The TBI-HemoCT Dataset is a large-scale, comprehensive collection of approximately 60,000 axial brain CT images, meticulously curated to serve the machine learning community. The data was sourced from non-contrast head CT scans of patients at Shrimann Superspeciality Hospital and was developed to provide a robust resource for building and validating deep learning models for intracranial hemorrhage detection. The dataset is intuitively organized into six primary subfolders based on the main diagnosis: epidural, subdural, subarachnoid, intraparenchymal, intraventricular, and any (normal). To address the common issue of class imbalance and prevent model bias, the underrepresented epidural category has been synthetically augmented using various image transformations. These augmented files are easily identifiable by the aug[random_number] suffix appended to their filenames, ensuring transparency for researchers.

To further enhance accessibility and efficiency, a descriptive naming convention and a comprehensive log file are provided. The file naming structure is self-contained, following a consistent ID_[Number][Which hemorrhage][Details].png format. This convention allows for immediate identification of a file's unique ID, its primary diagnosis (matching its folder location), and specific details about the findings. The final segment indicates UNIQUE if only the primary hemorrhage is present; in the any (normal) folder, a UNIQUE designation confirms the complete absence of any hemorrhage. If multiple hemorrhages co-exist, all present types are listed, separated by hyphens. Complementing this is the detailed log file, final_log_file.csv, which catalogs every image with columns for file (the exact filename), destination (the folder location), label (1 for hemorrhage, 0 for normal), placed in multiple locations (a boolean indicating if the original scan had multiple findings), and all positive locations (a complete list of all hemorrhage types present), providing a complete ground truth for advanced, multi-label classification Tasks.
DOI: 10.17632/dp7y6x9nzc.2
title: TBI-HemoCT Data set

description: The TBI-HemoCT Dataset is a large-scale, comprehensive collection of approximately 60,000 axial brain CT images, meticulously curated to serve the machine learning community. The data was sourced from non-contrast head CT scans of patients at Shrimann Superspeciality Hospital and was developed to provide a robust resource for building and validating deep learning models for intracranial hemorrhage detection. The dataset is intuitively organized into six primary subfolders based on the main diagnosis: epidural, subdural, subarachnoid, intraparenchymal, intraventricular, and any (normal). To address the common issue of class imbalance and prevent model bias, the underrepresented epidural category has been synthetically augmented using various image transformations. These augmented files are easily identifiable by the aug[random_number] suffix appended to their filenames, ensuring transparency for researchers.

To further enhance accessibility and efficiency, a descriptive naming convention and a comprehensive log file are provided. The file naming structure is self-contained, following a consistent ID_[Number][Which hemorrhage][Details].png format. This convention allows for immediate identification of a file's unique ID, its primary diagnosis (matching its folder location), and specific details about the findings. The final segment indicates UNIQUE if only the primary hemorrhage is present; in the any (normal) folder, a UNIQUE designation confirms the complete absence of any hemorrhage. If multiple hemorrhages co-exist, all present types are listed, separated by hyphens. Complementing this is the detailed log file, final_log_file.csv, which catalogs every image with columns for file (the exact filename), destination (the folder location), label (1 for hemorrhage, 0 for normal), placed in multiple locations (a boolean indicating if the original scan had multiple findings), and all positive locations (a complete list of all hemorrhage types present), providing a complete ground truth for advanced, multi-label classification Tasks.
DOI: 10.15468/dl.64gd89
title: Occurrence Download

description: A dataset containing 1230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Batrachochytrium dendrobatidis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1230 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040047-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5zngh
title: Occurrence Download

description: A dataset containing 3436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus tuberosus",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3436 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040049-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.an6kqy
title: Occurrence Download

description: A dataset containing 3505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus tuberosus",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3505 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040048-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twfccn
title: Occurrence Download

description: A dataset containing 1370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Bactris gasipaes, Bactris gasipaes chichagui, Bactris gasipaes gasipaes)"
 ]
}

 The dataset includes 1370 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040052-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16413373
title: ERA Ontology

description: This is an ontology defined by the European Union Agency for Railways (ERA) to describe the concepts and relationships related to the European railway infrastructure and the vehicles authorized to operate over it.
DOI: 10.5281/zenodo.16376401
title: censo-buenosairesciudad-1909-bibliotecanacional-temasconsultados

description: Estadísticas de la Biblioteca Nacional sobre la cantidad de obras consultadas discriminadas por tipo registradas en el Censo General de Población, Edificación, Comercio e Industrias de la Ciudad de Buenos Aires, conmemorativo del Primer Centenario de la Revolución de Mayo (1810-1910): levantado en los días 16 al 24 de octubre de 1909, bajo la administración del señor Intendente Don Manuel J. Güiraldes por Alberto B. Martínez, director de la Estadística Municipal. Buenos Aires: Compañía Sud-Americana de Billetes del Banco, 1910. 3 Tomos. Del segundo tomo se extrajeron los datos de esta Biblioteca. El mismo comprende al tomo XIX de las Estadísticas Anuales de la Ciudad de Buenos Aires del año 1909.

Se recomienda consultar la versión actualizada del Diccionario de datos porque no sólo se explica cómo se procesaron los datos sino porque también se incluyó más detalladamente el origen de los mismos.
DOI: 10.5281/zenodo.16376402
title: censo-buenosairesciudad-1909-bibliotecanacional-temasconsultados

description: Estadísticas de la Biblioteca Nacional sobre la cantidad de obras consultadas discriminadas por tipo registradas en el Censo General de Población, Edificación, Comercio e Industrias de la Ciudad de Buenos Aires, conmemorativo del Primer Centenario de la Revolución de Mayo (1810-1910): levantado en los días 16 al 24 de octubre de 1909, bajo la administración del señor Intendente Don Manuel J. Güiraldes por Alberto B. Martínez, director de la Estadística Municipal. Buenos Aires: Compañía Sud-Americana de Billetes del Banco, 1910. 3 Tomos. Del segundo tomo se extrajeron los datos de esta Biblioteca. El mismo comprende al tomo XIX de las Estadísticas Anuales de la Ciudad de Buenos Aires del año 1909.

Se recomienda consultar la versión actualizada del Diccionario de datos porque no sólo se explica cómo se procesaron los datos sino porque también se incluyó más detalladamente el origen de los mismos.
DOI: 10.15468/dl.spysr6
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dactylorhiza majalis occidentalis"
 ]
}

 The dataset includes 432 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008850-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdd8eb
title: Occurrence Download

description: A dataset containing 2143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Carcharhinus galapagensis (Snodgrass & Heller, 1905)"
 ]
}

 The dataset includes 2143 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282510-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6vvhk
title: Occurrence Download

description: A dataset containing 51058 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.92861 6.547,-75.73067 6.547,-75.73067 6.88064,-75.92861 6.88064,-75.92861 6.547))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 51058 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0283778-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9qsdy
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-156.62162 18.81191,-154.1493 18.81191,-154.1493 20.34671,-156.62162 20.34671,-156.62162 18.81191))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Clermontia hawaiiensis (Hillebr.) Rock"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168034-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdd9gg
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diplostephium schultzii Wedd."
 ]
}

 The dataset includes 245 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189232-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjm45x
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "GadmGid is IND.36_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Charaxes solon (Fabricius, 1793)"
 ]
}

 The dataset includes 44 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242298-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qanqdd
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-156.5373 18.85075,-154.23323 18.85075,-154.23323 20.35233,-156.5373 20.35233,-156.5373 18.85075))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cyanea pilosa A.Gray"
 ]
}

 The dataset includes 42 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168038-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tt8g7d
title: Occurrence Download

description: A dataset containing 325 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Lucuma gnaphaloclados Mart., Micropholis gnaphaloclados (Mart.) Pierre, Pouteria schwackei (Engl.) Baehni, Sideroxylon gardnerianum var. parvifolium A.DC., Sideroxylon parvifolia Raunk., 1889, Sideroxylon schwackei Engl.)"
 ]
}

 The dataset includes 325 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282516-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcqju2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lirianthe delavayi (Franch.) N.H.Xia & C.Y.Wu"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247559-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ru7n5
title: Occurrence Download

description: A dataset containing 485 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vaccinium vitis-idaea L.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 485 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189235-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4rpgu
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-156.74698 18.73886,-154.14729 18.73886,-154.14729 20.43442,-156.74698 20.43442,-156.74698 18.73886))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Clermontia pyrularia Hillebr."
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168039-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58hkty
title: Occurrence Download

description: A dataset containing 4131 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sesbania punicea (Cav.) Benth."
 ]
}

 The dataset includes 4131 records from 217 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196427-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngsew8
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalera takasagoensis Matsumura, 1919",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189238-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbpg4z
title: Occurrence Download

description: A dataset containing 10532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia auriculiformis A.Cunn. ex Benth."
 ]
}

 The dataset includes 10532 records from 206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168043-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7s8t2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lychnis kiusiana Makino",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196439-220831081235567/datasets/export for details.
DOI: 10.15468/dl.atcdr8
title: Occurrence Download

description: A dataset containing 1423905 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Peru, Chile, Argentina, Ecuador, Bolivia (Plurinational State of))",
 "Issue is one of (Presumed negated latitude, Presumed negated longitude, Presumed swapped coordinate, Elevation unlikely, Geodetic datum assumed WGS84)",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 1423905 records from 326 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168040-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5yddrz
title: Occurrence Download

description: A dataset containing 319386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Somateria mollissima (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Country is Norway",
 "DatasetKey is Norwegian Species Observation Service",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2022",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 319386 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254311-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grrpmg
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ocypus lewisius Sharp, 1874",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196443-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33amat
title: Occurrence Download

description: A dataset containing 32928447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium)",
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Literature Occurrence, Specimen, Unknown evidence, Machine Observation)",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2021",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32928447 records from 469 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168072-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8g86vp
title: Occurrence Download

description: A dataset containing 472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-115.44494232386025 30.338608185929562,-113.58050061565352 30.338608185929562,-113.58050061565352 32.203049894136285,-115.44494232386025 32.203049894136285,-115.44494232386025 30.338608185929562))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phocoena sinus Norris & McFarland, 1958"
 ]
}

 The dataset includes 472 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282518-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjmhcc
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gorpis Stål, 1859",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 72 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196430-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uf2nxw
title: Occurrence Download

description: A dataset containing 3946576 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 3946576 records from 5258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0171832-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id329951.1
title: StrainInfo SI-ID 329951.1

description: StrainInfo dataset 329951 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id329830.1
title: StrainInfo SI-ID 329830.1

description: StrainInfo dataset 329830 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id329831.1
title: StrainInfo SI-ID 329831.1

description: StrainInfo dataset 329831 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id329832.1
title: StrainInfo SI-ID 329832.1

description: StrainInfo dataset 329832 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id329833.1
title: StrainInfo SI-ID 329833.1

description: StrainInfo dataset 329833 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id329868.1
title: StrainInfo SI-ID 329868.1

description: StrainInfo dataset 329868 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.