cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3tfrwh
title: Occurrence Download

description: A dataset containing 598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Calceolaria tripartita"
 ]
}

 The dataset includes 598 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047245-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15778731
title: Dataset - Representation of polynyas in the Ross Sea coupled atmosphere–sea ice–ocean model P-SKRIPSv2

description: Dataset related to the manuscript: Representation of polynyas in the Ross Sea coupled atmosphere–sea ice–ocean model P-SKRIPSv2, Gossart A. & Malyarenko, A. 

model output covering 02-2017 to 12-2017, for the Ross Sea.
DOI: 10.5281/zenodo.15778732
title: Dataset - Representation of polynyas in the Ross Sea coupled atmosphere–sea ice–ocean model P-SKRIPSv2

description: Dataset related to the manuscript: Representation of polynyas in the Ross Sea coupled atmosphere–sea ice–ocean model P-SKRIPSv2, Gossart A. & Malyarenko, A. 

model output covering 02-2017 to 12-2017, for the Ross Sea.
DOI: 10.3535/4tk-64e-5dk
title: Candelariella boleana Etayo, Palice & T. Sprib.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.xt7jtk
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia peploides",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047247-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1f3-ycr-mqc
title: Rinodina filsonii H. Mayrhofer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0jc-txk-hsd
title: Rinodina filsonii H. Mayrhofer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qe3-7ly-2rz
title: Candelariella boleana Etayo, Palice & T. Sprib.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.vmduw7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia peploides",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047248-250827131500795/datasets/export for details.
DOI: 10.15468/dl.duxj7k
title: Occurrence Download

description: A dataset containing 42511 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Celtis australis"
 ]
}

 The dataset includes 42511 records from 582 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047246-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzxded
title: Occurrence Download

description: A dataset containing 443 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia peploides",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 443 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047249-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17088021
title: The Human Skin Cell Atlas - Data Objects

description: The Human Skin Cell Atlas (HSCA) integrates 34 public healthy skin scRNA-seq datasets (821,464 cells) with curated metadata and a harmonized cell type nomenclature. We constructed a HSCA core atlas from PSU-containing datasets and applied transfer learning to integrate 21 additional PSU-free datasets, resulting in the HSCA extended. The HSCA provides a collection of data objects designed to facilitate downstream analyses in both R and Python environments. 

The available objects are:



HSCA core (HSCA_core.rds, HSCA_core.h5ad)

HSCA extended (HSCA_extended.rds, HSCA_extended.h5ad)

Pilosebaceous unit core (psu_core.rds, psu_core.h5ad)

Lower hair follicle core (lower_hf_core.rds, lower_hf_core.h5ad)

Sebaceous gland core (sg_core.rds, sg_core.h5ad)


Each object contains raw and normalized counts, embeddings, cell type annotations, and extensive metadata. A detailed description of all slots and stored information can be found in Supplementary Table 4 of the associated manuscript.

The Python objects were stored using adata.write_h5ad(filename, compression="gzip"), ensuring efficient storage and fast loading with read_h5ad.

⚠️ Integrity check: Please verify all downloads with the provided md5sum values to ensure data integrity.

For detailed usage instructions, the latest updates, and implementations, please refer to our GitHub repository: https://github.com/TolgaDuz/HSCA
DOI: 10.5281/zenodo.17088022
title: The Human Skin Cell Atlas - Data Objects

description: The Human Skin Cell Atlas (HSCA) integrates 34 public healthy skin scRNA-seq datasets (821,464 cells) with curated metadata and a harmonized cell type nomenclature. We constructed a HSCA core atlas from PSU-containing datasets and applied transfer learning to integrate 21 additional PSU-free datasets, resulting in the HSCA extended. The HSCA provides a collection of data objects designed to facilitate downstream analyses in both R and Python environments. 

The available objects are:



HSCA core (HSCA_core.rds, HSCA_core.h5ad)

HSCA extended (HSCA_extended.rds, HSCA_extended.h5ad)

Pilosebaceous unit core (psu_core.rds, psu_core.h5ad)

Lower hair follicle core (lower_hf_core.rds, lower_hf_core.h5ad)

Sebaceous gland core (sg_core.rds, sg_core.h5ad)


Each object contains raw and normalized counts, embeddings, cell type annotations, and extensive metadata. A detailed description of all slots and stored information can be found in Supplementary Table 4 of the associated manuscript.

The Python objects were stored using adata.write_h5ad(filename, compression="gzip"), ensuring efficient storage and fast loading with read_h5ad.

⚠️ Integrity check: Please verify all downloads with the provided md5sum values to ensure data integrity.

For detailed usage instructions, the latest updates, and implementations, please refer to our GitHub repository: https://github.com/TolgaDuz/HSCA
DOI: 10.15468/dl.e8er2v
title: Occurrence Download

description: A dataset containing 28953 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Celtis occidentalis"
 ]
}

 The dataset includes 28953 records from 393 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047251-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mddjx
title: Occurrence Download

description: A dataset containing 25008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Salsola tragus"
 ]
}

 The dataset includes 25008 records from 514 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047250-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57934/0b01e410802168e1
title: Kenmerken van adoptiekinderen
DOI: 10.57934/0b01e41080216906
title: Minimumloonklasse van banen van werknemers
DOI: 10.57934/0b01e41080216927
title: Gemeentecode Standplaats
DOI: 10.15468/dl.yl6uhy
title: Occurrence Download

description: A dataset containing 148179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus L.",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 148179 records from 340 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002339-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmp7mx
title: Occurrence Download

description: A dataset containing 2505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Quercus laeta Liebm.",
 "Year 1901-2021"
 ]
}

 The dataset includes 2505 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053918-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ksre2e
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleurothallis litotes Luer"
 ]
}

 The dataset includes 20 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191545-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnpk2u
title: Occurrence Download

description: A dataset containing 14509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus velutina Lam."
 ]
}

 The dataset includes 14509 records from 238 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191544-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7mtxy
title: Occurrence Download

description: A dataset containing 74113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castor canadensis Kuhl, 1820"
 ]
}

 The dataset includes 74113 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014551-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdruum
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Zamia muricata Willd.",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 26 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029155-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spchnb
title: Occurrence Download

description: A dataset containing 84793 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Thalictrum flavum L., Thalictrum flavum Cav., Thalictrum flavum Thunb., 1784, Thalictrum flavum Pall., 1776, Thalictrum flavum x minus, Thalictrum flavum × simplex, Thalictrum flavum x simplex)"
 ]
}

 The dataset includes 84793 records from 544 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167037-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xk6zgp
title: Occurrence Download

description: A dataset containing 15193 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is EFC - Herbário Escola de Florestas Curitiba"
 ]
}

 The dataset includes 15193 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002339-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hd7aeg
title: Occurrence Download

description: A dataset containing 403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Abronia taeniata (Wiegmann, 1828)"
 ]
}

 The dataset includes 403 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014549-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcx0lp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "or" : [
 "ScientificName is Pimpinella × supermagna Hubl",
 "ScientificName is Pimpinella × supermagna",
 "ScientificName is Pimpinella x supermagna",
 "ScientificName is Pimpinella x supermagna Hubl",
 "ScientificName is Pimpinella xsupermagna Hubl",
 "ScientificName is Pimpinella supermagna Hubl"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004947-160803222355964/datasets/export for details.
DOI: 10.15468/dl.uy5mqj
title: Occurrence Download

description: A dataset containing 7383815 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Anser Brisson, 1760)"
 ]
}

 The dataset includes 7383815 records from 1415 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005756-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j2vd58
title: Occurrence Download

description: A dataset containing 1645 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is IFO Bacteria database"
 ]
}

 The dataset includes 1645 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007936-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pq9mq
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tropidurus itambere Rodrigues, 1987"
 ]
}

 The dataset includes 115 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018444-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jt1wiq
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Myrcia crocea Kiaersk.",
 "TaxonKey is Plinia crocea Vell.",
 "TaxonKey is Gomidesia crocea Nied.",
 "TaxonKey is Gomidesia jacquiniana O.Berg"
 ]
}

 The dataset includes 97 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027464-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcogos
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Oreogrammitis reinwardtii (Blume) Parris",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 142 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007229-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fe3sz
title: Occurrence Download

description: A dataset containing 26021 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-68.40978 44.59657,-68.64886 44.44594,-68.552 44.20647,-68.44187 44.03596,-67.95382 44.25265,-67.7803 44.47908,-68.08839 44.635,-68.40978 44.59657))",
 "HasGeospatialIssue is false",
 "Year 2015-2022"
 ]
}

 The dataset includes 26021 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107352-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ouqeal
title: Occurrence Download

description: A dataset containing 677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-104.78416 -40.65492,7.71584 -40.65492,7.71584 4.34508,-104.78416 4.34508,-104.78416 -40.65492))",
 "HasCoordinate is true",
 "TaxonKey is Enterolobium contortisiliquum (Vell.) Morong",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 677 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034550-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7hvrfi
title: Occurrence Download

description: A dataset containing 1739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Loasaceae"
 ]
}

 The dataset includes 1739 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007230-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahad0n
title: Occurrence Download

description: A dataset containing 5894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON (((-63.325 45.39,-63.319 45.367,-63.412 45.356,-63.524 45.357,-63.599 45.371,-63.65 45.365,-63.754 45.371,-63.814 45.368,-63.842 45.357,-63.848 45.338,-63.873 45.334,-63.94 45.338,-63.996 45.366,-64.115 45.363,-64.188 45.373,-64.229 45.366,-64.289 45.366,-64.319 45.354,-64.378 45.35,-64.482 45.371,-64.579 45.38,-64.649 45.367,-64.668 45.348,-64.679 45.309,-64.761 45.282,-64.925 45.245,-65.003 45.235,-65.033 45.234,-65.043 45.241,-64.981 45.308,-64.938 45.437,-64.839 45.482,-64.739 45.502,-64.533 45.529,-64.462 45.551,-64.384 45.553,-64.086 45.543,-64.026 45.556,-64.029 45.563,-64.016 45.567,-64.01 45.555,-63.98 45.562,-63.764 45.539,-63.746 45.545,-63.734 45.533,-63.72 45.539,-63.675 45.53,-63.345 45.502,-63.35 45.479,-63.358 45.469,-63.375 45.464,-63.385 45.447,-63.379 45.435,-63.389 45.41,-63.406 45.405,-63.41 45.395,-63.358 45.381,-63.325 45.39)))",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5894 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007914-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9xtec
title: Occurrence Download

description: A dataset containing 825958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is 2018",
 "TaxonKey is Alcedinidae"
 ]
}

 The dataset includes 825958 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007239-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhtuvp
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dendrolagus lumholtzi Collett, 1884"
 ]
}

 The dataset includes 176 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008752-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xe9vij
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allobates grillisimilis Simões, Sturaro, Peloso & Lima, 2013"
 ]
}

 The dataset includes 50 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007233-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ryluzs
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hylesinus fasciatus LeConte, 1868"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018452-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zie9vh
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Senecio integrifolius Kern., 1871",
 "TaxonKey is Senecio integrifolius (L.) Clairv."
 ]
 },
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 245 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035160-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q687ja
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oreogrammitis adspersa (Blume) Parris"
 ]
}

 The dataset includes 198 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007234-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zrawr
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hylesinus orni Fuchs, 1906"
 ]
}

 The dataset includes 25 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018454-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzjqjk
title: Occurrence Download

description: A dataset containing 15957 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lycoperdon pyriforme Schaeff."
 ]
}

 The dataset includes 15957 records from 223 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003920-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5g3n2
title: Occurrence Download

description: A dataset containing 6731 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Burmeistera H.Karst. & Triana"
 ]
}

 The dataset includes 6731 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007242-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrvo83
title: Occurrence Download

description: A dataset containing 489 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hylesinus varius (A.G.Olivier, 1800)"
 ]
}

 The dataset includes 489 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018455-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.