cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16923734
title: LD reference panels - All of Us and UK Biobank

description: All of Us Reference Panels

LD reference panels construction



Select genetic variants that are available in the All of Us (CDRv7, Controlled Tier) array genotype dataset.

The following variant filtering/removing criteria were applied: (a) located on sex chromosomes; (b) missing value frequency > 0.03; and (c) MAF < 0.01.

LD blocks were defined according to the LD block definition in PRS-CSx [Ref] (the start and end base pair position of the blocks of the LD reference panels used in PRS-CSx).

LD blocks were saved in matrices with the "dgCMatrix" class and in "RDS" file format, together compressed with map files including the variant information.


Sample size



African American: 62,331

Hispanic: 59,640


Number of variants



African American: 993,783

Hispanic: 875,221


 

UK Biobank Reference Panels

LD reference panels construction



Select genetic variants that are available in both 1000 Genomes and the UK Biobank genotyped dataset.

The following variant filtering/removing criteria were applied: (a) located on sex chromosomes; (b) missing value frequency > 0.02; and (c) MAF < 0.05.

LD blocks were saved in matrices with the "dgCMatrix" class and in "RDS" file format, together compressed with map files including the variant information.


Sample size



AFR:7,507

AMR: 687


Number of variants



AFR: 1,234,911

AMR: 1,183,556
DOI: 10.6084/m9.figshare.30277732
title: Data as Assets and Value Chain Upgrading

description: Data as Assets and Value Chain Upgrading
DOI: 10.6084/m9.figshare.30277732.v3
title: Data as Assets and Value Chain Upgrading

description: Data as Assets and Value Chain Upgrading
DOI: 10.6084/m9.figshare.30277732.v2
title: Data as Assets and Value Chain Upgrading

description: Data Assets and Value Chain Upgrading
DOI: 10.34740/kaggle/dsv/13836161
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.5281/zenodo.17686631
title: 3D-TomoSpec
DOI: 10.5281/zenodo.17686630
title: 3D-TomoSpec
DOI: 10.5281/zenodo.17618649
title: Usability Testing for the Nutriverse application
DOI: 10.5281/zenodo.17686657
title: Usability Testing for the Nutriverse application
DOI: 10.15468/dl.qesv99
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-21.0",
 "GadmGid is ITA.9_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Lucanus"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003896-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bh6ttv
title: Occurrence Download

description: A dataset containing 3383 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinobatos lentiginosus Garman, 1880"
 ]
}

 The dataset includes 3383 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007135-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efp8k8
title: Occurrence Download

description: A dataset containing 39475 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vascular plant diversity in forests"
 ]
}

 The dataset includes 39475 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007134-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9yaj7
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Crotalus mitchellii (Cope, 1861)",
 "Year 1980-2025"
 ]
}

 The dataset includes 226 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015778-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29213150
title: Dataset for <b>Innovative Business Idea Generation in Higher Education: The Interplay between Entrepreneurship Centres and Economic Conditions</b>

description: The purpose of this data is to investigate how entrepreneurship centers in Nigerian universities contribute to innovative business idea generation among undergraduates, particularly under varying general economic conditions. Drawing on Ecological Systems Theory, the use of the data conceptualizes entrepreneurship centers as part of the microsystem and general economic conditions captured by inflation, insecurity, power instability, and high interest rates as components of the exosystem. This primary data were collected from 269 final-year students across selected universities and analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM).
DOI: 10.6084/m9.figshare.29213150.v1
title: Dataset for <b>Innovative Business Idea Generation in Higher Education: The Interplay between Entrepreneurship Centres and Economic Conditions</b>

description: The purpose of this data is to investigate how entrepreneurship centers in Nigerian universities contribute to innovative business idea generation among undergraduates, particularly under varying general economic conditions. Drawing on Ecological Systems Theory, the use of the data conceptualizes entrepreneurship centers as part of the microsystem and general economic conditions captured by inflation, insecurity, power instability, and high interest rates as components of the exosystem. This primary data were collected from 269 final-year students across selected universities and analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM).
DOI: 10.15468/dl.n78qu6
title: Occurrence Download

description: A dataset containing 563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Aneides lugubris (Hallowell, 1849)",
 "Year 1980-2025"
 ]
}

 The dataset includes 563 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015779-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15578403
title: PREVENTION OF FOCI OF FUNGAL INFECTION IN CHILDREN
DOI: 10.5281/zenodo.15578404
title: PREVENTION OF FOCI OF FUNGAL INFECTION IN CHILDREN
DOI: 10.15468/dl.56sfdh
title: Occurrence Download

description: A dataset containing 37061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Trichechus manatus Linnaeus, 1758",
 "Year 1980-2025"
 ]
}

 The dataset includes 37061 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015777-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7nkw2
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrullus colocynthis",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049283-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tw297a
title: Occurrence Download

description: A dataset containing 2244083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gymnorhina tibicen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 2244083 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024596-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdnt3z
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmodium tortuosum",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024631-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pr79a
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Stenandrium barbatum Torr. & A.Gray"
 ]
}

 The dataset includes 151 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074916-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87n2h6
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Yucca baileyi Wooton & Standl."
 ]
}

 The dataset includes 226 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074917-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b878an
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Yucca campestris McKelvey"
 ]
}

 The dataset includes 122 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074918-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxy9tu
title: Occurrence Download

description: A dataset containing 961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Yucca baccata Torr."
 ]
}

 The dataset includes 961 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225488-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mx38dq
title: Occurrence Download

description: A dataset containing 522 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Agave parryi Engelm."
 ]
}

 The dataset includes 522 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210926-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.urtch2
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Agave lechuguilla Torr."
 ]
}

 The dataset includes 209 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225342-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5h76wv
title: Occurrence Download

description: A dataset containing 549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Yucca elata (Engelm.) Engelm."
 ]
}

 The dataset includes 549 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210813-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abkx4w
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Yucca elata var. elata"
 ]
}

 The dataset includes 59 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210820-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdrtwc
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Yucca treculeana Carrière"
 ]
}

 The dataset includes 215 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074929-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xakkd8
title: Occurrence Download

description: A dataset containing 770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Yucca glauca Nutt."
 ]
}

 The dataset includes 770 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074919-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9g9sna
title: Occurrence Download

description: A dataset containing 304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Allium kunthii G.Don"
 ]
}

 The dataset includes 304 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210935-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89g7pb
title: Occurrence Download

description: A dataset containing 907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Allenrolfea occidentalis (S.Watson) Kuntze"
 ]
}

 The dataset includes 907 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210887-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ws4c2x
title: Occurrence Download

description: A dataset containing 491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Allium macropetalum Rydb."
 ]
}

 The dataset includes 491 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210814-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cj4fdz
title: Occurrence Download

description: A dataset containing 2112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trianthema portulacastrum L."
 ]
}

 The dataset includes 2112 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209154-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m55e7v
title: Occurrence Download

description: A dataset containing 670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chenopodium incanum (S.Watson) A.Heller"
 ]
}

 The dataset includes 670 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222940-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nj35q6
title: Occurrence Download

description: A dataset containing 1338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Atriplex confertifolia (Torr. & Frém.) S.Watson"
 ]
}

 The dataset includes 1338 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061138-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntwtty
title: Occurrence Download

description: A dataset containing 4144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Atriplex canescens (Pursh) Nutt."
 ]
}

 The dataset includes 4144 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225356-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdy3sg
title: Occurrence Download

description: A dataset containing 1835 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Amaranthus palmeri S.Watson"
 ]
}

 The dataset includes 1835 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210888-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rzmg6
title: Occurrence Download

description: A dataset containing 953 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dysphania graveolens (Willd.) Mosyakin & Clemants"
 ]
}

 The dataset includes 953 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061342-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/pkkt-9591
title: Parkes observations for project P1338 semester 2025APRS_21

description: Fast radio bursts (FRBs) are millisecond-duration radio bursts of extragalactic origin. Since the discovery of the first FRB in the archival Parkes/Murriyang multibeam data, a broad dichotomy in population has emerged. Some FRBs have been seen to be repeating, while others are not, despite a significant amount of follow-up using different radio telescopes. The repeating FRB 20240114A was recently discovered by CHIME/FRB, which has been seen to have an exceptionally high burst activity. Such extreme burst activity has not been seen in any other source. The repeating FRBs, such as FRB 20240114A, provide an unparalleled window into their circumburst environment due to their repeating nature, which can be used to constrain possible progenitor models and test underlying emission mechanisms. The previous Parkes/Murriyang source follow-up has also revealed intriguing spectro-polarimetric properties, such as frequency-dependent evolution of burst central frequency or chromaticity, a possible activity window, significantly large circular polarisation (CP), and frequency-dependent CP. These properties hold the key towards understanding the circumburst environment of the FRBs, and test possible progenitor models. A large bandwidth instrument with reliable polarimetry has been critical in uncovering these properties. The ultra-wideband low (UWL) receiver on Parkes/Murriyang is ideally suited to explore the source's wideband spectro-temporal and polarimetric behaviour. We propose a campaign to regularly follow up FRB 20240114A to ascertain its long-term evolution of spectro-temporal properties.
DOI: 10.25919/43hy-7z17
title: Parkes observations for project P1338 semester 2025APRS_20

description: Fast radio bursts (FRBs) are millisecond-duration radio bursts of extragalactic origin. Since the discovery of the first FRB in the archival Parkes/Murriyang multibeam data, a broad dichotomy in population has emerged. Some FRBs have been seen to be repeating, while others are not, despite a significant amount of follow-up using different radio telescopes. The repeating FRB 20240114A was recently discovered by CHIME/FRB, which has been seen to have an exceptionally high burst activity. Such extreme burst activity has not been seen in any other source. The repeating FRBs, such as FRB 20240114A, provide an unparalleled window into their circumburst environment due to their repeating nature, which can be used to constrain possible progenitor models and test underlying emission mechanisms. The previous Parkes/Murriyang source follow-up has also revealed intriguing spectro-polarimetric properties, such as frequency-dependent evolution of burst central frequency or chromaticity, a possible activity window, significantly large circular polarisation (CP), and frequency-dependent CP. These properties hold the key towards understanding the circumburst environment of the FRBs, and test possible progenitor models. A large bandwidth instrument with reliable polarimetry has been critical in uncovering these properties. The ultra-wideband low (UWL) receiver on Parkes/Murriyang is ideally suited to explore the source's wideband spectro-temporal and polarimetric behaviour. We propose a campaign to regularly follow up FRB 20240114A to ascertain its long-term evolution of spectro-temporal properties.