cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.w8mkek
title: Occurrence Download

description: A dataset containing 34870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gyps coprotheres)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 34870 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056350-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwd4ps
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus rotundus",
 "Country is Lao People’s Democratic Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056351-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6we4ww
title: Occurrence Download

description: A dataset containing 5147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer negundo",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5147 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056352-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ueasc
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056354-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ghsn6t
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus rotundus",
 "Country is Malaysia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056353-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hy879c
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus esculentus",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056357-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gywn5e
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus esculentus",
 "Country is Paraguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056358-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.878wd6
title: Occurrence Download

description: A dataset containing 36592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gyps himalayensis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 36592 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056356-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrpeuk
title: Occurrence Download

description: A dataset containing 1520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer negundo",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1520 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056360-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xku77j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thevetia peruviana",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056359-250717081556266/datasets/export for details.
DOI: 10.15468/dl.d7f9fx
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus rotundus",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056361-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zuzkp7
title: Occurrence Download

description: A dataset containing 3846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer negundo",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3846 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056362-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8gx89
title: Occurrence Download

description: A dataset containing 104063 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gyps africanus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 104063 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056331-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32p3je
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056363-250717081556266/datasets/export for details.
DOI: 10.15468/dl.83mvyx
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus esculentus",
 "Country is Uruguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056366-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16496175
title: Building Digital Trust: The Interplay of Corporate Image, Assurance, and Customer Loyalty in Collaborative E-commerce Shipping
DOI: 10.5281/zenodo.16496176
title: Building Digital Trust: The Interplay of Corporate Image, Assurance, and Customer Loyalty in Collaborative E-commerce Shipping
DOI: 10.6084/m9.figshare.29651594.v1
title: BioUCT Figures Data

description: Source data of figures in BioUCT paper
DOI: 10.6084/m9.figshare.29651594
title: BioUCT Figures Data

description: Source data of figures in BioUCT paper
DOI: 10.15468/dl.gjzqwh
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056364-250717081556266/datasets/export for details.
DOI: 10.15468/dl.g567zw
title: Occurrence Download

description: A dataset containing 636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer negundo",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 636 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056365-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kfwmcx
title: Occurrence Download

description: A dataset containing 17030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gyps rueppellii)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 17030 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056367-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00009811
title: Efficacy and safety of monoclonal antibodies in patients with uncontrolled asthma: a systematic review and network meta-analysis.

description: Asthma is a lung disorder that affects millions of individuals across the world. It is characterized by symptoms of reversible shortness of breath and wheezing. While most asthma is treated with inhaled medications (medicines that you breathe in), mainly inhaled steroids,which reduce the swelling in the airways by suppressing the inflammatory response, however some asthmatics have severe symptoms that are not relieved with conventional therapy and require certain injected molecules (substances introduced into the body by injection) for the treatment of their severe asthma. These injectable molecules are called "biologics", which are drugs that are derived from living organisms or "monoclonal antibodies", which are molecules designed to mimic the immune system's ability to fight off harmful pathogens. There are currently multiple biologics approved for the treatment of asthma. However, data on their safety and efficacy when compared to each other is lacking. This study aims to compare the safety and efficacy of biologics used to treat severe asthma through a research methodology called network meta-analysis (NMA). This methodology of research will allow the comparison of various biologics to each other, even if they have not been studied directly against each other in real life.
DOI: 10.15468/dl.znpybj
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus rotundus",
 "Country is Mauritius",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056368-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15427453
title: POLARIS: A High-contrast Polarimetric Imaging Benchmark Dataset for Exoplanetary Disk Representation Learning

description: The POLARIS dataset is built from a decade of polarimetric observations (2014–2024) conducted with the SPHERE instrument on the Very Large Telescope (VLT). Specifically, it includes all public polarized light observations obtained using the IRDIS instrument, retrieved from the ESO Science Archive. These raw observations were uniformly preprocessed using a modified version of the IRDAP pipeline to generate high-quality Polarimetric Differential Imaging (PDI) products.

The dataset consists of three main components:





96 labeled PDI-postprocessed polarimetric images (1024 × 1024 pixels), each annotated as either a target (with circumstellar disk structures) or a reference (with no detectable disk structures). This subset is approximately 3.18 GB in size.




813 unlabeled PDI-postprocessed polarimetric images, each derived from sequences of preprocessed exposures in total intensity light ( 2014-2023) . These samples are also annotated with vegetation indices and land-use metadata. This component occupies approximately GB. The PDI-postprocessed polarimetric images for 2024 will be updated soon with new version. There will be total 921 unlabeld polarized data. 




206 RDI preprocessed exposure sequences used for downstream imputation, each corresponding to a labeled reference and composed of the original preprocessed exposures in total intensity light. The data is organized by year, with each archive file named according to its corresponding year.  Each sequence contains 4n images (where n is the number of exposure cycles), with a resolution of 1024 × 1024 pixels per frame. This component totals approximately 38 GB (2014-2024).


All preprocessed exposure sequences, spanning 2014–2024, consist of $4n$ images per sequence (where $n$ is the number of exposure cycles), with each frame at a resolution of $1024 \times 1024$ pixels. The data are annotated with vegetation indices and land-use metadata. Due to its large volume (exceeding 300 GB), it is hosted via the following permanent Dropbox link for convenient access: \href{https://www.dropbox.com/scl/fo/5bgfwb7d5gozo6k6pl5rc/AGJkkHLPGUIVlDRXssSAZpQ?rlkey=j0vm2xkbl0imgfvbcuba8e6lr&st=6ij3n0wz&dl=0}{Dropbox (POLARIS exposures)}.


All files are provided in standard .fits format, following astronomical data conventions. The labeled PDI images support supervised learning tasks such as classification or domain adaptation, while the exposure sequences and unlabeled samples enable studies in imputation, denoising, self-supervised learning, or contrastive representation learning. The dataset will continue to expand as additional SPHERE observations are released to the public.
DOI: 10.5281/zenodo.15493277
title: POLARIS: A High-contrast Polarimetric Imaging Benchmark Dataset for Exoplanetary Disk Representation Learning

description: The POLARIS dataset is built from a decade of polarimetric observations (2014–2024) conducted with the SPHERE instrument on the Very Large Telescope (VLT). Specifically, it includes all public polarized light observations obtained using the IRDIS instrument, retrieved from the ESO Science Archive. These raw observations were uniformly preprocessed using a modified version of the IRDAP pipeline to generate high-quality Polarimetric Differential Imaging (PDI) products.

The dataset consists of three main components:





96 labeled PDI-postprocessed polarimetric images (1024 × 1024 pixels), each annotated as either a target (with circumstellar disk structures) or a reference (with no detectable disk structures). This subset is approximately 3.18 GB in size.




813 unlabeled PDI-postprocessed polarimetric images, each derived from sequences of preprocessed exposures in total intensity light ( 2014-2023) . These samples are also annotated with vegetation indices and land-use metadata. This component occupies approximately GB. The PDI-postprocessed polarimetric images for 2024 will be updated soon with new version. There will be total 921 unlabeld polarized data. 




206 RDI preprocessed exposure sequences used for downstream imputation, each corresponding to a labeled reference and composed of the original preprocessed exposures in total intensity light. The data is organized by year, with each archive file named according to its corresponding year.  Each sequence contains 4n images (where n is the number of exposure cycles), with a resolution of 1024 × 1024 pixels per frame. This component totals approximately 38 GB (2014-2024).


All preprocessed exposure sequences, spanning 2014–2024, consist of $4n$ images per sequence (where $n$ is the number of exposure cycles), with each frame at a resolution of $1024 \times 1024$ pixels. The data are annotated with vegetation indices and land-use metadata. Due to its large volume (exceeding 300 GB), it is hosted via the following permanent Dropbox link for convenient access: \href{https://www.dropbox.com/scl/fo/5bgfwb7d5gozo6k6pl5rc/AGJkkHLPGUIVlDRXssSAZpQ?rlkey=j0vm2xkbl0imgfvbcuba8e6lr&st=6ij3n0wz&dl=0}{Dropbox (POLARIS exposures)}.


All files are provided in standard .fits format, following astronomical data conventions. The labeled PDI images support supervised learning tasks such as classification or domain adaptation, while the exposure sequences and unlabeled samples enable studies in imputation, denoising, self-supervised learning, or contrastive representation learning. The dataset will continue to expand as additional SPHERE observations are released to the public.
DOI: 10.15468/dl.99xzsd
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus rotundus",
 "Country is Mozambique",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056369-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yecvpz
title: Occurrence Download

description: A dataset containing 2954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer negundo",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2954 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056370-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3ctqr
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056372-250717081556266/datasets/export for details.
DOI: 10.15468/dl.rdwvdf
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avena fatua",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056373-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ay2h6
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avena fatua",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 327 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056375-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dn2udg
title: Occurrence Download

description: A dataset containing 30234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Haematopus leucopodus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 30234 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056374-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pjqdd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus rotundus",
 "Country is Myanmar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056376-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqxfmt
title: Occurrence Download

description: A dataset containing 675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer negundo",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 675 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056377-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbky4k
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer negundo",
 "Country is Switzerland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 461 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056379-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ccmtqq
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus rotundus",
 "Country is Nauru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056378-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yed4bj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thyrsacanthus tubaeformis",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056380-250717081556266/datasets/export for details.
DOI: 10.15468/dl.nvszwy
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056381-250717081556266/datasets/export for details.
DOI: 10.15468/dl.6kpdby
title: Occurrence Download

description: A dataset containing 739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avena fatua",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 739 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056382-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.