cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fjq2be
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Orobanche clausonis, Orobanche clausonis, Orobanche clausonis Pomel, Orobanche clausonis Pomel, Orobanche clausonis Pomel, Orobanche clausonis Pomel, Orobanche clausonis Pomel, Orobanche clausonis Pomel, Orobanche clausonis Pomel, Orobanche clausonis Pomel, Orobanche clausonis Pomel, Orobanche clausonis Pomel, 1874, Orobanche hesperina (J.A.Guim.) Beck, Orobanche hesperina (J. A. Guim.) Beck, Orobanche hesperina (J.A.Guim.) Beck, Orobanche hesperina (Guimar.) Beck)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 393 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005775-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pg4qw
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macaca mulatta (Zimmermann, 1780)",
 "Country is Puerto Rico",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005778-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76u5gc
title: Occurrence Download

description: A dataset containing 979 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Pl@ntNet automatically identified occurrences",
 "Geometry POLYGON((2.28134 48.84856,2.31081 48.84856,2.31081 48.86611,2.28134 48.86611,2.28134 48.84856))",
 "HasGeospatialIssue is false",
 "Year 1974-2024"
 ]
}

 The dataset includes 979 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005779-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/9860940
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.15468/dl.jtd8d5
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Saussurea grubovii Lipsch."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005780-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/e9tk-3y05
title: UniStain Dataset

description: The hematoxylin and eosin (H&E) stain is widely recognized as the gold standard for routine pathological examinations, yet the conventional workflow entails the use of chemical reagents and intricate staining protocols. The emergence of virtual staining presents a promising opportunity to revolutionize traditional chemistry-based staining techniques. However, existing research has primarily focused on single organs, necessitating the development of multiple models for the analysis of diverse organ types, which undoubtedly brings more workload to model training and adaptation. In this paper, we introduce UniStain, a prompt-based organ-control approach to enable versatile multi-organ virtual staining from grayscale autofluorescence (AF) images, allowing a single model to effectively handle diverse organ types. To evaluate the model performance, we curated a new multi-organ pathology image dataset along with microscopic image data from human samples.
DOI: 10.6084/m9.figshare.27643182.v2
title: Multivariate Time Series Anomaly Detection Using Directed Hypergraph Neural Networks

description: Multivariate time series anomaly detection is a challenging problem because there can be a number of complex relationships between variables in multivariate time series.Although graph neural networks have been shown to be effective in capturing variable-variable relationships (i.e., relationships between two variables), they are hard to capture variable-group relationships (i.e., relationships between variables and groups of variables).To overcome this limitation, we propose a novel method called DHG-AD for multivariate time series anomaly detection.DHG-AD employs directed hypergraphs to model variable-group relationships within multivariate time series.For each time window, DHG-AD constructs two different directed hypergraphs to represent relationships between variables and groups of positively and negatively correlated variables, enabling the model to capture both types of relationships effectively.The directed hypergraph neural networks learn node representations from these hypergraphs, allowing comprehensive multivariate interaction modeling for anomaly detection.We show through experiments using various evaluation metrics that our proposed method outperforms other state-of-the-art existing methods.
DOI: 10.15468/dl.z6mfh6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Saussurea prostrata C.Winkl."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005781-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73aqb8
title: Occurrence Download

description: A dataset containing 22160 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ornithorhynchus anatinus (Shaw, 1799)"
 ]
}

 The dataset includes 22160 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005782-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pm7sxr
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macaca mulatta (Zimmermann, 1780)",
 "Country is Japan",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005783-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cq9gey
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Saussurea pseudosalsa Lipsch."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005784-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3gfm2
title: Occurrence Download

description: A dataset containing 316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "DatasetKey is Données ONF faune-flore-fonge",
 "GadmGid is one of (FRA.2.4_1, FRA.2.2_1, FRA.1.1_1)",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "TaxonKey is Lynx lynx (Linnaeus, 1758)",
 "Year 2014-2024"
 ]
}

 The dataset includes 316 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005785-241107131044228/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.27643182.v3
title: Multivariate Time Series Anomaly Detection Using Directed Hypergraph Neural Networks

description: Multivariate time series anomaly detection is a challenging problem because there can be a number of complex relationships between variables in multivariate time series. Although graph neural networks have been shown to be effective in capturing variable-variable relationships (i.e., relationships between two variables), they are hard to capture variable-group relationships (i.e., relationships between variables and groups of variables). To overcome this limitation, we propose a novel method called DHG-AD for multivariate time series anomaly detection. DHG-AD employs directed hypergraphs to model variable-group relationships within multivariate time series. For each time window, DHG-AD constructs two different directed hypergraphs to represent relationships between variables and groups of positively and negatively correlated variables, enabling the model to capture both types of relationships effectively. The directed hypergraph neural networks learn node representations from these hypergraphs, allowing comprehensive multivariate interaction modeling for anomaly detection. We show through experiments using various evaluation metrics that our proposed method outperforms other state-of-the-art existing methods.
DOI: 10.5281/zenodo.14062344
title: Example dataset for in vivo blood sO2 imaging with ultrasound-aided large-scale optoacoustic microscopy

description: "mouse1_r_5um_dualwave.mat" and "mouse1_r_10um_us.mat" contain the raw datasets in dual-wavelength optoacoustic and ultrasound modes acquired with ultrasound-aided large-scale optoacoustic microscopy on mouse dorsal skin.

"mouse1_r.mat" contains the estimated skin surface based on the ultrasound dataset.

After downloading the above 3 files, make a subfolder under the current working folder and name it "skinCropDepths", and put "mouse1_r.mat" under that subfolder.

The code can be fetched from this Github repository: https://github.com/razanskylab/dualwaveProcessor. Refer to README file for explanation on the code base.

The datasets shared here were acquired on healthy mouse dorsal skin and are intended for testing the unmixing scripts.

The longitudinal datasets acquired during dorsal skin wound healing are too large to be publically shared, but is available for research purposes upon reasonable request: weiye.li@uzh.ch.
DOI: 10.5281/zenodo.14062345
title: Example dataset for in vivo blood sO2 imaging with ultrasound-aided large-scale optoacoustic microscopy

description: "mouse1_r_5um_dualwave.mat" and "mouse1_r_10um_us.mat" contain the raw datasets in dual-wavelength optoacoustic and ultrasound modes acquired with ultrasound-aided large-scale optoacoustic microscopy on mouse dorsal skin.

"mouse1_r.mat" contains the estimated skin surface based on the ultrasound dataset.

After downloading the above 3 files, make a subfolder under the current working folder and name it "skinCropDepths", and put "mouse1_r.mat" under that subfolder.

The code can be fetched from this Github repository: https://github.com/razanskylab/dualwaveProcessor. Refer to README file for explanation on the code base.

The datasets shared here were acquired on healthy mouse dorsal skin and are intended for testing the unmixing scripts.

The longitudinal datasets acquired during dorsal skin wound healing are too large to be publically shared, but is available for research purposes upon reasonable request: weiye.li@uzh.ch.
DOI: 10.15468/dl.kxj92k
title: Occurrence Download

description: A dataset containing 79149 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platalea minor Temminck & Schlegel, 1849"
 ]
}

 The dataset includes 79149 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005786-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4w9a4
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "TaxonKey is Eleocharis argyrolepis Kierulff"
 ]
}

 The dataset includes 41 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005787-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14062430
title: Índices de acciones mundiales por sector - PR1 Tipología de datos - Máster Ciencia de Datos UOC

description: Generación de datos mediante webscraping para obtener el estado de diferentes mercados financieros en tiempo real, centrándonos en acciones de diferentes países. Histórico de datos sobre el que testear algoritmos de predicción de evolución de mercado.
DOI: 10.5281/zenodo.14062431
title: Índices de acciones mundiales por sector - PR1 Tipología de datos - Máster Ciencia de Datos UOC

description: Generación de datos mediante webscraping para obtener el estado de diferentes mercados financieros en tiempo real, centrándonos en acciones de diferentes países. Histórico de datos sobre el que testear algoritmos de predicción de evolución de mercado.
DOI: 10.15468/dl.hf5w2t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matsucoccus matsumurae (Kuwana, 1905)",
 "Country is China",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005788-241107131044228/datasets/export for details.
DOI: 10.15468/dl.tgwz3p
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes aegypti (Linnaeus, 1762)"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005790-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vnhmh
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cenchrus platyacanthus Andersson, Cenchrus platyacanthus Andersson, Cenchrus platyacanthus Andersson, Cenchrus platyacanthus Andersson, Cenchrus platyacanthus Andersson, Cenchrus platyacanthus Andersson, Cenchrus platyacanthus Andersson, Cenchrus platyacanthus Andersson, Cenchrus granularis Andersson, Cenchrus granularis Andersson, Cenchrus granularis Andersson, Cenchrus granularis Andersson, Cenchrus granularis Andersson, Cenchrus granularis Andersson)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 110 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005794-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45sud6
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((10.11157 43.6872,10.73668 43.70053,10.73678 44.3683,10.11157 44.3683,10.11157 43.6872))",
 "TaxonKey is one of (Pelophylax Fitzinger, 1843, Rana dalmatina Fitzinger, 1838, Bombina variegata (Linnaeus, 1758), Rana temporaria Linnaeus, 1758, Rana italica Dubois, 1987, Bufo bufo (Linnaeus, 1758))"
 ]
}

 The dataset includes 235 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005793-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q2up3z
title: Occurrence Download

description: A dataset containing 30243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes albopictus (Skuse, 1894)"
 ]
}

 The dataset includes 30243 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005792-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x54ruf
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "TaxonKey is Schoenoplectus lacustris (L.) Palla"
 ]
}

 The dataset includes 83 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005797-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ccxkkq
title: Occurrence Download

description: A dataset containing 3092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes japonicus (Theobald, 1901)"
 ]
}

 The dataset includes 3092 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005795-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbnpph
title: Occurrence Download

description: A dataset containing 8756 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Stipa juncea L."
 ]
}

 The dataset includes 8756 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007881-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f485tr
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Karomia humbertii (Moldenke) R.Fern."
 ]
}

 The dataset includes 49 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036102-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zz4jgu
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Duellmanohyla schmidtorum (Stuart, 1954)"
 ]
}

 The dataset includes 149 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007881-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqwahu
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gastrodia queenslandica Dockrill"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043976-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4a5nrf
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isatis arnoldiana N.Busch"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036101-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkctsl
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pandion haliaetus (Linnaeus, 1758)",
 "Country is Latvia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 39 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007881-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bt9b8d
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phalaenopsis sanderiana Rchb.f."
 ]
}

 The dataset includes 45 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043978-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pwkdj
title: Occurrence Download

description: A dataset containing 120666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sanicula europaea L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 120666 records from 747 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043983-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2tt74
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kniphofia ichopensis Schinz"
 ]
}

 The dataset includes 75 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036092-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edm9ew
title: Occurrence Download

description: A dataset containing 82927 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 82927 records from 363 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007881-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55e5wu
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isatis armena L."
 ]
}

 The dataset includes 104 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036095-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9e45u
title: Occurrence Download

description: A dataset containing 939 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingCountry is Canada",
 "TaxonKey is one of (Betula pendula Roth)"
 ]
}

 The dataset includes 939 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016988-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.