cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3ppqx9
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Silene schafta J.G.Gmel. ex Hohen."
 ]
}

 The dataset includes 228 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017645-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7yjwy
title: Occurrence Download

description: A dataset containing 300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Saccostomus campestris Peters, 1846"
 ]
}

 The dataset includes 300 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118869-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rb8swy
title: Occurrence Download

description: A dataset containing 448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Pelophylax bergeri (Günther, 1986)"
 ]
}

 The dataset includes 448 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0426834-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5yjbe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Toxabramis hotayensis Nguyen, 2001"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0324099-210914110416597/datasets/export for details.
DOI: 10.15468/dl.mdscbk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is one of (France, Italy)",
 "TaxonKey is Pipizella siciliana Nielsen & Pedersen, 1973"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017642-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k43tp5
title: Occurrence Download

description: A dataset containing 29151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (September, October)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2014-2015"
 ]
}

 The dataset includes 29151 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0166239-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ft9fk
title: Occurrence Download

description: A dataset containing 397890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phalaris arundinacea L., Phallogaster saccatus Morgan)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 397890 records from 609 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0324095-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eexpez
title: Occurrence Download

description: A dataset containing 514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-100.89075 18.63792,-99.54602 18.63792,-99.54602 20.17147,-100.89075 20.17147,-100.89075 18.63792))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Melanerpes formicivorus (Swainson, 1827)"
 ]
}

 The dataset includes 514 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085138-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.my33q9
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.20088 40.00986,-7.14596 40.35727,-7.56977 40.47068,-7.8372 40.03135,-7.20088 40.00986))",
 "OccurrenceStatus is Present",
 "TaxonKey is Chiroptera"
 ]
}

 The dataset includes 262 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058209-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17209049
title: Simulated pressure and temperature profiles related to extrusion experiments by Spalding et al. (SPE ANTEC 2006)

description: Simulated axial pressure and temperature profiles related to single-screw extrusion experiments reported by Spalding et al. [1]

The simulations were applied to the melt-conveying zones using non-isothermal network theory alongside three-dimensional nonlinear curved-channel models and two-dimensional nonlinear leakage flow models.

The simulation results serve to validate the three-dimensional nonlinear curved-channel models published alongside this dataset.

 

[1] M.A. Spalding, G.A. Campbell, F. Carlson, K. Nazrisdoust, Using Extreme Barrel Diameters to Verify the Numerical Simulation of Single-Screw Extruders. in SPE ANTEC Tech. Papers 52 (2006), 792-795.
DOI: 10.5281/zenodo.17209048
title: Simulated pressure and temperature profiles related to extrusion experiments by Spalding et al. (SPE ANTEC 2006)

description: Simulated axial pressure and temperature profiles related to single-screw extrusion experiments reported by Spalding et al. [1]

The simulations were applied to the melt-conveying zones using non-isothermal network theory alongside three-dimensional nonlinear curved-channel models and two-dimensional nonlinear leakage flow models.

The simulation results serve to validate the three-dimensional nonlinear curved-channel models published alongside this dataset.

 

[1] M.A. Spalding, G.A. Campbell, F. Carlson, K. Nazrisdoust, Using Extreme Barrel Diameters to Verify the Numerical Simulation of Single-Screw Extruders. in SPE ANTEC Tech. Papers 52 (2006), 792-795.
DOI: 10.15468/dl.3bb2tu
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Striostrea margaritacea, Crassostrea margaritacea, Ostrea concentrica, Ostrea dendata, Ostrea dentifera, Ostrea elliptica, Ostrea margaritacea, Ostrea multistriata, Ostrea procellosa, Saccostrea margaritacea)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 87 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058210-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17976088
title: qPCR results of the 5,6-Dichlorobenzimidazole riboside cell treatment and evaluation of MBNL alternative exons transcription rate
DOI: 10.5281/zenodo.17976089
title: qPCR results of the 5,6-Dichlorobenzimidazole riboside cell treatment and evaluation of MBNL alternative exons transcription rate
DOI: 10.17026/ar/s8wstf
title: PAN-00107481 - coin/coin-related, Theodosius' dynastie (379-455), aes IV

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00107481&lt;/p&gt;
description: Modified: 2025-06-10T10:14:40+02:00
DOI: 10.5281/zenodo.17974446
title: Dataset for "Wattnet: matching electricity consumption with low-carbon, low-water footprint energy supply"

description: This entry contains the data used to produce the manuscript entitled "Wattnet: matching electricity consumption with low-carbon, low-water footprint energy supply" with DOI 10.5281/zenodo.17404776.
DOI: 10.5281/zenodo.17974445
title: Dataset for "Wattnet: matching electricity consumption with low-carbon, low-water footprint energy supply"

description: This entry contains the data used to produce the manuscript entitled "Wattnet: matching electricity consumption with low-carbon, low-water footprint energy supply" with DOI 10.5281/zenodo.17404776.
DOI: 10.5281/zenodo.17961716
title: Oscillatory Multi-Timescale Mechanisms Underlying Audiovisual Sequence Prediction Imaging Neuroscience (dataset)

description: This dataset supports the article "Oscillatory Multi-Timescale Mechanisms Underlying Audiovisual Sequence Prediction" published in Imaging Neuroscience. It contains MEG data recorded from human participants performing an audiovisual serial prediction task. In this task, participants learned stimulus sequences and monitored whether subsequent probe items followed or violated the expected sequence. Analysis demonstrated both task-related changes in oscillatory power and coupling, either within or cross frequencies. And behavior performance varied as a function of the phase delay of the coupling. This dataset provides valuable insight into the multi-timescale neural dynamics underlying multisensory sequence prediction.
DOI: 10.5281/zenodo.17961715
title: Oscillatory Multi-Timescale Mechanisms Underlying Audiovisual Sequence Prediction Imaging Neuroscience (dataset)

description: This dataset supports the article "Oscillatory Multi-Timescale Mechanisms Underlying Audiovisual Sequence Prediction" published in Imaging Neuroscience. It contains MEG data recorded from human participants performing an audiovisual serial prediction task. In this task, participants learned stimulus sequences and monitored whether subsequent probe items followed or violated the expected sequence. Analysis demonstrated both task-related changes in oscillatory power and coupling, either within or cross frequencies. And behavior performance varied as a function of the phase delay of the coupling. This dataset provides valuable insight into the multi-timescale neural dynamics underlying multisensory sequence prediction.
DOI: 10.15468/dl.46mzv5
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Romania",
 "OccurrenceStatus is Present",
 "TaxonKey is Commelina communis"
 ]
}

 The dataset includes 75 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058616-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qs7qp5
title: Occurrence Download

description: A dataset containing 862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlamys hastata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 862 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058617-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8utbn
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lampyridae",
 "Country is Malaysia",
 "MediaType is Image"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058618-250827131500795/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.30119412
title: Implementation of home-based HIIT in adults with cardiac disease: a systematic review using the RE-AIM framework

description: High-intensity interval training (HIIT) is safe and more effective than moderate-intensity continuous training (MICT) for improving cardiorespiratory fitness in adults with cardiac disease. Healthcare settings are gradually adopting home-based delivery models of cardiac rehabilitation to improve uptake and participation of programs. The aim of this systematic review was to explore the implementation of home-based HIIT programs in adults with cardiac disease. A systematic search was conducted in three electronic databases. Studies were included if they compared home-based HIIT to other centre-based or home-based exercise interventions. Implementation was explored using the Reach, Effectiveness, Adoption, Implementation and Maintenance (RE-AIM) framework. Data from 164 participants were included in the analysis. There were no differences in exercise capacity or quality of life (QoL) between home-based HIIT and other centre-based or home-based exercise interventions (<i>p</i> &gt; 0.05). Adherence to the home-based HIIT protocol varied between 36% and 100%. The rate of adverse events was 3%. Key components of the RE-AIM framework such as implementation costs, long term outcomes, and intervention satisfaction were inadequately reported. Home-based HIIT appears to be safe and equally effective as other cardiac rehabilitation exercise programs. A home-based HIIT program may be provisionally recommended for adults with stable cardiac disease.
DOI: 10.6084/m9.figshare.30119412.v1
title: Implementation of home-based HIIT in adults with cardiac disease: a systematic review using the RE-AIM framework

description: High-intensity interval training (HIIT) is safe and more effective than moderate-intensity continuous training (MICT) for improving cardiorespiratory fitness in adults with cardiac disease. Healthcare settings are gradually adopting home-based delivery models of cardiac rehabilitation to improve uptake and participation of programs. The aim of this systematic review was to explore the implementation of home-based HIIT programs in adults with cardiac disease. A systematic search was conducted in three electronic databases. Studies were included if they compared home-based HIIT to other centre-based or home-based exercise interventions. Implementation was explored using the Reach, Effectiveness, Adoption, Implementation and Maintenance (RE-AIM) framework. Data from 164 participants were included in the analysis. There were no differences in exercise capacity or quality of life (QoL) between home-based HIIT and other centre-based or home-based exercise interventions (<i>p</i> &gt; 0.05). Adherence to the home-based HIIT protocol varied between 36% and 100%. The rate of adverse events was 3%. Key components of the RE-AIM framework such as implementation costs, long term outcomes, and intervention satisfaction were inadequately reported. Home-based HIIT appears to be safe and equally effective as other cardiac rehabilitation exercise programs. A home-based HIIT program may be provisionally recommended for adults with stable cardiac disease.
DOI: 10.15468/dl.3zf98f
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cercyon laminatus",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 57 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058619-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfvhfz
title: Occurrence Download

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

 The dataset includes 22 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058620-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfc3g6
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cercyon laminatus",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 116 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058621-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62j4m5
title: Occurrence Download

description: A dataset containing 6946 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlamys islandica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 6946 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058623-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6h4th
title: Occurrence Download

description: A dataset containing 359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lampyridae",
 "Country is China",
 "MediaType is Image"
 ]
}

 The dataset includes 359 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058625-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3sjpgv
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Romania",
 "OccurrenceStatus is Present",
 "TaxonKey is Vallisneria spiralis"
 ]
}

 The dataset includes 77 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058626-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8stc79
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cercyon laminatus",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058627-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ashkjt
title: Occurrence Download

description: A dataset containing 14466 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pueraria montana lobata"
 ]
}

 The dataset includes 14466 records from 401 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058622-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17112224
title: Assessing the efficacy of Nature based Solutions for Flood Risk Reduction of Large River Catchment under Climate and Anthropogenic Stress
DOI: 10.5281/zenodo.17112225
title: Assessing the efficacy of Nature based Solutions for Flood Risk Reduction of Large River Catchment under Climate and Anthropogenic Stress
DOI: 10.5519/qd.ubkmil2l
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (2293 records)
DOI: 10.5519/qd.7n1pd5vh
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (2293 records)
DOI: 10.15468/dl.5k9ena
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cercyon laminatus",
 "Country is Slovenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058628-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7ggp6
title: Occurrence Download

description: A dataset containing 492 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlamys rubida",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 492 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058630-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14930609
title: Simulated datasets for detector and particle flow reconstruction: CLD detector model for FCC-ee, machine learning format

description: Dataset used for: 10.48550/arXiv.2503.00131

Derived from https://zenodo.org/records/14930758, prepared in a machine-learning friendly TFDS format, ready to be used with https://zenodo.org/records/14930299.



cld_edm_ttbar_pf.tar: ee -> ttbar, center of mass energy at 365 GeV


The TFDS format consists of 2 splits, with roughly 400k events per split, amounting to a total of about 800k events.

Contents

Each .tar file contains the dataset in the tensorflow-datasets (minimum version v4.9.1), array_record format.

Dataset semantics

Each dataset consists of events that can be iterated over using the tensorflow-datasets library in either tensorflow or pytorch. Each event has the following information available:



X: the reconstruction input features, i.e. tracks and clusters

ygen: the ground truth particles with the features ["PDG", "charge", "pt", "eta", "sin_phi", "cos_phi", "energy", "jet_idx"], with "jet_idx" corresponding to the gen-jet assignment of this particle

ycand: the baseline Pandora PF particles with the features ["PDG", "charge", "pt", "eta", "sin_phi", "cos_phi", "energy", "jet_idx"], with "jet_idx" corresponding to the gen-jet assignment of this particle


The full semantics, including the list of features for X, are available at https://github.com/jpata/particleflow/releases/tag/v2.3.0