cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10907079
title: MHONGOOSE single-track moment maps

description: MHONGOOSE single-track moment maps

This repository contains all MHONGOOSE single-track moment maps as described in de Blok et al. (2024).

For each galaxy, two resolutions are provided, derived with robust parameter 0.5 and 1.5, respectively. Theformer highlights small-scale structures at the cost of a reduced column density sensitivity, thelatter emphasises low column density structures.

For each galaxy and resolution we provide:



zeroth moment map (mom0) - integrated HI intensity map

primary-beam-corrected zeroth moment map (mom0_pb)

first moment map - intensity-weighted mean velocity field

second moment map (mom2) - velocity spread map

number of channels (nchan) contributing to each pixel


Average properties of the observations are given below. Beam sizes for the individual galaxies areprovided in the headers.




robust value
pixel size (arcsec)
beam (arcsec)
noise (mJy/beam)
log(NHI) (cm-2) [1sigma; 1 chan]
log(NHI) (cm-2) [3sigma; 16 km/s]


1.5
7
30
0.49
17.94
18.94


0.5
3
12
0.54
18.79
19.79




For a full description of the derivation of the moment maps see de Blok et al (2024).
DOI: 10.5281/zenodo.10907080
title: MHONGOOSE single-track moment maps

description: MHONGOOSE single-track moment maps

This repository contains all MHONGOOSE single-track moment maps as described in de Blok et al. (2024).

For each galaxy, two resolutions are provided, derived with robust parameter 0.5 and 1.5, respectively. Theformer highlights small-scale structures at the cost of a reduced column density sensitivity, thelatter emphasises low column density structures.

For each galaxy and resolution we provide:



zeroth moment map (mom0) - integrated HI intensity map

primary-beam-corrected zeroth moment map (mom0_pb)

first moment map - intensity-weighted mean velocity field

second moment map (mom2) - velocity spread map

number of channels (nchan) contributing to each pixel


Average properties of the observations are given below. Beam sizes for the individual galaxies areprovided in the headers.




robust value
pixel size (arcsec)
beam (arcsec)
noise (mJy/beam)
log(NHI) (cm-2) [1sigma; 1 chan]
log(NHI) (cm-2) [3sigma; 16 km/s]


1.5
7
30
0.49
17.94
18.94


0.5
3
12
0.54
18.79
19.79




For a full description of the derivation of the moment maps see de Blok et al (2024).
DOI: 10.15468/dl.gvchyz
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterisanthes pulchra Ridl."
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081830-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjsyme
title: Occurrence Download

description: A dataset containing 5880 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudognaphalium affine (D.Don) Anderb."
 ]
}

 The dataset includes 5880 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081831-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25398/rd.northumbria.24638070
title: VR Immersion during cycling-exercise data collection results

description: <b>Impact of virtual reality immersion on exercise performance and perceptions in young, middle-aged and older adults</b>This study compared the effect of high and low levels of virtual reality (VR) immersion during moderate and high intensity cycling-exercise in younger (18-35), middle-aged (36-50), and older (51-69) adults. Thirty participants (5 female and 5 males per age-group) completed moderate (15min at 60-75% maximum heart rate (MHR)) and high (x10 30s sprints at 75-85% MHR) intensity cycling in four conditions: VR using a head-mounted display (High HMD), room-projector (Low Room), screen-projector (Low Screen), or No VR. Exercise performance measures (cadence, distance, power output) were recorded. Following each VR condition, enjoyment (PACES) and engagement (Flow State Scale) were measured. Results showed (1) no difference in exercise performance measures between conditions (except HR) was observed (for all age groups), (2) exercise engagement (e.g., sense of control and loss of self-consciousness) were higher in the Low Screen condition (for all age groups), and (3) exercise enjoyment showed non-significant age group preferences when exercising in VR immersive environments (younger group preferring high immersion, middle and older groups preferring no VR and low immersion exercise respectively). The findings indicate that VR immersion impacts exercise engagement in different age-groups and therefore should be considered when using VR to promote exercise behaviour.<br>
DOI: 10.25398/rd.northumbria.24638070.v1
title: VR Immersion during cycling-exercise data collection results

description: <b>Impact of virtual reality immersion on exercise performance and perceptions in young, middle-aged and older adults</b>This study compared the effect of high and low levels of virtual reality (VR) immersion during moderate and high intensity cycling-exercise in younger (18-35), middle-aged (36-50), and older (51-69) adults. Thirty participants (5 female and 5 males per age-group) completed moderate (15min at 60-75% maximum heart rate (MHR)) and high (x10 30s sprints at 75-85% MHR) intensity cycling in four conditions: VR using a head-mounted display (High HMD), room-projector (Low Room), screen-projector (Low Screen), or No VR. Exercise performance measures (cadence, distance, power output) were recorded. Following each VR condition, enjoyment (PACES) and engagement (Flow State Scale) were measured. Results showed (1) no difference in exercise performance measures between conditions (except HR) was observed (for all age groups), (2) exercise engagement (e.g., sense of control and loss of self-consciousness) were higher in the Low Screen condition (for all age groups), and (3) exercise enjoyment showed non-significant age group preferences when exercising in VR immersive environments (younger group preferring high immersion, middle and older groups preferring no VR and low immersion exercise respectively). The findings indicate that VR immersion impacts exercise engagement in different age-groups and therefore should be considered when using VR to promote exercise behaviour.<br>
DOI: 10.15468/dl.bug6y8
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Panax notoginseng (Burkill) F.H.Chen ex C.H.Chow"
 ]
}

 The dataset includes 72 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081833-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzjvvc
title: Occurrence Download

description: A dataset containing 2231 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachylagus Miller, 1900"
 ]
}

 The dataset includes 2231 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081834-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgqp4t
title: Occurrence Download

description: A dataset containing 4990 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Magnolia obovata Thunb.)"
 ]
}

 The dataset includes 4990 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081832-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akb7kt
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psychotria kahuziensis E.M.A.Petit"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081835-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hh358d
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Bidens frondosa L."
 ]
}

 The dataset includes 86 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081836-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10907150
title: Global-scale greenhouse cultivation areas (Version 1)

description: This data set provides spatially explicit estimates of the area at 3 meters resolution directly used for greenhouse cultivation on a global scale. It was derived using PlanetScope data and Sentinel-2 data for the year 2019. This data set does not cover all existing greenhouses across the globe. The data can be viewed here: https://rs-cph.projects.earthengine.app/view/greenhouse. Please contact xito@ign.ku.dk for data and inform us if you identify areas that require an update.

Any usage must be solely for Noncommercial education or scientific research purposes, and publication in academic or scientific research journals. Licensee agrees that all such publications must include an attribution that clearly and conspicuously identifies Planet Labs PBC.
DOI: 10.5281/zenodo.10907151
title: Global-scale greenhouse cultivation areas (Version 1)

description: This data set provides spatially explicit estimates of the area at 3 meters resolution directly used for greenhouse cultivation on a global scale. It was derived using PlanetScope data and Sentinel-2 data for the year 2019. This data set does not cover all existing greenhouses across the globe. The data can be viewed here: https://rs-cph.projects.earthengine.app/view/greenhouse. Please contact xito@ign.ku.dk for data and inform us if you identify areas that require an update.

Any usage must be solely for Noncommercial education or scientific research purposes, and publication in academic or scientific research journals. Licensee agrees that all such publications must include an attribution that clearly and conspicuously identifies Planet Labs PBC.
DOI: 10.15468/dl.6tnjj2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Morus cathayana Hemsl."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081837-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjqk82
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterisanthes quinquefoliolata Merr."
 ]
}

 The dataset includes 46 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081838-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdsnuh
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudognaphalium chrysocephalum (Franch.) Hilliard & B.L.Burtt"
 ]
}

 The dataset includes 22 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081839-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k829rw
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psychotria kairoana Sohmer"
 ]
}

 The dataset includes 7 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081840-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6svq5
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.2_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Aythya baeri (Radde, 1863)",
 "Year 2015-2024"
 ]
}

 The dataset includes 255 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081841-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10797233
title: SUAG Single-Use Assembly Graph-Structured Dataset

description: The SUAG (Single-Use Assembly Graph) dataset is a comprehensive collection designed to advance research in the domain of single-use assembly systems and graph-based representations. This dataset encompasses a rich repository of structured information, bringing together detailed insights into pharmaceutical Single-Use Assemblies (SUAs) and their corresponding graph structures.

Key Features:



Single-Use Assembly Data: Detailed records of diverse SUAs, including bioreactors, tubing sets, and related components, providing a holistic view of assembly configurations.

Graph Representations: Graph structures capture the interconnectivity and relationships among components within each SUA, offering a unique perspective on their functional and spatial arrangements.

Variety of Applications: The dataset caters to a wide range of applications, from biopharmaceutical production to system optimization, facilitating diverse research endeavors.


 

Dataset Structure: 



The dataset containes three classes of SUA graphs, named: Bioreactor, Mixer, and conection.

Classes containe 236,196 Graphs,  1,088 Graphs, 300,327 Graphs respectively. 

Items named sequentially in each class and saved in their row nature in npy format.

Each graph file consists of a list of an edges list showing nodes' names and nodes' connectivity.


graph structure example, file m_0.npy in Mixer class: 

[['M' 'L1S1'], ['L1S1' 'L1P1'], ['M' 'L2S1'], ['L2S1' 'L2A2'], ['M' 'L5A1'], ['M' 'L3T1']]

The 'L' letter when followed by a number such as the case in L1, indicates the components level. components/nodes in different levels are not the same component/nodes. 

The node attribute/component is what follows for example in L1S1, the node/component is S. digit 1 indicates that the component S1 is not the same node as S2. 

We decided on this numerical way to reduce ambiguity when two nodes of the same components appear in the graph but they are different items in the pipeline. 

 

Component list:

   'B' -> 'bioreactorBag'   'H' -> 'hydrophobicFilter'   'F' -> 'hydrophilicFilter'   'Q' -> 'quickCoupler'   'Y' -> 'yConnector'   'X' -> 'xConnector'   'P' -> 'plug'   'A' -> 'asepticConnector'   'D' -> 'asepticDisconnector'   'S' -> 'straightFitting'   'M' -> 'mixerBag'   'R' -> 'couplerReducer'   'T' -> 'triclampConnector'   'N' -> 'tConnector'   'G' -> 'twoDimensionalBag'   'I' -> 'threeDimensionalBag'   'E' -> 'triclampConnector'   'O' -> 'sipConnector'   'J' -> 'bottle'   'C' -> 'mechanicDisconnector'   'Z' -> 'lConnector'

 

 

Researchers, practitioners, and educators can leverage the SUAG dataset to explore innovative solutions, develop algorithms for graph-based analyses, and enhance understanding of the evolving landscape of single-use assembly systems.
DOI: 10.5281/zenodo.10797234
title: SUAG Single-Use Assembly Graph-Structured Dataset

description: The SUAG (Single-Use Assembly Graph) dataset is a comprehensive collection designed to advance research in the domain of single-use assembly systems and graph-based representations. This dataset encompasses a rich repository of structured information, bringing together detailed insights into pharmaceutical Single-Use Assemblies (SUAs) and their corresponding graph structures.

Key Features:



Single-Use Assembly Data: Detailed records of diverse SUAs, including bioreactors, tubing sets, and related components, providing a holistic view of assembly configurations.

Graph Representations: Graph structures capture the interconnectivity and relationships among components within each SUA, offering a unique perspective on their functional and spatial arrangements.

Variety of Applications: The dataset caters to a wide range of applications, from biopharmaceutical production to system optimization, facilitating diverse research endeavors.


 

Dataset Structure: 



The dataset containes three classes of SUA graphs, named: Bioreactor, Mixer, and conection.

Classes containe 236,196 Graphs,  1,088 Graphs, 300,327 Graphs respectively. 

Items named sequentially in each class and saved in their row nature in npy format.

Each graph file consists of a list of an edges list showing nodes' names and nodes' connectivity.


graph structure example, file m_0.npy in Mixer class: 

[['M' 'L1S1'], ['L1S1' 'L1P1'], ['M' 'L2S1'], ['L2S1' 'L2A2'], ['M' 'L5A1'], ['M' 'L3T1']]

The 'L' letter when followed by a number such as the case in L1, indicates the components level. components/nodes in different levels are not the same component/nodes. 

The node attribute/component is what follows for example in L1S1, the node/component is S. digit 1 indicates that the component S1 is not the same node as S2. 

We decided on this numerical way to reduce ambiguity when two nodes of the same components appear in the graph but they are different items in the pipeline. 

 

Component list:

   'B' -> 'bioreactorBag'   'H' -> 'hydrophobicFilter'   'F' -> 'hydrophilicFilter'   'Q' -> 'quickCoupler'   'Y' -> 'yConnector'   'X' -> 'xConnector'   'P' -> 'plug'   'A' -> 'asepticConnector'   'D' -> 'asepticDisconnector'   'S' -> 'straightFitting'   'M' -> 'mixerBag'   'R' -> 'couplerReducer'   'T' -> 'triclampConnector'   'N' -> 'tConnector'   'G' -> 'twoDimensionalBag'   'I' -> 'threeDimensionalBag'   'E' -> 'triclampConnector'   'O' -> 'sipConnector'   'J' -> 'bottle'   'C' -> 'mechanicDisconnector'   'Z' -> 'lConnector'

 

 

Researchers, practitioners, and educators can leverage the SUAG dataset to explore innovative solutions, develop algorithms for graph-based analyses, and enhance understanding of the evolving landscape of single-use assembly systems.
DOI: 10.15468/dl.uxzjws
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterisanthes rufula (Miq.) Planch."
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081842-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4etwz
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudognaphalium flavescens (Kitam.) Anderb."
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081843-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txn294
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psychotria kajewskii Merr. & L.M.Perry"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081844-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygnc2z
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterisanthes stonei Latiff"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081845-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10906955
title: MoMA Collection - Automatic Update

description: Temporary Description
DOI: 10.5281/zenodo.10906956
title: MoMA Collection - Automatic Update

description: Temporary Description
DOI: 10.15468/dl.5vaddq
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psychotria kamialii W.N.Takeuchi"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081847-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10069618
title: test
DOI: 10.5281/zenodo.10405932
title: test
DOI: 10.15468/dl.zbpzsm
title: Occurrence Download

description: A dataset containing 1972 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudognaphalium hypoleucum (DC.) Hilliard & B.L.Burtt"
 ]
}

 The dataset includes 1972 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081848-240321170329656/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.25469494.v1
title: Supplemental table S2 for the paper "Changes in Rumen Epithelial Morphology and Transcriptome, Rumen Metabolome, and Blood Biochemical Parameters in Lactating Dairy Cows with Subacute Rumen Acidosis Following Rumen Content Transplantation".

description: <b>Supplemental Table S2.</b> List of raw gene read counts from rumen epithelial transcriptome sequencing for the donor-recipient (DR) and the self-recipient (SR) cows
DOI: 10.6084/m9.figshare.25523755
title: Data for Zhang et al "Dynamic mode II fracture characteristics and shear surface morphology of granite under triaxial confining pressure"

description: Experimental data from dynamic mode II fracture tests on Zhangzhou granite under varying confining pressures (0-21 MPa). This data includes dynamic mode II fracture toughness, loading rates, confining pressures, and roughness of fracture surfaces.
DOI: 10.6084/m9.figshare.25523755.v1
title: Data for Zhang et al "Dynamic mode II fracture characteristics and shear surface morphology of granite under triaxial confining pressure"

description: Experimental data from dynamic mode II fracture tests on Zhangzhou granite under varying confining pressures (0-21 MPa). This data includes dynamic mode II fracture toughness, loading rates, confining pressures, and roughness of fracture surfaces.
DOI: 10.15468/dl.wpddzv
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterisanthes sumatrana Latiff"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081849-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.