cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18367285
title: Influence of dipole moment and anisotropy on entropy scaling of diatomic fluids dataset

description: This dataset contains extensive equilibrium molecular dynamics simulation data used to analyze and correlate the shear viscosity,self-diffusion coefficient, and thermal conductivity to the residual entropy of dipolar and anisotropic fluids. The main result is that the plus-scaled transport properties of anisotropic dipolar fluids do not collapse onto a single univariate function of entropy alone; instead, they depend on dipole moment, elongation, and temperature. 

# Model systems covered- 2CLJD fluids (two-center Lennard-Jones plus point dipole): primary dataset    - 30 dipolar model fluids across a large parameter space    - reduced squared dipole moment: \(0 \le \mu^{*2} \le 20\)    - reduced elongation: \(0 \le L^* \le 1\)- Stockmayer fluid   - 6 dipolar model fluids across a large parameter space    - reduced squared dipole moment: \(0 \le \mu^{*2} \le 20\)  - Zero-density limit transport property datasets for Stockmayer and 2CLJD (required for residual entropy scaling)

A total of 26297 data files are given in the folder. For transport properties, 6084 state points covering liquid and gas subcritical as well as liquid- and gas-like supercritical states,each sampled with 20 to 60 milion production timesteps. About three replica simulation a 10 milion production timesteps were used for about 4860 state points.
DOI: 10.5281/zenodo.18367286
title: Influence of dipole moment and anisotropy on entropy scaling of diatomic fluids dataset

description: This dataset contains extensive equilibrium molecular dynamics simulation data used to analyze and correlate the shear viscosity,self-diffusion coefficient, and thermal conductivity to the residual entropy of dipolar and anisotropic fluids. The main result is that the plus-scaled transport properties of anisotropic dipolar fluids do not collapse onto a single univariate function of entropy alone; instead, they depend on dipole moment, elongation, and temperature. 

# Model systems covered- 2CLJD fluids (two-center Lennard-Jones plus point dipole): primary dataset    - 30 dipolar model fluids across a large parameter space    - reduced squared dipole moment: \(0 \le \mu^{*2} \le 20\)    - reduced elongation: \(0 \le L^* \le 1\)- Stockmayer fluid   - 6 dipolar model fluids across a large parameter space    - reduced squared dipole moment: \(0 \le \mu^{*2} \le 20\)  - Zero-density limit transport property datasets for Stockmayer and 2CLJD (required for residual entropy scaling)

A total of 26297 data files are given in the folder. For transport properties, 6084 state points covering liquid and gas subcritical as well as liquid- and gas-like supercritical states,each sampled with 20 to 60 milion production timesteps. About three replica simulation a 10 milion production timesteps were used for about 4860 state points.
DOI: 10.5281/zenodo.18367971
title: Transport and equilibrium properties of the CO2 + n-butane mixture based on molecular simulation data dataset

description: This dataset contains molecular simulation data supporting a generalized simulation-based framework for predictingthermodynamic equilibrium and transport properties of pure CO2, pure n-butane, and their binary mixture. Fundamental Helmholtz energy equations of state (EOS) are constructed from extensive molecular simulation data onresidual Helmholtz energy derivatives, using ideal-gas contributions taken from reference EOS. Shear viscosity and thermal conductivity are predicted via residual entropy scaling correlations coupled with thesimulation-based Helmholtz EOS. All transport-property data needed for parameterization, including dilute-gas limits,are sampled exclusively by molecular dynamics simulation.The dataset is organized into two main parts:1) EOS data: residual Helmholtz energy derivatives (eos_co2_butane_tables.zip)2) Transport-property simulations  (transport_co2_butane.zip)
DOI: 10.5281/zenodo.18367970
title: Transport and equilibrium properties of the CO2 + n-butane mixture based on molecular simulation data dataset

description: This dataset contains molecular simulation data supporting a generalized simulation-based framework for predictingthermodynamic equilibrium and transport properties of pure CO2, pure n-butane, and their binary mixture. Fundamental Helmholtz energy equations of state (EOS) are constructed from extensive molecular simulation data onresidual Helmholtz energy derivatives, using ideal-gas contributions taken from reference EOS. Shear viscosity and thermal conductivity are predicted via residual entropy scaling correlations coupled with thesimulation-based Helmholtz EOS. All transport-property data needed for parameterization, including dilute-gas limits,are sampled exclusively by molecular dynamics simulation.The dataset is organized into two main parts:1) EOS data: residual Helmholtz energy derivatives (eos_co2_butane_tables.zip)2) Transport-property simulations  (transport_co2_butane.zip)
DOI: 10.15468/dl.dns2wz
title: Occurrence Download

description: A dataset containing 5585769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Florabank1 - A grid-based database on vascular plant distribution in the northern part of Belgium (Flanders and the Brussels Capital region)",
 "Country is Belgium"
 ]
}

 The dataset includes 5585769 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009344-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8acaud
title: Occurrence Download

description: A dataset containing 6514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is DEU.2.21.11_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6514 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009372-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18427806
title: Dataset for "Atom-light hybrid interferometer for atomic sensing with quantum memory"

description: Data sets for the figures in the main text.
DOI: 10.5281/zenodo.18427807
title: Dataset for "Atom-light hybrid interferometer for atomic sensing with quantum memory"

description: Data sets for the figures in the main text.
DOI: 10.5281/zenodo.18467407
title: THEIA-XR: Machinery operators' perceptions of different XR implementations

description: This dataset was collected via the online panel platform Prolific in December 2025 as part of the Theia-XR EU Horizon project. It contains data from a vignette-based experiment investigating machinery operators’ perceptions of different XR implementations.The measurement scales are described in the Excel file Scales descriptions, and the dataset is provided in the Dataset section. This is the final cleaned version of the data. Participants who failed more than one content-related attention check were excluded.
DOI: 10.5281/zenodo.18467408
title: THEIA-XR: Machinery operators' perceptions of different XR implementations

description: This dataset was collected via the online panel platform Prolific in December 2025 as part of the Theia-XR EU Horizon project. It contains data from a vignette-based experiment investigating machinery operators’ perceptions of different XR implementations.The measurement scales are described in the Excel file Scales descriptions, and the dataset is provided in the Dataset section. This is the final cleaned version of the data. Participants who failed more than one content-related attention check were excluded.
DOI: 10.5281/zenodo.17585186
title: microRNA Knockout/Over-expression differential expression results in human

description: #TODO: add edgeR version and R
DOI: 10.7488/1410e9a0-90cd-45ba-b6fe-806088f9d0b6
title: Forms of Inhabitation

description: Forms of Inhabitation is a three monitor site-specific video installation.

This dataset consists of the video files of the performance.

This dataset is held in the Edinburgh DataVault, directly accessible only to authorised University of Edinburgh users. External users may request access to a copy of the data by contacting the Principal Investigator, Contact Person or Data Manager named on this page. University of Edinburgh users who wish to have direct access should consult the information about retrieving data from the DataVault at: http://www.ed.ac.uk/is/research-support/datavault.
description: Forms of Inhabitation is a three monitor site-specific video installation.

## Access ##
This dataset is held in the Edinburgh DataVault, directly accessible only to authorised University of Edinburgh users. External users may request access to a copy of the data by contacting the Principal Investigator, Contact Person or Data Manager named on this page or email CAHSS REF: cahss.ref@ed.ac.uk. University of Edinburgh users who wish to have direct access should consult the information about retrieving data from the DataVault at: http://www.ed.ac.uk/is/research-support/datavault.
description: Lycouris, S "Forms of Inhabitation" (2020) [moving image] Edinburgh DataVault https://doi.org/10.7488/1410e9a0-90cd-45ba-b6fe-806088f9d0b6
DOI: 10.15468/dl.emmdv8
title: Occurrence Download

description: A dataset containing 14175680 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is China"
 ]
}

 The dataset includes 14175680 records from 7650 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009287-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxbrqh
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vexillum goubini (Hervier, 1897)"
 ]
}

 The dataset includes 22 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103366-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7tg3v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Blennodia nasturtium (F.Muell.) Druce"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050363-220831081235567/datasets/export for details.
DOI: 10.15468/dl.exm4jf
title: Occurrence Download

description: A dataset containing 833 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aequiyoldia eightsii (Jay, 1839)"
 ]
}

 The dataset includes 833 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104125-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4td64
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisymbrium eremigenum F.Muell."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050354-220831081235567/datasets/export for details.
DOI: 10.15468/dl.6za4g5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myagrum cornutum (L.) Lam."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050348-220831081235567/datasets/export for details.
DOI: 10.15468/dl.qkx6y6
title: Occurrence Download

description: A dataset containing 2151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vicia amoena Fisch. ex Ser.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2151 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125656-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgqpmf
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Afrocardium exochum (Melvill, 1907)"
 ]
}

 The dataset includes 78 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104127-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwuuzh
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scarus ferrugineus Forsskål, 1775"
 ]
}

 The dataset includes 495 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036754-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jf24yq
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Suaeda divaricata Moq."
 ]
}

 The dataset includes 237 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151145-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snc56b
title: Occurrence Download

description: A dataset containing 438 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boechera xylopoda Windham & Al-Shehbaz"
 ]
}

 The dataset includes 438 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050350-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7zcs6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum nasturtium F.Muell."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050365-220831081235567/datasets/export for details.
DOI: 10.15468/dl.z7pnyb
title: Occurrence Download

description: A dataset containing 910 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Rehmanniaceae)"
 ]
}

 The dataset includes 910 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161352-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6nrj6
title: Occurrence Download

description: A dataset containing 3730 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium fremontii S.Watson"
 ]
}

 The dataset includes 3730 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151037-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ysg78h
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boechera tiehmii (Rollins) Al-Shehbaz"
 ]
}

 The dataset includes 31 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050355-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jrq7bg
title: Occurrence Download

description: A dataset containing 8743949 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((90.03999 22.29738,120.76172 22.32422,121.38401 37.79525,89.52103 38.07321,84.0285 31.63531,90.03999 22.29738))",
 "TaxonKey is Aves",
 "Year 1990-2022"
 ]
}

 The dataset includes 8743949 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0150973-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgeefz
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atherinomorus insularum (Jordan & Evermann, 1903)"
 ]
}

 The dataset includes 157 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036756-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9vfpd
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Blennodia filifolia (F.Muell.) Benth."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050357-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6yaxrm
title: Occurrence Download

description: A dataset containing 14823 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhodeus ocellatus (Kner, 1866)"
 ]
}

 The dataset includes 14823 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036769-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmducb
title: Occurrence Download

description: A dataset containing 967 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hybopsis amnis (Hubbs & Greene, 1951)"
 ]
}

 The dataset includes 967 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0277115-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nu2zve
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisymbrium nasturtioides F.Muell."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050369-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fs44sg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisymbrium blennodia F.Muell."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050401-220831081235567/datasets/export for details.
DOI: 10.15468/dl.sqwbtr
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adula californiensis (R.A.Philippi, 1847)"
 ]
}

 The dataset includes 187 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104117-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qh5fj
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hormathophylla pyrenaica (Lapeyr.) Cullen & T.R.Dudley"
 ]
}

 The dataset includes 215 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036758-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8p2tx
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boechera shevockii Windham & Al-Shehbaz"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050371-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4jvvt
title: Occurrence Download

description: A dataset containing 1692 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Americardia media (Linnaeus, 1758)"
 ]
}

 The dataset includes 1692 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104143-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uezh55
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Irania pendula (Boiss.) Hadač & Chrtek"
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036772-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35r7ta
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bursa antipoda (F.Muell.) Kuntze"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050384-220831081235567/datasets/export for details.
DOI: 10.15468/dl.du85ws
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpheus villosus (Olivier, 1811)"
 ]
}

 The dataset includes 260 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112320-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4by4p
title: Occurrence Download

description: A dataset containing 6781 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Mauritia flexuosa L.f., Mauritia flexuosa var. venezuelana Steyerm., Mauritia minor Burret, Mauritia vinifera Mart.)"
 ]
}

 The dataset includes 6781 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036757-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zvkac7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Capsella antipoda F.Muell."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050388-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.