cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15125/bath-00203
title: Overheating in vulnerable and non-vulnerable households

description: Temperatures of living rooms, kitchens and bedrooms of 55 dwellings in Exeter (UK) were monitored during the summers of 2014 and 2015. Additionally, radiator temperatures and CO2 levels were also monitored. Occupant thermal comfort was investigated through a paper-based questionnaires at the end of summer 2014 and telephone interviews during summer 2015.
description: Further relevant documentation may be found in the following resources.

   Vellei, M., Ramallo-González, A. P., Coley, D., Lee, J., Gabe-Thomas, E., Lovett, T., and Natarajan, S.,  2016.   Overheating in vulnerable and non-vulnerable households.    Building Research & Information, 45(1-2), 102-118.  Available from: https://doi.org/10.1080/09613218.2016.1222190.
DOI: 10.13145/bacdive1773.20240510.9
title: Georgenia ruanii Li et al. 2007

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00195
title: IMaging and Probabilistic Assessment of Composite damage Threats (IMPACT)

description: Data store for all ultrasonic C-scan, X-ray Computed Tomography and impact test data created during the impact project. Data is organised into sets of data for each coupon tested. Coupon descriptions given in the table below will include stacking sequence, material, ply-thickness, coupon thickness and impact energy. Please cite this data set as:

Rhead, A. and Pernice, F., 2016. IMaging and Probabilistic Assessment of Composite damage Threats (IMPACT). University of Bath.  https://doi.org/10.15125/BATH-00195
description: Data collection methods and processes are described in detail in the conference paper:

Pernice, M. F. and Rhead, A., 2016. Ply-By-Ply Delamination Morphology In Composite Laminates Under Low-Velocity Impact. In: ECCM17 - 17th European Conference on Composite Materials, 2016-06-26 - 2016-06-30.

Details of each coupon is included with its record.  X-Ray data are provided for groups of coupons as a single image contains several items.  Individual coupons are identified within the image.
description: A current list of available coupons is in the file DataSet_v[date].xlsx
description: Further relevant documentation may be found in the following resources.

   Pernice, M. F., and Rhead, A.,  2016.   Ply-By-Ply Delamination Morphology In Composite Laminates Under Low-Velocity Impact.     In:  ECCM17 - 17th European Conference on Composite Materials.         Available from: https://researchportal.bath.ac.uk/en/publications/ply-by-ply-delamination-morphology-in-composite-laminates-under-l.
DOI: 10.15125/bath-00204
title: Dataset for Journal Paper "Wound FRP Shear Reinforcement for Concrete Structures"

description: The Dataset contains the following files:

- ‘Tensile tests wet layup’
- ‘Tensile tests prepreg’
- ‘Stirrups tests’
- ‘Flexural tests’
DOI: 10.13145/bacdive1774.20240510.9
title: Georgenia thermotolerans Hamada et al. 2009

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00206
title: Data set for the paper 'High dynamic range hyper-terahertz detection with silicon photoconductors'

description: Supporting raw data for the figures applied physics letters article. The data shown in figs 1 to 3 was created as described in the paper. The methodology is described in full.  The 
different curves in each figure have separate file names which are self explanatory when referenced to the figures . Each 
column of data in the individual files has a header describing whether the data is frequency,delay or signal. Signal units are given in the figures.
description: Described in full in the paper:
High dynamic range, hyper-terahertz detection with silicon photoconductors
Muir, A. C. and Hussain, A. and Andrews, S. R., Applied Physics Letters, 108, 241102 (2016), DOI:http://dx.doi.org/10.1063/1.4954029
description: Further relevant documentation may be found in the following resources.

   Muir, A. C., Hussain, A., and Andrews, S. R.,  2016.   High dynamic range, hyper-terahertz detection with silicon photoconductors.    Applied Physics Letters, 108(24), 241102.  Available from: https://doi.org/10.1063/1.4954029.
DOI: 10.13145/bacdive1776.20240510.9
title: Georgenia soli Kämpfer et al. 2010

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00209
title: Dataset for "Structure of inactive states of a binary Lennard-Jones mixture"

description: Trajectory and structural analysis data for inactive states of a glassy system of Lennard-Jones particles
description: Further details available in the associated paper: D. Coslovich and R. L. Jack, J. Stat. Mech. (2016) 074012.
description: Further relevant documentation may be found in the following resources.

   Coslovich, D., and Jack, R. L.,  2016.   Structure of inactive states of a binary Lennard-Jones mixture.    Journal of Statistical Mechanics: Theory and Experiment, 2016(7), 074012.  Available from: https://doi.org/10.1088/1742-5468/2016/07/074012.
DOI: 10.5285/e41965a32923498396fd8a8446f066f1
title: TOMCAT simulated Nord Stream methane plume, September 2022

description: This file contains the simulated atmospheric methane (CH4) mixing ratios over the North Sea and Northern Europe during the Nord Stream gas leak event during September 2022. Mixing ratios are provide on the TOMCAT T106 model grid, with a horizontal resolution of approximately 1.125 x 1.125 degrees. There are 60 vertical levels from the surface up to 0.1 hPa. The data covers the period from 00:00 UTC 26/09/2022 - 00:00 UTC 30/09/2022. There are two methane tracers, one containing background methane and methane from non-Nord Stream related sources, and a separate model tracer simulating CH4 from the Nord Stream leaks. For this simulation, Nord Stream was assumed to emit methane at a constant rate of 4.17 Gg hr^(-1). These simulations are discussed in Wilson et al., (2024) - 'Quantifying large methane emissions from the Nord Stream pipeline gas leak of September 2022 using IASI satellite observations and inverse modelling'.
DOI: 10.15125/bath-00207
title: Dataset for Optical characterization of magnesium incorporation in p-GaN layers for core–shell nanorod light-emitting diodes

description: This dataset contains the results of scanning electron microscopy (SEM), micro-photoluminescence (PL), cathodoluminescence (CL), Raman, and Electron Beam Induced Current (EBIC) measurements carried out on GaN-based core-shell nanostructures. The samples are highly regular arrays of GaN etched cores onto which various p-doped layers were grown using metal organic vapour phase epitaxy (MOVPE). The level of p-doping was varied between different samples.
description: Secondary electron images were captured using a Hitachi S-4300 scanning electron microscope (SEM).

Micro-PL characterization was performed with a He–Cd 325 nm laser excitation source at 0.135 mW power output and a 2400 lines mm−1  diffraction grating in order to obtain a good signal to noise ratio. A 40× magnification, 0.50 numerical aperture (NA) objective produced a spot size of ~0.8 µm, small enough to probe single NRs on a 2 µm pitch.

CL maps were obtained on a subset of samples, using an electron beam with a low energy of 2 keV.

For the Raman measurements, a high-resolution confocal Raman spectrometer (Renishaw inVia) with a 532 nm laser source, 3000 lines mm−1  grating and 150×, 0.95 NA objective was used. The laser power was 10 mW, the lateral spatial resolution was 0.3 µm and the measurement resolution of the spectral shift was 0.01cm−1.


.
DOI: 10.15125/bath-00210
title: Research Data Supporting "Experimental investigation of reinforced concrete T-beams strengthened in shear with externally bonded CFRP sheets"

description: This dataset contains the research data that supports the paper "Experimental investigation of reinforced concrete T-beams strengthened in shear with externally bonded CFRP sheets". The force-displacement, shear stress-normalised displacement and carbon fibre–reinforced polymer (CFRP) strain gauge data underlying Figures 5, 6, and 9 are provided in the spreadsheet for each beam.
description: Details can be found in the methodology section of the related paper.
description: Further relevant documentation may be found in the following resources.

   Foster, R. M., Brindley, M., Lees, J. M., Ibell, T. J., Morley, C. T., Darby, A. P., and Evernden, M. C.,  2017.   Experimental Investigation of Reinforced Concrete T-Beams Strengthened in Shear with Externally Bonded CFRP Sheets.    Journal of Composites for Construction, 21(2).  Available from: https://doi.org/10.1061/(asce)cc.1943-5614.0000743.
DOI: 10.15125/bath-00211
title: A Simple Protocol for NMR Analysis of the Enantiomeric Excess of Chiral Diols Using an Achiral Diboronic Acid Template

description: This repository contains the experimental data discussed in the manuscript. Including, 1H NMR, 13C NMR, 11B NMR (FID and PDF) and Mass Spectra for compound 1d and complexes of 1a, 1b, 1c, 1d, 1e and 1f with 1,3-phenyldiboronic acid.  Output files from energy minimisation and equilibrium geometry calculations using a semi-empirical (PM3) method to calculate the lowest energy conformations of the heterochiral (meso) and homochiral boronate esters (RR and SS) derived from 1-phenyl-1,3-propanediol 1c. A calibration curve in Excel format for using the measured de to obtain the absolute ee of the sample.
DOI: 10.13145/bacdive1777.20240510.9
title: Afipia clevelandensis Brenner et al. 1992

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00212
title: Nanofiltration and reverse osmosis membranes for purification and concentration of a 2,3-butanediol producing gas fermentation broth

description: A series of commercially available Nanofiltration and Reverse Osmosis membranes have been investigated for the concentration of 2,3-butanediol and acetate within the context of a gas fermentation broth. The membrane BW30 has been found to exhibit suitable characteristics for the concentration of 2,3-butanediol and acetate within the gas fermentation broth.
description: The membranes used in all dead-end filtration experiments were either purchased from Sterlitech (USA) or fabricated according to (Section 4.3.2). 2,3-Butanediol (98 %), Ethanol (≥ 99 %) and Acetic Acid (≥ 99 %) were purchased from Sigma Aldrich (UK). Ammonium Acetate (97 %) was purchased from Alfa Aesar (UK).

Dead end filtrations were carried out in a Sterlitech HP4750 stirred cell made of stainless steel with an active membrane area of 14.6 cm2. A magnetic stirrer just above the membrane surface was used for mixing of the feed and minimizing concentration polarization. The dead end cell was placed in a water bath on a heater-stirrer for stirring speed and temperature control. Pressure was applied using compressed nitrogen and measured with a pressure gauge. Weight of permeate was recorded using a Sartorius LC3201D-00MS balance with a data logging program developed in Labview.

Flat sheet membrane discs of 47 mm diameter were either cut out from larger flat sheets with a scalpel or used as received as pre-cut discs. NF and RO membranes were conditioned by permeating DI water under pressure before use for ~ 2 hrs, until constant flux was achieved. Polysulfone ultrafiltration membranes were conditioned at 60 ºC for 90 min with DI water. After conditioning, membranes were stored in DI water.

The concentration of organic solutes in feeds, permeates and retentates were analysed by HPLC using an Agilent Technologies 1200 series instrument. A Phenomenex organic acids column (7.8 x 300 mm) was used at 60 °C with 5 mM H2SO4 as mobile phase and a flow rate of 0.7 mLmin-1. Solutes were detected with an RI detector and concentrations interpreted through the peak area using external calibration. Fermentation samples were prefiltered with a 0.22 μm syringe filter (Millipore, UK) before analysis to remove any suspended particles.

pH measurements of solutions were conducted on a Denver Instruments 250 pH meter. The pH meter was calibrated to solutions of pH 4, 7 and 10 before use.

Conductivity measurements were carried out on a Thermo Scientific Orion Versa Star conductivity meter.
description: Further relevant documentation may be found in the following resources.

   Davey, C., Havill, A., Leak, D., and Patterson, D.,  2016.   Nanofiltration and reverse osmosis membranes for purification and concentration of a 2,3-butanediol producing gas fermentation broth.    Journal of Membrane Science, 518, 150-158.   Available from: https://researchportal.bath.ac.uk/en/publications/nanofiltration-and-reverse-osmosis-membranes-for-purification-and.
DOI: 10.13145/bacdive1778.20240510.9
title: Afipia felis Brenner et al. 1992

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00219
title: Data for "Suppression of lattice thermal conductivity by mass-conserving cation mutation in multi-component semiconductors"

description: In semiconductors almost all heat is conducted by phonons (lattice vibrations), which is limited by their quasi-particle lifetimes. Phonon-phonon interactions represent scattering mechanisms that produce thermal resistance. In thermoelectric materials, this resistance due to anharmonicity should be maximised for optimal performance. We use a first-principles lattice-dynamics approach to explore the changes in lattice dynamics across an isostructural series where the average atomic mass is conserved: ZnS to CuGaS2 to Cu2ZnGeS4. Our results demonstrate an enhancement of phonon interactions in the multernary materials and confirm that lattice thermal conductivity can be controlled independently of the average mass and local coordination environments.
description: Further relevant documentation may be found in the following resources.

   Shibuya, T., Skelton, J. M., Jackson, A. J., Yasuoka, K., Togo, A., Tanaka, I., and Walsh, A.,  2016.   Suppression of lattice thermal conductivity by mass-conserving cation mutation in multi-component semiconductors.    APL Materials, 4(10), 104809.  Available from: https://doi.org/10.1063/1.4955401.
DOI: 10.13145/bacdive1780.20240510.9
title: Afipia broomeae Brenner et al. 1992

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00220
title: Aluminium Salalens vs. Salans: “Initiator Design” for the Isoselective Polymerisation of rac-Lactide

description: There is a zip file which contains 1 folder called PURE. In this folder are three sub folders:
Complexes
Ligands
Polymer

In the "Complexes" folder are 5 sub-folders which are labelled as according to the label for the complexes in the paper. In each sub-folder are the raw NMR data in folders by the experiment type.
In the "Ligands" folder are 3 sub-folders which are labelled as according to the label for the ligands in the paper. In each sub-folder are the raw NMR data in folders by the experiment type.
In the "Polymer" folder are 3 sub-folders. Kinetics - this contains the analysis of the NMRs for the kinetic runs labelled with a time. Sub folders table 2 and 3 give the raw data for the polymerisation tables 2/3 in the main paper.

There are also three files (DSC, kinetics, MALDI) which give our processed results.
description: NMR - Bruker 400 MHz
description: Access to software TOPSPIN to process NMR sepctra
DOI: 10.15125/bath-00221
title: The building performance gap: Are modellers literate?

description: Excel file containing the survey results and analysis for the paper of the same name.
DOI: 10.13145/bacdive1781.20240510.9
title: Afipia massiliensis La Scola et al. 2002

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive1782.20240510.9
title: Afipia birgiae La Scola et al. 2002

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive1783.20240510.9
title: Afipia sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00238
title: Data set for "Choosing between conciliatory and oppositional leaders"

description: In this paper we examine the role of out-group signals and in-group leader tactics in the choice and evaluation of rival in-group leader candidates. Four on-line surveys were conducted using qualtrics. Each of these surveys is included in the dataset. Also included are the SPSS data files for each of the four studies as well as a syntax file which provides the syntax for the coding and transformations of items used in the analyses for the four studies. Further information on the analyses conducted specifically for this paper are found in the paper itself.
description: On-line survey were conducted via qualtrics.
description: Data were analysed using SPSS software.
description: Further relevant documentation may be found in the following resources.

   Blackwood, L., and Louis, W.,  2017.   Choosing between conciliatory and oppositional leaders: The role of out‐group signals and in‐group leader candidates' collective action tactics.    European Journal of Social Psychology, 47(3), 320-336.  Available from: https://doi.org/10.1002/ejsp.2249.
DOI: 10.13145/bacdive1784.20240510.9
title: Bradyrhizobium oligotrophicum (Ohta and Hattori 1985) Ramírez-Bahena et al. 2013

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00239
title: Data set for a validated open-source multi-solver fourth generation composite femur model

description: Contains Abaqus, Ansys and FEBio validated models of fourth generation composite femurs and the output results as well as the experimental data for validation

**
The condition for use of these models is that the following publication is cited:
**
A.R.MacLeod, H.Rose, H.S.Gill, A Validated Open-Source Multi-Solver Fourth Generation Composite Femur Model, Journal of Biomechanical Engineering, 2016

The files contained in this directory are for the composite femur model F10 discussed in the publication. 
All models are for the converged 0.75 mm mesh size detailed in the publication.

The ABAQUS input file:
F10_ABAQUS.inp

The ANSYS input file:
F10_ANSYS.ans

The FEBIO geometry and main input files:
F10_FEBIO_GEOM.feb
F10_FEBIO_MAIN.feb

The predicted equivalent strains for each of the models is given is the 'Results' files:
Results_F10_Abaqus.txt
Results_F10_Ansys.txt
Results_F10_FEBio.txt

In these files, rows 1-4 represent strain gauge locations 1-4. There are 11 load increments for each location: 0 to 500 N in 50 N increments.

The experimental results are also provided in an identical format:
Results_F10_EXPERIMENTAL_STRAINS.txt
description: Strain gauges attached to specimens, specimens loaded in materials test machine, data logged.

Fully described in associated publication.

Finite element models post-processed to generate comparable strain values.
description: Fully described in associated publication.
description: Fully described in associated publication.
description: N/A
DOI: 10.15125/bath-00240
title: Data set for Carbonation of Hydrous Materials at the Molecular Level: a ToF-SIMS, Raman and DFT Study

description: Experimental and computational data to support article: 'Carbonation of Hydrous Materials at the Molecular Level: a ToF-SIMS, Raman and DFT Study'.  Includes ToFSims Data, Raman Data from the study of hydration of portlandite containing O18 and computational DFT data using VASP to support the analysis.
description: The data was collected, generated or analysed as described in the associated paper.
description: Further relevant documentation may be found in the following resources.

   Pesce, G. L., Fletcher, I. W., Grant, J., Molinari, M., Parker, S. C., and Ball, R. J.,  2017.   Carbonation of Hydrous Materials at the Molecular Level: A Time of Flight-Secondary Ion Mass Spectrometry, Raman and Density Functional Theory Study.    Crystal Growth & Design, 17(3), 1036-1044.  Available from: https://doi.org/10.1021/acs.cgd.6b01303.
DOI: 10.15125/bath-00241
title: ENLITEN - A dataset and its associated analysis code for the paper entitled "Designing sensor sets for capturing energy events in buildings"

description: This dataset contains data and software source code supporting the paper entitled 'Design sensor sets for capturing energy events in buildings'. It contains raw data from sets of domestic sensors measuring temperature, humidity, levels of sound, light and carbon dioxide, and power consumption. It also contains analysis code and visualisation code written for R and Python.
description: Details of the methodology may be found in the associated manuscript. 

All data was collected approximately from Aug 2013 to Oct 2013. 

An instruction for the participants attached here (instruction.pdf) shows the way how the data was collected in the individual homes.
description: The data files are in comma-separated (.csv) and tab-separated (.txt) plain text formats.

The .py source code files target Python v2.x and use only standard libraries. The R source code files use the following libraries available from CRAN: entropy, ggplot2, plyr, randomForest, reshape2, scales.

Some pre-compiled visualisations are included as PDF files.
description: The zip file contains a set of top level data and source code files, a further files arranged into 5 directories.

The 'analysis_datasets' directory contains the main dataset used for the paper. It also includes the machine learning algorithm code (random forest in this case), its associated data and a document showing a selected feature set.

The 'gt', 'sd', and 'tf' directories contain raw data collected by one of participants.

The 'set_viz' directory contains visualisation code as well as knapsack (cost–benefit) optimisation code for the selection of minimal sensor sets subject to the budget.
DOI: 10.15125/bath-00242
title: Data for Variable Phase propagation velocity for  Long Range Lightning Location System

description: Data for Figures in Publication 'Variable Phase propagation velocity for Long Range Lightning Location System'.
description: The data was processed from the raw VLF frequency radio recording around UK and France.
description: Data format: Platform independent matlab files.
DOI: 10.13145/bacdive1786.20240510.9
title: Bosea thiooxidans Das et al. 1996

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00243
title: Data for Mapping Lightning in the Sky with a Mini Array

description: Data for Mapping Lightning in the Sky with a Mini Array
description: Data format: Platform independent matlab files
DOI: 10.13145/bacdive1791.20240510.9
title: Bosea lathyri De Meyer and Willems 2012

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00246
title: Dataset for GW4 "First Programming Courses" project

description: Data collected from 2016 survey of UK Computer Science Departments about 'first programming languages' and associated features
DOI: 10.13145/bacdive1792.20240510.9
title: Bosea lupini De Meyer and Willems 2012

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.