cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15125/bath-00990
title: Supplementary data for Bashar Al Shawa's PhD thesis: floor areas, Energy Use Intensities (EUIs), and blocks' sizes and tariffs

description: This dataset relates to Bashar Al Shawa's PhD thesis. It includes detailed outputs for Chapter 2's model, the Energy Use Intensity (EUI) model (Chapter 4), and the econometric model (Chapter 5). Data for Chapter 2's model covers total and per capita floor areas in the years 2017 and 2060. Data for the EUI model covers the required EUIs for newly constructed and existing residential residential and non-residential buildings. Data for the econometric model covers block sizes and tariffs, rebound effect, and extent of energy poverty.
description: Please refer to Bashar Al Shawa's PhD thesis for information on the methodology used to arrive at each figure occurring in the dataset.
description: This dataset was created using Microsoft Excel.
DOI: 10.13145/bacdive2366.20240510.9
title: Cellulomonas iranensis Elberson et al. 2000

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00989
title: Data set for "Doubly-resonant enhancement of Second Harmonic Generation from a WS2 nanomesh polymorph with a modified energy landscape"

description: WS2 is an example of a transition metal dichalcogenide, and a highly promising 2D material for nonlinear optics. This dataset contains plots of multiphoton emission spectra and coordinates of second harmonic generation (SHG) hotspots of WS2 polymorphs and thin films formed into a nanomesh, that is, a tridimensional webbed network of densely-packed stacks (of 1–5 layers) of twisted and/or fused 2D nanosheets. The locations of the emission hotspots were determined by illumination at 1225, 1050, and 850 nm incident wavelengths.
description: Multiphoton imaging: Samples were illuminated from 850 to 1300 nm in incrememnts of 25 nm with a constant average power of 0.5 mW. Images of the emission from 425 to 650 in 32 steps were taken.
description: An in house script was used to take the resulting images, convert them to greyscale and averaging the pic intensity in the area specified using the coordinates chosen or the whole of the image. The resultant data was then plotted.
description: Zen Blue was used to obtain the data and Zen Black to convert the .czi to .jif files. A python script was then used and results in a .csv file. Origin was then used to plot the data.
description: Hotspot coordinates are provided in MS Excel format. The plot of pixel intensity versus wavelength is provided as an Origin Unicode Project file, which may be inspected with the Origin Viewer application.
DOI: 10.13145/bacdive2367.20240510.9
title: Cellulomonas denverensis Brown et al. 2005

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00991
title: Dataset for "Surface Enhanced Raman Scattering of Crystal Violet"

description: Lumerical data includes a text file with the electric field strength data in a plane 26 nm from the silicon substrate surface as presented in graphical form in the paper. The associated material models and fit settings in Lumerical are included in a screen shot. The spectra presented in the paper are included in text file format.
description: Full details of the methodology may be found in the "Experimental protocol" section of the associated manuscript.
description: The Lumerical data was collected through simulations using the Lumerical DEVICE Suite; the associated material models and fit settings in Lumerical are included in a screen shot. The spectra were collected using an inVia Raman microscope.
description: Further relevant documentation may be found in the following resources.

   Jones, R., Batten, T., Smith, B., Silhanek, A. V., Wolverson, D., and Valev, V.,  2021.   Surface enhanced Raman scattering of crystal violet.     In:  Bertolotti, M., Zayats, A. V., and Zheltikov, A. M. (eds.)  Nonlinear Optics and Applications XII: Nonlinear Optics and Applications XII.      ch. 11770.   Available from: https://researchportal.bath.ac.uk/en/publications/surface-enhanced-raman-scattering-of-crystal-violet.
DOI: 10.15125/bath-00992
title: Dataset for "Chiral nanosurfaces for enhancement of local electromagnetic field"

description: This dataset contains the results of calculations of electric fields and optical chirality 1 nm above the surface of an array of gold nanobars with varying length. The data support the publication "Chiral nanosurfaces for enhancement of local electromagnetic field".
description: The data collection method is described in the related publication.
description: Further relevant documentation may be found in the following resources.

   Ohnoutek, L., and Valev, V.,  2021.   Chiral nanosurfaces for enhancement of local electromagnetic field.     In:  Bertolotti, M., Zayats, A. V., and Zheltikov, A. M. (eds.)  Nonlinear Optics and Applications XII.      SPIE.   Available from: https://researchportal.bath.ac.uk/en/publications/chiral-nanosurfaces-for-enhancement-of-local-electromagnetic-fiel.
DOI: 10.13145/bacdive2368.20240510.9
title: Cellulomonas xylanilytica Rivas et al. 2004

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00993
title: Dataset for "The Impact of Solution Chemistry on Growth and Structural Features of Mo-substituted Spinel Iron Oxides"

description: This dataset contains the computational data and analysis for the paper "The Impact of Solution Chemistry on Growth and Structural Features of Mo-substituted Spinel Iron Oxides." It includes input and output files for the DFT calculations, performed using VASP, and lightweight analysis scripts used to plot some of the figures in the associated publication.
description: All calculations were performed using VASP. Input files for each calculation are contained within the dataset.
description: Relevant data were extracted using the included Python scripts, these can be run on the data as-provided to regenerate the data used to plot the relevant figures in the associated publication. These scripts are contained within the directory top-level directory.
description: A range of open-source Python packages are required to run the included scripts including pymatgen, numpy and pandas, which are available from PyPI.

An additional python package, "py-sc-fermi", is required to re-run the analysis scripts. It can be accessed on GitHub: https://github.com/bjmorgan/py-sc-fermi
description: The dataset is downloadable as a gzipped tar file (.tgz). To extract the files run
```
tar -xzvf mo-doped_fe2o3.tgz
```

To rerun the DFT calculations in this dataset the appropriate pseudopotentials are needed. These are not included in this dataset due to the VASP license conditions. Each calculation directory contains a corresponding `POTCAR.spec` file that specifies the pseudopotentials used. These calculations use pseudopotentials from the VASP 5.4 set.
DOI: 10.15125/bath-00996
title: Dataset for "Sensing pH of individual microdroplet by combining SERS and indicator paper"

description: This dataset contains the simulated maximum plasmon induced electric field enhancement factor of spherical metallic nanoparticles. Three different particle diameters were investigated, 20 nm, 40 nm and 60 nm. The simulations were finite-difference time-domain simulations performed in Lumerical. The simulation domain was a three-dimensional cube void spanning 1 µm in each direction. The mesh granularity was 1 nm in the volume occupied by the nanoparticle providing high fidelity electric field data. A broad-spectrum Mie source of light (100 nm to 800 nm) was employed and encapsulated the nanoparticle. The electric field distribution in the plane perpendicular to the incident wave vector of the light, bisecting the nanoparticle, was monitored to determine the maximum electric field enhancement. In the first instance, three different material property annals for Au in Lumerical (Palik, CRC handbook of chemistry and physics (CRC) and Johnson & Christy) were modelled and simulated to determine the sensitivity of simulations on the selected material model. Subsequently, a range of metallic material models were trialled to assess the sensitivity of the electric field enhancements on material: Cr (CRC), Fe (CRC), Ti (CRC), Al (CRC), Pt (Palik), Ni (CRC), Pd (Palik), Cu (CRC), Ag (Palik). The excel file contains the maximum electric field enhancments for the different materials.
description: The simulations were performed in Lumerical using finite-difference time-domain. The material models were provided by the software's material libraries.
DOI: 10.15125/bath-00999
title: Results of contextualised performance assessment of refugee shelters globally

description: This dataset contains information about the results of contextualised performance assessment of shelter around the world. 187 previously deployed shelters (64 Emergency, 75 Transitional and 48 Durable Shelters), from 40 countries were evaluated by the authors using SAM (the Shelter Assessment Matrix), and the designs were collated from various sources. Context-specific design assessment was conducted on each shelter design considering their local, cultural, political and climatic issues. These shelters were constructed between 1945 and 2018. This exercise: (i) shows whether SAM is able to provide a diverse range of scores when analysing real shelters (rather than all shelters obtaining similar scores); (ii) provides the first contextual performance analysis of previously deployed shelters around the world; (iii) generates a repository of scored shelters for those to judge their designs against.
description: One hundred eighty-seven previously deployed shelter designs, from 40 countries were evaluated by the authors using SAM (Shelter Assessment Matrix), and the designs were collated from various sources. Context-specific design assessment was conducted on each shelter design considering their local, cultural, political and climatic issues.
DOI: 10.13145/bacdive2369.20240510.9
title: Cellulomonas bogoriensis Jones et al. 2005

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive2370.20240510.9
title: Cellulomonas terrae An et al. 2005

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01002
title: Data for the publication "Simulation of Earth-Ionosphere Cavity Resonances with Lightning Flashes Reported by OTD/LIS"

description: This data is to illustrate the theory, data analysis, and exemplary results of the data described in the corresponding publication entitled 'Simulation of Earth-Ionosphere Cavity Resonances with Lightning Flashes Reported by OTD/LIS'.
description: This data lives in the context of the corresponding publication entitled 'Simulation of Earth-Ionosphere Cavity Resonances with Lightning Flashes Reported by OTD/LIS'. Any use of the data outside this specific context is considered to be unethical. 
The data is described in three different forms that build on each other in a logical and hierarchical order. 
(1) High level description: All the data is described in textual form in the corresponding publication in extensive detail. 
(2) Middle level description: The actual values of the data and their units which are used in the publication are embedded in the corresponding standard Matlab .m files, one for each Figure. The Matlab programming language is explained on the website https://uk.mathworks.com/help/matlab/getting-started-with-matlab.html?s_cid=learn_doc
(3) Low level description: The binary data used by the Matlab .m files are embedded in the corresponding Matlab .mat files, one for each Figure. These .mat files are independent of the computing platform used.
description: The work contributes to the United Nations Sustainable Development Goal on Climate Action (SDG13) to build knowledge and capacity to meet climate change (target 2.3 13.3).
DOI: 10.15125/bath-01004
title: Dataset for "Collaborative Governance and Governance Principles of Natural Resource Management: Water Management in the Lower Mekong Basin"

description: This data collection consists of a survey from three main groups of MRC stakeholders including the public sector, private sector, and civil society sector who attended the 9th MRC Regional Stakeholder Forum held by the Mekong River Commission on 5-6 February 2020 in Luang Prabang, Lao PDR. There were 105 participants which 38 participants agreed to respond to the questionnaire, representing 36.19 %. Participants came from mainly four countries including Lao PDR, Thailand, Cambodia, and Vietnam as the member countries of MRC. The survey covers details of the MRC stakeholders’ perception of collaborative governance, governance principles of natural resources management, and outcomes.
description: The researcher asked participants who attended the MRC stakeholder forum to fill in questionnaire surveys with all participants were asked to respond to a survey therefore the participants as the entire population with no sampling.
description: This data is stored in the SPSS program therefore SPSS program is needed to open the data.
DOI: 10.13145/bacdive2371.20240510.9
title: Cellulomonas composti Kang 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-01005
title: Dataset for "Third-harmonic Mie scattering from semiconductor nanohelices"

description: This dataset contains results of third harmonic scattering experiments performed on CdTe helices dispersed in liquid. The data support the publication "Third Harmonic Mie Scattering From Semiconductor Nanohelices".
description: The data collection method is described in detail in the associated publication.
DOI: 10.15468/dl.vususz
title: Occurrence Download

description: A dataset containing 83986 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Porifera"
 ]
}

 The dataset includes 83986 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022834-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive2372.20240510.9
title: Cellulomonas chitinilytica Yoon et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01006
title: Dataset for "Sub millimetre flexible fibre probe for background and fluorescence free Raman spectroscopy"

description: This dataset contains data supporting the results presented in the paper "Sub millimetre flexible fibre probe for background and fluorescence free Raman spectroscopy ". It includes the data used to plot each figure (in .xlsx format).

Using the shifted-excitation Raman difference spectroscopy technique and an optical fibre featuring a negative curvature excitation core and a coaxial ring of high numerical aperture collection cores, we have developed a portable, background and fluorescence free, endoscopic Raman probe. The probe consists of a single fibre with a diameter of less than 0.25 mm packaged in a sub-millimetre tubing, making it compatible with standard bronchoscopes. The Raman excitation light in the fibre is guided in air and therefore interacts little with silica, enabling an almost background free transmission of the excitation light. In addition, we used the shifted-excitation Raman difference spectroscopy technique and a tunable 785 nm laser to separate the fluorescence and the Raman spectrum from highly fluorescent samples, demonstrating the suitability of the probe for biomedical applications. Using this probe we also acquired fluorescence free human lung tissue data.
description: The different data collection methods used for the collection of the data are described in the paper Sub millimetre flexible fibre probe for background and fluorescence free Raman spectroscopy.
DOI: 10.13145/bacdive2373.20240510.9
title: Cellulomonas aerilata Lee et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01007
title: Code for Group-velocity symmetry in photonic crystal fibre for ultra-tunable quantum frequency conversion

description: This data set includes the MATLAB scripts used to generate the plots in each figure of this paper. Specifically, "PCF_BSFWM_Broadbandfinder032020.m" was used to create the plot in fig.2 measuring the broadband conversion of PCF from the sellmier equations for refractive index in PCF; "PCF_BSFWM_Broadbandphasematching0420.m" was used to find specific examples of broadband PCF and "NLSE_bsfwm_in_pcf.m" was used in a similar way to look at individual fibre designs. Also included are the functions referenced in each script. Results are derived from first principles so no input data is needed.
description: All data was produced from first principles and the saitoh and koshiba method for PCF analysis and analysed using the included MATLAB scripts.
description: Produced using MATLAB 2016. Also included are functions written and used by the authors in these scripts
DOI: 10.15125/bath-01011
title: Dataset for "Machine learning outperforms clinical experts in classification of hip fractures"

description: Hip fractures are a major cause of morbidity and mortality in the elderly, and incur high health and social care costs. Given projected population ageing, the number of incident hip fractures is predicted to increase globally. As fracture classification strongly determines the chosen surgical treatment, differences in fracture classification influence patient outcomes and treatment costs. We aimed to create a machine learning method for identifying and classifying hip fractures, and to compare its performance to experienced human observers. We used 3659 hip radiographs, classified by at least two expert clinicians. The machine learning method was able to classify hip fractures with 19% greater accuracy than humans, achieving overall accuracy of 92%.

This data set contains the source data for figures 2 and 4, which are the main Results figures. Data are given in both csv and MAT file formats. The MATLAB scripts for generating the figures are also provided.
description: Machine learning recognition of the hip joint in antero-posterior (AP) pelvis x-rays. Identification and classification of hip fractures using machine learning. Anonymised x-rays were obtained, with ethical approval, from North Bristol NHS Trust and the Royal United Hospital NHS Foundation Trust.
description: The Caffe 1.0 machine learning system was used to generate the machine learning algorithms. MATLAB (version 2017) was used to process training and test data, and to analyse output.
description: The data is organised clearly into the source data for each figure.
DOI: 10.13145/bacdive2374.20240510.9
title: Cellulomonas phragmiteti Rusznyák et al. 2011

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01012
title: Dataset for the undrained shear strength and index properties of Charmouth Mudstone Formation samples excavated near Banbury, Oxfordshire, UK

description: These csv files include data describing the classification properties, chemical testing and undrained shear strength of Charmouth Mudstone Formation (Lias Group) samples. Data not included in the publication have been removed.
description: This data was collected as part of a commercial ground investigation by multiple contractors near Banbury, Oxfordshire, UK. The data was provided by HS2 Ltd in the AGS4 Data Format. The data were stored in AGS format, describing the output of each test or inspection type. The data were filtered and manipulated to link the different types of laboratory test undertaken on each sample. The laboratory test data were linked to recorded borehole observations, such as the weathering profile. This was undertaken using MATLAB code to identify the borehole location and sampling depth. The data were interpreted at the University of Bath.
description: The data relate directly to the Figures in the publication. The weathering classifications were determined from the logger descriptions by the authors.
description: The 'Notes' Tab describes the dataset and column headings.
DOI: 10.13145/bacdive2375.20240510.9
title: Cellulomonas carbonis Shi et al. 2012 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01014
title: Dataset for "Confinement loss of anti-resonant capillaries with curved boundaries"

description: This dataset contains the data used to create Figures 3 to 7 in the paper, "Confinement loss of anti-resonant capillaries with curved boundaries". The different Figures, and the related datasets, represents the confinement loss of hollow-core fibres with either a solid core surround or an anti-resonant core surround and with a wide range of different geometrical shapes and structural parameters. In all cases, the results are compared with the confinement loss of reference circular fibre structures. Data for Figures 3 to 5 is calculated with an in-house boundary element code. Data for Figures 6 and 7 is calculated using the commercial finite-element solver, COMSOL Multiphysics.
description: Full details of the methodology may be found in the associated paper.
description: Data for Figures 6 and 7 is calculated using the commercial finite-element solver, COMSOL Multiphysics (https://uk.comsol.com/).
description: The spreadsheets are in MS Excel (.xslx) format and are named after the Figure to which each relates. Each spreadsheet contains a "Description" sheet that provides full details of the data.
DOI: 10.13145/bacdive2376.20240510.9
title: Cellulomonas oligotrophica Hatayama 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-01015
title: Dataset for "A classical molecular dynamics study into the effect of Si/Al ratio and silanol nest defects on water diffusion in zeolite HY"

description: This dataset relates to 2 ns molecular dynamics simulations of water in zeolite HY at loadings of 5–33 wt%, in systems with Si/Al ratios ranging from 5 to fully siliceous. Included are the input and output files of the simulations, carried out using DLPLOY 4, needed to reproduce all data and analysis in the publication "A classical molecular dynamics study into the effect of Si/Al ratio and silanol nest defects on water diffusion in zeolite HY".
description: Molecular dynamics simulations were carried out using the DLPOLY 4 code to generate atomic positions of water over a 2 ns simulation. Further methodological details may be found in the Computational Methods section of the associated manuscript.
description: DLPOLY 4 code was used to generate the data (https://www.scd.stfc.ac.uk/Pages/DL_POLY.aspx). Inputs needed to do so are included.
description: Further relevant documentation may be found in the following resources.

   Porter, A. J., and O' Malley, A. J.,  2021.   A Classical Molecular Dynamics Study on the Effect of Si/Al Ratio and Silanol Nest Defects on Water Diffusion in Zeolite HY.    Journal of Physical Chemistry C, 125(21), 11567-11579.   Available from: https://researchportal.bath.ac.uk/en/publications/a-classical-molecular-dynamics-study-on-the-effect-of-sial-ratio-.