Feature importance of variables. by Saeid Rasouli (20370998)

“…<div><p>Background</p><p>Optic neuritis (ON) can be an initial clinical presentation of multiple sclerosis This study aims to provide a practical predictive model for identifying at-risk ON patients in developing MS.…”

The amino acids grouped according to their interactions with A) Remdesivir (occurring in at least 50% of cases) and B) Quercetin (occurring in at least 75% of cases). by Ahmed M. Metwaly (9675265)

Cost analysis of casting techniques. by Víctor Hugo Gonzalo Quispe Mamani (21213092)

“…Employing an applied research approach with an experimental design, the study analyzed 40 non-precious gold (NPG) alloy cast posts, divided equally into two groups of 20 for each technique. …”

Quetzal: Comprehensive Peptide Fragmentation Annotation and Visualization by Eric W. Deutsch (13887)

“…We present Quetzal, a peptide fragment ion spectrum annotation tool to assist researchers in annotating and examining such spectra to ensure that they correctly support study conclusions. …”

Quetzal: Comprehensive Peptide Fragmentation Annotation and Visualization by Eric W. Deutsch (13887)

“…We present Quetzal, a peptide fragment ion spectrum annotation tool to assist researchers in annotating and examining such spectra to ensure that they correctly support study conclusions. …”

Data Sheet 1_Research on propagation dynamics of emotional contagion using S3EIR model based on multiple social media platforms.pdf by Hejie Chen (3947525)

“…This study takes the case of biological parents searching for their abducted son to study the emotional evolution and information dissemination characteristics of hot events in four common social media platforms. …”

Workflow of T cell activation analysis. by Yitong Ma (8144697)

Supporting data for "Optimisation of Trust in Collaborative Human-Machine Intelligence in Construction" by Hao Chen (9696848)

“…<p dir="ltr">The dataset comprises five distinct folders, each corresponding to a specific chapter of the study. The first folder contains Scopus-derived data alongside analytical results that substantiate the figures presented in Chapter 1. …”

Explained variance ration of the PCA algorithm. by Abeer Aljohani (18497914)

“…The efficiency and accuracy of the proposed method is presented in details. All our simulation is performed in computation softwares, Matlab and Python. …”

Moulin distributions during 2016-2021 on the southwest Greenland Ice Sheet by Kang Yang (7323734)

“…</p><p><br></p><ul><li>00_Satellite-derived moulins: Moulins directly mapped from Sentinel-2 imagery, representing actual moulin positions;</li><li>01_Snapped moulins: Moulins snapped to DEM-modeled supraglacial drainage networks, primarily used for analyses;</li><li>02_Moulin recurrences: Recurring moulins determined from the snapped moulins;</li><li>03_Internally drained catchments: Internally drained catchment (IDC) associated with each moulin;</li><li>04_Surface meltwater runoff: surface meltwater runoff calculated from MAR for the study area, elevation bins, and IDCs; </li><li>05_DEM-derived: Topographic features modeled from ArcticDEM, including elevation bins, depressions and drainage networks;</li><li>06_GWR: Variables for conducting geographically weighted regression (GWR) analysis;</li></ul><p><br></p><ul><li>Code_01_Mapping moulins on the southwestern GrIS.ipynb: A Jupyter Notebook to analyze moulin distributions, reproducing most of the analyses and figures presented in the manuscript using the provided datasets;</li><li>Code_02_pre1_calculate Strain Rate from XY ice velocity.py: A preprocessing Python script to calculate strain rate for the GWR analysis;</li><li>Code_02_pre2_calculate Driving Stress from ice thickness and surface slope.py: A preprocessing Python script to calculate driving stress for the GWR analysis;</li><li>Code_02_GWR analysis.ipynb: A Jupyter Notebook to conduct the GWR analysis using the provided datasets.…”

MEG Dataset and Analysis Scripts for “The Effects of Task Similarity During Representation Learning in Brains and Neural Networks” by Nicholas Menghi (22426174)

“…</p><h3><b>Contents</b></h3><ul><li><b>MEG data</b> (results of the correlation between empirical and model matrices at different dimensionalities and domains)</li><li><b>Behavioral data</b> (behavioural accuracy performance: "Spatual Source Data")</li><li><b>Analysis script</b></li><li><b>Python package </b>developed to help with retrieving and computing simple operations</li></ul><h3><b>Data format</b></h3><p dir="ltr">Data are organized according to a structured folder layout (see <code>README.md</code> in the repository) and include:</p><ul><li><code>npy</code> MEG files (numpy)</li><li><code>.csv</code> behavioral files</li><li>Python scripts using MNE-Python for statistical analysis and visualization</li></ul><h3><b>Usage</b></h3><p dir="ltr">The provided scripts reproduce the statistical tests and figures presented in the manuscript. …”

SRL OF TIM by Jefferson Rodrigo Speck (21510347)

“…</li><li><code><strong>plot_scripts/</strong></code>: Includes data files and Python scripts used to generate the visualizations presented in the review (e.g., bar charts, pie charts, distribution graphs).…”

Mechanomics Code - JVT by Carlo Vittorio Cannistraci (5854046)

“…</p><p dir="ltr"><b>What is containing this repository</b></p><p dir="ltr">Data, MATLAB, R and Python code files in respective dedicated folders, specifically:</p><ul><li>Data: the 9 datasets that you need to run either of the MATLAB, R or Python scripts.…”

Dataset of experimental and computational characterization of tissue spheroid fusion by Steven Ongenae (19646189)

“…Various csv and xlsx files are attached, which can be readily imported using pandas in Python, relating to: - processed experimental fusion data (100 cells, 500 cells, and new JASP experiments) - measures of granularity / contact angles using GSI - MSRD data from two-photon microscopy experiments - Combined data of all parameter studies and their extracted metrics from the computational model. …”

Fertilising agents that reduced the pyrolytic onset temperature of biomass, producing a fertilizing biochar by Brendon Trollip (20617892)

“…<p dir="ltr">The dataset is organized into two main folders, corresponding to the analyses presented in Chapters 2 and 3 of the dissertation titled "Fertiliser-catalysed biochar production: an analytical and techno-economic feasibility study." …”

May 2024 Superstorm by Eva Weiler (18070675)

“…</i> The dataset includes the following resources:<br></p><p><br></p><p><br></p><ul><li><b>Spacecraft Data</b>:</li><li><ul><li>ACE (real-time and science)</li><li>STEREO-A (beacon)<br><br></li></ul></li><li><b>OMNI Dataset</b>:</li><li><ul><li>Hourly resolution data (observed Dst)</li><li>Minute resolution data (observed SYM-H)<br><br></li></ul></li><li><b>Position Files</b>:</li><li><ul><li>Detailed position files for various spacecraft and planets<br><br></li></ul></li><li><b>Solar Observations</b>:</li><li><ul><li>FITS files for studying active regions 13664 and 13667</li><li>Movie showing the five solar eruptions in the AIA 171 filter<br><br></li></ul></li><li><b>Remote Sensing Observations</b>:</li><li><ul><li>LASCO/C2 & C3</li><li>STEREO-A/HI1<br><br></li></ul></li><li><b>Outputs from the</b><b> </b><b>ELliptical Evolution (ELEvo) model</b><b>:</b></li><li><ul><li>Movie visualizing the propagation of CMEs through the heliosphere</li><li>Text-files containing the arrival times and speeds of the CMEs at STEREO-A and L1</li></ul></li></ul><h3>Python Scripts</h3><p dir="ltr">The Python scripts used to generate the results in this study, along with detailed instructions for their usage, are available at this GitHub repository: <a href="https://github.com/EvaWeiler/may_2024_superstorm/" rel="noopener" target="_new">https://github.com/EvaWeiler/may_2024_superstorm/</a>.…”

Leveraging Large Language Models as Requirements Elicitation Interview Bots-all data by Samuel Gorsch (19947618)

“…</p><p dir="ltr"><b>Contents:</b></p><ul><li><b>Python Scripts:</b> Scripts used for data preprocessing, analysis, and generation of plots. …”

Data for "Are pseudo first-order kinetic constants properly calculated for catalytic membranes?" by Timothy Warner (20222838)

“…</li><li>All the PFO kinetic contant results and the statistics associated with different methods of calculating PFO kinectic constants</li></ul><h3>catalytic_membrane_meta-analysis-0.1.3.zip</h3><h4>case_studies:</h4><ul><li>Directory containing the data, figures and code to generate the figures for the four case studies presented in the article.…”

Supplementary Material for review (<b>Revealing the co-occurrence patterns of public emotions from social media data</b>) by Yang Hua (21399140)

“…</li><li>Environment Check: Ensure the Python environment is correctly configured to avoid dependency issues.…”

Supplementary Material for: The prediction of hematoma growth in acute intracerebral hemorrhage: from 2-dimensional shape to 3-dimensional morphology by figshare admin karger (2628495)

“…We employed Python software to extract shape features, and receiver operating characteristic curve analysis to assess the predictive performance of hematoma morphology for HG. …”