Olson et al Muscle spindles provide flexible sensory feedback for movement sequences by William Olson (21703679)

“…</li></ul><h4><b>Code</b></h4><p dir="ltr">Accompanying Python scripts and Jupyter notebooks are included for:</p><ul><li>Data preprocessing and formatting.…”

Ambient Air Pollutant Dynamics (2010–2025) and the Exceptional Winter 2016–17 Pollution Episode: Implications for a Uranium/Arsenic Exposure Event by Thomas Clemens Carmine (19756929)

“…Includes imputation statistics, data dictionary, and the Python imputation code (Imputation_Air_Pollutants_NABEL.py). …”

Critical Planck Spin Dynamics (CPSD): A Geometric Quantum Spacetime with Zero Free Parameters by Daniel Zunzunegui (22583093)

“…Complete Python verification code included.</p><p><br></p><p dir="ltr">This work solves the hierarchy problem, explains dark energy as geometric anisotropy, and predicts the universe's ultimate fate as "Big Silence" - eternal expansion at c/φ ≈ 0.618c.…”

Automated Discovery of Semantic Attacks in Multi-Robot Navigation Systems - Research Artifacts by Doguhan Yeke (21498410)

“…</li></ul><h4><b>Attacks on GLAS:</b></h4><p><br></p><ul><li>Raven models the GLAS algorithm as a Python module to be used by the falsification framework.…”

Measurement data from full-scale fire experiments of battery electric vehicles and internal combustion engine vehicles by Nathaniel G. Sauer (22463233)

“…</li><li><strong>data_heatflux.zip</strong>: ZIP archive containing 12 HDF5 files (readable via Python <code>h5py</code>). Six files (<code>T_XX</code>) record temperature and six (<code>HF_XX</code>) record incident radiative heat flux to plate sensors located along the driver and passenger sides of the vehicle. …”

Pteredactyl: Patient Clinical Free-Text Redaction Software by Matt Stammers (14037525)

“…</p><p dir="ltr">Full <a href="https://github.com/MattStammers/Pteredactyl" rel="noopener noreferrer" target="_blank">Documentation</a> for the project can be found <a href="https://github.com/MattStammers/Pteredactyl" rel="noopener noreferrer" target="_blank">here</a></p><h2>Background</h2><p dir="ltr">We introduce a concentrated validation battery to the open-source OHDSI community, a Python module for cPII redaction on free text, and a web application that compares various models against the battery. …”

<b>Myelin oligodendrocyte glycoprotein (MOG) Degradome Foundation Atlas</b> by Axel Petzold (7076261)

“…</li></ul><h3>Reproducibility and Code Availability</h3><p dir="ltr">Dataset generation is fully reproducible using open-source tools:</p><ul><li>Python</li><li>SAS</li></ul><p dir="ltr">All required scripts are included in the repository and are well documented to support local replication and custom adaptations. …”

Genomic Epidemiology of SARS-CoV-2 in Peru from 2020 to 2024 by Pablo Tsukayama (22614461)

“…<p dir="ltr">This dataset compiles all code, scripts, supporting files, and figure outputs used for the analyses presented in Sobkowiak et al., Genomic Epidemiology of SARS-CoV-2 in Peru, 2020–2024 (Communications Medicine, 2025). …”

Sonification of Warming Stripes by Christopher Harrison (9448751)

“…<p dir="ltr">We present a sonification of the temperature anomalies (deviations from an average, reference value) on the Earth’s near-surface over the period 1930–2024. …”

Morphological profiles of U-2 OS cells with cDNA-mediated overexpression by Jesko Wagner (19934877)

“…</p><p dir="ltr">Morphological profiles are present in the AnnData's <code>X</code> slot, other features that do not quantify a single cell's morphology directly are placed in <code>obsm</code>.…”

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

“…The model provides both the Excel (.xlsx) and Python (.py) files, which were used to produce the data and figures that demonstrate the economic feasibility and process optimization discussed in the dissertation.…”

Streamlining a National Flood Assessment using a Flow Scheduler by eRNZ Admin (6438486)

Data by Yasir Çatal (20329092)

“…Flexibility of Intrinsic Neural Timescales During Distinct Behavioral States<h2>Description of the data and file structure</h2><p dir="ltr">The github page <a href="https://github.com/duodenum96/acw_behavior" target="_blank">https://github.com/duodenum96/acwbehavior</a> contains the MATLAB code to replicate the figures. The numerical data necessary for the figures are presented here. …”

Endothelial cells stably infected with recombinant Kaposi’s sarcoma-associated herpesvirus display distinct viscoelastic and morphological properties by Majahonkhe Shabangu (17340538)

“…<p dir="ltr">Data and code supporting work presented in article.</p><p dir="ltr">File: 01_preprocessing_macro.ijm</p><p dir="ltr">Description: A simplified macro outlining time-lapse image pre-processing prior to mitochondria-tracking analysis in TrackMate (Image J). …”

Sonification of Growing Black Hole by Rose Shepherd (20328444)

“…We used the open source Python package STRAUSS to produce the sonification (Trayford and Harrison 2023). …”

2024 HUD Point in Time Count Data by State and CoC with Serious Mental Illness and Chronic Substance Use Counts by Benjamin Gorman (21648794)

“…</p><p dir="ltr">HUD PIT Count reports for states, Washington, DC, and the 384 CoCs were systematically downloaded from the HUD Exchange website using a Python script developed using Cursor software. Cursor uses large language models, especially Claude Sonnet 4 (Anthropic), to generate code. …”

Replication Package: "The SBOM Gap: Adoption and Compliance in Open Source Software" by anonymous author (14191683)

“…<p dir="ltr">Replication Package Structure:</p><p dir="ltr">The replication package contains all data and scripts necessary to reproduce the analyses and results presented in this study.</p><p><br></p><p dir="ltr">replication_package/</p><p>│</p><p dir="ltr">├── data/</p><p dir="ltr">│ ├── sbom_repo_paths.csv # Repository paths and metadata for analyzed projects</p><p dir="ltr">│ ├── sbom_project_features.csv # Extracted features for SBOM projects</p><p dir="ltr">│ ├── non_sbom_project_features.csv # Extracted features for non-SBOM projects</p><p dir="ltr">│ └── SBOM_files/ # Raw SBOM files collected from selected repositories</p><p>│</p><p dir="ltr">└── code/</p><p dir="ltr"> ├── RQ1_regression/ # Scripts for regression analysis (RQ1)</p><p dir="ltr"> │ ├── regression.R # Main regression analysis script</p><p dir="ltr"> │ └── common.R # Shared functions for data filtering and formatting</p><p> │</p><p dir="ltr"> └── RQ2_compliance/ # Scripts for compliance and coverage checks (RQ2)</p><p dir="ltr"> ├── check_component_name.py</p><p dir="ltr"> ├── check_component_version.py</p><p dir="ltr"> ├── check_supplier.py</p><p dir="ltr"> ├── check_unique_identifiers.py</p><p dir="ltr"> ├── check_sbom_author.py</p><p dir="ltr"> ├── check_timestamp.py</p><p dir="ltr"> ├── check_dependency.py</p><p dir="ltr"> ├── check_hash.py</p><p dir="ltr"> ├── check_lifecycle_phase.py</p><p dir="ltr"> ├── check_license.py</p><p dir="ltr"> ├── check_vex.py</p><p dir="ltr"> ├── check_transitive_dependency.py</p><p dir="ltr"> ├── check_circular_dep.py</p><p dir="ltr"> └── check_all_7_min_req_files.py</p><p dir="ltr"><br></p><p dir="ltr"><br></p><p><br></p><p dir="ltr">Folder Descriptions:</p><p><br></p><p dir="ltr">data/: Contains datasets and raw SBOM files used in the analysis.…”

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)

“…Amongst all prediction models, the PCM presented the highest predictive value for active bleeding. …”

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>.…”

Learning States by Rui Varandas (11900993)

“…<br></p><p dir="ltr"><b>HCI features</b> encompass keyboard, mouse, and screenshot data. Below is a Python code snippet for extracting screenshot files from the screenshots CSV file.​…”