SpaMask by Yi Liu (17324461)

“…<br>The domain identification results of the Tutorial Train_151674.ipynb can be found in the folder named data.<br>Python source code and tutorials can be also accessed at https://github.com/LYxiaotai/SpaMask.…”

Reproducible visualization strategies for spatially varying coefficient (SVC) models: Incorporating uncertainty and assessing replicability by Victor Irekponor (19148917)

“…This study introduces <i>svc-viz</i>, an open-source Python tool that codifies best practices into a standardized framework for interpreting and communicating SVC model results with minimal coding effort. …”

Ontology Element Knowledge Graph(OEKG) and a Case Study of Planting-OEKG by shanzhuang zhang (21489092)

“…</li><li>Some downloaded open-source ontology files</li><li>The project related code includes three Python files: OWL file parsing, ontology element storage, and ontology basic information storage, which can support the basic construction process of OEKG.…”

Sonification of Growing Black Hole by Rose Shepherd (20328444)

“…<p dir="ltr">We present a sonification of time series data of X-rays and visible light from the black hole system MAXI J1820+070, during a rapid accretion episode in 2018. We used the open source Python package STRAUSS to produce the sonification (Trayford and Harrison 2023). …”

<b>Rethinking neighbourhood boundaries for urban planning: A data-driven framework for perception-based delineation</b> by Shubham Pawar (22471285)

“…</p><p dir="ltr"><b>Input:</b></p><ul><li><code>svi_module/svi_data/svi_info.csv</code> - Image metadata from Step 1</li><li><code>perception_module/trained_models/</code> - Pre-trained models</li></ul><p dir="ltr"><b>Command:</b></p><pre><pre>python -m perception_module.pred \<br> --model-weights .…”

Auxiliary and validation data for SAGEA-fluid by Weihang Zhang (17626761)

“…<p dir="ltr">SAGEA-fluid is an open-source Python-based solver designed to evaluate the self-attraction and loading effect (SAL), geocenter motion (GCM), and Earth orientation parameters (EOPs) including polar motion (PM) and length-of-day (LOD) variations induced by surface fluid redistribution. …”

Spatial information for Spain by Jaime Martinez Cazon (20352189)

“…</b></p><p dir="ltr"><b><u>Source:</u></b><b> </b><a href="https://geodata.ucdavis.edu/gadm/gadm4.1/json/gadm41_ESP_4.json.zip" target="_blank">https://geodata.ucdavis.edu/gadm/gadm4.1/json/gadm41_ESP_4.json.zip</a></p><p dir="ltr">We need to filter by municipalities using the "CODIMUNI" column (code associated to each municipality) in "divisions-administratives-v2r1-municipis-1000000-20240705.json".…”

Aquaporin-4 (AQP4) Degradome Foundation Atlas by Axel Petzold (7076261)

“…</li></ul><h3> Reproducibility and Code Availability</h3><p dir="ltr">The dataset can be <b>fully regenerated</b> using open-source tools:</p><ul><li><b>Python</b></li></ul><p dir="ltr">All required scripts are included in the repository and extensively documented for local replication and adaptation. …”

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

“…</li><li><b>catalytic_membrane_meta-analysis-0.1.3.zip</b>: zip folder containing figures from the publication and python codes and instructions for generating PFO results and individual figures for every research article listed in database.xlsx</li></ol><h2>Data Contents</h2><h3>database.xlsx</h3><h4>Porous Catalytic Membranes (Tab 1):</h4><ul><li>Index - number associated with analysis and figures generated by python codes in catalytic_membrane_meta-analysis-0.1.3.zip</li><li>Author full names</li><li>Title</li><li>Year</li><li>Source title</li><li>DOI</li><li>Abstract</li><li>Keywords</li></ul><h4>Data Table (Tab 2):</h4><ul><li>Index - number associated with analysis and figures generated by python codes in catalytic_membrane_meta-analysis-0.1.3.zip</li><li>Title</li><li>Comments on C/C0 Graph - description on what data was extracted, the format of the data and any modification required for analysis (if any).…”

entity-poster.pdf by Evgeny Gorbunov (21771560)

“…Entity includes an open-source companion package, nt2py, for interactive simulation analysis, visualization, and post-processing in Python. …”

Top Causes of Death in Mexico (1998-2023) by Montserrat Mora (20430644)

“…<p dir="ltr">This project provides a Python script and a comprehensive dataset for generating pyramid charts that visualize the top 30 causes of death in Mexico, disaggregated by sex. …”

Missing and Unaccounted-for People in Mexico (1960s–2025) by Montserrat Mora (20430644)

“…</li><li><b>Requirements File:</b> A <code>requirements.txt</code> file listing the necessary Python libraries to run the script seamlessly.…”

Genomic Surveillance of Pemivibart (VYD2311) Escape-Associated Mutations in SARS-CoV-2: December 2025 BioSamples (n=2) by Tahir Bhatti (20961974)

“…Full source code and version details are available upon request.…”

Population Pyramids for Mexico (1950-2070) by Montserrat Mora (20430644)

“…</p><p dir="ltr">The project includes:</p><ul><li>The Python script with detailed documentation.</li><li>A data file with demographic projections sourced from <a href="https://datos.gob.mx/busca/dataset/proyecciones-de-la-poblacion-de-mexico-y-de-las-entidades-federativas-2020-2070/resource/ae83f2b0-f23e-45e3-91ae-f85594775dff" rel="noopener" target="_new">datos.gob.mx</a>.…”

Global Aridity Index and Potential Evapotranspiration (ET0) Database: Version 3.1 by Robert Zomer (12796235)

“…</p><p dir="ltr">The Python programming source code used to run the calculation of ET0 and AI is provided and available online on Figshare at:</p><p dir="ltr">https://figshare.com/articles/software/Global_Aridity_Index_and_Potential_Evapotranspiration_Climate_Database_v3_-_Algorithm_Code_Python_/20005589</p><p dir="ltr">Peer-Review Reference and Proper Citation:</p><p dir="ltr">Zomer, R.J.; Xu, J.; Trabuco, A. 2022. …”

IGD-cyberbullying-detection-AI by Bryan James (19921044)

“…</p><h2>Requirements</h2><p dir="ltr">To run this code, you'll need the following dependencies:</p><ul><li>Python 3.x</li><li>TensorFlow</li><li>scikit-learn</li><li>pandas</li><li>numpy</li><li>matplotlib</li><li>imbalanced-learn</li></ul><p dir="ltr">You can install the required dependencies using the provided <code>requirements.txt</code> file.…”

Data repository for "Interacting topological quantum chemistry of Mott atomic limits" (Phys. Rev. B <b>107</b>, 245145, 2023) by Martina Ondina Soldini (15445766)

“…</p><p dir="ltr">The python script "ED_g2.py" contains an example of the source code used to compute the two-particle Green's functions.…”

Distribution of Birth Times in Mexico by Sex, Delivery Method and Cesarean Type (2020-2024) by Montserrat Mora (20430644)

“…<p dir="ltr">This project provides a Python-based tool for generating insightful 24-hour radial clock charts that visualize the distribution of births in Mexico by time of birth. …”

<b>GFAP Degradome Foundation Atlas</b> by Axel Petzold (7076261)

“…To extract you can use the bash terminal command: <br><b><i>tar -xvJf GFAP_Degradome_Foundation_Atlas_v3.tar.gz</i></b></p><p dir="ltr"><br></p><h3>Codes</h3><p dir="ltr">Dataset generation is reproducible using three open-source tools:<br><b>Python</b>, <b>BLAST</b>, and <b>SAS</b>.…”

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

“…</p><p dir="ltr"><b>Contents:</b></p><p><b>1. Analysis Code</b></p><p>Core Python scripts used to curate metadata, process genomic data, perform lineage assignments, compute summary statistics, and prepare inputs for downstream phylogenetic and phylogeographic analyses. …”