Sonification of Growing Black Hole حسب 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). …"

Global Aridity Index and Potential Evapotranspiration (ET0) Database: Version 3.1 حسب 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. …"

<b>Tau Degradome Foundation Atlas</b> حسب Axel Petzold (7076261)

"…</li><li><b>Compression format:</b> Datasets are distributed in <code>.tar.gz</code> format and can be extracted with:</li></ul><pre></pre><pre><code>tar -xvzf FILENAME.tar.gz</code><br><br></pre><p dir="ltr"><b>Reproducibility and Methods</b><br>All datasets can be fully regenerated using open-source software tools, including <b>Python</b> and <b>SAS</b>. …"

Missing and Unaccounted-for People in Mexico (1960s–2025) حسب 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.…"

MCCN Case Study 5 - Produce farm zone map حسب Donald Hobern (21435904)

"…</p><h4><b>Dependencies</b></h4><ul><li>This notebook requires Python 3.10 or higher</li><li>Install relevant Python libraries with: <b>pip install mccn-engine rocrate pykrige scikit-learn</b></li><li>Installing mccn-engine will install other dependencies</li></ul><p><br></p>…"

MCCN Case Study 3 - Select optimal survey locality حسب Donald Hobern (21435904)

"…</p><p dir="ltr">The dataset contains input files for the case study (source_data), RO-Crate metadata (ro-crate-metadata.json), results from the case study (results), and Jupyter Notebook (MCCN-CASE 3.ipynb)</p><h4><b>Research Activity Identifier (RAiD)</b></h4><p dir="ltr">RAiD: https://doi.org/10.26292/8679d473</p><h4><b>Case Studies</b></h4><p dir="ltr">This repository contains code and sample data for the following case studies. …"

MCCN Case Study 2 - Spatial projection via modelled data حسب Donald Hobern (21435904)

"…</p><p dir="ltr">The dataset contains input files for the case study (source_data), RO-Crate metadata (ro-crate-metadata.json), results from the case study (results), and Jupyter Notebook (MCCN-CASE 2.ipynb)</p><h4><b>Research Activity Identifier (RAiD)</b></h4><p dir="ltr">RAiD: https://doi.org/10.26292/8679d473</p><h4><b>Case Studies</b></h4><p dir="ltr">This repository contains code and sample data for the following case studies. …"

<b>Myelin oligodendrocyte glycoprotein (MOG) Degradome Foundation Atlas</b> حسب 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. …"

Data Sheet 1_Toward a unified gait freeze index: a standardized benchmark for clinical and regulatory evaluations.pdf حسب Alessandro Schaer (14234780)

"…Our algorithm is made available as open-source Python code, promoting accessibility and reproducibility.…"

Reproducible visualization strategies for spatially varying coefficient (SVC) models: Incorporating uncertainty and assessing replicability حسب 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. …"

Phylogenomics of aquatic bacteria حسب Krzysztof Jurdzinski (12519700)

"…It contains names of the MAGs in format {data source 2-letter code}_{name of the MAG as in  ENA}, the biome of origin and taxonomic classification. …"

Measuring diaphragmatic excursion using 4-Dimensional Ultrasound: a feasibility study حسب Adam Handley (21524120)

"…</p><p dir="ltr">This dataset contains Voluson ultrasound data files of diaphragm motion from 12 participants, the raw python code to process this data and the compiled executable of the python scripts. …"

Population Pyramids for Mexico (1950-2070) حسب 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>.…"

Distribution of Birth Times in Mexico by Sex, Delivery Method and Cesarean Type (2020-2024) حسب 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. …"

Comprehensive Heat Indices (CHI) Dataset (v1.0) حسب Abdul Malik (19677226)

"…file=59350814" rel="noreferrer" target="_blank">CHI-Dataset_Description</a>'</p><p dir="ltr"><b>Code</b></p><p dir="ltr">Heat stress indices in the CHI dataset were calculated using the <a href="https://github.com/ecmwf/thermofeel" rel="noreferrer" target="_blank"><i>thermofeel</i></a> Python library (<a href="https://www.sciencedirect.com/science/article/pii/S2352711022000176" rel="noreferrer" target="_blank">Brimicombe et al., 2022</a>) and additional Python <a href="https://zenodo.org/record/5980536)" rel="noreferrer" target="_blank">code</a> developed by <a href="https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2021EF002334" rel="noreferrer" target="_blank">Kong et al. (2022)</a>. …"

Genomic Epidemiology of SARS-CoV-2 in Peru from 2020 to 2024 حسب 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. …"

Advancing Solar Magnetic Field Modeling حسب Carlos António (21257432)

"…<br><br>We developed a significantly faster Python code built upon a functional optimization framework previously proposed and implemented by our team. …"

Void-Center Galaxies and the Gravity of Probability Framework: Pre-DESI Consistency with VGS 12 and NGC 6789 حسب Jordan Waters (21620558)

"…<br><br><br><b>ORCID ID: https://orcid.org/0009-0009-0793-8089</b><br></p><p dir="ltr"><b>Code Availability:</b></p><p dir="ltr"><b>All Python tools used for GoP simulations and predictions are available at:</b></p><p dir="ltr"><b>https://github.com/Jwaters290/GoP-Probabilistic-Curvature</b><br><br>The Gravity of Probability framework is implemented in this public Python codebase that reproduces all published GoP predictions from preexisting DESI data, using a single fixed set of global parameters. …"

Top Causes of Death in Mexico (1998-2023) حسب 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. …"

Dataset about Warming Effects on Carbon Cycling and Greenhouse Gas Fluxes in Permafrost Ecosystems حسب Tao Bao (8583177)

"…“Data_publications.docx” contains all the 132 references of the articles for the dataset.</p><p dir="ltr">4. “Code.rar” includes all the Python code for data scraping, site map plotting, data validation (funnel plots), and table data generation for this study.…"