Pharos Data حسب Thomas Scherr (19953555)

"…Run the analysis<br><code>python</code><code> </code><code>_main.py</code><br><br>4. …"

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

"…The second folder mirrors the structure of the first, encompassing Scopus data and Python source code used to generate the visualizations featured in Chapter 2. …"

SRL OF TIM حسب Jefferson Rodrigo Speck (21510347)

"…</li><li><code><strong>all_articles.xlsx</strong></code>: Master list of all studies retrieved using the search string, including metadata such as title, authors, year, and source.…"

Deciphering pseudouridylation profiles and their biogenesis from deep sequencing data using psiFinder حسب zhirong chen (20863529)

"…<p dir="ltr">Compiled programs (C) and scripts (shell/R/perl/python) of psiFinder. Source QT codes of psiFinder.…"

Supplementary files for "A Guided Assistant for Building Machine Learning Models in Analytical Workflows" حسب An Le (20473628)

"…<table><tr><td><p><br></p></td></tr></table><p dir="ltr">app.py: Source code for the chatbot using the original system prompt (as demonstrated in the two case studies)</p><p dir="ltr">app_revised.py: Source code for the chatbot using the revised system prompt (incorporating enhancements from peer review)</p><p dir="ltr">test case 1.txt: Full conversation history for Test Case I (LFIA classification)</p><p dir="ltr">test case 2.txt: Full conversation history for Test Case II (LC-MS retention time regression)</p><p dir="ltr">revised_chat_history.txt: Test conversation illustrating new behaviors introduced by the revised system prompt</p><p dir="ltr">test case 1.py: Python script generated during Test Case I session for LFIA classification</p><p dir="ltr">test case 2.py: Python script generated during Test Case II session for retention-time regression</p><p dir="ltr"><br></p>…"

<b>Processed Temperature Data for China (1990–2022): NOAA-Derived Daily Records with Spatial Attributes​</b> حسب Javeed Iqbal (21523832)

"…</li><li>​<b>​Format​</b>​: Saved as <code>.pkl</code> (Pickle) files for efficient storage and Python compatibility.…"

Age Distribution of Parents of Registered Births in Mexico (1985-2024) حسب Montserrat Mora (20430644)

"…</p><h3>Dataset Details</h3><p dir="ltr">The dataset includes detailed annual records with the following columns:</p><ul><li><code>REGISTRATION_YEAR</code> – Year when the birth was registered</li><li><code>BIRTH_YEAR</code> – Year of birth</li><li><code>REGISTRATION_STATE</code> – Numeric ID of the state where the birth was registered</li><li><code>RESIDENCE_STATE</code> – Numeric ID of the mother’s state of residence</li><li><code>MOTHER_AGE</code> – Age of the mother at the time of birth</li><li><code>FATHER_AGE</code> – Age of the father at the time of birth</li><li><code>COUNT</code> – Number of records for each combination of the above variables</li></ul><h3>Included Files</h3><ul><li>Dataset: Complete archive of births (1985–2024) with the fields listed above, sourced from INEGI microdata.…"

MLP_mod_application_v2.zip حسب Jian Li (20881226)

"…<p dir="ltr">The python source code for predicting the spatial location of macrophages using single cell dataset. …"

Data for "Are pseudo first-order kinetic constants properly calculated for catalytic membranes?" حسب 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).…"

MEG Dataset and Analysis Scripts for “The Effects of Task Similarity During Representation Learning in Brains and Neural Networks” حسب 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. …"

Data repository for "Interacting topological quantum chemistry of Mott atomic limits" (Phys. Rev. B <b>107</b>, 245145, 2023) حسب 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.…"

The artifacts and data for the paper "DD4AV: Detecting Atomicity Violations in Interrupt-Driven Programs with Guided Concolic Execution and Filtering" (OOPSLA 2025) حسب zixuan yuan (17602152)

"…</li><li><code><strong>wllvm</strong></code>: The third-party library project WLLVM provides tools for building whole-program LLVM bitcode files from unmodified C or C++ source packages.…"

<b>Myelin Basic Protein (MBP) Degradome Foundation Atlas</b> حسب Axel Petzold (7076261)

"…</li></ul><p dir="ltr">Dataset Contents</p><p dir="ltr">The compressed archive includes:</p><ul><li>MBP_WT.csv — full degradome of wild-type MBP</li><li>MBP_R159K.csv — full degradome of the R159K MBP variant</li><li>MBP_Degradome_All.csv — merged and unified dataset combining all included MBP variants</li><li>Python source code used to generate all peptide fragments and compute peptide features</li><li>README.txt — structured technical documentation</li><li>requirements.txt — software dependency list for reproducibility</li></ul><h3>Data Format</h3><p dir="ltr">All files are provided in CSV (comma-separated values) format and include the following annotated fields:</p><ul><li><code>id</code> — structured peptide identifier (e.g., MBP_WT_10_42)</li><li><code>peptide</code> — amino acid sequence</li><li><code>start</code>, <code>stop</code> — cleavage positions</li><li><code>mz</code> — mass-to-charge ratio</li><li><code>Da</code> — molecular weight</li><li><code>Boman</code> — Boman index</li><li><code>charge</code> — net charge</li><li><code>pI</code> — isoelectric point</li><li><code>hydrophobicity</code></li><li><code>instability_index</code></li><li><code>aliphatic_index</code></li></ul><p dir="ltr">These properties enable integration into R, Python, SAS, Matlab, and machine learning workflows.…"

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

"…</p><p dir="ltr">This document provides a detailed explanation of how to reproduce all experimental results, figures and tables presented in the paper, and the key indicators in the abstract by using the shared datasets and source code. The aim is to ensure full reproducibility of the study.…"

Mexico Airports Traffic Statistics (2006–2025) حسب Montserrat Mora (20430644)

"…</li><li><b>Requirements File</b>: A <code>requirements.txt</code> file listing the Python dependencies needed to run the script.…"

Discovery of a Latent Entropy-Based Physiologic State Variable Governing Multisystem Instability in Critical Illness حسب Jordan Rabbani (22800074)

"…Contents: notebook/ – A full Google Colab notebook exported as HTML and IPYNB, containing the exact code used for data cleaning, EI computation, EI_slope derivation, cross-correlation analysis, and multivariable regression. tables/ – CSV files of the processed ei_full dataframe, the xcorr_df table (lag-based cross-correlation results), and the ss_df table (two-variable OLS models for EI_slope). figures/ – Auto-generated plots of EI trajectories and regression diagnostics (if any were produced). metadata/ – Variable dictionaries, version information for Python, NumPy, Pandas, Statsmodels, and notes on reproducibility. …"

SpaMask: Dissecting spatial domains in spatial transcriptomics by a masked graph attention autoencoder حسب Yi Liu (17324461)

"…<br>(2) Tutorial for domain identification on 10x Visium human dorsolateral prefrontal cortex (DLPFC) dataset can be found here: Train_151674.ipynb.<br>Python source code, tutorials and datasets can be also accessed at https://github.com/LYxiaotai/SpaMask.…"

Visitors to Mexico’s Archaeological Sites and Museums (1996-2025) حسب Montserrat Mora (20430644)

"…</li><li><b>Requirements File</b>: A <code>requirements.txt</code> file listing necessary Python dependencies for analysis.…"

<b>GFAP Degradome Foundation Atlas</b> حسب 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>.…"

SpaMask حسب 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.…"