Illustration of the text transformation process before and after synonym replacement: The process begins with a sample initial text segment (Sample text before synonym replacement’... حسب Enock Niyonkuru (21246879)

Text Transformation Pipeline: An example of the multi-stage text transformation pipeline applied to a sample abstract (PMID: 30609739). حسب Enock Niyonkuru (21246879)

Correlation (a) and Mean-Absolute-Error (b) between frequencies at a reference cutoff, δ₀, and different frequencies, , at different cutoff-values, δ_scan ∊ [3... حسب Guillermo Pérez-Hernández (21156182)

LBQANA python code + Merged Gene Expression Dataset from GSE10810, GSE17907, GSE20711, GSE42568, GSE45827, and GSE61304 for Breast Cancer Biomarker Discovery حسب M RN (9866504)

Differences in compartment weights explain differences between EEG and ECoG. حسب Joseph James Tharayil (21416715)

Simplified calculation methods produce inaccurate signals. حسب Joseph James Tharayil (21416715)

Data and code from: Hatchery-reared coho salmon develop less otolith deformities in tanks with alternating water flow directions حسب Leigh Gaffney (1389855)

"…</li><li>Measurements were generated by manually classifying otolith regions in Adobe Photoshop and calculating pixel coverage using a Python script.</li><li>Representative otolith images and details of the classification workflow are provided in the main manuscript figures and Methods section. …"

Code and parameter package for long-term mapping and object-based typing of freeze–thaw colluvial deposits (1990–2024) along the Yunnan–Tibet corridor حسب Hui Ye (22308559)

"…Tested with Python 3.x/ArcGIS Pro (ArcPy) and the GEE Code Editor. …"

(A) Sampling locations and ranges of <i>I. feisthamelii</i> (purple) and <i>I. podalirius</i> (teal) butterflies. حسب Sam Ebdon (21072525)

"…The dashed line represents the approximate HZ center, based on samples collected by Lafranchis et al. …"

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

"…The samples (SRR36268464, SRR36225071) were retrieved from the NCBI Sequence Read Archive (SRA) and represent publicly available, real-world viral specimens collected during the final month of 2025, <b>the most recent temporal window available at the time of analysis.…"

<b>Code: Inferred movements of SARS-CoV-2 infections between the 25 administrative regions of Peru (Figure 3) + </b><b>International spread of four SARS-CoV-2 sub-lineages of Peruv... حسب Pablo Tsukayama (22614461)

Overview of generalized weighted averages. حسب Nobuhito Manome (8882084)

"…The code is available at <a href="https://github.com/manome/python-mab" target="_blank">https://github.com/manome/python-mab</a>.…"

Attention and Cognitive Workload حسب Rui Varandas (11900993)

"…</p><p dir="ltr">The data for subject 2 do not include the 2nd part of the acquisition (python task) because the equipment stopped acquiring; subject 3 has the 1st (N-Back task and mental subtraction) and the 2nd part (python tutorial) together in the <code>First part</code> folder (file <code>D1_S3_PB_description.json</code> indicates the start and end of each task); subject 4 only has the mental subtraction task in the 1st part acquisition and in subject 8, the subtraction task data is included in the 2nd part acquisition, along with python task.…"

Sonification of Warming Stripes حسب Christopher Harrison (9448751)

"…The base sound samples that were manipulated (within the code) to create the sonification: Warming_Stripes_Sonification/samples/gentleSound_a4.wav and Warming_Stripes_Sonification/samples/powerfulSound_bb1.wav<br>4d. …"

Physiotherapist-Assisted Wrist Movement Protocol for EEG-Based Corticokinematic Coherence Assessment حسب Fanni Kovács (21733838)

"…</li></ul><p dir="ltr"><b>Example (Python, using numpy):</b></p><pre><pre>import numpy as np, os<br><br>filename = "S113_ckc_bal_t1_01"<br><br># Read channel labels from .hed<br>channels = []<br>with open(filename + ".hed", "r") as f:<br> for line in f:<br> if line.startswith("Ch:"):<br> channels.append(line.split(":")[1].strip())<br>n_channels = len(channels)<br><br># Determine number of samples<br>filesize = os.path.getsize(filename + ".flo")<br>n_samples = filesize // (4 * n_channels)<br><br># Load EEG data<br>raweeg = np.fromfile(filename + ".flo", dtype="f4")<br>raweeg = raweeg.reshape(n_channels, n_samples)<br></pre></pre><h4><b>Notes</b></h4><ul><li>Data are organized by movement side (<code>bal</code> = left, <code>jobb</code> = right), trial (<code>t1</code>), and block repetition (01, 02).…"

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.…"

Sonification of Growing Black Hole حسب Rose Shepherd (20328444)

"…The six base sound samples that were manipulated (within the code) to create the sonification: Black_Hole_Sonification/base_sounds/xray_base_sound.wav</p><p dir="ltr">Black_Hole_Sonification/base_sounds/u_base_sound.wav Black_Hole_Sonification/base_sounds/g_base_sound.wav Black_Hole_Sonification/base_sounds/r_base_sound.wav Black_Hole_Sonification/base_sounds/i_base_sound.wav Black_Hole_Sonification/base_sounds/z_base_sound.wav</p>…"

Cognitive Fatigue حسب 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.…"

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. …"

Thermally Activated Resonant Tunnelling in GaAs/AlGaAs Triple Barrier Heterostructures حسب Craig Allford (19079081)

"…Each file is named to represent the sample wafer under test, the pins used on a 20-way ceramic package into which the sample wafers were mounted and bonded, and the temperature at which the data was taken. …"