GameOfLife Prediction Dataset حسب David Towers (12857447)

"…</p><p dir="ltr">The data is stored in a channels-first format with a shape of (n, 1, 10, 10) where n is the number of samples in the corresponding set (50,000 for training, 10,000 for validation, and 10,000 for testing).…"

Metaverse Gait Authentication Dataset (MGAD) حسب sandeep ravikanti (20704127)

"…Data Structure & Format</b></h2><ul><li><b>File Format:</b> CSV</li><li><b>Number of Samples:</b> 5,000 users</li><li><b>Number of Features:</b> 16 gait-based features</li><li><b>Columns:</b> Each row represents a user with corresponding gait feature values</li><li><b>Size:</b> Approximately (mention size in MB/GB after upload)</li></ul><h2><b>3. …"

MSc Personalised Medicine at Ulster University حسب Steven Watterson (100045)

"…</b> Introducing computational approaches to studying genes, proteins or metabolites, this module teaches Python coding, data analysis and how to work with the databases that support data analysis.…"

<b>AI for imaging plant stress in invasive species </b>(dataset from the article https://doi.org/10.1093/aob/mcaf043) حسب Erola Fenollosa (20977421)

"…Samplings were performed during solar midday and on clear sunny days. …"

<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)

"…</b> Movements of Lambda C.37, Gamma P.1.12, Omicron XBB.2.6, and Omicron DJ.1 lineages inferred from phylogeographic analysis. Arcs represent transitions between countries of sample collection, projected in Plate Carrée at a scale of 1000 km. …"

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. …"

Data Sheet 1_Feasibility of predicting next-day fatigue levels using heart rate variability and activity-sleep metrics in people with post-COVID fatigue.csv حسب Nana Yaw Aboagye (22637360)

"…Background<p>Post-COVID fatigue (pCF) represents a significant burden for many individuals following SARS-CoV-2 infection. …"

Predictive Analysis of Mushroom Toxicity Based Exclusively on Their Natural Habitat. حسب Enrico Bertozzi (22461709)

"…The analysis was conducted in a Jupyter Notebook environment, using Python and libraries such as Scikit-learn and Pandas. …"

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

"…</p><p dir="ltr"><b>Input:</b></p><ul><li><code>raw_data/glasgow_open_built/glasgow_open_built_areas.shp</code> - Grid defining sampling points</li></ul><p dir="ltr"><b>Command:</b></p><pre><pre>python svi_module/get_svi_data.py<br></pre></pre><p dir="ltr"><b>Output:</b></p><ul><li><code>svi_module/svi_data/svi_info.csv</code> - Image metadata (IDs, coordinates)</li><li><code>svi_module/svi_data/images/</code> - Downloaded street view images</li></ul><h3>Step 2: Predict Perceptions</h3><p dir="ltr">Use pre-trained deep learning models to predict perceptual qualities (safety, beauty, liveliness, etc.) from street view images.…"

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. …"

MYCroplanters can quantify the interaction between pathogenic and non-pathogenic bacteria and their effects on plant health. حسب Melissa Y. Chen (11301882)

"…Figure panel created in BioRender (b) A sample image from a plate containing Mock, <i>Pseudomonas</i> spp. …"

<b>Engineered Muscle-Derived Extracellular Vesicles Boost Insulin Sensitivity and Glucose Regulation</b> حسب Hagit Shoyhet (21090650)

"…Proteomic analyses were run with Python-V3.9.2 miRNA and protein figures were plotted using R</p>…"

Automatically Generated Chemical KG حسب Connor Oryan (19851477)

"…The files are in JSON format and are intended to be loaded within Python as dictionaries. The <i>Full_SSKG.json </i>file is approximately 11GB in size when extracted. …"

Supplementary Data: Biodiversity and Energy System Planning - Queensland 2025 حسب Andrew Rogers (17623239)

"…</p><h2>Software and Spatial Resolution</h2><p dir="ltr">The VRE siting model is implemented using Python and relies heavily on ArcGIS for comprehensive spatial data handling and analysis.…"

Datasets حسب Rishabh Das (20960957)

"…The Python program also randomly opens and closes the valve. …"