Modules organization over different course editions. حسب Gabriele Pozzati (21094166)

"…<p>Course editions starting from 2019 are represented side-by-side, while different working days and weeks of the same course edition are displayed vertically. …"

Supplementary material for "Euler inversion: Locating sources of potential-field data through inversion of Euler's homogeneity equation" حسب Leonardo Uieda (97471)

"…Euler inversion is also fast to execute on a standard computer, making it a practical alternative to Euler deconvolution on an Earth scientists toolbox.</p><h2>License</h2><p dir="ltr">All Python source code (including <code>.py</code> and <code>.ipynb</code> files) is made available under the MIT license. …"

Time-cumulative measure of TMS-evoked activity propagation. حسب Jinming Xiao (12517096)

"…For example, the arrow from the left hemisphere-dominant modules to the right hemisphere-dominant modules represents the total directed connectivity from modules 1, 2, 3, and 4 to modules 5, 6, 7, and 8. …"

Collocation and Contextual Analysis of 'Anglais' in Algerian and French Press Corpora حسب Bouri Hadj (17214271)

Deakin IoT Traffic Dataset حسب Aleksandar Pasquini (13092765)

Experimental Set-up and analysis حسب Damien Genettais (21387230)

"…(c) Slugs were tracked with wrMTrck imageJ plugin (2) yielding slug trajectories, (x,y) coordinates. …"

The global dryland lake storage (GDLS) dataset حسب Gang Zhao (18368925)

"…This dataset contains five files:</p><p dir="ltr"><b>1. 1_Dryland_lakeArea.parquet</b><br>Monthly lake areas (square kilometer) for 105400 lakes and reservoirs from Mar 1984 to Dec 2020.<br><b>2. 2_Dryland_lakeElevation.</b><b>parquet</b><br>Monthly lake elevation (m) for 105400 lakes and reservoirs from Mar 1984 to Dec 2020.…"

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

"…The horizontal black line represents the health score cut-off distinguishing healthy from diseased plants (>400), which was derived from an average cutoff value from human-ranked plant images (<a href="http://www.plospathogens.org/article/info:doi/10.1371/journal.ppat.1012894#ppat.1012894.s003" target="_blank">S2 Fig</a>). …"

<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>perception_module/output_data/glasgow_perception.nc</code> - Perception scores from Step 2</li></ul><p dir="ltr"><b>Command:</b></p><pre><pre>python cluster_module/cluster_perceptions.py<br></pre></pre><p dir="ltr"><b>Output:</b></p><ul><li><code>cluster_module/output_data/clusters.shp</code> - Shapefile of neighbourhood boundaries</li></ul><h2>Quick Test</h2><p dir="ltr">To test the clustering module with demo data:</p><pre><pre>python cluster_module/cluster_perceptions.py<br></pre></pre><p dir="ltr">This uses the pre-computed embeddings from <code>perception_module/pred_output/20250626_*_embedding_efficientnet.nc</code>.…"

Chromosomal rearrangements among clade A pathogenic <i>Cryptococcus</i> species. حسب Marco A. Coelho (7353659)

"…Asterisks denote chromosomes comprising two contigs interrupted at the rDNA array. Diagrams were generated using a custom Python script (available at <a href="https://doi.org/10.5281/zenodo.15686462" target="_blank">https://doi.org/10.5281/zenodo.15686462</a>) based on pairwise alignments from minimap2.…"

Computing speed and memory usage. حسب David Berling (22170661)

"…Memory consumption was recorded as the maximum resident size during simulation monitored with the Python built-in module resource. Parametrization of simulations shown in this figure: Light predictions with the original MATLAB software were simulated at the application’s default parametrization as described for the previous figure (<a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0330681#pone.0330681.g002" target="_blank">Fig 2</a>). …"

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

"…</li></ul></li></ul><p dir="ltr"><br></p><ul><li><code><strong>.flo</strong></code>: binary file with EEG samples stored as little-endian 4-byte floats in <b>channel-major order</b>:<br>[Channel 1: sample 1 ... last sample] [Channel 2: sample 1 ... last sample] ...</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).…"

Comparison of MODIS and SGLI Albedo Retrievals Over the Sea of Okhotsk (January-May 2021) حسب Yingzhen Zhou (19723405)

"…</p><h2>Spatial Coverage:</h2><p dir="ltr">• Latitude: 40° to 64° N<br>• Longitude: 135° to 165° E</p><p><br></p><h2>Format:</h2><p dir="ltr"><br>The dataset is provided in NetCDF format (.nc), which can be read and analyzed using common geospatial and scientific data tools such as Python’s xarray or Panoply.…"

Supplementary Material for: Demographic Trends, Coalterations, and Imatinib Resistance across Genomic Variants in Gastrointestinal Stromal Tumors: An AACR Project GENIE Analysis حسب Stecko H. (19715551)

"…Introduction: Gastrointestinal stromal tumors (GIST) are the most common mesenchymal neoplasm of the gastrointestinal tract, the treatment of which represents a significant breakthrough in targeted cancer therapy. …"

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. …"

VPS13C is required for the regulation of SCV morphology and fission. حسب Anna K. Waldmann (22250729)

"…</i> Typhimurium and stained for LAMP1 and <i>Salmonella</i> 10 h p.i.. b, Quantifications of (a), 100 infected cells assessed for presence of SIFs, SISTs, multi-bacterial SCVs and hyper replication; <i>p</i> value was calculated using two-way analysis of variance (ANOVA) (n = 4). c, Representative transmission electron micrograph (TEM) of an infected <i>VPS13C</i> KO HeLa cell and control cell. …"

PepENS حسب Abel Chandra (16854753)

"…Example input files—HSE_Features_user.dat, T5_Features_user.dat, and PSSM_Features_user.dat—are provided for the PepENS_user.py script to demonstrate the correct file format and setup.</p><h2>Packages</h2><p dir="ltr">python 3.8.20<br>numpy 1.24.3<br>pandas 1.5.0<br>matplotlib 3.7.5<br>tensorflow 2.13.0<br>pyDeepInsight 0.2.0<br>scikit-learn 1.3.2<br>catboost 1.2.5</p>…"

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

"…Data is available in .txt files, with a two column format, one for voltage, measured in volts and the other for current, measured in Ampere’s. …"

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

"…</li><li><b>Gait Symmetry Index (%)</b>: Measure of symmetry between left and right gait cycles.</li></ul><h2><b>4. How to Use the Dataset</b></h2><ul><li>Load the dataset in Python using Pandas:</li></ul><p><br></p><ul><li>Use the features for machine learning models in biometric authentication.…"

VPS13C contributes to ER-SCV contact formation. حسب Anna K. Waldmann (22250729)

"…<p>a, Representative images of random 2D TEM sections of <i>VPS13C</i> KO and control HeLa cells. …"