Gene Editing using Transformer Architecture حسب Rishabh Garg (5261744)

"…., the H-Bot sequence), it facilitates on-screen gene editing, enabling targeted mutations or the insertion of desired genes. Implementation requires Python and deep learning frameworks like TensorFlow or PyTorch, with optional use of Biopython for genetic sequence handling. …"

Supervised Classification of Burned Areas Using Spectral Reflectance and Machine Learning حسب Baptista Boanha (22424668)

"…Six Python scripts are provided, each implementing a distinct machine learning algorithm—Random Forest, k-Nearest Neighbors (k-NN), Multi-Layer Perceptron (MLP), Decision Tree, Naïve Bayes, and Logistic Regression. …"

Numerical analysis and modeling of water quality indicators in the Ribeirão João Leite reservoir (Goiás, Brazil) حسب Amanda Bueno de Moraes (22559249)

"…The code implements a statistical–computational workflow for parameter selection (VIF, Bartlett and KMO tests, PCA and FA with <i>varimax</i>) and then trains and evaluates machine-learning models to predict three key physico-chemical indicators: turbidity, true color, and total iron. …"

Attention and Cognitive Workload حسب Rui Varandas (11900993)

"…<br><br>with open(file, 'r') as f:<br>    lines = f.readlines()<br><br>for line in lines[1:]:<br>    timestamp = line.split(',')[0]<br>    code = line.split(',')[-1][:-2]<br>    imgdata = base64.b64decode(code)<br>    filename = str(timestamp) + '.jpeg'<br>   <br>    mkdir('screenshot')<br><br>    with open(join('screenshot', filename), 'wb') as f:<br>        f.write(imgdata)</pre></pre><p><br></p><p dir="ltr">A characterization file containing age and gender information for all subjects in each dataset is provided within the respective dataset folder (e.g., <code>D1_subject-info.csv</code>). …"

Data from: Circadian activity predicts breeding phenology in the Asian burying beetle <i>Nicrophorus nepalensis</i> حسب Hao Chen (20313552)

"…</p><p dir="ltr">The dataset includes:</p><ol><li>Raw locomotor activity measurements (.txt files) with 1-minute resolution</li><li>Breeding experiment data (Pair_breeding.csv) documenting nest IDs, population sources, photoperiod treatments, and breeding success</li><li>Activity measurement metadata (Loc_metadataset.csv) containing detailed experimental parameters and daily activity metrics extracted using tsfresh</li></ol><p dir="ltr">The repository also includes complete analysis pipelines implemented in both Python (3.8.8) and R (4.3.1), featuring:</p><ul><li>Data preprocessing and machine learning model development</li><li>Statistical analyses</li><li>Visualization scripts for generating Shapley plots, activity pattern plots, and other figures</li></ul><p></p>…"

<b>IEEE 14 bus test systems row data </b> حسب meysam shahriyari (22599314)

"…</p><p dir="ltr">The <b>last column</b> denotes the <b>output label</b>, which can take integer values from 0 to 4, representing different stability categories.</p><p dir="ltr">The dataset was generated and preprocessed using DIgSILENT PowerFactory and Python 3.9. …"

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. …"

<b>Data and Code from 'The Perfect and Legitimate Bribe': A Transparent Record of Human-AI Collaboration in Legal Scholarship</b> حسب Joshua Stern (21748181)

"…</p><p dir="ltr">For optimal viewing of `collated-anonymized.txt`, a text editor that can handle long lines without word wrapping is recommended to preserve the indentation that represents the conversational branching structure.…"

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

"…Full source code and version details are available upon request.…"

Hippocampal and cortical activity reflect early hyperexcitability in an Alzheimer's mouse model حسب Marina Diachenko (19739092)

"…</p><p dir="ltr">All data are available upon request. The standalone Python implementation of the fE/I algorithm is available under a CC-BY-NC-SA license at <a href="https://github.com/arthur-ervin/crosci" target="_blank">https://github.com/arthur-ervin/crosci</a>. …"

Map of stations sampled during the 2023 and 2022 cruises along the coastal NESAP. حسب Brandon J. McNabb (19337538)

"…<p>Markers indicate the type of experiments conducted; black circles denote light manipulations, while stars represent DCMU addition experiments. Red labels denote stations sampled in 2023. …"

Ambient Air Pollutant Dynamics (2010–2025) and the Exceptional Winter 2016–17 Pollution Episode: Implications for a Uranium/Arsenic Exposure Event حسب Thomas Clemens Carmine (19756929)

"…Includes imputation statistics, data dictionary, and the Python imputation code (Imputation_Air_Pollutants_NABEL.py). …"

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. …"

Interleg coordination in 103 adult <i>Hypsibius exemplaris</i> individuals. حسب Emma M. Anderson (19697573)

"…Least squares regression fit line was generated via the Python package seaborn. …"

Methodological Approach Based on Structural Parameters, Vibrational Frequencies, and MMFF94 Bond Charge Increments for Platinum-Based Compounds حسب Gloria Castañeda-Valencia (20758502)

"…The developed bci optimization tool, based on MMFF94, was implemented using a Python code made available at https://github.com/molmodcs/bci_solver. …"

Cognitive Fatigue حسب Rui Varandas (11900993)

"…In our analysis, the first baseline period, although not explicitly present in the dataset, was designated as representing no CF, whereas the final baseline period was designated as representing the presence of CF. …"

Data files accompanying our PLoS One publication حسب Peter Hinow (21810605)

"…The videos were digitized and the positional data were saved in .xlsx or .csv format, respectively. The python codes contain the numerical implementations of our mathematical models.…"

<b>Dataset for manuscript: </b><b>Phylogenetic and genomic insights into the evolution of terpenoid biosynthesis genes in diverse plant lineages</b> حسب Puguang Zhao (19023065)

"…After extracting the gene IDs, make sure to add a column header named "ID" in the output file (DXR.xlsx).</p><p dir="ltr"> Python Scripts (.py): These three scripts are executed in Visual Studio Code, using Python 3.10.4 as the runtime environment.…"

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

"…(e) Figure showing data from (d) converted into binary health/disease scores. Each dot represents a single plant. Black lines with ribbons are Bayesian model predictions with 95% prediction intervals, respectively. …"

<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>svi_module/svi_data/svi_info.csv</code> - Image metadata from Step 1</li><li><code>perception_module/trained_models/</code> - Pre-trained models</li></ul><p dir="ltr"><b>Command:</b></p><pre><pre>python -m perception_module.pred \<br> --model-weights .…"