Behavioural machine activity for benign and malicious Win7 64-bit executables by Peter Burnap (19078697)

“…</li></ul><p><br></p><p><strong>Dataset 2:</strong></p><ul><li>filename = "data_2.csv"</li><li>2345 benign samples </li><li>2286 malicious samples</li><li>Up to 20 seconds execution per file</li><li>The data was collected in a VirtualBox[1] virtual machine using Cuckoo Sandbox[2] with a custom package written in the python library, Psutil[4] to collect the machine activity data. …”

PepENS by Abel Chandra (16854753)

“…To run the tool, execute the script PepENS_user.py (located in the Dataset1 directory). Before using the tool, users must generate three types of features: the PSSM (see <a href="https://www.ncbi.nlm.nih.gov/books/NBK2590/" rel="nofollow" target="_blank">PSI-BLAST tutorial</a>), the Transformer embeddings (see <a href="https://github.com/agemagician/ProtTrans" target="_blank">ProtTrans usage guide</a>), and the HSE features (via <a href="https://github.com/biopython/biopython/blob/master/Scripts/PDB/hsexpo.py" target="_blank">hsexpo program</a> with Exposure Types CN, HSEBD, and HSEBU). …”

USDA-ARS Tucson, Arizona 2014-2022 Data Reservoir of Field Experiments with Managed Honey Bee Colonies: Annotated Hive Frame Photos: Dataset I by Vladimir Kulyukin (21983990)

“…</p><p dir="ltr">SRC/ also contains the following Python scripts that we used for training YOLO networks:</p><p dir="ltr">(a) train_valid_split.py -- splits all alldata.txt in USDA_ARZ_DATA_YOLO_19june2025.zip into train.txt and valid.txt for YOLO training.…”

Automatically Generated Chemical KG by 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. …”

100-m resolution Age-Stratified Population Estimation from the 2020 China Census by Township (ASPECT) by Yang Ju (12472821)

“…Once uncompressed, the GEOTIFF files can processed by GIS software such as ArcGIS, and by programing language packages such as Rasterio in Python.…”

<b>Visium spatial transcriptomics data for individual oral squamous cell carcinoma (OSCC) patients</b> by Ken Furudate (13018584)

“…</li><li>Supplementary spatial metadata components (pickled Python objects) for use with the integrated AnnData object are available at Figshare (<a href="https://doi.org/10.6084/m9.figshare.20408067" rel="noopener" target="_blank">https://doi.org/10.6084/m9.figshare.20408067</a>).…”

data for PONE-D-25-41664 by Ying Song (22646597)

“…Software Requirements</p><p dir="ltr">This dataset is provided in .xlsx format and can be opened with:</p><p><br></p><p dir="ltr">Statistical software: R, Stata, Python (pandas)</p><p dir="ltr">Spreadsheet programs: Microsoft Excel, Google Sheets, LibreOffice Calc</p><p><br></p><p dir="ltr">8. …”

Cerebellum cell type collaboration database by Maxime Beau (7092260)

“…url=https://en.wikipedia.org/wiki/Hierarchical_Data_Format&data=05|02|christine.buckley@ucl.ac.uk|38143a9b01cd4bf12d3608dd5a5ed511|1faf88fea9984c5b93c9210a11d9a5c2|0|0|638766085530777814|Unknown|TWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ==|0|||&sdata=un5vN2R7ugo2Fv43yXXJKZep9Q2Jlyck9+gN5Pm3Qt0=&reserved=0" target="_blank">Hdf5</a> files can be easily opened with Python, MATLAB and many other programming languages.…”