Coverage Optimized Stochastic Reinforcement Learning for Lines by Gusiyuan Wang (21196376)

“…<p dir="ltr"><b>About this project</b></p><p dir="ltr">This project is a deep reinforcement learning (DRL)-driven optimization framework called Coverage Optimized Stochastic Reinforcement Learning for Lines (COSRL) model, designed to solve MCLP-Line problems under demand uncertainty due to the use of binary coverage relationship evaluation. …”

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>).…”

Fire Ecology Database: Database exports for fire-related plant traits and vegetation responses to fire by José R. Ferrer-Paris (592994)

“…Data was exported from the database (<b>version 1.1</b>) and formatted in CSV and XLSX formats using customised Python scripts.</p><p dir="ltr">Contents:</p><ul><li>Fire-related trait records (fireveg-trait-records-model.xlsx)</li><li>Summary of fire-related information per species (fireveg-trait-report-model.xlsx)</li><li>Fire-related trait records (fireveg-trait-records.csv)</li><li>Fire-related trait records with problems for data curation (fireveg-trait-records-curation.xlsx)</li><li>Vegetation response to fire events, field data (fireveg-field-report-model.xlsx)</li><li>Vegetation response to fire events, field data (fireveg-field-records.csv)</li><li>List of references (fireveg-db-references.xlsx)</li><li>Two files with definitions of fire-related traits and attributes of field data</li></ul><p><br></p>…”

Probabilistic-QSR-GeoQA by Mohammad Kazemi (19442467)

“…Also we have written Python API for Probcog (ProbCog-API.py) and SparQ reasoners (SparQ-API.py).…”

Pteredactyl: Patient Clinical Free-Text Redaction Software by Matt Stammers (14037525)

“…</p><p dir="ltr">This is why we created <a href="https://pypi.org/project/pteredactyl/" rel="noopener noreferrer" target="_blank">Pteredactyl</a> - a python module to help with redaction of clinical free text.…”

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. …”

Data for "A multi-objective platform for autonomous property targeting and optimization of colloidal lead halide perovskite quantum dots" by Neal Munyebvu (19690954)

“…</p><p dir="ltr">The work demonstrates the use of AI-assisted multi-objective targeting and dynamic synthesis of targeted colloidal CQDs using exciton energy analysis of absorption spectra to infer both size and optical bandgap. …”

Judge the Votes: A System to Classify Bug Reports and Give Suggestions by Emre Dinç (21720032)

“…Previous research have used various machine learning based techniques and language model based techniques to tackle this problem through auto-classification of bug reports. …”

Validation data for paper "SSSort 2.0: A semi-automated spike detection and sorting system for single sensillum recordings" by Lydia Ellison (9272843)

“…In order to improve the usefulness of this data, we have included both the original Spike2 file formats (smrx and smr), as well as the complete datasets in a widely compatible format (txt) and the individual test files in a Python readable format (dll).…”

CSPP instance by peixiang wang (19499344)

“…<p dir="ltr">This Python script (<code>instance_generator.py</code>) is a tool designed to <b>programmatically generate synthetic instance data for container stowage and logistics problems.…”

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.…”

Mapping Policy Coherence in National UK Food Systems (2008– 2024): Analysing the Integration of Climate Change Mitigation and Adaptation Strategies, LEAP 2025 conference, Oxford by Ronja Teschner (20974180)

“…Van Rossum, G.; Drake, F. L. Python 3 Reference Manual, 2009.</p></td></tr></table><p></p>…”