WfCommons: Datasets and tools for advancing scientific workflows (2025) حسب Henri Casanova (16943691)

"…To advance scientific workflow research and development, the WfCommons project aims to provide workflow datasets. These datasets will allow, for instance, researchers to obtain novel results by using the provided data to perform sound and informed evaluation of their algorithms, developers to transform the testing and evaluation of the runtime systems they develop, and educators to achieve new learning objectives by exposing students to compelling, real-world scenarios based. …"

<b>Antibiotics in the Global River System Arising from Human Consumption</b> حسب Heloisa Ehalt Macedo (10319300)

"…</p><p dir="ltr">The data repository includes 3 datasets:</p><p dir="ltr">1. Python code: python project repository including the structure necessary for the model to run.…"

MCCN Case Study 5 - Produce farm zone map حسب Donald Hobern (21435904)

"…<p dir="ltr">The MCCN project is to deliver tools to assist the agricultural sector to understand crop-environment relationships, specifically by facilitating generation of data cubes for spatiotemporal data. …"

Trustworthy and Ethical AI for Intrusion Detection in Healthcare IoT (IoMT) Systems: An Agentic Decision Loop Framework حسب ibrahim adabara (22107287)

"…</p><h2>️ Repository Structure</h2><pre><pre>agentic-ethical-ids-healthcare/<br>│<br>├── src/ # Source code for model, rule engine, and agent<br>│ ├── train_agent.py<br>│ ├── ethical_engine.py<br>│ ├── detector_model.py<br>│ └── utils/<br>│<br>├── data/ # Links or sample data subsets<br>│ ├── CIC-IoMT-2024/ <br>│ └── CSE-CIC-IDS2018/<br>│<br>├── notebooks/ # Jupyter notebooks for training and analysis<br>│<br>├── models/ # Pretrained model checkpoints (.pth, .pkl)<br>│<br>├── results/ # Evaluation outputs and figures<br>│<br>├── requirements.txt # Python dependencies<br>├── LICENSE # MIT License for open research use<br>└── README.md # Project documentation<br></pre></pre><h2>⚙️ Setup and Installation</h2><p dir="ltr">Clone the repository and set up your environment:</p><pre><pre>git clone https://github.com/ibrahimadabara01/agentic-ethical-ids-healthcare.git<br>cd agentic-ethical-ids-healthcare<br>python -m venv venv<br>source venv/bin/activate # On Windows: venv\Scripts\activate<br>pip install -r requirements.txt<br></pre></pre><h2> Datasets</h2><p dir="ltr">This project uses three datasets:</p><table><tr><th><p dir="ltr">Dataset</p></th><th><p dir="ltr">Purpose</p></th><th><p dir="ltr">Source</p></th></tr><tr><td><b>CIC-IoMT 2024</b></td><td><p dir="ltr">Primary IoMT intrusion detection dataset</p></td><td><a href="https://www.unb.ca/cic/datasets/index.html" rel="noopener" target="_new">Canadian Institute for Cybersecurity</a></td></tr><tr><td><b>CSE-CIC-IDS2018</b></td><td><p dir="ltr">Domain-shift evaluation</p></td><td><a href="https://www.unb.ca/cic/datasets/ids-2018.html" rel="noopener" target="_new">CIC Dataset Portal</a></td></tr><tr><td><b>MIMIC-IV (Demo)</b></td><td><p dir="ltr">Clinical context signals</p></td><td><a href="https://physionet.org/content/mimic-iv-demo/2.2/" rel="noopener" target="_new">PhysioNet</a></td></tr></table><blockquote><p dir="ltr">⚠️ Note: All datasets are publicly available. …"

Auxiliary and validation data for SAGEA-fluid حسب Weihang Zhang (17626761)

"…<p dir="ltr">SAGEA-fluid is an open-source Python-based solver designed to evaluate the self-attraction and loading effect (SAL), geocenter motion (GCM), and Earth orientation parameters (EOPs) including polar motion (PM) and length-of-day (LOD) variations induced by surface fluid redistribution. …"

Keyhole Imagery Global Coverage Dataset (1960–1984) حسب Hao Li (20223762)

"…</li><li><b>Code</b>: Python scripts implementing the three-step workflow (imagery classification, global grid generation, and point-based property calculation).…"

Data and some code used in the paper:<b>Expansion quantization network: A micro-emotion detection and annotation framework</b> حسب Zhou (20184816)

"…Goemotions dataset: Data and code available at https://github.com/google-research/google-research/tree/master/goemotions</p><p><br></p><p dir="ltr">The experimental environment of this project.</p><p dir="ltr">GPU：NVIDIA GeForce RTX 3090 GPU</p><p dir="ltr">Bert-base-cased pre-trained model: https://huggingface.co/google-bert/bert-base-cased</p><p dir="ltr">python=3.7，pytorch=1.9.0，cudatoolkit=11.3.1，cudnn=8.9.7.29.…"

Genomic Epidemiology of SARS-CoV-2 in Peru from 2020 to 2024 حسب Pablo Tsukayama (22614461)

"…Analysis Code</b></p><p>Core Python scripts used to curate metadata, process genomic data, perform lineage assignments, compute summary statistics, and prepare inputs for downstream phylogenetic and phylogeographic analyses. …"

Collaborative Research: Framework: Improving the Understanding and Representation of Atmospheric Gravity Waves using High-Resolution Observations and Machine Learning حسب Joan Alexander (17047170)

"…Establishing a framework for implementing and testing ML-based parameterizations in atmospheric models. Focusing first on idealized atmospheric modeling systems, we will tackle challenges associated with coupling interactively an ML-based data-driven scheme and a climate model (e.g., numerical instabilities, linking Python and Fortran). …"

The perceived wealth and physical disorder scores prediction dataset for urban China حسب Yanji Zhang (22363905)

"…They can be processed using GIS software such as ArcGIS and QGIS, as well as Python programming language packages such as Rasterio. …"

Judge the Votes: A System to Classify Bug Reports and Give Suggestions حسب 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. …"

The artifacts and data for the paper "DD4AV: Detecting Atomicity Violations in Interrupt-Driven Programs with Guided Concolic Execution and Filtering" (OOPSLA 2025) حسب zixuan yuan (17602152)

"…</li><li><code><strong>SVF</strong></code>: The third-party library project SVF provides interprocedural dependence analysis for LLVM-based languages.…"

Distribution of Birth Times in Mexico by Sex, Delivery Method and Cesarean Type (2020-2024) حسب Montserrat Mora (20430644)

"…<p dir="ltr">This project provides a Python-based tool for generating insightful 24-hour radial clock charts that visualize the distribution of births in Mexico by time of birth. …"

<b>From street view imagery to the countryside: large-scale perception of rural China using deep learning</b> حسب Yao Yao (7903457)

"…<p dir="ltr">This project includes the deep learning model code about the article "From street view imagery to the countryside: large-scale perception of rural China using deep learning," which introduces a Pair-CNN model. …"

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

"…</b> This module introduces the techniques needed to be able to work with high dimensional data (big data) and the mathematics that underpins the fundamental data science. Coding in Python, we learn how to analyse data and explore machine learning/AI based analysis</p><p dir="ltr">· <b>MPM708: Research Project (60 credits).…"

Critical Planck Spin Dynamics (CPSD): A Geometric Quantum Spacetime with Zero Free Parameters حسب Daniel Zunzunegui (22583093)

"…</p><p><br></p><p dir="ltr">KEY RESULTS:</p><p dir="ltr">- Fine structure constant: α⁻¹ = 137.035999206 (exact to 11 decimals)</p><p dir="ltr">- Three fermion generations: (30-24)/2 = 3 (geometrically inevitable)</p><p dir="ltr">- Higgs mass: 125.25 GeV (from holographic projection)</p><p dir="ltr">- Koide relation: Q = 2/3 (exact)</p><p><br></p><p dir="ltr">The theory is based on a frustrated cubic lattice at the critical point ε_c = 0.4651 with density ξ_c = φ² where φ = (1+√5)/2 is the golden ratio.…"

Aluminum alloy industrial materials defect حسب Ying Han (20349093)

"…</p><h2>Description of the data and file structure</h2><p dir="ltr">This is a project based on the YOLOv8 enhanced algorithm for aluminum defect classification and detection tasks.…"

<b>MSLU-100K: A multi-source land use dataset of Chinese major cities</b> حسب Yao Yao (7903457)

"…<p dir="ltr">The project includes the code of a deep learning model related to the paper "MSLU-100K: A Multi-Source Land Use Dataset for Major Cities in China". …"

<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)

"…<p dir="ltr">This repository contains the Python scripts used to visualize the inferred movements of respiratory virus lineages at the departmental level in Peru and internationally between countries. …"

Top Causes of Death in Mexico (1998-2023) حسب Montserrat Mora (20430644)

"…<p dir="ltr">This project provides a Python script and a comprehensive dataset for generating pyramid charts that visualize the top 30 causes of death in Mexico, disaggregated by sex. …"