New product development in the industry 4.0 era: a literature review and research agenda by Thiago Augusto Aniceski (22401616)

“…Our research revealed that People cluster discusses inclusion, customer involvement, and human-centric practices through I4.0 applications. Sustainable Development cluster emphasizes green operations, green training, and resource planning with digitalization. …”

PTPC v1.0 Numerical Baseline: Stable Multi-Bounce Cosmology Simulation by David Lewis Stewart Parry (22188211)

“…The included Python scripts simulate a low-RAM cosmological oscillator that evolves through successive nonsingular “bounces,” demonstrating a self-consistent cyclic universe in which curvature, tension, and entropy reset in finite, periodic intervals. …”

Hippocampal and cortical activity reflect early hyperexcitability in an Alzheimer's mouse model by 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>. …”

A potential pitfall in the interpretation of microscope-integrated fluorescence angiography: the center-periphery effect. - raw data by Stolk (20652617)

“…The signal was quantified using tailor-made software in Python. <b>Results</b>: A clear center-periphery effect was present in most settings in both microscopes, with the highest peripheral fluorescence signal loss in the lowest MF: 100% in the Tivato and 83% in the Pentero. …”

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

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

Presentations of the Summer School - Satellite-Based Hydrological Data Assimilation by Maike Schumacher (8023076)

“…Practical sessions to use Python and Matlab for post processing satellite gravity data were given by <a href="https://www.linkedin.com/in/cakancagatay/" target="_blank">Çağatay Çakan</a> (Aalborg University, AAU) and <a href="https://www.linkedin.com/in/nooshin-mehrnegar-99baa8151/" target="_blank">Nooshin Mehrnegar</a> (Aalborg University, AAU).…”

Optimized formulas of the gravitational field of a vertical cylindrical prism by Xiao-Le Deng (8145294)

“…The new expressions for the GP, GV, and GGT of a vertical cylindrical prism using the second-order 3D Taylor series expansion and a cylindrical shell are provided for practical applications of gravity forward modeling in the Python language at the GitHub website <a href="https://www.github.com/xiaoledeng/optimized-formulas-of-gp-gv-ggt" target="_blank">https://www.github.com/xiaoledeng/optimized-formulas-of-gp-gv-ggt</a>.…”

Supplementary Data: Biodiversity and Energy System Planning - Queensland 2025 by Andrew Rogers (17623239)

“…</p><h2>Software and Spatial Resolution</h2><p dir="ltr">The VRE siting model is implemented using Python and relies heavily on ArcGIS for comprehensive spatial data handling and analysis.…”

Globus Compute: Federated FaaS for Integrated Research Solutions by eRNZ Admin (6438486)

“…</p><p dir="ltr">Globus Compute [2] is a Function-as-a-Service platform designed to provide a scalable, secure, and simple interface to HPC resources. Globus Compute implements a federated model via which users may deploy endpoints on arbitrary remote computers, from the edge to high performance computing (HPC) cluster, and they may then invoke Python functions on those endpoints via a reliable cloud-hosted service. …”

Feature-Engineered Mouse Dynamics Dataset For Anomaly Detection by Dheeraj Reddy (21588170)

“…The dataset is suitable for advanced research and practical applications in anomaly detection, behavioral biometrics, and cyber threat analytics.…”

Electrical Tactile Dataset (Piezoelectric and Accelerometer) for textures by Dexter Shepherd (13238508)

“…This dataset aims to enhance the understanding of texture perception and improve the performance of tactile sensing systems in practical applications.</p><p dir="ltr"><b>About this file</b></p><p dir="ltr">This is a dataset made up of a piezoelectric and accelerometer tactile sensors being dragged across a surface at varying pressures. …”

<b>Environmental Footprint and Nutritional Intake of 1,000 Sichuan and Cantonese Cuisines</b> by Yin Long (8395239)

“…This resource is valuable for studies and applications aimed at promoting sustainable eating practices based on regional culinary traditions.…”

World Heritage documents reveal persistent gaps between climate awareness and local action by Yang Chen (20756166)

“…The analysis section includes a GLM model implemented in R, along with evaluation tools such as correlation heatmaps, ICC agreement analysis, and MCC-based binary classification assessment. …”

Optical Tactile (TacTip) Dataset for texture classification by Dexter Shepherd (13238508)

“…By providing both spatial and temporal dimensions of texture data, this dataset aims to enhance the understanding of texture perception and improve the performance of tactile sensing systems in practical applications.</p><p><br></p><p dir="ltr"><b>About this file</b></p><p dir="ltr">This is a dataset made up of optical tactile sensors being dragged across a surface at varying pressures. …”

Data files accompanying our PLoS One publication by 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.…”

Scipy2025: Empowering Learners: Teaching Reproducible Research with Open-Source Tools by Deborah Khider (4673140)

“…Designed for geoscientists but applicable across disciplines, LeapFROGS empowers researchers to develop coding skills, adopt reproducible practices, and streamline scientific workflows. …”

Knowledge Graph validation using SHACL Shapes by Ángel Iglesias Préstamo (19745767)

“…Leveraging Rust’s performance and safety features, rudof provides efficient validation tools and Python bindings for integration with data science workflows. …”

OHID-FF dataset for forest fire detection and classification by xin chen (20496938)

“…If you add scripts or tools that change dataset paths or formats, please update `YOLODataset/dataset.yaml` and this README accordingly.…”

Elements: Streaming Molecular Dynamics Simulation Trajectories for Direct Analysis – Applications to Sub-Picosecond Dynamics in Microsecond Simulations by Matthias Heyden (17087794)

“…This eliminates the need for intermediate storage and allows immediate access to high-frequency fluctuations and vibrational signatures that would otherwise be inaccessible. We have implemented this streaming interface in the MD engines NAMD, LAMMPS, and GROMACS</p><p dir="ltr">On the client side, we developed the IMDClient Python package which receives the streamed data, stores into a custom buffer, and provides it to external tools as NumPy arrays, facilitating integration with scientific computing workflows. …”

From GIS to HBIM and Back: Multiscale Performance and Condition Assessment for Networks of Public Heritage Buildings and Construction Components by Teresa Fortunato (21076099)

“…This case study demonstrates the outcomes and potential applications of the proposed framework, contributing to the debate on its implications for enhancing contemporary heritage evaluation and management practices.…”