Advancing Solar Magnetic Field Modeling by Carlos António (21257432)

“…<br><br>We developed a significantly faster Python code built upon a functional optimization framework previously proposed and implemented by our team. …”

Supplementary material for "Euler inversion: Locating sources of potential-field data through inversion of Euler's homogeneity equation" by Leonardo Uieda (97471)

“…<p dir="ltr">This repository contains the data and source code used to produce the results presented in:</p><blockquote><p dir="ltr">Uieda, L., Souza-Junior, G. …”

Data Sheet 1_Predicting the prognosis of patients with sudden sensorineural hearing loss by analyzing the audiometric curve of the unaffected ear.zip by Xuan Sun (619836)

“…</p>Methods<p>The study employs piecewise curve fitting to simplify the changing trend of audiograms in the unaffected ear of USSNHL patients into the slopes of three straight lines. Utilizing Python, the research team conducts a cluster analysis on the 229 patients’ audiometric characteristics and trains the clustering results into an algorithm model. …”

LNP drug delivery image data by Philip Harrison (8899735)

“…</div><div><br></div><div><u>Python code:</u></div><div><a href="https://github.com/pharmbio/phil_LNP_modelling">https://github.com/pharmbio/phil_LNP_modelling</a><br></div><div><br></div><div><br></div><div><br></div><div><br></div><div><br></div><p></p>…”

Physics-Informed Neural Networks to Develop Site-specific Pedotransfer Functions by Pengfei Qi (21994133)

“…<p dir="ltr">Pedotransfer functions (PTFs) are widely used to estimate soil hydraulic properties based on easily accessible soil information, playing an important role in the parameterization of earth surface models.The “SPTF_SUR.py” script serves as an integrated suite of SPTF models and surrogate models. …”

Fast, FAIR, and Scalable: Managing Big Data in HPC with Zarr by Alfonso Ladino (21447002)

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.…”

Investigating the advantages and disadvantages of available open-source frameworks for prototyping data-based applications by eRNZ Admin (6438486)

Folder with all data and algorithms by Jorge Servert Lerdo de Tejada (22290001)

“…Despite its promise, clinical translation remains constrained by competing demands for signal strength and patient safety under laser illumination. In this study, we present an open-source, Python-based computational framework that unifies photon transport modeling, probe geometry optimization, and photothermal safety assessment into a single workflow. …”

Bayesian Inference on Brain-Computer Interfaces via GLASS by Bangyao Zhao (21222677)

“…However, the low signal-to-noise ratio (SNR) and complex spatial/temporal correlations of EEG signals present challenges in modeling and computation, especially for individuals with severe physical disabilities—BCI’s primary users. …”

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

“…</p><p dir="ltr">Full <a href="https://github.com/MattStammers/Pteredactyl" rel="noopener noreferrer" target="_blank">Documentation</a> for the project can be found <a href="https://github.com/MattStammers/Pteredactyl" rel="noopener noreferrer" target="_blank">here</a></p><h2>Background</h2><p dir="ltr">We introduce a concentrated validation battery to the open-source OHDSI community, a Python module for cPII redaction on free text, and a web application that compares various models against the battery. …”

CNG-ARCO-RADAR.pdf by Alfonso Ladino (21447002)

“…This approach uses a suite of Python libraries, including Xarray (Xarray-Datatree), Xradar, and Zarr, to implement a hierarchical tree-like data model. …”

Galaxy Zoo: Cosmic Dawn -- morphological classifications for over 41,000 galaxies in the Euclid Deep Field North from the Hawaii Two-0 Cosmic Dawn survey by James Pearson (554629)

“…Most files are given in .parquet format, which is a fast csv-like format that can be read in with the pandas Python package as DataFrames using pd.read_parquet(loc, columns=[]). …”

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

“…<p dir="ltr">We present Critical Planck Spin Dynamics (CPSD), a parameter-free theory of quantum spacetime deriving all fundamental constants from pure geometry. …”

Online Test-time Adaptation for Interatomic Potentials by Cui Taoyong (18076012)

“…The MD simulations for evaluating the performance of TAIP are conducted using the Atomic Simulation Environment (ASE) Python library. SchNet and PaiNN are used, respectively, as the baseline models to produce the potential energy and interatomic forces. …”

<b>EEG dataset for multi-class Chinese character stroke and pinyin vowel handwriting imagery (16 subjects, CCS-HI & SV-HI)</b> by Fan Wang (22125886)

“…Preprocessing & Trial Integrity</h3><p dir="ltr">The publicly released dataset contains raw EEG data (no preprocessing); preprocessing (via MNE-Python, code in code folder) was only conducted for model training/testing: 1–40 Hz Butterworth bandpass filtering + 50 Hz notch filtering for noise reduction, manual bad channel labeling (EEGLAB) and spherical spline interpolation (per BIDS _channels.tsv), downsampling from 1000 Hz to 250 Hz, z-score normalization per trial, and epoch extraction of the 0–4 s imagery period (for both tasks). …”

Automated Discovery of Semantic Attacks in Multi-Robot Navigation Systems - Research Artifacts by Doguhan Yeke (21498410)

“…</li></ul><h4><b>Attacks on GLAS:</b></h4><p><br></p><ul><li>Raven models the GLAS algorithm as a Python module to be used by the falsification framework.…”

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

“…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. …”

Vector-to-Image Converted Building Footprints or Building Change Detection by anonymous (20480480)

“…And we explore a more explainable multi-stage workflow of deep models.</p><p dir="ltr">1．<b>Python environment</b>: requirements.txt</p><p dir="ltr">2．…”

Datasets and Trajectories for Online Test-time Adaptation for Better Generalization of Interatomic Potentials to Out-of-distribution Data by Cui Taoyong (18076012)

“…The MD simulations for evaluating the performance of TAIP are conducted using the Atomic Simulation Environment (ASE) Python library. SchNet and PaiNN are used, respectively, as the baseline models to produce the potential energy and interatomic forces. …”