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Percolation theory using Python by Malthe-Sørenssen, Anders

“… Readers will learn how to generate, analyze, and comprehend data and models, with detailed theoretical discussions complemented by accessible computer codes…”
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Decoding the JAK-STAT Axis in Colorectal Cancer with AI-HOPE-JAK-STAT: A Conversational Artificial Intelligence Approach to Clinical–Genomic Integration by Yang, Ei-Wen, Waldrup, Brigette, Velazquez-Villarreal, Enrique

“…: AI-HOPE-JAK-STAT combines large language models (LLMs), a natural language-to-code engine, and harmonized public CRC datasets from cBioPortal…”
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VULCAN: An Open-source, Validated Chemical Kinetics Python Code for Exoplanetary Atmospheres by Tsai, Shang-Min, Lyons, James R., Grosheintz, Luc, Rimmer, Paul B., Kitzmann, Daniel, Heng, Kevin

“…We present an open-source and validated chemical kinetics code for studying hot exoplanetary atmospheres, which we name VULCAN…”
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SciPy 1.0: fundamental algorithms for scientific computing in Python by Virtanen, Pauli, Gommers, Ralf, Oliphant, Travis E., Haberland, Matt, Reddy, Tyler, Cournapeau, David, Burovski, Evgeni, Peterson, Pearu, Weckesser, Warren, Bright, Jonathan, van der Walt, Stéfan J., Brett, Matthew, Wilson, Joshua, Millman, K. Jarrod, Mayorov, Nikolay, Nelson, Andrew R. J., Jones, Eric, Kern, Robert, Larson, Eric, Carey, C J, Polat, İlhan, Feng, Yu, Moore, Eric W., VanderPlas, Jake, Laxalde, Denis, Perktold, Josef, Cimrman, Robert, Henriksen, Ian, Quintero, E. A., Harris, Charles R., Archibald, Anne M., Ribeiro, Antônio H., Pedregosa, Fabian, van Mulbregt, Paul

“… Since its initial release in 2001, SciPy has become a de facto standard for leveraging scientific algorithms in Python, with over 600 unique code contributors, thousands of dependent packages…”
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Snakes on a Spaceship - An Overview of Python in Heliophysics by Burrell, A.G., Halford, A., Klenzing, J., Stoneback, R. A., Morley, S. K., Annex, A. M., Laundal, K. M., Kellerman, A. C., Stansby, D., Ma, J.

“…Computational analysis has become ubiquitous within the heliophysics community. However, community standards for peer review of codes and analysis have lagged behind these developments…”
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CRYSTALpytools: A Python infrastructure for the Crystal code by Camino, Bruno, Zhou, Huanyu, Ascrizzi, Eleonora, Boccuni, Alberto, Bodo, Filippo, Cossard, Alessandro, Mitoli, Davide, Ferrari, Anna Maria, Erba, Alessandro, Harrison, Nicholas M.

“…CRYSTALpytools is an open source Python project available on GitHub that implements a user-friendly interface to the Crystal code for quantum-mechanical condensed matter simulations…”
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PETAL: a Python tool for deep analysis of biological pathways by Sgroi, Giuseppe, Russo, Giulia, Pappalardo, Francesco

“… Here, we developed PETAL, a Python tool that automatically explores and detects the most relevant nodes within a KEGG pathway, scanning and performing an in-depth search…”
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Kssdtree: an interactive Python package for phylogenetic analysis based on sketching technique by Yang, Hang, Lu, Xiaoxin, Chang, Jiaxing, Chang, Qing, Zheng, Wen, Chen, Zehua, Yi, Huiguang

“… These limitations collectively impede the overall convenience and efficiency of the analysis. In this study, we introduce Kssdtree, an interactive Python package designed to address these challenges…”
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Pytim: A python package for the interfacial analysis of molecular simulations by Sega, Marcello, Hantal, György, Fábián, Balázs, Jedlovszky, Pál

“…Pytim is a versatile python framework for the analysis of interfacial properties in molecular simulations…”
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microMS: A Python Platform for Image-Guided Mass Spectrometry Profiling by Comi, Troy J., Neumann, Elizabeth K., Do, Thanh D., Sweedler, Jonathan V.

“… The fundamental workflow utilizes a whole-slide microscopy image to select targets of interest, determine their spatial locations, and subsequently perform MS analysis at those locations…”
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Cardio PyMEA: A user-friendly, open-source Python application for cardiomyocyte microelectrode array analysis by Dunham, Christopher S., Mackenzie, Madelynn E., Nakano, Haruko, Kim, Alexis R., Nakano, Atsushi, Stieg, Adam Z., Gimzewski, James K.

“…Open source analytical software for the analysis of electrophysiological cardiomyocyte data offers a variety of new functionalities to complement closed-source, proprietary tools…”
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Discovering Repetitive Code Changes in Python ML Systems by Dilhara, Malinda, Ketkar, Ameya, Sannidhi, Nikhith, Dig, Danny

“… Despite the extraordinary rise in popularity of Python-based ML systems, they do not benefit from these advances…”
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From code to reliability: Python-powered Paraconsistent Logic for alarm detection in the power gris/ Do codigo a confiabilidade: Logica Paraconsistente impulsionada por Python para a deteccao de alarmes na rede de energia by de Oliveira, Joseffe Barroso, Gino, Joao Vitor Santa Rosa, de Lima, Carlos Jose, Filho, Joao Inacio da Silva

“… This application enables the comparison of triggered alarms with the resultant logical states obtained during the analysis…”
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fv3gfs-wrapper: a Python wrapper of the FV3GFS atmospheric model by McGibbon, Jeremy, Brenowitz, Noah D., Cheeseman, Mark, Clark, Spencer K., Dahm, Johann P. S., Davis, Eddie C., Elbert, Oliver D., George, Rhea C., Harris, Lucas M., Henn, Brian, Kwa, Anna, Perkins, W. Andre, Watt-Meyer, Oliver, Wicky, Tobias F., Bretherton, Christopher S., Fuhrer, Oliver

“… As a result, researchers who use high-productivity languages for exploratory work often find these codes hard to understand, hard to modify, and hard to integrate with their analysis tools…”
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PyCDFT: A Python package for constrained density functional theory by Ma, He, Wang, Wennie, Kim, Siyoung, Cheng, Man‐Hin, Govoni, Marco, Galli, Giulia

“…We present PyCDFT, a Python package to compute diabatic states using constrained density functional theory (CDFT…”
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Statistical analysis of feature-based molecular networking results from non-targeted metabolomics data by Pakkir Shah, Abzer K., Walter, Axel, Ottosson, Filip, Russo, Francesco, Navarro-Diaz, Marcelo, Boldt, Judith, Kalinski, Jarmo-Charles J., Kontou, Eftychia Eva, Elofson, James, Polyzois, Alexandros, González-Marín, Carolina, Farrell, Shane, Aggerbeck, Marie R., Pruksatrakul, Thapanee, Chan, Nathan, Wang, Yunshu, Pöchhacker, Magdalena, Brungs, Corinna, Cámara, Beatriz, Caraballo-Rodríguez, Andrés Mauricio, Cumsille, Andres, de Oliveira, Fernanda, Dührkop, Kai, El Abiead, Yasin, Geibel, Christian, Graves, Lana G., Hansen, Martin, Heuckeroth, Steffen, Knoblauch, Simon, Kostenko, Anastasiia, Kuijpers, Mirte C. M., Mildau, Kevin, Papadopoulos Lambidis, Stilianos, Portal Gomes, Paulo Wender, Schramm, Tilman, Steuer-Lodd, Karoline, Stincone, Paolo, Tayyab, Sibgha, Vitale, Giovanni Andrea, Wagner, Berenike C., Xing, Shipei, Yazzie, Marquis T., Zuffa, Simone, de Kruijff, Martinus, Beemelmanns, Christine, Link, Hannes, Mayer, Christoph, van der Hooft, Justin J. J., Damiani, Tito, Pluskal, Tomáš, Dorrestein, Pieter, Stanstrup, Jan, Schmid, Robin, Wang, Mingxun, Aron, Allegra, Ernst, Madeleine, Petras, Daniel

“… We provide explanations and code in two scripting languages (R and Python) as well…”
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kMap.py: A Python program for simulation and data analysis in photoemission tomography by Brandstetter, Dominik, Yang, Xiaosheng, Lüftner, Daniel, Tautz, F. Stefan, Puschnig, Peter

“…). By approximating the final state of the photoemitted electron as a free electron, PT uses the angular…”
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Simple MATLAB and Python scripts for multi‐exponential analysis by Afrough, Armin, Mokhtari, Rasoul, Feilberg, Karen L.

“… This paper describes simple MATLAB and Python functions and scripts for regularized multi‐exponential analysis methods for 1D and 2D data and example test problems and experiments. Regularized least…”
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MultilayerPy (v1.0): a Python-based framework for building, running and optimising kinetic multi-layer models of aerosols and films by Milsom, Adam, Lees, Amy, Squires, Adam M., Pfrang, Christian

“…Kinetic multi-layer models of aerosols and films have become the state-of-the-art method of describing complex aerosol processes at the particle and film level…”
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CellProfiler plugins – An easy image analysis platform integration for containers and Python tools by Weisbart, Erin, Tromans‐Coia, Callum, Diaz‐Rohrer, Barbara, Stirling, David R., Garcia‐Fossa, Fernanda, Senft, Rebecca A., Hiner, Mark C., de Jesus, Marcelo B., Eliceiri, Kevin W., Cimini, Beth A.

“…CellProfiler is a widely used software for creating reproducible, reusable image analysis workflows without needing to code…”
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