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1. Applied Data Science for Offer Response in Deceased Kidney Organ Transplantation

Authors: Morgan Stuart, Andrew Placona

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2. Balance of Plant Network Simulation for a Boiling Water Nuclear Reactor
Authors: Austin Rotker, Valmor F. de Alemeida

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3. Basin DNA: Gaining Subsurface Insight using Unsupervised Learning on Heterogenous Data 
Authors: Antoine Vialaussavy, Daniel Conlin, Joel Graves, Pooja Rani, Jeremy Vila

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4. Bringing New Life to an Agent-based Fish Model Using the Scientific Python Stack 

Authors: Zachary Sherman, Robert Jackson, Jason Hemedinger, Andy Huttenga, Paul Tarpey, John Hayse, 

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5. Building Machine Learning Pipelines with Kubeflow 
Author: William Horton

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6. CiteAs.org: Bridging the Gap in Software Citation 
Authors: C. Fan Du, James Howison, Heather Piwowar, Jason Priem, Patrice Lopez

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7. Combining Physics-based and Data-driven Modeling for Well Construction
Authors: Oney Erge, Eric van Oort

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8. Computation Techniques for Encrypted Data 
Author: Gajendra Deshpande

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9. Compyle: Python Once, Parallel Computing Anywhere
Authors: Aditya Bhosale, Prabhu Ramachandran

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10. Creating Interactive Network Visualizations with Pyvis and VisJS

Author: Giancarlo Perrone

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11. Customizing JupyterLab Using Extensions 
Authors: Alex Bozarth, Martha Cryan,

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12. Daskify an MPI Application for Distribution Using Dask : Learnings during Implementation 
Authors: Sangeeth Keeriyadath, Pradipta Ghosh

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13. Decentralized, Deterministic Robot Swarm Control using Blob Methods for PDEs 
Authors: Matt Haberland, Karthik Elamvazhuthi, Olga Turanova, Katy Craig, 

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14. Distributed Parallel Computing for Pressurized-Flow Dynamic Simulations 
Author: Gerardo Riano-Briceno, Lina Sela, Ben Hodges

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15. GIXStapose: An Interactive Morphology and Diffraction Viewer

Authors: Jenny Fothergill, Eric Jankowski

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16. Go Explore! Brining Python to Shell’s Geoscience Community
Authors: Yuanzhong Fan, Nathan Suurmeyer 

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17. Having your Cake and Eating it: Exploiting Python for Programmer Productivity and Performance on Micro-core Architectures Using ePython 
Authors: Maurice Jamieson, Nick Brown

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18. High-performance Operator Evaluations with Ease of Use: libCEED's Python Interface 
Authors: Valeria Barra, Jed Brown, Jeremy Thompson, Yohann Dudouit

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19. Hyperparameters--Auto-tuning to Make Performance Sing with Optuna 
Author: Crissman Loomis,

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20. Introduction to FEM Analysis with Python 
Author: Tetsuo Koyama

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21. libEnsemble: a Python Library for Dynamic Ensemble-Based Computations 
Authors: David Bindel, Stephen Hudson, Jeffrey Larson, John-Luke Navarro, Stefan Wild,

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22. Matched Filter Mismatch Losses in MPSK and MQAM Using Semi-Analytic BEP Modeling 

Authors: Mark Wickert,  David Peckham

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23. MetPy's Meteorological Data Parsing Abilities: From Surface to Upper Air 
Authors: Maxwell Grover, Ryan May

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24. MoSDeF: Molecular Simulation Design Framework, Open-source Software toward Reproducible Computational Simulation 
Authors: Co Quach, Matt Thompson, Justin Gilmer, Alexander Yang, Ray Matsumoto, Parashara Shamaprasad,  Andrew Summers, Christopher Iacovella, Clare McCabe, Peter Cummings, 

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25. Napari: Multi-dimensional Image Visualization in Python 
Authors: Kira Evans, Talley Lambert, Kevin Yamauchi, Ahmet Can Solak, Shannon Axelrod, Loïc Royer, Juan Nunez-Iglesias, Nicholas Sofroniew 

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26. Netlist Analysis and Transformation Using SpyDrNet 
Authors: Dallin Skouson, Andrew Keller, Michael Wirthlin

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27. Nonlinear Reduced Order Models for Structural Dynamics with Variational Autoencoders 

Authors: David Najera, Christopher Van Damme

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28. OOF: Open-source Finite Element Analysis for Materials 
Authors: Andrew Reid, Shahriyar Keshavarz

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29. Packaging Data and Machine Learning Models for Sharing 
Author: Elle O'Brien

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30. Parallel Programming with PyCOMPSs 
Authors: Rosa M. Badia, Javier Álvarez Cid-Fuentes, Javier Conejero, 

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31. Parsita: The Easiest Way to Parse Text in Python 
Author: David Hagen

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32. Performance Evaluation of Calorimeter Clustering Algorithms 

Authors: Alexandra Ballow, Alina Lazar

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33. Predicting ADHD Questionnaire Scores from Motor Behavior Using Machine Learning in Python

Authors: Anton Leontyev, Takashi Yamauchi, Moein Razavi

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34. Prototype to Production: Python Tools for Rapid Web Interface Development 
Authors: Scott Christensen, Marvin Brown

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35. Pyaesar: A Multi-Node Multi-Processor API 
Authors: Jamil Gafur, David Howard Neill-Asanza, Carrie Manore, Geoffrey Fairchild, 

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36. Pydra - A Flexible and Lightweight Dataflow Engine for Scientific Analyses 
Authors: Dorota Jarecka, Mathias Goncalves, Christopher Markiewicz, Oscar Esteban, Jakub Kaczmarzyk, 
Satrajit Ghosh

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37. Pymer4: Bringing R’s Powerful Mixed-modeling to Python 
Author: Eshin Jolly

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38. pynucastro: A Python Library for Exploring Nuclear Reaction Rates (Coming soon)
Authors: Michael Zingale, Donald Willcox, Lyra Cao, Kiran Eiden, Xinlong Li

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39. Python for Ground Motion Processing: Streamlining I/O for Accelerogram Data Files 
Authors: Heather Schovanec, Mike Hearne, John Rekoske

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40. Python at the Speed of Light : Introducing EinsteinPy, a Tool for General Relativity 
Author: Shreyas Bapat, Indian Institute of Technology Mandi, The EinsteinPy Project

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41. PyTorch-Based Neural Network Approximation of ODE Solutions 
Authors: Yue Wu, Arthur Edison, Jonathan Arnold, Shannon Quinn, Heinz-Bernd Schuttler, Michael Judge

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42. Quasi-orthonormal Encoding for Machine Learning Applications 
Author: Haw-Minn Lu

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43. Real-Time Software Defined Radio Using Python 
Authors: Andrew Smit, Mark Wickert

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44. Reproducibility in Research Data Science 
Authors: Ana Trisovic, Merce Crosas, 

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45. Role of Linestring Modification in Prevention of Road Network Subgraphs

Authors: Mehmet Kunt, Jennifer Zuehlke, Randy Machemehl, 

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46. Sea Level Rise and Terminal Impairment in Coastal Housing Markets 
Authors: Jacob Dice, David Rodziewicz, Chris Amante, Eugene Wahl

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47. Securing Your Collaborative Jupyter Notebooks in the Cloud using Container and Load Balancing Services 
Authors: Haw-Minn Lu, Adrian Kwong

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48. Selecting and Productionizing a Nearest Neighbor Datastore

Authors: Aaron Wieczorek, Rafael Turner, Jackie Kazil

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49. Shadow: A Workflow Scheduling Algorithm Reference and Testing Framework
Author: Ryan Bunney

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50. Spectral Analysis of Mitochondrial Dynamics: A Graph-Theoretic Approach to Understanding Subcellular Pathology
Authors: Marcus Hill, Mojtaba Fazli,  Rachel Mattson,  Andrew Durden, Frederick Quinn, Chakra Chennubhotla, 
Shannon Quinn

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51. Streamflow Prediction Using Network-aware Deep Learning in the Cloud 
Authors: Jeffrey Sadler, Xiaowei Jia, Alison Appling, Samantha Oliver, Jordan Read, Vipin Kumar,  Grey Nearing,  Frederik Kratzert, Joseph Hamman,  Richard Signell

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52. STUMPY: A Powerful and Scalable Python Library for Modern Time Series Analysis 
Author: Sean Law

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53. Test your Code with the Scientific Method!
Author: Zac Hatfield-Dodds

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54. Unsupervised Representation of Cilia Video Using A Modular Generative Pipeline 
Authors: Meekail Zain,  Quinn Wyner, Nathan Safir, Alex Eldridge, Bella Humphrey, Sonia Rao, 
Shannon Quinn

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55. Using Domain Storytelling to Develop a Context Aware Framework to Support Interdisciplinary Scientific Inquiry in yt 
Authors: Samantha Walkow, Matthew Turk

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56. Using Machine Learning to Predict Novel Gene Regulatory Interactions During Candida Albicans Biofilm Development

Authors: Akshay Paropkari, Clarissa Nobile, Suzanne Sindi

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57. Visualizing Hidden Layers of a Deep Convolutional Neural Network in Atmospheric Science Applications 
Authors: Maria Molina, David John Gagne, Andreas Prein, 

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58. Yet Another Acquisition: The Yaq Daemon Interface for Heterogeneous Instrumentation 

Authors: Kyle Sunden, Blaise Thompson, John Wright

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59. zfit: Scalable Pythonic Fitting
Authors: Jonas Eschle, Albert Puig Navarro,Rafael Silva Coutinho, Nicola Serra, Matthieu Marinangeli

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