학술논문

Benefits and Limitations of Jupyter-based Scientific Web Applications
Document Type
Conference
Source
2022 IEEE 18th International Conference on e-Science (e-Science) ESCIENCE e-Science (e-Science), 2022 IEEE 18th International Conference on. :542-550 Oct, 2022
Subject
Communication, Networking and Broadcast Technologies
Computing and Processing
Knowledge engineering
Data analysis
Scalability
Ecosystems
Data visualization
Logic gates
Libraries
Jupyter Notebook
web applications
design
development
deployment
Language
Abstract
Scientists are increasingly interested in creating standalone web-applications as computational and data analysis tools. The authors have worked with several such research groups to design, develop, and deploy such web applications that are increasingly based on Jupyter notebooks. One of the primary reasons among many to use Jupyter notebooks is the fact that research groups inheriting these applications are capable of maintaining and extending them. In this paper, we walk through the design process for one such application and discuss development environments that are best suited to Jupyter notebook development. We then explore several other applications where we employ similar design patterns. In doing so, we expound upon the benefits, limitations, and challenges of Notebook-based applications to provide a guide for other facilitators in similar situations.