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Better Code, Better Sharing: On the Need of Analyzing Jupyter Notebooks

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conference contribution
posted on 2023-11-29, 18:14 authored by Jiawei Wang, Li Li, Andreas ZellerAndreas Zeller
By bringing together code, text, and examples, Jupyter notebooks have become one of the most popular means to produce scientific results in a productive and reproducible way. As many of the notebook authors are experts in their scientific fields, but laymen with respect to software engineering, one may ask questions on the quality of notebooks and their code. In a preliminary study, we experimentally demonstrate that Jupyter notebooks are inundated with poor quality code, e.g., not respecting recommended coding practices, or containing unused variables and deprecated functions. Considering the education nature of Jupyter notebooks, these poor coding practices as well as the lacks of quality control might be propagated into the next generation of developers. Hence, we argue that there is a strong need to programmatically analyze Jupyter notebooks, calling on our community to pay more attention to the reliability of Jupyter notebooks.

History

Preferred Citation

Jiawei Wang, Li Li and Andreas Zeller. Better Code, Better Sharing: On the Need of Analyzing Jupyter Notebooks. In: International Conference on Software Engineering (ICSE). 2020.

Primary Research Area

  • Secure Connected and Mobile Systems

Name of Conference

International Conference on Software Engineering (ICSE)

Legacy Posted Date

2020-10-15

Open Access Type

  • Unknown

BibTeX

@inproceedings{cispa_all_3256, title = "Better Code, Better Sharing: On the Need of Analyzing Jupyter Notebooks", author = "Wang, Jiawei and Li, Li and Zeller, Andreas", booktitle="{International Conference on Software Engineering (ICSE)}", year="2020", }

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