On Code Reuse from StackOverflow: An Exploratory Study on Jupyter Notebook
2023-02-23
状态已发表
摘要

Jupyter Notebook is a popular tool among data analysts and scientists for working with data. It provides a way to combine code, documentation, and visualizations in a single, interactive environment, facilitating code reuse. While code reuse can improve programming efficiency, it can also decrease readability, security, and overall performance. We conduct a large-scale exploratory study of code reuse practices in the Jupyter Notebook development community on the Stack Overflow platform to understand the potential negative impacts of code reuse. Our findings identified 1,097,470 Jupyter Notebook clone pairs that reuse Stack Overflow code snippets, and the average code snippet has 7.91 code quality violations. Through our research, we gain insight into the reasons behind Jupyter Notebook developers' decision to reuse code and the potential drawbacks of this practice.

关键词Jupyter Notebook StackOverflow Code Reuse
DOIarXiv:2302.11732
相关网址查看原文
出处Arxiv
WOS记录号PPRN:44026493
WOS类目Computer Science, Software Engineering
文献类型预印本
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/348281
专题信息科学与技术学院
信息科学与技术学院_硕士生
信息科学与技术学院_PI研究组_唐宇田组
作者单位
1.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai, Peoples R China
2.Nanjing Univ, Dept Comp Sci & Technol, Nanjing, Peoples R China
3.Southeast Univ, Sch Comp Sci & Engn, Nanjing, Peoples R China
4.Nanjing Univ Sci & Technol, Sch Comp Sci & Engn, Nanjing, Peoples R China
5.Nanjing Univ Sci & Technol, Nanjing, Peoples R China
推荐引用方式
GB/T 7714
Yang, Mingke,Zhou, Yuming,Li, Bixin,et al. On Code Reuse from StackOverflow: An Exploratory Study on Jupyter Notebook. 2023.
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