ShanghaiTech University Knowledge Management System
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 |
DOI | arXiv: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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