Jupyter: Thinking and Storytelling With Code and Data

Jupyter: Thinking and Storytelling With Code and Data
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DOI:
10.1109/mcse.2021.3059263
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发表时间:
2021-03-01
影响因子:
2.1
通讯作者:
Perez, Fernando
Perez, Fernando
中科院分区:
计算机科学4区
文献类型:
--
作者:
Granger, Brian E.;Perez, Fernando

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Jupyter项目是一个开源项目,用于在数据科学,机器学习和科学计算中广泛使用的交互式计算。我们认为,即使Jupyter帮助用户执行复杂的技术工作,Jupyter本身也解决了从根本上人性化的问题。也就是说,Jupyter帮助人类用代码和数据思考和讲述故事。我们通过描述Jupyter的三个维度来说明这一点:1)交互式计算; 2)计算叙事; 3)jupyter不仅仅是软件的想法。我们说明了这些维度对地球和气候科学实践社区的影响。
Project Jupyter is an open-source project for interactive computing widely used in data science, machine learning, and scientific computing. We argue that even though Jupyter helps users perform complex, technical work, Jupyter itself solves problems that are fundamentally human in nature. Namely, Jupyter helps humans to think and tell stories with code and data. We illustrate this by describing three dimensions of Jupyter: 1) interactive computing; 2) computational narratives; and 3) the idea that Jupyter is more than software. We illustrate the impact of these dimensions on a community of practice in earth and climate science.