학술논문

Exploring Organization of Computational Notebook Cells in 2D Space
Document Type
Conference
Source
2022 IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC) Visual Languages and Human-Centric Computing (VL/HCC), 2022 IEEE Symposium on. :1-6 Sep, 2022
Subject
Computing and Processing
Visualization
Navigation
Annotations
Layout
Semantics
Directed graphs
Organizations
data science
computational notebooks
Language
ISSN
1943-6106
Abstract
Representing branching and comparative analyses in computational notebooks is complicated by the 1-dimensional (1D), top-down list arrangement of cells. Given the ubiquity of these and other non-linear features, their importance to analysis and narrative, and the struggles current 1D computational notebooks have, enabling organization of computational notebook cells in 2 dimensions (2D) may prove valuable. We investigated whether and how users would organize cells in such a "2D Computational Notebook" through a user study and gathered feedback from participants through a follow-up survey and optional interviews. Through the user study, we found 3 main design patterns for arranging notebook cells in 2D: Linear, Multi-Column, and Workboard. Through the survey and interviews, we found that users see potential value in 2D Computational Notebooks for branching and comparative analyses, but the expansion from 1D to 2D may necessitate additional navigational and organizational aids.