VisAhoi: Towards a library to generate and integrate visualization onboarding using high-level visualization grammars

IF 3.8 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Visual Informatics Pub Date : 2024-06-27 DOI:10.1016/j.visinf.2024.06.001
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Abstract

Visualization onboarding supports users in reading, interpreting, and extracting information from visual data representations. General-purpose onboarding tools and libraries are applicable for explaining a wide range of graphical user interfaces but cannot handle specific visualization requirements. This paper describes a first step towards developing an onboarding library called VisAhoi, which is easy to integrate, extend, semi-automate, reuse, and customize. VisAhoi supports the creation of onboarding elements for different visualization types and datasets. We demonstrate how to extract and describe onboarding instructions using three well-known high-level descriptive visualization grammars — Vega-Lite, Plotly.js, and ECharts. We show the applicability of our library by performing two usage scenarios that describe the integration of VisAhoi into a VA tool for the analysis of high-throughput screening (HTS) data and, second, into a Flourish template to provide an authoring tool for data journalists for a treemap visualization. We provide a supplementary website (https://datavisyn.github.io/visAhoi/) that demonstrates the applicability of VisAhoi to various visualizations, including a bar chart, a horizon graph, a change matrix/heatmap, a scatterplot, and a treemap visualization.

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VisAhoi:使用高级可视化语法生成和集成可视化入门库
可视化上机支持用户从可视化数据表示中阅读、解释和提取信息。通用上机工具和库适用于解释各种图形用户界面,但无法处理特定的可视化需求。本文介绍了开发名为 VisAhoi 的上机库的第一步,该库易于集成、扩展、半自动化、重用和定制。VisAhoi 支持为不同的可视化类型和数据集创建上机元素。我们演示了如何使用 Vega-Lite、Plotly.js 和 ECharts 这三种著名的高级描述性可视化语法提取和描述上机指令。我们通过两个使用场景展示了我们库的适用性,一个场景是将 VisAhoi 集成到用于分析高通量筛选(HTS)数据的 VA 工具中,另一个场景是将 VisAhoi 集成到 Flourish 模板中,为数据记者提供树状图可视化的创作工具。我们提供了一个补充网站 (https://datavisyn.github.io/visAhoi/),该网站演示了 VisAhoi 对各种可视化的适用性,包括条形图、地平线图、变化矩阵/热图、散点图和树状地图可视化。
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来源期刊
Visual Informatics
Visual Informatics Computer Science-Computer Graphics and Computer-Aided Design
CiteScore
6.70
自引率
3.30%
发文量
33
审稿时长
79 days
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