Scattertext:一个基于浏览器的语料库差异可视化工具
Scattertext: a Browser-Based Tool for Visualizing how Corpora Differ
摘要:
Scattertext是一个开源工具,用于以独立于语言的方式可视化文档类别之间的语言变化。该工具提供了一个散点图,其中每个轴对应于一个术语在某类文档中出现的排名频率。通过打破平局的策略,该工具能够显示数千个可见的术语表示点,并找到空间来清晰地标记其中的数百个。Scattertext还提供了一个基于查询的可视化,显示具有相似嵌入的术语在文档类别之间的使用如何不同,以及将词袋特征的重要性得分与单变量度量进行比较的可视化。
英文摘要:
Scattertext is an open source tool for visualizing linguistic variation between document categories in a language-independent way. The tool presents a scatterplot, where each axis corresponds to the rank-frequency a term occurs in a category of documents. Through a tie-breaking strategy, the tool is able to display thousands of visible term-representing points and find space to legibly label hundreds of them. Scattertext also lends itself to a query-based visualization of how the use of terms with similar embeddings differs between document categories, as well as a visualization for comparing the importance scores of bag-of-words features to univariate metrics.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。