2018
DOI: 10.1109/tvcg.2017.2723393
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Keshif: Rapid and Expressive Tabular Data Exploration for Novices

Abstract: General purpose graphical interfaces for data exploration are typically based on manual visualization and interaction specifications. While designing manual specification can be very expressive, it demands high efforts to make effective decisions, therefore reducing exploratory speed. Instead, principled automated designs can increase exploratory speed, decrease learning efforts, help avoid ineffective decisions, and therefore better support data analytics novices. Towards these goals, we present Keshif, a new… Show more

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Cited by 48 publications
(39 citation statements)
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“…Beyond notebooks, several toolkits exist for quickly creating visualizations for exploratory data analysis [SWH14, SMWH17a, MNV16, YEB18]. However, these systems generally do not provide support for insight management during EDA.…”
Section: Introductionmentioning
confidence: 99%
“…Beyond notebooks, several toolkits exist for quickly creating visualizations for exploratory data analysis [SWH14, SMWH17a, MNV16, YEB18]. However, these systems generally do not provide support for insight management during EDA.…”
Section: Introductionmentioning
confidence: 99%
“…Given that there are 297 individual PMI annotations in the five CTC and three FTC (6,8,9) that were tested, and that they are observed 36 times for annotation limitations, then there are 10,692 total observations (297x36) of the PMI annotations.…”
Section: Analysis Of Verification Testing Resultsmentioning
confidence: 99%
“…The figures are screenshots from the Keshif 2 web-based data exploration environment [8]. The input for Keshif is a spreadsheet of values where each column maps to a different value type in the Keshif display.…”
Section: Distribution Of Pmi Annotationsmentioning
confidence: 99%
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“…The web application is based on the existing database application for publication created with Keshif, a Javascript library providing an automated web-based interface for tabular data exploration that can be integrated or used as a web service [6]. The source code of the sample application was customized for the purpose of the database of historical atlases with basic web development technologies (JavaScript, HTML, CSS) with the use of selected JavaScript libraries, such as the D3 library, jQuery library, JSAPI.js or Moment.js.…”
Section: Web Applicationmentioning
confidence: 99%