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- W1010365724 abstract "Though data analysis tools continue to improve, analystsstill expend an inordinate amount of time and effort manipulatingdata and assessing data quality issues. Such “datawrangling” regularly involves reformatting data values orlayout, correcting erroneous or missing values, and integratingmultiple data sources. These transforms are often difficultto specify and difficult to reuse across analysis tasks,teams, and tools. In response, we introduce Wrangler, aninteractive system for creating data transformations. Wranglercombines direct manipulation of visualized data withautomatic inference of relevant transforms, enabling analyststo iteratively explore the space of applicable operationsand preview their effects. Wrangler leverages semantic datatypes (e.g., geographic locations, dates, classification codes)to aid validation and type conversion. Interactive historiessupport review, refinement, and annotation of transformationscripts. User study results show that Wrangler significantlyreduces specification time and promotes the use of robust,auditable transforms instead of manual editing." @default.
- W1010365724 created "2016-06-24" @default.
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- W1010365724 date "2011-05-07" @default.
- W1010365724 modified "2023-09-27" @default.
- W1010365724 title "Wrangler: Interactive Visual Specificationof Data Transformation Scripts" @default.
- W1010365724 hasPublicationYear "2011" @default.
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