~/talk

Unravel: A Fluent Code Explorer for Data Wrangling

Talkat UIST 2021 · 2021-10-10..10-14· [developer-experience, data-science]
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Unravel is a web app embedded in RStudio that opens when code is piped to unravel and surfaces intermediate dataframes with always-on visualizations and autogenerated function summaries. It supports drag-and-drop reordering and toggle switches to (un)comment so users reorder or disable steps without editing code. Reordering shows surprising effects (e.g., missing values appear in other columns). A first-use study with 14 data scientists shows it aids validating assumptions, exploring alternatives, and revealing function behavior.

AI-written summary · about

  1. 0:00Introduction
  2. 1:30Problems with Fluent Code
  3. 1:52Unravel
  4. 3:48Use Study
  5. 4:32Conclusion
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