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We aim to increase the flexibility at which a data worker can choose theright tool for the job, regardless of whether the tool is a code library or aninteractive graphical user interface (GUI). To achieve this flexibility, weextend computational notebooks with a new API mage, which supports tools thatcan represent themselves as both code and GUI as needed. We discuss the designof mage as well as design opportunities in the space of flexible code/GUI toolsfor data work. To understand tooling needs, we conduct a study with nineprofessional practitioners and elicit their feedback on mage and potentialareas for flexible code/GUI tooling. We then implement six client tools formage that illustrate the main themes of our study findings. Finally, we discussopen challenges in providing flexible code/GUI interactions for data workers.

mage: Fluid Moves Between Code and Graphical Work in Computational Notebooks