值得注意的是：用于计算笔记本中的数据故事讲述的即时助手
Notable: On-the-fly Assistant for Data Storytelling in Computational Notebooks
摘要：
计算笔记本广泛用于数据分析。它们的代码和执行结果的交错显示（例如，可视化）是受欢迎的，因为它们能够进行迭代分析并保留探索过程。然而，在计算笔记本中，数据结果的通信仍然具有挑战性。用户必须仔细地从无用的发现中识别有用的发现，用文本和视觉装饰来记录它们，然后用不同的工具来组织它们。根据我们对从业人员的采访，这种工作流程大大增加了他们的工作量。为了应对这一挑战，我们设计了Notable，为计算笔记本中的数据叙事提供即时帮助。它提供智能支持，以最大限度地减少记录和组织数据发现的工作，并减少在数据探索和讲故事之间切换的成本。为了评估Notable，我们对12名数据工作者进行了用户研究。用户研究参与者的反馈验证了其有效性和可用性。
英文摘要：
Computational notebooks are widely used for data analysis. Their interleaved displays of code and execution results (e.g., visualizations) are welcomed since they enable iterative analysis and preserve the exploration process. However, the communication of data findings remains challenging in computational notebooks. Users have to carefully identify useful findings from useless ones, document them with texts and visual embellishments, and then organize them in different tools. Such workflow greatly increases their workload, according to our interviews with practitioners. To address the challenge, we designed Notable to offer on-the-fly assistance for data storytelling in computational notebooks. It provides intelligent support to minimize the work of documenting and organizing data findings and diminishes the cost of switching between data exploration and storytelling. To evaluate Notable, we conducted a user study with 12 data workers. The feedback from user study participants verifies its effectiveness and usability.
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。
