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Data Storytelling, Python
Introducing PyNarrative: A Python Library for Data Storytelling
An overview of the new Python library for data storytelling.

Data visualization is crucial for understanding complex datasets, but visualizations alone are insufficient to make audiences understand the message in the data. Data storytelling addresses this by integrating narratives with visual elements, making insights more memorable and actionable (Lo Duca, 2025).
Python offers robust visualization tools like Matplotlib, Seaborn, and Altair, but these libraries focus on graph generation rather than structured storytelling. This is where PyNarrative comes in. PyNarrative is a Python library that simplifies data storytelling by integrating annotations, context, and next-step guidance (Lo Duca and Barsotti, 2025).
In this article, we will:
- Introduce data storytelling and its importance.
- Highlight the limitations of traditional visualization libraries.
- Demonstrate PyNarrative with a practical example, including code snippets.
You’ll then learn how PyNarrative can transform raw data into structured, engaging narratives.