You're including a chart in a **PDF report or print document**: use matplotlib or seaborn - You're doing **exploratory data analysis** and want to understand distributions and correlations: use seaborn - You're sharing a chart that **stakeholders need to explore**: use plotly (HTML) - You need a **p