# Lab

```{attention}
**[📚 Github Classroom Link with Lab Resources](https://classroom.github.com/a/H83tmXav)**    
*Note: this link is also available on the [overview page for this week](/lectures/wk3/overview)*
```

```{topic} Learning Objectives
- Walk through an introduction to `polars`
- Get a feel for tidy data analysis in Python (vs R) 
- Explore statistical visualization with `seaborn`
- Use `polars` and `seaborn` together to create figures
```

```{topic} Additional Resources
- [Polars user guide](https://docs.pola.rs/)
- [Polars API (function/method) reference](https://docs.pola.rs/api/python/dev/reference/index.html)
- [Seaborn user guide](https://seaborn.pydata.org/tutorial.html)
- [Seaborn API](https://seaborn.pydata.org/api.html)
```