# Lecture 12

## Topic

In this lecture you learn about webscraping and we discuss final projects.


## Lecture Slides

```{raw} html
<iframe src="_static/pdfs/sjur_scraping.pdf" width="700" height="415"></iframe>
```

```{eval-rst}
:download:`Download the slides <_static/pdfs/sjur_scraping.pdf>`
```

## Exercises


```{toctree}
---
maxdepth: 1
---
bld/notebooks/exercises/exercise_12.ipynb
bld/notebooks/solutions/exercise_12.ipynb
```