The tutorial is based on how indexing and retrieval of documents take place in a search engine (argument search engine). In the end, it tells which arguments are pros and cons.
Inside solutions folder you will find solved and unsolved ipython files. I and one of my colleague made this two different way search engine It was tutorial made from the view to teach students how argumentative search engine works and then providing the solutions.