Remove some typos from the code

- cpi png was misnamed in the plotting function
- added the 'graph' category to the unemployment and gdp plot
- extra 'n' in the unemployment R code.
Add text clarifying that the plots are done in advance.

Each caption now starts with a statement that the plots are generated
automatically.