Review

Some comments:

• The checks for stationnary seems complicated. Is that really needed ? what about using first a simpler method of linear regression first, plot it, conclude that we can do better and try another approach ?
• Have a look at my comments from the commit there. It may not be valid ipython notebook (I was not able to import it), but you can get the idea.
• Use some spellchecker to fix typos