I think my doc is properly tested.

Hi, If you feel like adding this link on your ReadMe which is displayed by default when someone clicks on your repo please do accept this pull request. I did not give this pull request before as I wanted my docs to be tested more. Now as Erwan and a few others including me have gone through this doc a few times, I think this doc is ready.