Bug fix : Start and stop now taken in account properly

As Pierre-Luc pointed out, the start and stop arguments are not properly taken into account which leads to a bad validation dataset. This pull request corrects that issue.

@Ian : You can copy the .npy files directly from my directory : /data/lisa/exp/archambv/ (you still need to update the script files)