Just to make sure you guys note the fact that when we test on a chunk, we don't learn from it (see the `continue` in the main loop).

In this sense it is truly held-out data, even if it's not pre-arranged.

I understand it is not standard practice, but I'm not able to convince myself it's questionable methodology so far.