What is Embargo?

The split is always chronological (past → future), never random. Randomly assigning days to train and test lets information leak between neighbouring days, because markets have memory over hours and days. It is also good practice to leave a small gap, an embargo, between periods so that overlapping effects (for example, a trade that opens at the end of one period and closes in the next) cannot leak.