something does not need explanation
Her behavior speaks for itself, and it doesn't matter what anyone else thinks about it. Is the experiment a success? I think the numbers speak for themselves. Usage notes: often used in the form let something speak for itself: The record company didn't push her album, they simply put it out and let the music speak for itself.