Complex sentence: Unseen, one of the policemen return the baby to the nursemaid and they depart before Bidart and party realize, and they continue their search.
Split into simpler sentences: Unseen, one of the policemen returns the baby to the nursemaid and they depart. This occurs before Bidart and party realize, and they continue their search.