Hosea purchased back his wife from the life of prostitution.  Rehabilitated her and reconciled her back to himself.

Hosea showed his wife forgiveness, forbearance. He had to let go of his right to be angry and to choose forgiveness

This is the same path Israel would follow to  be reconciled back to God. Israel had prostituted herself by worship and sacrificing to different idols.