v1-4: See 2.14, the prophet describes the Lord's love for His people, His son. He loved them and called them, taught them to walk and healed them; He drew them with bands of love, and stooped and fed them; just as a father does for his child. Yet Israel forgot this great love and mercy.
God called them out of Egypt, and they must not go back.
Part of the reason for their present rebellion is their neglect or failure to remember the blessings of the past.
v5-7: They deserve judgment, and will suffer the dominion of Assyria.
There is some appearance of religion, and some saying of prayers, but none truly exalt the Lord; see 10.13.
v8-9: "How can I give you up?" asks the Lord, for His love for His own is so deep. Here is an indication of His sorrow and grief, yet He is God, and not man, and is not controlled by fallible emotions; we must be careful in attributing human emotion to God. Even so, these words describe a real compassion for His own.
v10-11: Future blessing; they shall walk after the Lord, and dwell in their own homes.
v12: In opening chapter 12, Hosea indicates that Judah, although not yet fallen into the depths of Israel, is not without guilt.