הושע ד:ז פירוש: רש״י

the more they have sinned against me As they multiplied and increased, so they continued to sin. (Heb. כֵן חָטְאוּ.) So is the Hebrew expression in numerous places: “As they afflicted them, so they increased (Heb. כֲּאֲשֶׁר יְעַנוּ אוֹתוֹ כֵן יִרְבֶּה);” “As they called them so they turned away from them, (Heb. קָרְאוּ לָהֶם כֵּן הָלְכוּ מִפְּנֵיהֶם Hosea 11:2),” the more the prophets called after them to rebuke them, so they ran away from them.

the more they have increased the more they have sinned Therefore “I will exchange their glory for shame.”