For this, you can search through IPEDS. Bucknell, for example, recently graduated 6 physics majors, 6 chemistry majors and 16 math majors: https://nces.ed.gov/collegenavigator/?q=Bucknell&s=all&id=211291#programs. When comparing across colleges, I recommend you adjust figures you encounter for the size of the school.