At my undergrad school Science students were required to take some Arts courses and Arts students were required to take some science courses. The difference was that the Science students took the regular English, History etc. courses while the Arts students took special Science courses designed for them ("Chemistry for Arts Students"). 
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We would do well to require all students to take Math and Science courses in grade 12 just like we do English courses.