I think it's one of the most famous quotations in the country (it has it's own wikipedia page[0]), and the reference wasn't exactly subtle. I'm betting most downvoters (myself included) got the reference.

[0] https://en.wikipedia.org/wiki/We_choose_to_go_to_the_Moon