Personally, to defer importing numpy until I can't anymore. Sometimes you just need a little matrix shenanigans, and it's a shame to have to bring in a bazooka

Personally, to defer importing numpy until I can't anymore. Sometimes you just need a little matrix shenanigans, and it's a shame to have to bring in a bazooka to get decent ergonomics and performances.