These flowers grew wild in my grandparents' home in northern Ohio. As little kids, we would pick them along with all sorts of other wildflowers. But I don't recall the flowers being quite as large as yours in the pictures. Could be a different variety. I agree with @HippieChick, "weeds" are plants where you don't want them. There are a couple weeds I either grow or would like to grow in my garden.