The undersides of many of the butterflies on this page have similar black patterns to their uppersides, including stripes and other markings. However, the two sides can be quite different in some cases, as in the Pipevine Swallowtail and the Spicebush Swallowtail.
So take your time looking at a butterfly not only to enjoy its beauty but also to be sure you are making the correct identification.