15.0% live in Pennsylvania and New Mexico
10.0% live in New Jersey, Ohio, Indiana and Michigan
If you don't like people
called chip
you should probably move to
New Hampshire (None live there).
Interesting fact: New Mexico
is the state with the most
last name chip per capita.
Check out the popularity
of the last name chip
for each state in the map below.