It is sometimes the case that people have only access to exchanges in their own country.
If people in that area decide to buy more bitcoins (maybe because of some economic crisis), the price in that region increases because most people have no other option than to buy at that high price.
People who can buy wherever they want are not affected because they can choose the lowest price!