BRIGHAM EXPLORATION COMPANY $125,000,000 9 5/8% Senior Notes due 2014 PURCHASE AGREEMENT dated April 12, 2006 Banc of America Securities LLC Credit Suisse Securities (USA) LLC Greenwich Capital Markets, Inc. BNP Paribas Securities Corp. Hibernia South...