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It is derived from a multitude of sources, including Dun & Bradstreet (D&B), government records, licensing boards, municipal directories, telephone and office machine hookups, internet connections and searches, memberships, attendee registers, web site registrations, DBAs, incorporations, yellow page and business white page directories, county courthouse records, Secretary of State data, manufacturing and other business magazines and newspapers, subscriptions, annual reports, 10Ks and other SEC filings, postal service information including National Change of Address, ZIP+4 carrier route and Delivery Sequence Files.