The best-selling albums by female artists include Whitney Houston's 'The Bodyguard' soundtrack with over 45 million copies, Shania Twain's 'Come On Over' with over 40 million copies, and Alanis Morissette's 'Jagged Little Pill' with over 33 million copies.