Software Reveals How Smiling Evolved During 100 Years Of Yearbook Photos Data mining helped researchers show the evolution of the smile in the past 100 years. The researchers created an 'average' face and smile for each decade from thousands of high school yearbook photos in the United States from the 1900s onwards. by Angela Laguipo