Photos Show How Smiles Have Widened Over the Decades
Flip open a school yearbook and you’ll find a window into the past. The often awkwardly-posed photographs offer enough clues about trends of bygone years that data scientists are now looking to those annual publications for information. One of the first efforts to do so points to one peculiar finding: Students have become more smiley over the years.
An analysis of nearly 38,000 American high-school yearbook photos from the 1900s to the 2010s shows the gradual shift from serious to lighthearted expressions, reports Steve Dent for Engadget. Average hairstyles and fashion can also be gleaned from the composite images created by researchers at the University of California, Berkeley.
The team analyzed 949 scanned yearbooks for senior-class portraits. They grouped the photos by gender and decade to create the average face and expression for each period. The algorithm they used also identified styles corresponding to each decade: Curly bangs for women in the 1940s, flipped hair for women in the 1960s and long straight styles of recent years. (Sorry guys, your hair is rather static.) The algorithm was even able to identify unclassified portraits by the decade in which they were snapped.
Also visible in the composite photos is the gradual increase in racial diversity. The researchers point out that African Americans were not well-represented in high schools until the middle of the 20th century.