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.

Just like with the Coachella Valley Music and Arts Festival, our team couldn’t ignore the high school parallels with some of the larger-than-life characters performing throughout the weekend.