This is a $1.5 billion increase from 2015, according to the National Retail Federation’s annual survey conducted by Prosper Insights & Analytics. And it’s the highest it’s ever been in the survey’s 11-year history.

The increase is partly due to the average $82.93 consumers are willing to spend on Halloween festivities this year—a jump from $74.34 last year. Overall, Americans are slated to spend a whopping $3.1 billion on costumes, $2.5 billion on candy, $2 billion on decorations, and $390 million on greeting cards, according to the survey.

Nearly all (94%) of the 6,791 consumers surveyed about their Halloween shopping plans plan on buying candy, according to the NRF.

“Consumers are eager to celebrate Halloween, especially given that eight in 10 Americans will shop by mid-October. That is the highest we have seen in the survey history,” Prosper Insights principal analyst Pam Goodfellow said in a statement. “Americans will enjoy taking advantage of early-bird promotions both online and in-store as they kick off the fall season.”

Social media is the usual go-to for costume ideas, with 17% of respondents using Pinterest and another 17% using Facebook to inspire their Halloween look. Nineteen percent found their idea via family and friends, and 16% were inspired through popular culture. A modest 14% of respondents were inspired through print media, according to the survey.