Chicago is one of the most popular places in the world to enjoy autumn, according to a recent analysis from Travelbag.

The travel specialists looked at Instagram hashtag volumes and Google search data during the autumn months to find the best cities for the season.

“Autumn in the US offers some of the most picturesque experiences, especially for those seeking vibrant fall foliage,” Geoff Dobson, regional destination manager for the Americas at Travelbag, said in a news release. “New York’s Central Park is a must-visit, but don’t overlook Chicago’s Millennium Park or Seattle’s scenic waterfront, all brimming with falling colors.”

Chicago came in second for Instagram hashtags, with 26,375 posts using #fallinchicago. New York was first with 41,078 posts for #fallinnewyork and Melbourne, Australia, was third with 23,811 posts using #autumninmelbourne.

“Known for its deep-dish pizza and stunning views of Lake Michigan, the Windy City’s fall temperatures can dip to the mid-40s°F (around 8°C), but that doesn’t stop visitors from enjoying its seasonal beauty,” the news release said.

Chicago and Tokyo tied for fourth in the Google search rankings, with 2,900 searches each per month for “fall in Chicago” and “autumn in Tokyo,” respectively. Portland came in first with 9,900 searches per month, Boston was second with 5,400 and Melbourne was third with 4,400.

“With Chicago’s beautiful parks and lakefronts, and Tokyo’s blend of tradition and modernity, it’s clear why these cities continue to draw attention in the fall,” the news release said.