COLUMBUS (WCMH) — Wallethub.com released a new study Wednesday ranking 182 of the country’s largest cities based on the happiness of their residents.

The website said it examined each city based on 31 indicators of happiness, ranging from the depression rate to the income growth rate to average leisure time spent per day.

Fremont, California, was listed as the happiest city in the United States, while Detroit, Michigan, came in last.

Wallethub said the study compared 182 of the largest cities — including the 150 most populated U.S. cities, plus at least two of the most populated cities in each state — across three key dimensions:

The study also found three cities in California — San Francisco, Oakland and Fremont — had the lowest rate for depression. Meanwhile, Billings, Montana, came in with the highest depression rate.

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