This was the name of a 13th-century Italian saint who made clothes for the poor. As an English name, it has never been common.
This name can also be given in reference to the city in Italy, as in the case of Florence Nightingale (1820-1910), who was born there to British parents. She was a nurse in military hospitals during the Crimean War and is usually considered the founder of modern nursing.