Book- Chasing Secrets by Gennifer Choldenko

Lizzie's secret passion is science, an unsuitable subject for finishing-school girls. Lizzie lives to go on house calls with her physician father. On those visits to his patients, she discovers a hidden dark side of the city—a side that's full of secrets, rats, and rumors of the plague.