What's your name, love? I'm Peter, I'll explain things as best I can.
You're in Ybor City, Florida. It's January 1936 right now. This is the Carnaval de la Lumière, and you, like me and a couple dozen others, have unfortunately been handpicked for time-travel kidnap. Sorry, love.