Does the game say what state these cities are supposed to be in or is that your own discretion? If the latter, why Sparks, Maryland? Why not Sparks, Nevada for example, much bigger city, maybe more recognizable.
I looked at the Civilization wiki and I think the reason there is a Sparks, Maryland, is because the Firaxis (Game company that made Civ6) offices are located in there.