Stay away from big cities like Beijing, Shanghai, Guangzhou, Shenzhen etc.
Stay away from any cities centers.
If you live in a town rather than around the city centre , I think you don't have too much chance to speak English.
But people maybe speak in their local dialects in small cities or towns.
Good luck:)