Subway from Pudong Airport to Hongqiao Airport

Hello!
I will arrive at Shanghai Pudong then I need to transfer to Hongqiao for a flight on China Eastern Airlines to Shenzhen. I think this is terminal 2, correct? It is easiest to take subway line 2 or 10? How much is the fare? Is this the easiest and cheapest way?