My friend has just arrived to London and she's trying to find some city areas to explore that are not yet overcrowded by tourists. She's looking for particular regions where tourists aren't as frequent and most people on the streets are Londoners. 

Any suggestions?  

More interesting places (i.e. a nice park, an area with good local clubs and so on) are better.