Oh wow - this has just made me realise, about 2 years too late, that I was scammed in Tooting in this exact same way, around 11pm one night! I only had £4.50 on me so got off lightly, but it's a useful lesson...
(I'm getting involved in my local Neighbourhood watch so that should deter any would-be scamsters arriving at my door
)