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Works best if you put in an actual familiar address, rather than just, say, your hometown.

Yeah, mine actually centred on my old house. A little less glamourous than the rest of the video, but effective :)

Btw, it seemed to stall for me but eventually loaded after a couple of minutes (Chrome dev on MBP). Stick with it.