I would guess that for 90% of the years, in Edmonton there is snow on the ground by Nov 15th - 2008 was an exception. These photos show that even 2 weeks after that (on Nov 29th) it was still snow-free: #photography
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No snow on this date in 2008, but it was cold enough for ice to form on the river and ponds.
#CoSoPhotography