Thunder, Lightning, and Snow?

So it was quite a shock to look out the window and suddenly realize that it was snowing. I guess you could expect this, but after so much time in San Francisco (and the fact it was "only" the middle of November) I was not expecting such a scene. What made it more surreal though was to see both thunder and lightning from my living room at the same time.