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Just looking at a map though, and Helsinki is on the south coast. It appears Finland extends right up to the Arctic circle. I would guess they get more snow up there? Any Finns like to chime in?
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https://en.ilmatieteenlaitos.fi/snow-statistics

Upwards of 80cm in finnish lapland, so quite a bit of snow, but not the ~2-3 meters common in the high sierras and cascades. This is mostly because the elevation is low and the sea exposure is smaller (wind blows from the pacific over the mountain and dumps snow). The Paradise Snowtel on Rainier, for example, routinely has 3-6 meters / 10-20 feet of snow in winter, and is one of the snowiest places on earth. The only place I'm aware of that has more is Aomori Prefecture in Japan and they have similar geography.

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