If my conversions are correct that would be somewhere between -1 and 11 degrees celcuis (correct?)
What I would do is wear thights, a sweatshirt, some ski pully and a thermal jacket. And of course winterbicycle gloves, shoe covers and a something warm on your head to protect the ears.