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I've done this often, but in the winter when we have little sun, it's a bit hard to keep them going and growing! So I wait until spring and start a new batch. This has been a bad year for it, however, because we've had very little sun.
Give it a try, it really is simple to do. I just replanted mine into a medium sized flower pot full of our own garden soil from our regular outside garden. It has aged manure and stuff already in it.