What is the best way to "over winter" containers I use for annuals?

Every year I will have multiple containers made of different materials in which I plant annuals. I never know if I should leave all the soil, some of the soil or completely empty each container. Some are really heavy, some light and was just wondering if there were storage do's and don'ts.
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