My experience is that it's very rare to collect ice above even just +1C, but something else to remember is that losing it can take a sustained period at even +5C or more.
As a general idea, when crossing the Atlantic, either summer or winter are okay (too warm or too cold for icing), the difficult periods are autumn and spring!