The difference between At any rate and In any case
At any rate is also phrase with the meaning: in any case, anyway, anyhow, regardless.
In any case is also adverb with the meaning: at any rate, anyhow.
check bellow for the other definitions of At any rate and In any case
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In any case as an adverb:
At any rate, anyhow.