Is there an English proverb for this concept?
I am curious if there's an English proverb for the following idea: some people are around us when times are easy and they leave when times are difficult

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I agree with jakeage's comment. 'Fair weather friends' describes those people.

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The term "fair weather friends" is close;  these are people that are around when things are good but not when the storms come