Question: How does a box plot support a p value claim? Eg say the p value supports the claim that mean time to get to work

How does a box plot support a p value claim?

Eg say the p value supports the claim that mean time to get to work is below the mean time to get to work on a bus, how would a box plot support this? What would you talk about for the medians, spread etc...

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