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What were the actual correlation values? I didn't see them reported anywhere.

Simply reporting p-values is insufficient; there is a huge difference between statistically significant (high confidence that the value is not zero) and significant (the correlation is large enough that it's relevant for anything useful).

From the plots I suspect the correlations are pretty low...