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Hi @elcapo that's correct. But I've just realized that this issue is duplicated since phi-coefficient is exactly the same as the Matthew’s Correlation Coefficient and that one has already been solved under this PR #168
We are missing the formula. It should be color-coded and described with arrows following the standards of other formulas present in the book.
Here it is standard Accuracy as an example:

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