Results of the application on the entire dataset of the empirical formula Eq. (21). The scatter plot shows the correlation between the target planet mass and that estimated with Eq. (21). The red line marks the ideal exact correlation that is targeted. The evident outliers characterized by an error on the logarithm of the predicted planet mass greater than 0.7 dex are highlighted in red.