Flat area gives valuable information of variables not too much over-optimized. While comparing a set of optimized variables with gain, we should not consider the peaks (usually painted in red) that represent somehow the abnormal situations, which deviate from the ordinary distribution of variables that have given good results. Hope I’m clear 😉