The aim of this study is to discuss the adoption of the popular natural visibility graph method (NVGM) to create complex networks and explore the condition, ignored by early work on this subject, where the dynamical system under analysis is characterized by a deviation from the ordinary ergodic condition, as a consequence of turbulent events (crucial events) with an inverse power law index μ...