Complex systems are usually non-stationary and their dynamics is often dominated by collective effects. Collectivity, defined as coherent motion of the whole system or some its parts, manifests itself in time-dependent structures covariance correlation matrices. The largest eigenvalue corresponds to a whole, while other large, isolated, eigenvalues indicate collectivity parts system. In case fi...