Stock Market Returns
The metric of interest in this discussion is the return which we model as the change in price
The graphs demonstrate that the LogReturn series do not display random independence: there is clustering of volatility, most simply viewed as Abs[LogReturn]. Stock price series also have fractal behavior with similar patterns of clustering when the interval between observations is made longer or shorter than a day. Despite the lack of independence the fit to a stable model is quite good.