Distance covariance is a measure of dependence between two random variables that take values in two, general different, metric spaces, see Sz\'ekely, Rizzo and Bakirov (2007) Lyons (2013). It known the distance covariance, its generalization $\alpha$-distance can be defined several different ways are equivalent under some moment conditions. The present paper considers four such definitions find...