If the time series of EUR/USD is purely stochastic then the autocorrelation function of it should oscillate about the zero value. For a random process signals should be uncorrelated.
However it is not:
It definitely has the value 1 at tau=0 and decreases as the delay increases:
However it is not:
It definitely has the value 1 at tau=0 and decreases as the delay increases:
