In a first step the accuracy of the link prediction algorithm for the network in question was tested by screening the network introduced previously and testing whether the algorithm would be able to correctly distinguish some of the reactions discovered during a future period from random edges if presented only with past data. This is of course not a fully random test where random edges have been deleted but one that resembles the actual challenge more closely .