This code is associated to the essay I wrote during my part III Mathematics studies at Cambridge University. It runs simulations testing two statistical tests of conditional independence - KCIT (Kernel Conditional Independence Test) introduced by Zhang et al. (2011), and GCM (Generalised Covariance Measure), introduced by Shah and Peters (2020).