Specifically, in the southern hemisphere, climate models show that the frequency of liquid clouds is associated with changes in sea surface temperature and the atmospheric cross-equatorial energy transport (Hawcroft et al., 2017). Moreover, there is high variability in the cloud-phase partitioning between climate models, which has been associated with uncertainties in cloud fraction and climate sensitivity (Mc