In reality though, these circulations are far from uniform in the zonal and meridional directions, and show considerable spatial variability, leading to the concept of local Hadley and Walker circulations (e.g., Schwendike et al., 2014, 2015). One of the most important sources of variability in the Tropics is the Madden-Julian Oscillation (MJO), which consists of a dipole of enhanced and suppressed convection that moves eastward from the tropical Indian Ocean to the Western Pacific with a period of 30-60 days (e.g., Madden &