Clustering the cloud clusters: moving from weather to climate states George Tselioudis and W. B. Rossow A recent analysis of cloud properties (Rossow et al. 2005) derived the time and space distribution of the primary weather states (WSs) over the global tropics. In basin-wide regions at each point in time a multitude of such WS are present, and the particular combination of WSs determine the regional properties of the radiatiative and hydrologic budgets. In this study we explore whether there exist preferred WS combinations that dominate the regional scales and determine the scales of variability of the tropical atmosphere. This is done by applying a cluster analysis technique to the WSs of basin- wide regions, in order to determine the dominant combinations of WSs (thereafter referred to as Climate States or CSs) in each region. The time and space scales of variability and the radiative and hydrologic properties of the CSs are subsequently examined. The results show that the tropical atmosphere oscillates between a convectively active and a convectively suppressed regime with the exception of the eastern ends of the two ocean basins where the oscillation is between a stratocumulus and a trade cumulus regime. The dominant mode of both those oscillations is the seasonal cycle with the exception of the Western-Central Pacific region where ElNino frequencies dominate. The radiative differences between the convectively active and suppressed regimes show that in the Indian Ocean and the Western-Central Pacific basins both the LW and SW differences are of the order 20-30W/m2, while in the Eastern Pacific and the Atlantic basins the SW differences are of the order 10-20W/m2 and the LW differences are mostly of similar order but reach very low values in the stratocumulus-shallow cumulus regimes. The differences in precipitation between the convectively active and suppressed regimes reach peak values of 3-4mm/day and have very low values in the stratocumulus-shallow cumulus regimes.