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In this work, we propose a method to generate an ensemble of equiprobable fields of rain occurrence at high resolution (1°/16 and 30 min) using a satellite observational constraint. Satellite observations are used to constrain the spatio‐temporal variations of the precipitation fraction at various scales. Spatio‐temporal averages at scales coarser than 1° and 8 h are deterministically derived from...