An agricultural harvesting machine having a multiple stage compression system includes first and second compression systems. The first compression mechanism partially compresses the crop material in a compression chamber. The second compression system having first and second compartments each having at least one open end and positioned rearward of the compression chamber. The second compression system has a first position in which the first compartment is aligned with the compression chamber and the second compartment is operatively positioned with a second compression mechanism. The second compression system has a second position in which the second compartment is aligned with the compression chamber and the first compartment is operatively positioned with a second compression mechanism. The second compression system includes a binding system operatively associated with the second compression mechanism. At least one of the first and second compartments rotate between the first and second positions.