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Property, Plant, and Equipment - Components of property, plant, and equipment (Details) - USD ($)
$ in Millions
Dec. 31, 2018
Dec. 31, 2017
Property, Plant and Equipment [Line Items]    
Property, plant and equipment, at cost $ 8,253.4 $ 7,330.5
Less: accumulated depreciation (1,919.0) (1,772.7)
Property, plant, and equipment, net 6,334.4 5,557.8
Operating Segments    
Property, Plant and Equipment [Line Items]    
Property, plant, and equipment, net 7,162.1 6,358.5
Net deferred profit on railcars sold to Leasing Group    
Property, Plant and Equipment [Line Items]    
Property, plant and equipment, at cost (1,030.0) (974.9)
NegativeAccumulatedDepreciationDepletionAndAmortizationPropertyPlantAndEquipment (202.3) (174.2)
Property, plant, and equipment, net (827.7) (800.7)
Partially-owned subsidiaries    
Property, Plant and Equipment [Line Items]    
Property, plant and equipment, at cost 2,032.0 1,985.9
Less: accumulated depreciation (472.0) (418.0)
Partially-owned subsidiaries | Operating Segments | Leasing Group    
Property, Plant and Equipment [Line Items]    
Property, plant, and equipment, net 1,814.7 1,822.7
Partially-owned subsidiaries | Operating Segments | Equipment on lease | Leasing Group    
Property, Plant and Equipment [Line Items]    
Property, plant and equipment, at cost 2,371.9 2,315.5
Less: accumulated depreciation (557.2) (492.8)
Wholly-owned subsidiaries | Operating Segments | Leasing Group    
Property, Plant and Equipment [Line Items]    
Property, plant and equipment, at cost 5,948.3 4,998.3
Less: accumulated depreciation (971.8) (858.3)
Property, plant, and equipment, net 4,976.5 4,140.0
Wholly-owned subsidiaries | Operating Segments | Machinery and other | Leasing Group    
Property, Plant and Equipment [Line Items]    
Property, plant and equipment, at cost 13.5 10.7
Wholly-owned subsidiaries | Operating Segments | Equipment on lease | Leasing Group    
Property, Plant and Equipment [Line Items]    
Property, plant and equipment, at cost 5,934.8 4,987.6
Manufacturing/Corporate    
Property, Plant and Equipment [Line Items]    
Property, plant and equipment, at cost 963.2 991.6
Less: accumulated depreciation (592.3) (595.8)
Property, plant, and equipment, net 370.9 395.8
Manufacturing/Corporate | Land    
Property, Plant and Equipment [Line Items]    
Property, plant and equipment, at cost 24.2 25.4
Manufacturing/Corporate | Buildings and improvements    
Property, Plant and Equipment [Line Items]    
Property, plant and equipment, at cost 385.5 407.7
Manufacturing/Corporate | Machinery and other    
Property, Plant and Equipment [Line Items]    
Property, plant and equipment, at cost 537.2 550.2
Manufacturing/Corporate | Construction in progress    
Property, Plant and Equipment [Line Items]    
Property, plant and equipment, at cost 16.3 8.3
Manufacturing/Corporate | Operating Segments    
Property, Plant and Equipment [Line Items]    
Property, plant, and equipment, net $ 370.9 $ 395.8