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Property, Plant, and Equipment - Components of property, plant, and equipment (Details) - USD ($)
$ in Millions
Mar. 31, 2019
Dec. 31, 2018
Components of property, plant, and equipment    
Property, plant and equipment, at cost $ 8,723.2 $ 8,253.4
Less accumulated depreciation (1,976.4) (1,919.0)
Property, plant, and equipment, net 6,746.8 6,334.4
Operating Segments    
Components of property, plant, and equipment    
Property, plant, and equipment, net 7,586.3 7,162.1
Net deferred profit on railcars sold to the Leasing Group    
Components of property, plant, and equipment    
Property, plant and equipment, at cost (1,048.9) (1,030.0)
Less accumulated amortization 209.4 202.3
Property, plant, and equipment, net (839.5) (827.7)
Manufacturing/ Corporate    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 972.7 963.2
Less accumulated depreciation (602.9) (592.3)
Property, plant, and equipment, net 369.8 370.9
Manufacturing/ Corporate | Land    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 24.2 24.2
Manufacturing/ Corporate | Buildings and improvements    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 388.4 385.5
Manufacturing/ Corporate | Machinery and other    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 538.2 537.2
Manufacturing/ Corporate | Construction in progress    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 21.9 16.3
Wholly-owned subsidiaries | Railcar Leasing and Management Services Group [Member] | Operating Segments    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 6,415.4 5,948.3
Less accumulated depreciation (1,009.2) (971.8)
Property, plant, and equipment, net 5,406.2 4,976.5
Wholly-owned subsidiaries | Railcar Leasing and Management Services Group [Member] | Machinery and other | Operating Segments    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 13.8 13.5
Wholly-owned subsidiaries | Railcar Leasing and Management Services Group [Member] | Equipment on lease | Operating Segments    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 6,401.6 5,934.8
Partially-owned subsidiaries    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 2,042.3 2,032.0
Less accumulated depreciation (485.9) (472.0)
Partially-owned subsidiaries | Railcar Leasing and Management Services Group [Member] | Operating Segments    
Components of property, plant, and equipment    
Property, plant, and equipment, net 1,810.3 1,814.7
Partially-owned subsidiaries | Railcar Leasing and Management Services Group [Member] | Equipment on lease | Operating Segments    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 2,384.0 2,371.9
Less accumulated depreciation $ (573.7) $ (557.2)