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Property, Plant, and Equipment - Components of property, plant, and equipment (Details) - USD ($)
$ in Millions
Jun. 30, 2019
Dec. 31, 2018
Components of property, plant, and equipment    
Property, plant and equipment, at cost $ 8,882.5 $ 8,253.4
Less accumulated depreciation (2,012.9) (1,919.0)
Property, plant, and equipment, net 6,869.6 6,334.4
Operating Segments    
Components of property, plant, and equipment    
Property, plant, and equipment, net 7,731.5 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 (1,078.8) (1,030.0)
Less accumulated amortization 216.9 202.3
Property, plant, and equipment, net (861.9) (827.7)
Manufacturing/ Corporate    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 988.6 963.2
Less accumulated depreciation (607.8) (592.3)
Property, plant, and equipment, net 380.8 370.9
Manufacturing/ Corporate | Land    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 25.5 24.2
Manufacturing/ Corporate | Buildings and improvements    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 388.1 385.5
Manufacturing/ Corporate | Machinery and other    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 529.9 537.2
Manufacturing/ Corporate | Construction in progress    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 45.1 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 6,582.0 5,948.3
Less accumulated depreciation (1,031.9) (971.8)
Property, plant, and equipment, net 5,550.1 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 6,568.2 5,934.8
Partially-owned subsidiaries    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 2,048.3 2,032.0
Less accumulated depreciation (499.8) (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 1,800.6 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 2,390.7 2,371.9
Less accumulated depreciation $ (590.1) $ (557.2)