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Property, Plant, and Equipment - Components of property, plant, and equipment (Details) - USD ($)
$ in Millions
Mar. 31, 2018
Dec. 31, 2017
Components of property, plant, and equipment    
Property, plant and equipment, at cost $ 8,706.0 [1] $ 8,385.2
Less accumulated depreciation (2,312.5) [1] (2,250.5)
Property, plant, and equipment, net 6,393.5 [1] 6,134.7
Operating Segments    
Components of property, plant, and equipment    
Property, plant, and equipment, net 7,222.7 6,944.8
Net deferred profit on railcars sold to the Leasing Group    
Components of property, plant, and equipment    
Property, plant and equipment, at cost (1,011.6) (985.2)
Less accumulated depreciation 182.4 175.1
Property, plant, and equipment, net (829.2) (810.1)
Manufacturing/ Corporate    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 2,064.5 2,046.4
Less accumulated depreciation (1,092.3) (1,073.7)
Property, plant, and equipment, net 972.2 972.7
Manufacturing/ Corporate | Land    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 122.0 122.1
Manufacturing/ Corporate | Buildings and improvements    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 668.5 668.1
Manufacturing/ Corporate | Machinery and other    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 1,240.8 1,223.6
Manufacturing/ Corporate | Construction in progress    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 33.2 32.6
Manufacturing/ Corporate | Operating Segments    
Components of property, plant, and equipment    
Property, plant, and equipment, net 972.2 972.7
Wholly-owned subsidiaries | Operating Segments | Leasing Group    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 5,321.6 5,006.4
Less accumulated depreciation (893.9) (858.9)
Property, plant, and equipment, net 4,427.7 4,147.5
Wholly-owned subsidiaries | Operating Segments | Machinery and other | Leasing Group    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 10.7 10.7
Wholly-owned subsidiaries | Operating Segments | Equipment on lease | Leasing Group    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 5,310.9 4,995.7
Partially-owned subsidiaries    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 1,998.4 [1] 1,985.9
Less accumulated depreciation (431.2) [1] (418.0)
Partially-owned subsidiaries | Operating Segments | Leasing Group    
Components of property, plant, and equipment    
Property, plant, and equipment, net 1,822.8 1,824.6
Partially-owned subsidiaries | Operating Segments | Equipment on lease | Leasing Group    
Components of property, plant, and equipment    
Property, plant and equipment, at cost 2,331.5 2,317.7
Less accumulated depreciation $ (508.7) $ (493.1)
[1] (unaudited)