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Segment Information - Financial information for segments (Details) - USD ($)
$ in Millions
3 Months Ended 9 Months Ended
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Segment Reporting Information [Line Items]        
External Revenue $ 813.6 $ 606.9 $ 2,154.4 $ 1,774.1
Total revenues 813.6 606.9 2,154.4 1,774.1
Operating Profit (Loss) 120.3 75.2 319.1 225.3
Intersegment        
Segment Reporting Information [Line Items]        
Intersegment Revenues 0.0 0.0 0.0 0.0
Intersegment | Eliminations – Lease subsidiary        
Segment Reporting Information [Line Items]        
Intersegment Revenues (314.0) (207.4) (913.0) (732.0)
Total revenues (314.0) (207.4) (913.0) (732.0)
Operating Profit (Loss) (40.7) (18.1) (109.5) (71.3)
Intersegment | Eliminations – Other        
Segment Reporting Information [Line Items]        
Intersegment Revenues (12.2) (13.2) (40.7) (33.2)
Total revenues (12.2) (13.2) (40.7) (33.2)
Operating Profit (Loss) (0.1) 1.0 (0.3) 0.8
Total        
Segment Reporting Information [Line Items]        
Total revenues 813.6 606.9 2,154.4 1,774.1
Rail Group        
Segment Reporting Information [Line Items]        
External Revenue 409.0 290.2 1,125.9 919.9
Rail Group | Intersegment        
Segment Reporting Information [Line Items]        
Intersegment Revenues 314.0 207.4 913.0 732.0
Rail Group | Total        
Segment Reporting Information [Line Items]        
Total revenues 723.0 497.6 2,038.9 1,651.9
Operating Profit (Loss) 65.4 28.0 184.0 128.0
Railcar Leasing and Management Services Group        
Segment Reporting Information [Line Items]        
External Revenue 326.2 227.2 803.3 614.7
Railcar Leasing and Management Services Group | Intersegment        
Segment Reporting Information [Line Items]        
Intersegment Revenues 0.2 0.3 0.6 0.8
Railcar Leasing and Management Services Group | Total        
Segment Reporting Information [Line Items]        
Total revenues 326.4 227.5 803.9 615.5
Operating Profit (Loss) 115.7 92.2 306.3 255.1
All Other        
Segment Reporting Information [Line Items]        
External Revenue 78.4 89.5 225.2 239.5
All Other | Intersegment        
Segment Reporting Information [Line Items]        
Intersegment Revenues 12.0 12.9 40.1 32.4
All Other | Total        
Segment Reporting Information [Line Items]        
Total revenues 90.4 102.4 265.3 271.9
Operating Profit (Loss) 3.9 9.5 16.7 27.7
Corporate | Total        
Segment Reporting Information [Line Items]        
Total revenues 0.0 0.0 0.0 0.0
Operating Profit (Loss) $ (23.9) $ (37.4) $ (78.1) $ (115.0)