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Derivative Financial Instruments and Hedging Activities Derivatives (Details) - USD ($)
3 Months Ended 9 Months Ended
May 31, 2017
Feb. 28, 2017
Nov. 30, 2016
May 31, 2016
Feb. 29, 2016
Nov. 30, 2015
May 31, 2017
May 31, 2016
Aug. 31, 2016
Aug. 31, 2015
Purchase and Sales Contracts [Line Items]                    
Credit Rating Agencies Threshold, Minimum             66.67%      
Derivative Asset, Fair Value, Amount Not Offset Against Collateral $ 377,122,000           $ 377,122,000   $ 510,945,000  
Derivative Asset, Fair Value, Gross Asset, Current 388,188,000           388,188,000      
Derivative Asset, Not offset, Policy election deduction, Current 31,606,000           31,606,000      
Derivative Asset, Fair Value, Amount not offset against collateral, Current 356,582,000           356,582,000      
Derivative Asset, Fair Value, Gross Asset 408,728,000           408,728,000   543,821,000  
Derivative Asset, Fair Value, Gross Amount Not Offset on Balance Sheet 31,606,000           31,606,000   32,876,000  
Derivative Liability, Fair Value, Amount Not Offset Against Collateral 249,470,000           249,470,000   479,912,000  
Derivative Liability, Fair Value, Gross Liability 284,212,000           284,212,000   513,599,000  
Derivative Liability, Collateral, Right to Reclaim Cash, Offset 3,136,000           3,136,000   811,000  
Derivative Liability, Fair Value, Gross Amount Not Offset on Balance Sheet 31,606,000           31,606,000   32,876,000  
Gain (Loss) on Fair Value Hedge Ineffectiveness, Net             0      
CF Nitrogen LLC [Member]                    
Purchase and Sales Contracts [Line Items]                    
Annual Payment Receivable Contingent On Investment Credit Rating             5,000,000      
Payments For Credit Rating Decrease In Investment     $ 5,000,000              
Embedded derivative asset 25,000,000 $ 24,600,000 24,100,000       25,000,000      
Embedded Derivative, Gain on Embedded Derivative 500,000 $ 500,000 $ 29,100,000              
Foreign currency derivatives | Not Designated as Hedging Instrument [Member]                    
Purchase and Sales Contracts [Line Items]                    
Derivative Asset, Fair Value, Amount Not Offset Against Collateral 6,663,000           6,663,000   12,364,000  
Derivative Asset, Fair Value, Gross Asset 10,558,000           10,558,000   21,551,000  
Derivative Asset, Fair Value, Gross Amount Not Offset on Balance Sheet 3,895,000           3,895,000   9,187,000  
Derivative Liability, Fair Value, Amount Not Offset Against Collateral 7,794,000           7,794,000   13,102,000  
Derivative Liability, Fair Value, Gross Liability 11,689,000           11,689,000   22,289,000  
Derivative Liability, Collateral, Right to Reclaim Cash, Offset 0           0   0  
Derivative Liability, Fair Value, Gross Amount Not Offset on Balance Sheet 3,895,000           3,895,000   9,187,000  
Derivative Asset, Notional Amount 789,400,000           789,400,000   802,200,000  
Interest rate swap derivatives | Designated as Hedging Instrument [Member]                    
Purchase and Sales Contracts [Line Items]                    
Derivative Asset, Fair Value, Amount Not Offset Against Collateral 9,496,000           9,496,000   22,078,000  
Derivative Asset, Fair Value, Gross Asset 9,496,000           9,496,000   22,078,000  
Derivative Asset, Fair Value, Gross Amount Not Offset on Balance Sheet 0           0   0  
Derivative Liability, Fair Value, Amount Not Offset Against Collateral 1,182,000           1,182,000      
Derivative Liability, Fair Value, Gross Liability 1,182,000           1,182,000      
Derivative Liability, Collateral, Right to Reclaim Cash, Offset 0           0      
Derivative Liability, Fair Value, Gross Amount Not Offset on Balance Sheet 0           0      
Interest rate swap derivatives | Not Designated as Hedging Instrument [Member]                    
Purchase and Sales Contracts [Line Items]                    
Derivative Liability, Fair Value, Amount Not Offset Against Collateral 4,000           4,000   8,000  
Derivative Liability, Fair Value, Gross Liability 4,000           4,000   8,000  
Derivative Liability, Collateral, Right to Reclaim Cash, Offset 0           0   0  
Derivative Liability, Fair Value, Gross Amount Not Offset on Balance Sheet 0           0   0  
Commodity and freight derivatives | Not Designated as Hedging Instrument [Member]                    
Purchase and Sales Contracts [Line Items]                    
Derivative Asset, Fair Value, Amount Not Offset Against Collateral 335,916,000           335,916,000   476,503,000  
Derivative Asset, Fair Value, Gross Asset 363,627,000           363,627,000   500,192,000  
Derivative Asset, Fair Value, Gross Amount Not Offset on Balance Sheet 27,711,000           27,711,000   23,689,000  
Derivative Liability, Fair Value, Amount Not Offset Against Collateral 240,490,000           240,490,000   466,802,000  
Derivative Liability, Fair Value, Gross Liability 271,337,000           271,337,000   491,302,000  
Derivative Liability, Collateral, Right to Reclaim Cash, Offset 3,136,000           3,136,000   811,000  
Derivative Liability, Fair Value, Gross Amount Not Offset on Balance Sheet 27,711,000           27,711,000   $ 23,689,000  
Fair Value Hedging [Member] | Designated as Hedging Instrument [Member]                    
Purchase and Sales Contracts [Line Items]                    
Increase (Decrease) in Fair Value of Hedged Item in Interest Rate Fair Value Hedge             13,800,000 $ 7,600,000    
Fair Value Hedging [Member] | Interest rate swap derivatives | Designated as Hedging Instrument [Member]                    
Purchase and Sales Contracts [Line Items]                    
Derivative Asset, Notional Amount 495,000,000           495,000,000      
Cash Flow Hedging [Member] | Interest rate swap derivatives | Designated as Hedging Instrument [Member]                    
Purchase and Sales Contracts [Line Items]                    
Derivative Asset, Notional Amount                   $ 300,000,000
Cash paid to settle derivative       $ 5,100,000 $ 5,300,000 $ 6,400,000        
Derivatives settled, number       2 2 2        
Derivatives [Member] | Embedded Derivative Financial Instruments [Member] | Not Designated as Hedging Instrument [Member]                    
Purchase and Sales Contracts [Line Items]                    
Derivative Asset, Fair Value, Gross Asset, Current 4,507,000           4,507,000      
Derivative Asset, Not offset, Policy election deduction, Current 0           0      
Derivative Asset, Fair Value, Amount not offset against collateral, Current 4,507,000           4,507,000      
Other Assets [Member] | Embedded Derivative Financial Instruments [Member] | Not Designated as Hedging Instrument [Member]                    
Purchase and Sales Contracts [Line Items]                    
Derivative Asset, Fair Value, Gross Asset, Non-current 20,540,000           20,540,000      
Derivative Asset, Not offset, Policy election deduction, Non-current 0           0      
Derivative Asset, Fair Value, Amount not offset against collateral, Non-current $ 20,540,000           $ 20,540,000