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Derivative Financial Instruments and Hedging Activities Derivatives (Details) - USD ($)
3 Months Ended
Nov. 30, 2017
Nov. 30, 2016
Aug. 31, 2017
Purchase and Sales Contracts [Line Items]      
Derivative Asset, Noncurrent $ 71,800,000   $ 196,900,000
Derivative Liability, Noncurrent 8,600,000   14,400,000
Derivative Asset, Fair Value, Amount Not Offset Against Collateral 316,238,000   390,214,000
Derivative Asset, Fair Value, Gross Asset 355,031,000   428,930,000
Derivative Asset, Fair Value, Gross Amount Not Offset on Balance Sheet 38,793,000   38,716,000
Derivative Liability, Fair Value, Amount Not Offset Against Collateral 185,702,000   287,786,000
Derivative Liability, Fair Value, Gross Liability 234,853,000   330,400,000
Derivative Liability, Collateral, Right to Reclaim Cash, Offset 10,358,000   3,898,000
Derivative Liability, Fair Value, Gross Amount Not Offset on Balance Sheet $ 38,793,000   38,716,000
Credit Rating Agencies Threshold, Minimum 66.67%    
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 $ 5,000,000  
Embedded derivative asset 22,300,000    
Embedded Derivative, Gain on Embedded Derivative   24,100,000  
Foreign currency derivatives | Not Designated as Hedging Instrument [Member]      
Purchase and Sales Contracts [Line Items]      
Derivative Asset, Fair Value, Amount Not Offset Against Collateral 1,556,000   5,135,000
Derivative Asset, Fair Value, Gross Asset 4,297,000   8,771,000
Derivative Asset, Fair Value, Gross Amount Not Offset on Balance Sheet 2,741,000   3,636,000
Derivative Liability, Fair Value, Amount Not Offset Against Collateral 4,815,000   16,295,000
Derivative Liability, Fair Value, Gross Liability 7,556,000   19,931,000
Derivative Liability, Collateral, Right to Reclaim Cash, Offset 0   0
Derivative Liability, Fair Value, Gross Amount Not Offset on Balance Sheet 2,741,000   3,636,000
Derivative Asset, Notional Amount 646,300,000   776,700,000
Interest rate swap derivatives | Designated as Hedging Instrument [Member]      
Purchase and Sales Contracts [Line Items]      
Derivative Asset, Fair Value, Amount Not Offset Against Collateral 3,596,000   9,978,000
Derivative Asset, Fair Value, Gross Asset 3,596,000   9,978,000
Derivative Asset, Fair Value, Gross Amount Not Offset on Balance Sheet 0   0
Derivative Liability, Fair Value, Amount Not Offset Against Collateral 2,641,000   707,000
Derivative Liability, Fair Value, Gross Liability 2,641,000   707,000
Derivative Liability, Collateral, Right to Reclaim Cash, Offset 0   0
Derivative Liability, Fair Value, Gross Amount Not Offset on Balance Sheet 0   0
Embedded Derivative Financial Instruments [Member] | Not Designated as Hedging Instrument [Member]      
Purchase and Sales Contracts [Line Items]      
Derivative Asset, Fair Value, Amount Not Offset Against Collateral 22,271,000   25,533,000
Derivative Asset, Fair Value, Gross Asset 22,271,000   25,533,000
Derivative Asset, Fair Value, Gross Amount Not Offset on Balance Sheet 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 288,815,000   349,568,000
Derivative Asset, Fair Value, Gross Asset 324,867,000   384,648,000
Derivative Asset, Fair Value, Gross Amount Not Offset on Balance Sheet 36,052,000   35,080,000
Derivative Liability, Fair Value, Amount Not Offset Against Collateral 178,246,000   270,784,000
Derivative Liability, Fair Value, Gross Liability 224,656,000   309,762,000
Derivative Liability, Collateral, Right to Reclaim Cash, Offset 10,358,000   3,898,000
Derivative Liability, Fair Value, Gross Amount Not Offset on Balance Sheet 36,052,000   $ 35,080,000
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 8,300,000 $ 13,300,000  
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