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Concentrations of Credit Risk - SF Risk Characteristics (Details) - Single-family
6 Months Ended 12 Months Ended
Jun. 30, 2021
Dec. 31, 2020
Guaranty Book of Business | Conventional Loan    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
30 days delinquent (percentage of book of business) 0.63% 0.88%
60 days delinquent (percentage of book of business) 0.18% 0.33%
Seriously delinquent (percentage of book of business) 2.14% 3.10%
30 days delinquent (percentage of conventional loans) 0.74% 1.02%
60 days delinquent (percentage of conventional loans) 0.20% 0.36%
Seriously delinquent (percentage of conventional loans) 2.08% 2.87%
Guaranty Book of Business | Conventional Loan | Estimated mark-to-market loan-to-value ratio greater than 100%    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Seriously delinquent (percentage of conventional loans) 20.48% 22.43%
Guaranty Book of Business | Conventional Loan | Alt-A    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Seriously delinquent (percentage of conventional loans) 7.88% 9.32%
Percentage of Unpaid Principal Balance of Loans 1.00% 1.00%
Guaranty Book of Business | Conventional Loan | 2004 and prior    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Seriously delinquent (percentage of conventional loans) 5.04% 5.88%
Percentage of Unpaid Principal Balance of Loans 1.00% 2.00%
Guaranty Book of Business | Conventional Loan | 2005-2008    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Seriously delinquent (percentage of conventional loans) 8.75% 9.98%
Percentage of Unpaid Principal Balance of Loans 2.00% 2.00%
Guaranty Book of Business | Conventional Loan | 2009-2021    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Seriously delinquent (percentage of conventional loans) 1.69% 2.39%
Percentage of Unpaid Principal Balance of Loans 97.00% 96.00%
Guaranty Book of Business | Conventional Loan | California    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Seriously delinquent (percentage of conventional loans) 1.84% 2.62%
Percentage of Unpaid Principal Balance of Loans 20.00% 19.00%
Guaranty Book of Business | Conventional Loan | Florida    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Seriously delinquent (percentage of conventional loans) 2.81% 4.17%
Percentage of Unpaid Principal Balance of Loans 6.00% 6.00%
Guaranty Book of Business | Conventional Loan | Illinois    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Seriously delinquent (percentage of conventional loans) 2.51% 3.10%
Percentage of Unpaid Principal Balance of Loans 3.00% 3.00%
Guaranty Book of Business | Conventional Loan | New Jersey    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Seriously delinquent (percentage of conventional loans) 3.33% 4.57%
Percentage of Unpaid Principal Balance of Loans 3.00% 3.00%
Guaranty Book of Business | Conventional Loan | New York    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Seriously delinquent (percentage of conventional loans) 3.71% 4.79%
Percentage of Unpaid Principal Balance of Loans 5.00% 5.00%
Guaranty Book of Business | Conventional Loan | All other states    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Seriously delinquent (percentage of conventional loans) 1.88% 2.59%
Percentage of Unpaid Principal Balance of Loans 63.00% 64.00%
Minimum    
Accounts, Notes, Loans and Financing Receivable [Line Items]    
Serious delinquency, days past due 90 days 90 days