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Fair Value of Financial Instruments - Quantitative Information about Level 3 Fair Value Measurements (Details)
$ in Thousands
Jun. 30, 2020
USD ($)
Dec. 31, 2019
USD ($)
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Fixed maturity securities $ 6,021,983 $ 5,791,676
Equity securities at fair value 90,338 101,864
Municipal bonds    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Fixed maturity securities 1,805,550 1,686,203
Corporate bonds    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Fixed maturity securities 1,862,440 1,581,424
Other asset-backed securities    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Fixed maturity securities 1,216,588 1,295,492
Government mortgage-backed securities    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Fixed maturity securities 718,974 $ 724,319
Level 3    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Equity securities at fair value 115  
Derivatives embedded in fixed indexed annuity products $ 93,619  
Level 3 | discounted cash flow | lapse rate | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Derivatives embedded in fixed indexed annuity products, measurement input 0.0525  
Level 3 | discounted cash flow | mortality multiplier | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Derivatives embedded in fixed indexed annuity products, measurement input 0.6100  
Level 3 | discounted cash flow | option budget | Minimum    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Derivatives embedded in fixed indexed annuity products, measurement input 0.0100  
Level 3 | discounted cash flow | option budget | Maximum    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Derivatives embedded in fixed indexed annuity products, measurement input 0.0250  
Level 3 | discounted cash flow | Non-Performance Adjustment | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Derivatives embedded in fixed indexed annuity products, measurement input 0.0500  
Level 3 | Black Scholes | equity value | Minimum    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Equity securities, measurement input 43.27  
Level 3 | Black Scholes | equity value | Maximum    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Equity securities, measurement input 44.53  
Level 3 | Municipal bonds    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Fixed maturity securities $ 73,171  
Level 3 | Municipal bonds | discounted cash flow | I Spread | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0.0578  
Level 3 | Corporate bonds    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Fixed maturity securities $ 126,292  
Level 3 | Corporate bonds | discounted cash flow | I Spread | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0.0495  
Level 3 | Corporate bonds | discounted cash flow | N Spread | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0.0762  
Level 3 | Corporate bonds | discounted cash flow | T Spread | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0.0378  
Level 3 | Corporate bonds | market comparable | EV / TTM EBITDA (x) | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 5.11  
Level 3 | Other asset-backed securities    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Fixed maturity securities $ 175,685  
Level 3 | Other asset-backed securities | discounted cash flow | N Spread | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0.0732  
Level 3 | Other asset-backed securities | discounted cash flow | constant prepayment yield | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0.200  
Level 3 | Other asset-backed securities | discounted cash flow | PDI Interest Margin | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0.0713  
Level 3 | Other asset-backed securities | discounted cash flow | SBL Interest Margin | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0.0450  
Level 3 | Other asset-backed securities | vendor price | haircut | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0.030  
Level 3 | Other asset-backed securities | market comparable | EV / TTM EBITDA (x) | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 5.11  
Level 3 | Government mortgage-backed securities    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Fixed maturity securities $ 24,461  
Level 3 | Government mortgage-backed securities | discounted cash flow | N Spread | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0.0109  
Level 3 | Government mortgage-backed securities | discounted cash flow | constant prepayment yield | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0.0100  
Level 3 | Government mortgage-backed securities | discounted cash flow | Constant Default Rate | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0  
Level 3 | Government mortgage-backed securities | vendor price | haircut | Weighted Average    
Fair Value Measurement Inputs and Valuation Techniques [Line Items]    
Debt securities, measurement input 0.030