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Debt Securities Available-for-Sale - Comparative Summary of Mortgage-Backed Securities and Other Securities Available-for-Sale (Details) - USD ($)
$ in Thousands
Dec. 31, 2019
Dec. 31, 2018
Debt Securities, Available-for-sale [Line Items]    
Amortized cost $ 1,131,970 $ 820,801
Gross unrealized gains 9,374 967
Gross unrealized losses 2,992 13,737
Estimated fair value 1,138,352 808,031
Pass-through certificates | GSE    
Debt Securities, Available-for-sale [Line Items]    
Amortized cost 324,080 317,530
Gross unrealized gains 6,081 800
Gross unrealized losses 754 3,542
Estimated fair value 329,407 314,788
REMICs    
Debt Securities, Available-for-sale [Line Items]    
Amortized cost 967,949 575,639
Gross unrealized gains 8,157 892
Gross unrealized losses 2,979 11,522
Estimated fair value 973,127 565,009
REMICs | GSE    
Debt Securities, Available-for-sale [Line Items]    
Amortized cost 643,816 258,050
Gross unrealized gains 2,076 92
Gross unrealized losses 2,225 7,979
Estimated fair value 643,667 250,163
REMICs | Non-GSE    
Debt Securities, Available-for-sale [Line Items]    
Amortized cost 53 59
Gross unrealized gains 0 0
Gross unrealized losses 0 1
Estimated fair value 53 58
Other debt securities    
Debt Securities, Available-for-sale [Line Items]    
Amortized cost 164,021 245,162
Gross unrealized gains 1,217 75
Gross unrealized losses 13 2,215
Estimated fair value 165,225 243,022
Other debt securities | Municipal bonds    
Debt Securities, Available-for-sale [Line Items]    
Amortized cost 296 270
Gross unrealized gains 3 3
Gross unrealized losses 0 0
Estimated fair value 299 273
Other debt securities | Corporate bonds    
Debt Securities, Available-for-sale [Line Items]    
Amortized cost 163,725 244,892
Gross unrealized gains 1,214 72
Gross unrealized losses 13 2,215
Estimated fair value $ 164,926 $ 242,749