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INTEREST INCOME AND INTEREST EXPENSE - Components of Company's Interest Income and Interest Expense (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2020
Dec. 31, 2019
Dec. 31, 2018
Interest income      
Residential Securities $ 1,718,960 $ 3,195,546 $ 2,830,521
Residential mortgage loans 170,259 150,066 83,260
Commercial investment portfolio 338,763 378,395 356,981
U.S. Treasury securities 0 0 160
Reverse repurchase agreements 1,643 63,290 61,641
Total interest income 2,229,625 3,787,297 3,332,563
Interest expense      
Repurchase agreements 705,218 2,513,282 1,698,930
Debt issued by securitization vehicles 142,602 141,981 98,013
Participations issued 78 0 0
Other 51,214 129,612 100,917
Total interest expense 899,112 2,784,875 1,897,860
Net interest income $ 1,330,513 $ 1,002,422 $ 1,434,703