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INTEREST INCOME AND INTEREST EXPENSE - Components of Company's Interest Income and Interest Expense (Details) - USD ($)
$ in Thousands
3 Months Ended
Mar. 31, 2022
Mar. 31, 2021
Interest income    
Agency Securities $ 522,951 $ 627,654
Residential credit securities 22,122 16,980
Residential mortgage loans 73,488 37,109
Commercial investment portfolio 37,283 81,601
Reverse repurchase agreements 6 34
Total interest income 655,850 763,378
Interest expense    
Repurchase agreements 26,879 42,585
Debt issued by securitization vehicles 34,625 26,276
Participations issued 5,852 597
Other 7,566 6,515
Total interest expense 74,922 75,973
Net interest income $ 580,928 $ 687,405