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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, 2019
Mar. 31, 2018
Interest income    
Residential securities $ 709,774 $ 779,588
Residential mortgage loans 29,991 15,505
Commercial investment portfolio 100,952 72,457
Reverse repurchase agreements 25,469 11,937
Total interest income 866,186 879,487
Interest expense    
Repurchase agreements 579,514 331,374
Debt issued by securitization vehicles 34,207 15,652
Other 33,974 20,395
Total interest expense 647,695 367,421
Net interest income $ 218,491 $ 512,066