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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, 2018
Mar. 31, 2017
Interest income:    
Residential Investment Securities $ 779,588 $ 515,910
Residential mortgage loans 15,505 3,864
Commercial investment portfolio 72,457 64,345
Reverse repurchase agreements 11,937 3,608
Total interest income 879,487 587,727
Interest expense:    
Repurchase agreements 331,374 173,090
Securitized debt of consolidated VIEs 15,652 14,850
Participation sold 0 153
Other 20,395 10,332
Total interest expense 367,421 198,425
Net interest income $ 512,066 $ 389,302