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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 6 Months Ended
Jun. 30, 2018
Jun. 30, 2017
Jun. 30, 2018
Jun. 30, 2017
Interest income:        
Residential Investment Securities $ 662,750 $ 459,308 $ 1,442,338 $ 975,218
Residential mortgage loans 18,868 7,417 34,373 11,281
Commercial investment portfolio 79,343 68,153 151,800 132,498
Reverse repurchase agreements 15,845 2,548 27,782 6,156
Total interest income 776,806 537,426 1,656,293 1,125,153
Interest expense:        
Repurchase agreements 400,475 197,151 731,849 370,241
Securitized debt of consolidated VIEs 18,201 11,977 33,853 26,827
Participation sold 0 42 0 195
Other 24,016 13,111 44,411 23,443
Total interest expense 442,692 222,281 810,113 420,706
Net interest income $ 334,114 $ 315,145 $ 846,180 $ 704,447