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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, 2019
Jun. 30, 2018
Jun. 30, 2019
Jun. 30, 2018
Interest income        
Residential Securities $ 777,891 $ 662,750 $ 1,487,665 $ 1,442,338
Residential mortgage loans 35,025 18,868 65,016 34,373
Commercial investment portfolio 92,131 79,343 193,083 151,800
Reverse repurchase agreements 22,551 15,845 48,020 27,782
Total interest income 927,598 776,806 1,793,784 1,656,293
Interest expense        
Repurchase agreements 683,647 400,475 1,263,161 731,849
Debt issued by securitization vehicles 34,151 18,201 68,358 33,853
Other 32,419 24,016 66,393 44,411
Total interest expense 750,217 442,692 1,397,912 810,113
Net interest income $ 177,381 $ 334,114 $ 395,872 $ 846,180