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Interest Income and Interest Expense (Details) - USD ($)
$ in Thousands
3 Months Ended 9 Months Ended
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Interest Income Expense Net [Abstract]        
Bank loans, net $ 95,436 $ 78,766 $ 284,541 $ 210,790
Investment securities 54,945 66,825 182,127 185,263
Margin balances 13,334 13,066 40,437 36,322
Financial instruments owned 5,668 5,733 18,395 15,645
Other 9,401 5,370 32,295 13,895
Total interest income 178,784 169,760 557,795 461,915
Bank deposits 24,815 25,856 82,228 49,329
Senior notes 11,121 11,248 33,365 33,488
Federal Home Loan Bank advances 1,146 4,232 5,735 10,579
Other 7,062 7,132 25,155 18,804
Total interest expense $ 44,144 $ 48,468 $ 146,483 $ 112,200