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Summary of Significant Accounting Policies - Cash and Cash Equivalents (Details) - USD ($)
$ in Thousands
Mar. 31, 2020
Dec. 31, 2019
Mar. 31, 2019
Dec. 31, 2018
Accounting Policies [Abstract]        
Cash and cash equivalents $ 168,198 $ 80,820    
Cash segregated under federal or other regulations 1,170 5,630    
Total cash, cash equivalents, and restricted cash $ 169,368 $ 86,450 $ 151,289 $ 85,366