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Restricted Cash, Other Assets and Accrued and Other Liabilities - Summary of Restricted Cash (Details) - USD ($)
$ in Thousands
Sep. 30, 2020
Dec. 31, 2019
Sep. 30, 2019
Dec. 31, 2018
Restricted Cash and Cash Equivalents Items [Line Items]        
Restricted cash $ 73,059 $ 126,065 $ 139,549 $ 110,146
Borrower escrow deposits        
Restricted Cash and Cash Equivalents Items [Line Items]        
Restricted cash 37,642 74,496    
Real estate escrow reserves        
Restricted Cash and Cash Equivalents Items [Line Items]        
Restricted cash 18,469 18,020    
Working capital and other reserves        
Restricted Cash and Cash Equivalents Items [Line Items]        
Restricted cash 6,850 4,198    
Capital expenditure reserves        
Restricted Cash and Cash Equivalents Items [Line Items]        
Restricted cash 6,653 8,882    
Margin pledged as collateral        
Restricted Cash and Cash Equivalents Items [Line Items]        
Restricted cash 2,633 19,536    
Tenant lockboxes        
Restricted Cash and Cash Equivalents Items [Line Items]        
Restricted cash $ 812 $ 933