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SUMMARY OF SIGNIFICANT ACCOUNTING POLICIES - Narrative (Details) - USD ($)
3 Months Ended 6 Months Ended 13 Months Ended 28 Months Ended
Mar. 08, 2017
Jun. 30, 2017
Mar. 31, 2017
Jun. 30, 2018
Jun. 30, 2017
Dec. 31, 2016
Mar. 31, 2018
Dec. 31, 2017
Sep. 30, 2016
Dec. 15, 2015
Schedule of Trading Securities and Other Trading Assets [Line Items]                    
Residential loans held in securitization trusts, at fair value [1]       $ 0       $ 119,756,455    
Maximum exposure to loss from consolidated trusts       4,387,999 $ 27,108,818          
AFS investment securities       0       1,290,825,648    
Available for sale securities       0       1,290,825,648    
Non-accrual status       0            
Recognized impairment       0            
Allowance for loan losses       0            
Outstanding repurchase agreements       $ 0       $ 1,234,522,000    
Backstop deferred income, amortization period       5 years            
Backstop guarantee, assumed prepayment rate (percentage)       15.00%            
Common stock, shares authorized (in shares)       450,000,000       450,000,000    
Common stock, par value (in dollars per share)       $ 0.01       $ 0.01    
Common stock, shares issued (in shares)       23,683,164       22,143,758    
Common stock, shares outstanding (in shares)       23,683,164       22,143,758    
Stock repurchase program, authorized amount                   $ 10,000,000
Preferred stock, shares authorized (in shares)       50,000,000       50,000,000    
Preferred stock, par value (in dollars per share)       $ 0.01       $ 0.01    
Preferred stock, shares issued (in shares)       1,610,000       1,610,000    
Preferred stock, shares outstanding (in shares)       1,610,000       1,610,000    
Income taxes, interest paid       $ 10,340,281 $ 6,903,389          
Stock Repurchase Program                    
Schedule of Trading Securities and Other Trading Assets [Line Items]                    
Common stock shares repurchased (in shares)       0   126,856 126,856      
Weighted average share price of common stock repurchased (in dollars per share)           $ 5.09        
Stock repurchase program, remaining authorized amount       $ 9,400,000            
Internal Revenue Service (IRS)                    
Schedule of Trading Securities and Other Trading Assets [Line Items]                    
Income taxes, interest paid $ 2,010,000 $ 2,010,000 $ 2,010,000              
Income taxes, interest provision               $ 1,860,000 $ 1,860,000  
Income taxes, interest expense $ 150,000   $ 150,000              
Multi-Family MBS                    
Schedule of Trading Securities and Other Trading Assets [Line Items]                    
AFS investment securities               5,742,000    
Collateralized Loan Obligations                    
Schedule of Trading Securities and Other Trading Assets [Line Items]                    
Maximum exposure to loss from consolidated trusts       58,495,671            
Residential mortgage loans                    
Schedule of Trading Securities and Other Trading Assets [Line Items]                    
Investment in Multi-Family MBS, carrying value       $ 0       $ 5,413,720    
[1] Our consolidated balance sheets include assets and liabilities of consolidated variable interest entities ("VIEs") as the Company is the primary beneficiary of these VIEs. As of June 30, 2018 and December 31, 2017, assets of consolidated VIEs totaled $23,949,942 and $1,255,404,335 respectively, and the liabilities of consolidated VIEs totaled $19,561,943 and $1,228,295,517 respectively