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Segment Information - Statements of Income (Details) - USD ($)
 3 Months Ended 9 Months Ended
Sep. 30, 2017
Sep. 30, 2016
Sep. 30, 2017
Sep. 30, 2016
Segment Information        
Interest income $ 42,139,576 $ 29,636,227 $ 110,132,866 $ 83,424,190
Other interest income, net       2,539,274
Interest expense 23,849,417 16,966,228 63,697,641 42,958,329
Net interest income 18,290,159 12,669,999 46,435,225 43,005,135
Other revenue:        
Gain on sales, including fee-based services, net 17,126,106 9,693,822 55,127,004 9,693,822
Mortgage servicing rights 18,897,239 15,968,067 56,181,638 15,968,067
Servicing revenue 20,231,489 13,472,408 55,350,118 13,472,408
Amortization of MSRs (11,711,378) (7,586,524) (35,427,217) (7,586,524)
Property operating income 2,668,055 2,960,940 8,754,518 12,719,027
Other income, net 777,656 359,546 (929,893) 663,977
Total other revenue 47,989,167 34,868,259 139,056,168 44,930,777
Other expenses:        
Employee compensation and benefits 25,194,433 14,216,679 66,860,581 22,856,433
Selling and administrative 7,606,936 5,903,031 23,135,750 10,277,844
Acquisition costs   6,406,258   10,261,902
Property operating expenses 2,582,745 2,819,004 7,842,571 10,991,823
Depreciation and amortization 1,829,016 1,808,765 5,541,991 3,129,410
Impairment loss on real estate owned     2,700,000 11,200,000
Provision for loss sharing (net of recoveries) (2,617,064) 1,316,862 (405,494) 1,316,862
Provision for loan losses (net of recoveries) 2,000,000 (54,000) (455,653) (24,995)
Management fee - related party   3,325,000 6,673,260 8,875,000
Total other expenses 36,596,066 35,741,599 111,893,006 78,884,279
Income before (loss) gain on extinguishment of debt, income from equity affiliates and provision for income taxes 29,683,260 11,796,659 73,598,387 9,051,633
Gain on extinguishment of debt     7,116,243  
Gain on sale of real estate       11,630,687
Income from equity affiliates 995,312 4,929,375 1,755,145 11,193,918
Provision for income taxes (6,708,000) (300,000) (16,244,000) (300,000)
Net income 23,970,572 16,426,034 66,225,775 31,576,238
Preferred stock dividends 1,888,430 1,888,430 5,665,290 5,665,290
Net income attributable to noncontrolling interest 5,661,184 3,649,432 16,596,415 3,649,432
Net income attributable to common stockholders 16,420,958 10,888,172 43,964,070 22,261,516
Operating segments | Structured Business        
Segment Information        
Interest income 37,258,633 26,893,151 95,684,909 80,681,114
Other interest income, net       2,539,274
Interest expense 19,912,991 14,455,058 51,866,274 40,447,159
Net interest income 17,345,642 12,438,093 43,818,635 42,773,229
Other revenue:        
Property operating income 2,668,055 2,960,940 8,754,518 12,719,027
Other income, net 540,241 111,036 1,381,847 415,467
Total other revenue 3,208,296 3,071,976 10,136,365 13,134,494
Other expenses:        
Employee compensation and benefits 5,670,249 3,460,745 13,569,621 12,100,499
Selling and administrative 3,014,038 2,182,406 8,993,239 6,557,219
Property operating expenses 2,582,745 2,819,004 7,842,571 10,991,823
Depreciation and amortization 428,562 641,721 1,340,629 1,962,366
Impairment loss on real estate owned     2,700,000 11,200,000
Provision for loan losses (net of recoveries) 2,000,000 (54,000) (455,653) (24,995)
Management fee - related party   1,712,307 3,258,772 7,262,307
Total other expenses 13,695,594 10,762,183 37,249,179 50,049,219
Income before (loss) gain on extinguishment of debt, income from equity affiliates and provision for income taxes 6,858,344 4,747,886 16,705,821 5,858,504
Gain on extinguishment of debt     7,116,243  
Gain on sale of real estate       11,630,687
Income from equity affiliates 995,312 4,929,375 1,755,145 11,193,918
Net income 7,853,656 9,677,261 25,577,209 28,683,109
Preferred stock dividends 1,888,430 1,888,430 5,665,290 5,665,290
Net income attributable to common stockholders 5,965,226 7,788,831 19,911,919 23,017,819
Operating segments | Agency Business        
Segment Information        
Interest income 4,880,943 2,743,076 14,447,957 2,743,076
Interest expense 2,974,603 1,680,561 8,945,898 1,680,561
Net interest income 1,906,340 1,062,515 5,502,059 1,062,515
Other revenue:        
Gain on sales, including fee-based services, net 17,126,106 9,693,822 55,127,004 9,693,822
Mortgage servicing rights 18,897,239 15,968,067 56,181,638 15,968,067
Servicing revenue 20,231,489 13,472,408 55,350,118 13,472,408
Amortization of MSRs (11,711,378) (7,586,524) (35,427,217) (7,586,524)
Other income, net 237,415 248,510 (2,311,740) 248,510
Total other revenue 44,780,871 31,796,283 128,919,803 31,796,283
Other expenses:        
Employee compensation and benefits 19,524,184 10,755,934 53,290,960 10,755,934
Selling and administrative 4,592,898 3,720,625 14,142,511 3,720,625
Depreciation and amortization 1,400,454 1,167,044 4,201,362 1,167,044
Provision for loss sharing (net of recoveries) (2,617,064) 1,316,862 (405,494) 1,316,862
Management fee - related party   1,612,693 3,414,488 1,612,693
Total other expenses 22,900,472 18,573,158 74,643,827 18,573,158
Income before (loss) gain on extinguishment of debt, income from equity affiliates and provision for income taxes 23,786,739 14,285,640 59,778,035 14,285,640
Provision for income taxes (6,708,000) (300,000) (16,244,000) (300,000)
Net income 17,078,739 13,985,640 43,534,035 13,985,640
Net income attributable to common stockholders 17,078,739 13,985,640 43,534,035 13,985,640
Other / Eliminations        
Segment Information        
Interest expense 961,823 830,609 2,885,469 830,609 [1]
Net interest income (961,823) (830,609) (2,885,469) (830,609) [1]
Other expenses:        
Acquisition costs   6,406,258   10,261,902 [1]
Total other expenses   6,406,258   10,261,902 [1]
Income before (loss) gain on extinguishment of debt, income from equity affiliates and provision for income taxes (961,823) (7,236,867) (2,885,469) (11,092,511) [1]
Net income (961,823) (7,236,867) (2,885,469) (11,092,511) [1]
Net income attributable to noncontrolling interest 5,661,184 3,649,432 16,596,415 3,649,432 [1]
Net income attributable to common stockholders $ (6,623,007) $ (10,886,299) $ (19,481,884) $ (14,741,943) [1]
[1] Includes certain corporate expenses not allocated to the two reportable segments, such as financing costs associated with the Acquisition, as well as income allocated to the noncontrolling interest holder.