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Business Segment Information - Banking Segment (Details) - USD ($)
$ in Thousands
 3 Months Ended 12 Months Ended
Dec. 31, 2018
Sep. 30, 2018
Jun. 30, 2018
Mar. 31, 2018
Dec. 31, 2017
Sep. 30, 2017
Jun. 30, 2017
Mar. 31, 2017
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Segment Reporting Information [Line Items]                      
Total interest income $ 75,850 $ 71,759 $ 61,249 $ 54,118 $ 52,217 $ 45,137 $ 43,538 $ 36,332 $ 262,976 $ 177,224 $ 124,492
Total interest expense 10,969 9,977 7,992 6,988 6,421 5,625 4,981 4,513 35,926 21,540 12,134
Net interest income 64,881 61,782 53,257 47,130 45,796 39,512 38,557 31,819 227,050 155,684 112,358
Provision for loan losses 1,910 6,803 4,906 2,548 1,931 572 1,447 7,678 16,167 11,628 6,693
Net interest income after provision for loan losses 62,971 54,979 48,351 44,582 43,865 38,940 37,110 24,141 210,883 144,056 105,665
Gain on sale of subsidiary or division       1,071       20,860 1,071 20,860  
Other noninterest income 6,794 6,059 4,945 4,101 3,998 4,171 5,202 6,425 21,899 19,796  
Noninterest income 6,794 6,059 4,945 5,172 3,998 4,171 5,202 27,285 22,970 40,656 20,956
Noninterest expense 46,962 48,946 37,403 34,042 33,231 28,225 27,321 34,837 167,353 123,614 93,112
Net income before income tax expense 22,803 $ 12,092 $ 15,893 $ 15,712 14,632 $ 14,886 $ 14,991 $ 16,589 66,500 61,098 33,509
Total assets 4,559,779       3,499,033       4,559,779 3,499,033  
Gross loans held for investment 3,608,644       2,810,856       3,608,644 2,810,856  
Operating Segments | Banking                      
Segment Reporting Information [Line Items]                      
Total interest income                 170,871 130,480 90,823
Intersegment interest allocations                 20,191 8,023 4,583
Total interest expense                 29,834 16,240 9,872
Net interest income                 161,228 122,263 85,534
Provision for loan losses                 12,373 9,310 6,239
Net interest income after provision for loan losses                 148,855 112,953 79,295
Gain on sale of subsidiary or division                 1,071    
Other noninterest income                 18,364 14,336  
Noninterest income                     9,077
Noninterest expense                 119,283 90,632 65,795
Net income before income tax expense                 49,007 36,657 22,577
Total assets 4,458,399       3,444,322       4,458,399 3,444,322  
Gross loans held for investment 3,523,850       2,784,147       3,523,850 2,784,147  
Operating Segments | Factoring                      
Segment Reporting Information [Line Items]                      
Total interest income                 90,092 45,346 32,824
Intersegment interest allocations                 (20,191) (8,023) (4,583)
Net interest income                 69,901 37,323 28,241
Provision for loan losses                 3,802 2,227 454
Net interest income after provision for loan losses                 66,099 35,096 27,787
Other noninterest income                 3,483 2,737  
Noninterest income                     2,256
Noninterest expense                 43,495 22,641 19,551
Net income before income tax expense                 26,087 15,192 10,492
Total assets 688,245       360,922       688,245 360,922  
Gross loans held for investment 588,750       346,293       588,750 346,293  
Operating Segments | Corporate                      
Segment Reporting Information [Line Items]                      
Total interest income                 2,013 1,398 845
Total interest expense                 6,092 5,300 2,262
Net interest income                 (4,079) (3,902) (1,417)
Provision for loan losses                 (8) 91  
Net interest income after provision for loan losses                 (4,071) (3,993) (1,417)
Gain on sale of subsidiary or division                   20,860  
Other noninterest income                 52 2,723  
Noninterest income                     9,623
Noninterest expense                 4,575 10,341 7,766
Net income before income tax expense                 (8,594) 9,249 $ 440
Total assets 737,530       504,656       737,530 504,656  
Gross loans held for investment 10,795       11,936       10,795 11,936  
Eliminations                      
Segment Reporting Information [Line Items]                      
Total assets (1,324,395)       (810,867)       (1,324,395) (810,867)  
Gross loans held for investment $ (514,751)       $ (331,520)       $ (514,751) $ (331,520)