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SEGMENT REPORTING - Schedule of Financial Information with Respect to Company's Reportable Business Segments (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2022
Dec. 31, 2021
Dec. 31, 2020
Segment Reporting Information [Line Items]      
Interest income $ 893,886 $ 703,112 $ 726,503
Interest expense 92,860 47,785 88,750
Net interest income 801,026 655,327 637,753
Provision for credit losses 71,697 (35,365) 145,380
Noninterest income 284,424 365,544 446,500
Noninterest expense      
Salaries and employee benefits 319,719 337,776 360,278
Occupancy and equipment expenses 51,361 48,066 52,349
Data processing and communications expenses 49,228 45,976 46,017
Other expenses 140,347 128,306 139,985
Total noninterest expense 560,655 560,124 598,629
Income before income tax expense 453,098 496,112 340,244
Income tax expense 106,558 119,199 78,256
Net income 346,540 376,913 261,988
Total assets 25,053,286 23,858,321 20,438,638
Goodwill 1,015,646 1,012,620 928,005
Other intangible assets, net 106,194 125,938 71,974
Banking Division      
Segment Reporting Information [Line Items]      
Interest income 628,459 449,955 499,031
Interest expense (17,824) (7,627) 27,800
Net interest income 646,283 457,582 471,231
Provision for credit losses 61,898 (32,866) 125,136
Noninterest income 91,550 69,664 63,165
Noninterest expense      
Salaries and employee benefits 196,823 157,079 160,430
Occupancy and equipment expenses 45,081 41,065 44,939
Data processing and communications expenses 43,957 39,802 39,040
Other expenses 85,953 84,244 105,965
Total noninterest expense 371,814 322,190 350,374
Income before income tax expense 304,121 237,922 58,886
Income tax expense 75,367 64,446 19,138
Net income 228,754 173,476 39,748
Total assets 17,848,972 17,537,221 14,250,780
Goodwill 951,148 948,122 863,507
Other intangible assets, net 97,254 114,048 57,129
Retail Mortgage Division      
Segment Reporting Information [Line Items]      
Interest income 155,533 130,140 129,951
Interest expense 76,339 47,422 47,592
Net interest income 79,194 82,718 82,359
Provision for credit losses 12,351 2,947 15,850
Noninterest income 182,039 281,900 370,256
Noninterest expense      
Salaries and employee benefits 107,810 167,796 184,765
Occupancy and equipment expenses 5,579 6,206 6,710
Data processing and communications expenses 4,580 5,551 6,275
Other expenses 48,224 38,295 28,155
Total noninterest expense 166,193 217,848 225,905
Income before income tax expense 82,689 143,823 210,860
Income tax expense 17,364 30,203 44,286
Net income 65,325 113,620 166,574
Total assets 4,739,612 4,231,767 3,395,811
Goodwill 0 0 0
Other intangible assets, net 0 0 0
Warehouse Lending Division      
Segment Reporting Information [Line Items]      
Interest income 43,521 36,784 26,522
Interest expense 16,794 1,383 2,631
Net interest income 26,727 35,401 23,891
Provision for credit losses (1,074) (514) 2,562
Noninterest income 4,537 4,603 3,864
Noninterest expense      
Salaries and employee benefits 1,973 1,130 981
Occupancy and equipment expenses 4 3 4
Data processing and communications expenses 187 232 270
Other expenses 830 490 176
Total noninterest expense 2,994 1,855 1,431
Income before income tax expense 29,344 38,663 23,762
Income tax expense 6,162 8,120 5,004
Net income 23,182 30,543 18,758
Total assets 1,016,192 760,546 922,071
Goodwill 0 0 0
Other intangible assets, net 0 0 0
SBA Division      
Segment Reporting Information [Line Items]      
Interest income 19,850 56,597 40,334
Interest expense 5,126 5,062 7,244
Net interest income 14,724 51,535 33,090
Provision for credit losses (349) (2,921) 2,719
Noninterest income 6,265 9,360 9,200
Noninterest expense      
Salaries and employee benefits 5,305 4,856 6,893
Occupancy and equipment expenses 360 475 391
Data processing and communications expenses 116 47 33
Other expenses 1,387 1,594 1,832
Total noninterest expense 7,168 6,972 9,149
Income before income tax expense 14,170 56,844 30,422
Income tax expense 2,976 11,937 6,389
Net income 11,194 44,907 24,033
Total assets 256,077 419,040 1,088,611
Goodwill 0 0 0
Other intangible assets, net 0 0 0
Premium Finance Division      
Segment Reporting Information [Line Items]      
Interest income 46,523 29,636 30,665
Interest expense 12,425 1,545 3,483
Net interest income 34,098 28,091 27,182
Provision for credit losses (1,129) (2,011) (887)
Noninterest income 33 17 15
Noninterest expense      
Salaries and employee benefits 7,808 6,915 7,209
Occupancy and equipment expenses 337 317 305
Data processing and communications expenses 388 344 399
Other expenses 3,953 3,683 3,857
Total noninterest expense 12,486 11,259 11,770
Income before income tax expense 22,774 18,860 16,314
Income tax expense 4,689 4,493 3,439
Net income 18,085 14,367 12,875
Total assets 1,192,433 909,747 781,365
Goodwill 64,498 64,498 64,498
Other intangible assets, net $ 8,940 $ 11,890 $ 14,845