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LOANS HELD FOR INVESTMENT, NET - Credit Quality Indicators (Details) - USD ($)
$ in Thousands
Dec. 31, 2021
Dec. 31, 2020
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding $ 9,244,661 $ 5,622,044
2021 1,839,501  
2020 1,502,001  
2019 1,289,329  
2018 726,725  
2017 878,430  
2016 and Prior 2,356,918  
Revolving 588,432  
Revolving-Term 46,426  
Total Loans 9,227,762  
Pass    
Credit Risk Profile of Real Estate Loans [Abstract]    
2021 1,828,115  
2020 1,473,478  
2019 1,174,655  
2018 606,030  
2017 752,529  
2016 and Prior 2,114,512  
Revolving 552,538  
Revolving-Term 29,902  
Total Loans 8,531,759  
Special Mention    
Credit Risk Profile of Real Estate Loans [Abstract]    
2021 6,003  
2020 15,891  
2019 54,365  
2018 21,926  
2017 23,775  
2016 and Prior 45,900  
Revolving 4,071  
Revolving-Term 2,033  
Total Loans 173,964  
Substandard    
Credit Risk Profile of Real Estate Loans [Abstract]    
2021 4,833  
2020 11,011  
2019 50,235  
2018 97,994  
2017 91,019  
2016 and Prior 196,506  
Revolving 30,823  
Revolving-Term 14,491  
Total Loans 496,912  
Doubtful    
Credit Risk Profile of Real Estate Loans [Abstract]    
2021 550  
2020 1,621  
2019 10,074  
2018 775  
2017 11,107  
Revolving 1,000  
Total Loans 25,127  
Total real estate loans    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding 8,294,204 4,978,195
Total real estate loans | Pass    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   4,681,059
Total real estate loans | Special Mention    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   83,761
Total real estate loans | Substandard    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   213,375
One-to-four family residential and cooperative/condominium apartment    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding 669,282 184,989
2021 129,679  
2020 89,096  
2019 82,568  
2018 76,726  
2017 80,365  
2016 and Prior 145,946  
Revolving 50,724  
Revolving-Term 14,178  
Total Loans 669,282  
One-to-four family residential and cooperative/condominium apartment | Pass    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   183,293
2021 129,679  
2020 86,028  
2019 80,195  
2018 75,354  
2017 77,829  
2016 and Prior 129,276  
Revolving 49,878  
Revolving-Term 12,537  
Total Loans 640,776  
One-to-four family residential and cooperative/condominium apartment | Special Mention    
Credit Risk Profile of Real Estate Loans [Abstract]    
2020 1,124  
2019 335  
2018 752  
2017 334  
2016 and Prior 2,158  
Revolving 846  
Revolving-Term 747  
Total Loans 6,296  
One-to-four family residential and cooperative/condominium apartment | Substandard    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   1,696
2020 1,944  
2019 2,038  
2018 597  
2017 2,202  
2016 and Prior 14,512  
Revolving-Term 894  
Total Loans 22,187  
One-to-four family residential and cooperative/condominium apartment | Doubtful    
Credit Risk Profile of Real Estate Loans [Abstract]    
2018 23  
Total Loans 23  
Multifamily residential and residential mixed-use    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding 3,356,346 2,758,743
2021 590,462  
2020 353,747  
2019 505,089  
2018 183,616  
2017 398,804  
2016 and Prior 1,309,248  
Revolving 14,555  
Revolving-Term 825  
Total Loans 3,356,346  
Multifamily residential and residential mixed-use | Pass    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   2,523,258
2021 590,462  
2020 341,206  
2019 455,277  
2018 151,226  
2017 332,749  
2016 and Prior 1,145,609  
Revolving 12,277  
Revolving-Term 825  
Total Loans 3,029,631  
Multifamily residential and residential mixed-use | Special Mention    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   56,400
2020 11,040  
2019 14,486  
2017 11,817  
2016 and Prior 26,252  
Total Loans 63,595  
Multifamily residential and residential mixed-use | Substandard    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   179,085
2020 1,501  
2019 35,326  
2018 32,390  
2017 54,238  
2016 and Prior 137,387  
Revolving 2,278  
Total Loans 263,120  
Commercial real estate ("CRE")    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding 3,945,948 1,878,167
2021 882,483  
2020 851,450  
2019 575,675  
2018 370,839  
2017 341,690  
2016 and Prior 874,439  
Revolving 43,183  
Revolving-Term 6,188  
Total Loans 3,945,947  
Commercial real estate ("CRE") | Pass    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   1,831,712
2021 872,049  
2020 848,694  
2019 529,182  
2018 306,360  
2017 298,904  
2016 and Prior 815,238  
Revolving 43,183  
Revolving-Term 6,188  
Total Loans 3,719,798  
Commercial real estate ("CRE") | Special Mention    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   13,861
2021 6,003  
2020 1,024  
2019 39,305  
2018 18,983  
2017 11,039  
2016 and Prior 17,438  
Total Loans 93,792  
Commercial real estate ("CRE") | Substandard    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   32,594
2021 4,431  
2020 1,732  
2019 7,082  
2018 45,496  
2017 31,747  
2016 and Prior 41,763  
Total Loans 132,251  
Commercial real estate ("CRE") | Doubtful    
Credit Risk Profile of Real Estate Loans [Abstract]    
2019 106  
Total Loans 106  
Acquisition, development, and construction ("ADC")    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding 322,628 156,296
2021 142,123  
2020 77,427  
2019 56,885  
2018 36,956  
2017 6,809  
2016 and Prior 774  
Revolving 1,066  
Revolving-Term 588  
Total Loans 322,628  
Acquisition, development, and construction ("ADC") | Pass    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   142,796
2021 142,123  
2020 76,259  
2019 56,885  
2018 23,456  
2017 6,809  
2016 and Prior 774  
Revolving 1,066  
Revolving-Term 588  
Total Loans 307,960  
Acquisition, development, and construction ("ADC") | Special Mention    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   13,500
2020 1,078  
Total Loans 1,078  
Acquisition, development, and construction ("ADC") | Substandard    
Credit Risk Profile of Real Estate Loans [Abstract]    
2020 90  
2018 13,500  
Total Loans 13,590  
Commercial and Industrial ("C&I") Loans    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding 933,559 641,533
2021 94,754  
2020 130,281  
2019 69,112  
2018 58,588  
2017 50,762  
2016 and Prior 26,511  
Revolving 478,904  
Revolving-Term 24,647  
Total Loans 933,559  
Commercial and Industrial ("C&I") Loans | Pass    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   613,691
2021 93,802  
2020 121,291  
2019 53,116  
2018 49,634  
2017 36,238  
2016 and Prior 23,615  
Revolving 446,134  
Revolving-Term 9,764  
Total Loans 833,594  
Commercial and Industrial ("C&I") Loans | Special Mention    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   2,131
2020 1,625  
2019 239  
2018 2,191  
2017 585  
2016 and Prior 52  
Revolving 3,225  
Revolving-Term 1,286  
Total Loans 9,203  
Commercial and Industrial ("C&I") Loans | Substandard    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   13,315
2021 402  
2020 5,744  
2019 5,789  
2018 6,011  
2017 2,832  
2016 and Prior 2,844  
Revolving 28,545  
Revolving-Term 13,597  
Total Loans 65,764  
Commercial and Industrial ("C&I") Loans | Doubtful    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   12,396
2021 550  
2020 1,621  
2019 9,968  
2018 752  
2017 11,107  
Revolving 1,000  
Total Loans 24,998  
Commercial and Industrial ("C&I") Loans | Total real estate loans    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   5,619,728
Commercial and Industrial ("C&I") Loans | Total real estate loans | Pass    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   5,294,750
Commercial and Industrial ("C&I") Loans | Total real estate loans | Special Mention    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   85,892
Commercial and Industrial ("C&I") Loans | Total real estate loans | Substandard    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   226,690
Commercial and Industrial ("C&I") Loans | Total real estate loans | Doubtful    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   12,396
Other Loans    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding 16,898 2,316
Other Loans | Credit Risk Profile    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding 16,898  
Other Loans | Performing    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   2,315
Other Loans | Performing | Credit Risk Profile    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding 16,533  
Other Loans | Non-Accrual    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding   $ 1
Other Loans | Non-Accrual | Credit Risk Profile    
Credit Risk Profile of Real Estate Loans [Abstract]    
Principal balances outstanding $ 365