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Loans Held for Investment - Composition of Loan Portfolio (Details) - USD ($)
$ in Thousands
Jun. 30, 2020
Mar. 31, 2020
Jan. 01, 2020
Dec. 31, 2019
Jun. 30, 2019
Mar. 31, 2019
Dec. 31, 2018
Loans Held for Investment              
Loans held for investment $ 15,082,884     $ 8,722,311      
Allowance for credit losses for loans held for investment (282,271) $ (115,422)   (35,698) $ (35,026) $ (37,856) $ (36,072)
Loans held for investment, net 14,800,613     8,686,613      
Loans held for sale, at lower of cost or fair value 1,007     1,672      
Unaccreted mark-to-market discount 144,500     40,700      
Investor loans secured by real estate              
Loans Held for Investment              
Loans held for investment 8,426,157     4,153,084      
Allowance for credit losses for loans held for investment     $ (9,027)        
Investor loans secured by real estate | CRE non-owner-occupied              
Loans Held for Investment              
Loans held for investment 2,783,692     2,070,141      
Allowance for credit losses for loans held for investment (63,007) (15,896)   (1,899) (1,765) (1,668) (1,624)
Investor loans secured by real estate | Multifamily              
Loans Held for Investment              
Loans held for investment 5,225,557     1,575,726      
Allowance for credit losses for loans held for investment (63,511) (14,722)   (729) (705) (669) (740)
Investor loans secured by real estate | Construction and land              
Loans Held for Investment              
Loans held for investment 357,426     438,786      
Allowance for credit losses for loans held for investment (18,804) (9,222)   (4,484) (5,408) (5,960) (5,964)
Investor loans secured by real estate | SBA secured by real estate              
Loans Held for Investment              
Loans held for investment 59,482     68,431      
Allowance for credit losses for loans held for investment (2,010) (935)   (1,915) (1,322) (2,704) (1,827)
Business loans secured by real estate              
Loans Held for Investment              
Loans held for investment 2,620,343     2,288,175      
Allowance for credit losses for loans held for investment     (5,492)        
Business loans secured by real estate | SBA secured by real estate              
Loans Held for Investment              
Loans held for investment 85,542     88,381      
Allowance for credit losses for loans held for investment (4,368) (4,044)   (2,119) (1,611) (1,966) (1,824)
Business loans secured by real estate | CRE owner-occupied              
Loans Held for Investment              
Loans held for investment 2,170,154     1,846,554      
Allowance for credit losses for loans held for investment (48,213) (26,793)   (2,781) (2,299) (1,969) (1,908)
Business loans secured by real estate | Franchise real estate secured              
Loans Held for Investment              
Loans held for investment 364,647     353,240      
Allowance for credit losses for loans held for investment (13,060) (7,503)   (592) (579) (2,173) (743)
Commercial loans              
Loans Held for Investment              
Loans held for investment 3,724,905     1,975,053      
Allowance for credit losses for loans held for investment     (20,118)        
Commercial loans | Commercial and industrial              
Loans Held for Investment              
Loans held for investment 2,051,313     1,393,270      
Allowance for credit losses for loans held for investment (41,967) (15,742)   (13,857) (13,796) (13,587) (13,695)
Commercial loans | Franchise non-real estate secured              
Loans Held for Investment              
Loans held for investment 523,755     564,357      
Allowance for credit losses for loans held for investment (21,676) (16,616)   (5,816) (6,186) (5,698) (6,066)
Commercial loans | SBA non-real estate secured              
Loans Held for Investment              
Loans held for investment 21,057     17,426      
Allowance for credit losses for loans held for investment (600) (516)   (445) (430) (503) (654)
Commercial loans | SBA PPP              
Loans Held for Investment              
Loans held for investment 1,128,780     0      
Retail loans              
Loans Held for Investment              
Loans held for investment 311,479     305,999      
Allowance for credit losses for loans held for investment     $ (1,061)        
Retail loans | Single family residential              
Loans Held for Investment              
Loans held for investment 265,170     255,024      
Allowance for credit losses for loans held for investment (1,479) (1,137)   (655) (704) (758) (808)
Retail loans | Consumer              
Loans Held for Investment              
Loans held for investment 46,309     50,975      
Allowance for credit losses for loans held for investment $ (3,576) $ (2,296)   $ (406) $ (221) $ (201) $ (219)