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Loans and Allowance for Loan Losses - Schedule of Loans Classified by Aging Analysis (Details) - USD ($)
$ in Thousands
Dec. 31, 2020
Dec. 31, 2019
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Commercial construction    
Financing Receivables, By Class $ 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Commercial Real Estate    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Industrial revenue bonds    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Consumer auto    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Home Equity Line of Credit    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Land development    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | One- to four-family residential construction    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Subdivision construction    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Owner occupied one- to four-family residential    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Non-owner occupied one- to four-family residential    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Other residential    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Commercial business    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Consumer other    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Acquired Loans Net of Discount    
Financing Receivables, By Class 0  
Financing Receivables Greater Than 90 Days Past Due and Still Accruing | Less Acquired Loans Net of Discount    
Financing Receivables, By Class 0  
Loans Receivable, Gross    
Financing Receivables, By Class 0  
Loans Receivable    
Financing Receivables, By Class 0  
Financial Asset, 30 to 59 Days Past Due | Commercial construction    
Financing Receivables, By Class 0 $ 15,085
Financial Asset, 30 to 59 Days Past Due | Commercial Real Estate    
Financing Receivables, By Class 0 549
Financial Asset, 30 to 59 Days Past Due | Industrial revenue bonds    
Financing Receivables, By Class 0  
Financial Asset, 30 to 59 Days Past Due | Consumer auto    
Financing Receivables, By Class 364 1,101
Financial Asset, 30 to 59 Days Past Due | Home Equity Line of Credit    
Financing Receivables, By Class 153 296
Financial Asset, 30 to 59 Days Past Due | Land development    
Financing Receivables, By Class 20  
Financial Asset, 30 to 59 Days Past Due | One- to four-family residential construction    
Financing Receivables, By Class 1,365  
Financial Asset, 30 to 59 Days Past Due | Subdivision construction    
Financing Receivables, By Class 0  
Financial Asset, 30 to 59 Days Past Due | Owner occupied one- to four-family residential    
Financing Receivables, By Class 1,379 1,453
Financial Asset, 30 to 59 Days Past Due | Non-owner occupied one- to four-family residential    
Financing Receivables, By Class 0 152
Financial Asset, 30 to 59 Days Past Due | Other residential    
Financing Receivables, By Class 0 376
Financial Asset, 30 to 59 Days Past Due | Commercial business    
Financing Receivables, By Class 0 60
Financial Asset, 30 to 59 Days Past Due | Consumer other    
Financing Receivables, By Class 443 278
Financial Asset, 30 to 59 Days Past Due | Acquired Loans Net of Discount    
Financing Receivables, By Class 1,662 2,177
Financial Asset, 30 to 59 Days Past Due | Less Acquired Loans Net of Discount    
Financing Receivables, By Class 1,662 2,177
Financial Asset, 30 to 59 Days Past Due | Loans Receivable, Gross    
Financing Receivables, By Class 5,386 21,527
Financial Asset, 30 to 59 Days Past Due | Loans Receivable    
Financing Receivables, By Class 3,724 19,350
Financial Asset, 60 to 89 Days Past Due | Commercial construction    
Financing Receivables, By Class 0  
Financial Asset, 60 to 89 Days Past Due | Commercial Real Estate    
Financing Receivables, By Class 79 119
Financial Asset, 60 to 89 Days Past Due | Industrial revenue bonds    
Financing Receivables, By Class 0  
Financial Asset, 60 to 89 Days Past Due | Consumer auto    
Financing Receivables, By Class 119 259
Financial Asset, 60 to 89 Days Past Due | Home Equity Line of Credit    
Financing Receivables, By Class 111  
Financial Asset, 60 to 89 Days Past Due | Land development    
Financing Receivables, By Class 0 27
Financial Asset, 60 to 89 Days Past Due | One- to four-family residential construction    
Financing Receivables, By Class 0  
Financial Asset, 60 to 89 Days Past Due | Subdivision construction    
Financing Receivables, By Class 0  
Financial Asset, 60 to 89 Days Past Due | Owner occupied one- to four-family residential    
Financing Receivables, By Class 113 1,631
Financial Asset, 60 to 89 Days Past Due | Non-owner occupied one- to four-family residential    
Financing Receivables, By Class 0  
Financial Asset, 60 to 89 Days Past Due | Other residential    
Financing Receivables, By Class 0  
Financial Asset, 60 to 89 Days Past Due | Commercial business    
Financing Receivables, By Class 0  
Financial Asset, 60 to 89 Days Past Due | Consumer other    
Financing Receivables, By Class 7 233
Financial Asset, 60 to 89 Days Past Due | Acquired Loans Net of Discount    
Financing Receivables, By Class 641 709
Financial Asset, 60 to 89 Days Past Due | Less Acquired Loans Net of Discount    
Financing Receivables, By Class 641 709
Financial Asset, 60 to 89 Days Past Due | Loans Receivable, Gross    
Financing Receivables, By Class 1,070 2,978
Financial Asset, 60 to 89 Days Past Due | Loans Receivable    
Financing Receivables, By Class 429 2,269
Financial Asset, Equal to or Greater than 90 Days Past Due | Commercial construction    
Financing Receivables, By Class 0  
Financial Asset, Equal to or Greater than 90 Days Past Due | Commercial Real Estate    
Financing Receivables, By Class 587 632
Financial Asset, Equal to or Greater than 90 Days Past Due | Industrial revenue bonds    
Financing Receivables, By Class 0  
Financial Asset, Equal to or Greater than 90 Days Past Due | Consumer auto    
Financing Receivables, By Class 169 558
Financial Asset, Equal to or Greater than 90 Days Past Due | Home Equity Line of Credit    
Financing Receivables, By Class 508 517
Financial Asset, Equal to or Greater than 90 Days Past Due | Land development    
Financing Receivables, By Class 0  
Financial Asset, Equal to or Greater than 90 Days Past Due | One- to four-family residential construction    
Financing Receivables, By Class 0  
Financial Asset, Equal to or Greater than 90 Days Past Due | Subdivision construction    
Financing Receivables, By Class 0  
Financial Asset, Equal to or Greater than 90 Days Past Due | Owner occupied one- to four-family residential    
Financing Receivables, By Class 1,502 1,198
Financial Asset, Equal to or Greater than 90 Days Past Due | Non-owner occupied one- to four-family residential    
Financing Receivables, By Class 69 181
Financial Asset, Equal to or Greater than 90 Days Past Due | Other residential    
Financing Receivables, By Class 0  
Financial Asset, Equal to or Greater than 90 Days Past Due | Commercial business    
Financing Receivables, By Class 114 1,235
Financial Asset, Equal to or Greater than 90 Days Past Due | Consumer other    
Financing Receivables, By Class 94 198
Financial Asset, Equal to or Greater than 90 Days Past Due | Acquired Loans Net of Discount    
Financing Receivables, By Class 3,843 6,191
Financial Asset, Equal to or Greater than 90 Days Past Due | Less Acquired Loans Net of Discount    
Financing Receivables, By Class 3,843 6,191
Financial Asset, Equal to or Greater than 90 Days Past Due | Loans Receivable, Gross    
Financing Receivables, By Class 6,886 10,710
Financial Asset, Equal to or Greater than 90 Days Past Due | Loans Receivable    
Financing Receivables, By Class 3,043 4,519
Financing Receivables Past Due | Commercial construction    
Financing Receivables, By Class 0 15,085
Financing Receivables Past Due | Commercial Real Estate    
Financing Receivables, By Class 666 1,300
Financing Receivables Past Due | Industrial revenue bonds    
Financing Receivables, By Class 0  
Financing Receivables Past Due | Consumer auto    
Financing Receivables, By Class 652 1,918
Financing Receivables Past Due | Home Equity Line of Credit    
Financing Receivables, By Class 772 813
Financing Receivables Past Due | Land development    
Financing Receivables, By Class 20 27
Financing Receivables Past Due | One- to four-family residential construction    
Financing Receivables, By Class 1,365  
Financing Receivables Past Due | Subdivision construction    
Financing Receivables, By Class 0  
Financing Receivables Past Due | Owner occupied one- to four-family residential    
Financing Receivables, By Class 2,994 4,282
Financing Receivables Past Due | Non-owner occupied one- to four-family residential    
Financing Receivables, By Class 69 333
Financing Receivables Past Due | Other residential    
Financing Receivables, By Class 0 376
Financing Receivables Past Due | Commercial business    
Financing Receivables, By Class 114 1,295
Financing Receivables Past Due | Consumer other    
Financing Receivables, By Class 544 709
Financing Receivables Past Due | Acquired Loans Net of Discount    
Financing Receivables, By Class 6,146 9,077
Financing Receivables Past Due | Less Acquired Loans Net of Discount    
Financing Receivables, By Class 6,146 9,077
Financing Receivables Past Due | Loans Receivable, Gross    
Financing Receivables, By Class 13,342 35,215
Financing Receivables Past Due | Loans Receivable    
Financing Receivables, By Class 7,196 26,138
Financing Receivables Current | Commercial construction    
Financing Receivables, By Class 1,212,837 1,307,776
Financing Receivables Current | Commercial Real Estate    
Financing Receivables, By Class 1,553,011 1,492,872
Financing Receivables Current | Industrial revenue bonds    
Financing Receivables, By Class 14,003 13,189
Financing Receivables Current | Consumer auto    
Financing Receivables, By Class 85,521 149,936
Financing Receivables Current | Home Equity Line of Credit    
Financing Receivables, By Class 113,917 118,175
Financing Receivables Current | Land development    
Financing Receivables, By Class 53,990 40,404
Financing Receivables Current | One- to four-family residential construction    
Financing Receivables, By Class 41,428 33,963
Financing Receivables Current | Subdivision construction    
Financing Receivables, By Class 30,894 16,088
Financing Receivables Current | Owner occupied one- to four-family residential    
Financing Receivables, By Class 467,442 382,734
Financing Receivables Current | Non-owner occupied one- to four-family residential    
Financing Receivables, By Class 114,500 120,010
Financing Receivables Current | Other residential    
Financing Receivables, By Class 1,021,145 865,630
Financing Receivables Current | Commercial business    
Financing Receivables, By Class 370,784 311,914
Financing Receivables Current | Consumer other    
Financing Receivables, By Class 40,218 46,011
Financing Receivables Current | Acquired Loans Net of Discount    
Financing Receivables, By Class 92,497 118,129
Financing Receivables Current | Less Acquired Loans Net of Discount    
Financing Receivables, By Class 92,497 118,129
Financing Receivables Current | Loans Receivable, Gross    
Financing Receivables, By Class 5,212,187 5,016,831
Financing Receivables Current | Loans Receivable    
Financing Receivables, By Class 5,119,690 4,898,702
Financing Receivables Total | Commercial construction    
Financing Receivables, By Class 1,212,837 1,322,861
Financing Receivables Total | Commercial Real Estate    
Financing Receivables, By Class 1,553,677 1,494,172
Financing Receivables Total | Industrial revenue bonds    
Financing Receivables, By Class 14,003 13,189
Financing Receivables Total | Consumer auto    
Financing Receivables, By Class 86,173 151,854
Financing Receivables Total | Home Equity Line of Credit    
Financing Receivables, By Class 114,689 118,988
Financing Receivables Total | Land development    
Financing Receivables, By Class 54,010 40,431
Financing Receivables Total | One- to four-family residential construction    
Financing Receivables, By Class 42,793 33,963
Financing Receivables Total | Subdivision construction    
Financing Receivables, By Class 30,894 16,088
Financing Receivables Total | Owner occupied one- to four-family residential    
Financing Receivables, By Class 470,436 387,016
Financing Receivables Total | Non-owner occupied one- to four-family residential    
Financing Receivables, By Class 114,569 120,343
Financing Receivables Total | Other residential    
Financing Receivables, By Class 1,021,145 866,006
Financing Receivables Total | Commercial business    
Financing Receivables, By Class 370,898 313,209
Financing Receivables Total | Consumer other    
Financing Receivables, By Class 40,762 46,720
Financing Receivables Total | Acquired Loans Net of Discount    
Financing Receivables, By Class 98,643 127,206
Financing Receivables Total | Less Acquired Loans Net of Discount    
Financing Receivables, By Class 98,643 127,206
Financing Receivables Total | Loans Receivable, Gross    
Financing Receivables, By Class 5,225,529 5,052,046
Financing Receivables Total | Loans Receivable    
Financing Receivables, By Class $ 5,126,886 $ 4,924,840