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Loans and Allowance for Credit Losses - Additional Information (Details)
12 Months Ended
Dec. 31, 2021
USD ($)
alternative
Loan_modified
Dec. 31, 2020
USD ($)
Loan_modified
Dec. 31, 2019
USD ($)
Jan. 01, 2020
USD ($)
Dec. 31, 2018
USD ($)
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Increase (decrease) in accounts and notes receivable $ 844,000        
Loan purchased amount 3,938,120,000 $ 3,094,585,000      
Accrued interest on loans 14,700,000 15,900,000      
Minimum value of loans individually measured for impairment $ 250,000,000        
Number of alternatives for measuring impaired loans receivable | alternative 3        
Allowance for credit losses $ 54,655,000 41,910,000 $ 26,911,000   $ 26,189,000
Recorded balance of nonaccrual loans 18,105,000 23,750,000      
Interest lost on nonaccrual loans 308,000 921,000 906,000    
Troubled debt restructurings balance 5,792,000 9,502,000      
Loans receivable, modifications, allowance $ 765,000 $ 1,016,000      
Troubled debt restructurings balance | Loan_modified 1 0      
Real estate acquired through foreclosure $ 4,984,000 $ 2,489,000      
Mortgage loans secured by real estate In foreclosure $ 411,000 713,000      
ASU 2016-13          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses       $ 28,583,000  
ASU 2016-13 | Revision of Prior Period, Adjustment          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses       1,672,000  
ASU 2016-13 | Financial Asset Acquired with Credit Deterioration          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses       1,198,000  
ASU 2016-13 | Financial Asset Acquired with Credit Deterioration | Revision of Prior Period, Adjustment          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses       833,000  
Commercial and Industrial Loans          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Maximum loan-to-value ratio (in hundredths) 80.00%        
Amortization period of loans seven years        
Loans receivable, time period one year        
Allowance for credit losses $ 19,241,000 13,485,000 9,273,000   9,893,000
Troubled debt restructurings balance $ 479,000 2,389,000      
Agricultural          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Maximum loan-to-value ratio (in hundredths) 65.00%        
Amortization period of loans twenty-five years        
Loans receivable, time period one year        
Commercial Real Estate          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Debt coverage ratio 1.20x        
Amortization period of loans twenty years        
Recorded balance of nonaccrual loans $ 7,920,000 8,760,000      
Commercial Real Estate | ASU 2016-13          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses       11,739,000  
Commercial Real Estate | ASU 2016-13 | Revision of Prior Period, Adjustment          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses       541,000  
Commercial Real Estate | ASU 2016-13 | Financial Asset Acquired with Credit Deterioration          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses       818,000  
Commercial Real Estate | ASU 2016-13 | Financial Asset Acquired with Credit Deterioration | Revision of Prior Period, Adjustment          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses       459,000  
Commercial Real Estate | Minimum          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Maximum loan-to-value ratio (in hundredths) 65.00%        
Commercial Real Estate | Maximum          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Maximum loan-to-value ratio (in hundredths) 80.00%        
1-4 Family Residential Properties          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Period when loans charged-down 180 days        
Recorded balance of nonaccrual loans $ 5,252,000 6,930,000      
1-4 Family Residential Properties | ASU 2016-13          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses       2,142,000  
1-4 Family Residential Properties | ASU 2016-13 | Revision of Prior Period, Adjustment          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses       756,000  
1-4 Family Residential Properties | ASU 2016-13 | Financial Asset Acquired with Credit Deterioration          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses       48,000  
1-4 Family Residential Properties | ASU 2016-13 | Financial Asset Acquired with Credit Deterioration | Revision of Prior Period, Adjustment          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses       $ 42,000  
Providence Bank          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Loan purchased amount 838,400,000        
Stifel Bank          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Loan purchased amount 208,000,000        
Real Estate Loan          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Troubled debt restructurings balance 4,953,000 6,773,000      
Real Estate Loan | Agricultural          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Allowance for credit losses $ 1,257,000 $ 1,084,000 $ 1,093,000   $ 1,246,000
Real Estate Loan | Residential Properties          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Maximum loan-to-value ratio (in hundredths) 80.00%        
Amortization period of loans twenty-five years        
Balloon period five years        
Unsecured Open-end Loans          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Period when loans charged-down 180 days        
Other Secured Loans          
Accounts, Notes, Loans and Financing Receivable [Line Items]          
Period when loans charged-down 120 days