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Summary of Significant Accounting Policies (Details) - USD ($)
3 Months Ended
Mar. 31, 2017
Mar. 31, 2016
Cash Transactions [Abstract]    
Interest paid $ 13,666,769 $ 7,341,784
Income taxes paid 230,110 10,556,737
Noncash Transactions [Abstract]    
Loans charged-off to the allowance for loan losses 5,161,951 9,226,906
Loans foreclosed upon with repossessions transferred to other real estate 1,498,198 0
Loans foreclosed upon and transferred to other assets 2,593 1,384,511
Common stock issued in connection with acquisitions 0 39,694,036
Basic net income per share calculation [Abstract]    
Numerator - Net income $ 39,653,047 $ 27,965,264
Denominator - Average common shares outstanding (in shares) 48,022,342 40,082,805
Basic net income per share (in dollars per share) $ 0.83 $ 0.70
Diluted net income per share calculation [Abstract]    
Numerator - Net income $ 39,653,047 $ 27,965,264
Denominator - Average common shares outstanding (in shares) 48,022,342 40,082,805
Dilutive shares (in shares) [1] 495,578 764,222
Average diluted common shares outstanding (in shares) 48,517,920 40,847,027
Diluted net income per share (in dollars per share) $ 0.82 $ 0.68
Bankers Healthcare Group, LLC [Member]    
Schedule of Equity Method Investments [Line Items]    
Ownership percentage equity method investment 49.00%  
[1] Approximately 518,152 restricted share units are not included in the weighted-average shares outstanding as they are deemed to be contingently issuable. Additionally, for the periods ended September 30, 2016 and 2015, there were no anti-dilutive share-based awards outstanding.