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Stock Based Compensation - Market Based PSUs Weighted-Average Assumptions (Details) - Performance stock units - market based - $ / shares
6 Months Ended
Jun. 30, 2023
Jun. 30, 2022
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]    
Performance period 3 years 3 years
Stock price (in dollars per share) $ 51.25 $ 69.44
Triumph Financial stock price volatility 49.33% 55.17%
Risk-free rate 3.76% 2.84%