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"Hold"][np.argmax(q_trader.q_table[:, np.argmax(q_trader.current_state)])] # Calculate profit based on the final suggested action final_profit = calculate_profit_loss(initial_balance, final_suggested_action, current_close, final_real_time_data['close'], quantity) print(f"Final Suggested Action: