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q_trader.choose_action(q_trader.current_state) current_close = q_trader.current_state[3] time.sleep(1) # Introduce a delay before fetching the next real-time data q_trader.observe_next_state(identifier) next_close = q_trader.current_state['close'] reward = calculate_reward(action, current_close,