In this study, we develop a data-driven heuristic method to solve the irregular flight recovery problem. Based on operational data from China South Airlines, Beijing, China, evaluate importance of in network and influence delay its subsequent flights. Then, classify historical states into three scenarios according their reasons investigate patterns for each scenario. Inspired by results analysi...