We investigate the lags for testing linear Granger causality and obtain a new criterion of the best lags for testing linear Granger causality. Furthermore, we compare the sensitivity between the two A-Stock Markets of Shanghai and Shenzhen Exchange Stocks, and conclude that the A-Stock Market in Shenzhen Exchange Stock is more sensitive than the A-Stock Market in Shanghai Exchange Stock, in the sense of Granger causality.