Before revision:  We identify from the data well known market crashes such as Black Thursday (1929), Black Monday (1987) and Subprime crisis (2008)  with clear and robust results.
After revision:  We identify from the data well known market crashes such as Black Thursday (1929), Black Monday (1987) and Subprime crisis (2008) - are identified with clear and robust results.