Before revision:  We develop a method to decompose the autocorrelation function into splitting and herding components and apply this to order flow data from the London Stock Exchange containing exchange membership identifiers.
After revision:  We develop a method to decompose the autocorrelation function into splitting and herding components and apply this to order flow data from the London Stock Exchange for which we have membership identifiers.