Daniel Preve and Yiu-Kuen Tse, "Estimation of Time Varying Adjusted Probability of Informed Trading and Probability of Symmetric Order-Flow Shock", Journal of Applied Econometrics, Vol. 28, No. 7, 2013, pp. 1138-1152. The intraday data used in the article were extracted and compiled from the NYSE Trade and Quote (TAQ) Database provided through the Wharton Research Data Services (WRDS): https://wrdsweb.wharton.upenn.edu/wrds/ We retrieved data from the Consolidated Trade (CT) file as well as the Consolidated Quote (CQ) file. From the CT file, we downloaded the data for the date, trading time, price and number of shares traded for each stock in our study. From the CQ file, we downloaded the data for the offer and bid prices. The data sets used consist of high-frequency transaction data for the stocks of IBM, GE, PG, and WMT over the period Jan 1, 2005 through Dec 31, 2007, covering 754 trading days. The data are not allowed to be redistributed. However, the databases on WRDS can be accessed by researchers whose organization maintains a license agreement with WRDS and with the appropriate data sources. Please address correspondence to Yiu-Kuen Tse School of Economics, Singapore Management University 90 Stamford Road Singapore 178903, Singapore yktse[AT]smu.edu.sg.