We do the same thing but cumulate the net returns over the course of the month (click to enlarge):
Thursday, January 3, 2013
Distribution of Stock Market Returns
Below, Corrections displays the distribution of daily holding period returns in all non-delisted stocks in the U.S. NYSE, NYSE-AMEX, NYSE-ARCA, and NASDAQ (click to enlarge). Holding period returns include dividends.