Before revision:  From a sample of 296 stocks of the S\&P 500 index, the periods 2000 to 2007 and 2007 through 2009 are used to develop networks of stocks.
After revision:  From a sample of 296 stocks of the S\&P 500 index, distinct periods in between 2004 and 2011 are used to develop networks of stocks.