A computing device may select a plurality of data sets, determine a set of strings that are included in at least two data sets of the plurality of data sets, and select a particular string of the set of strings. The computing device may replace each occurrence of the particular string in the plurality of data sets to create a modified plurality of data sets such that the modified plurality of data sets is smaller in size than the plurality of data sets. The computing device may assign a reference to the particular string and replace each occurrence of the particular string in the plurality of data sets to create a plurality of modified data sets. The computing device may replace may store the reference and the particular string in a table.