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The two most common kinds of data transformation is log transformation and square-root transformation . Log transformation is useful for data which are resulted by the multiplication of various factors. Be careful if you have zero or negative values in your data. You need to add a constant to each data point to make them larger positive and non-zero. If you have count data, and some of the counts are zero, adding to each data point is commonly done. Square-root transformation is useful for count data. Make sure you don't have any zero or negative values as well. Ultimately, you will need to determine what data transformation you use based on histograms and statistical tests explained above.