Transformations can improve the distribution of data from "summary" of Statistics for Censored Environmental Data Using Minitab and R by Dennis R. Helsel
Transformations can be a useful tool in improving the distribution of data. When working with censored environmental data, it is common to encounter skewed or non-normal distributions. This can make it challenging to perform statistical analyses that assume a normal distribution. By applying transformations to the data, we can often make the distribution more symmetrical and closer to a normal distribution. This can help to meet the assumptions of many statistical tests and improve the accuracy of our results. There are several types of transformations that can be used, such as logarithmic, square root, and reciprocal transf...
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