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Fig. 3 | International Journal of Behavioral Nutrition and Physical Activity

Fig. 3

From: Zero problems with compositional data of physical behaviors: a comparison of three zero replacement methods

Fig. 3

Biplots of complete and replaced datasets (20% zeros, observation threshold-based replacement). Zeros replaced using simple, multiplicative and lrEM replacement. The simple and multiplicative replacement methods were set up to replace zeros with 65% the observation threshold, whereas the lrEM by construction replaces zeros with estimated values below the observation threshold. Individuals with imposed and replaced zeros are indicated with a different color

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