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on the basis of experimental design and qualitative/quantitative variables, how can i decide either i should go for Regression or ANOVA ( say a split plot design with 4 different irrigation level in main plot, 4 varieties in subplot, 3 replication)?

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ANOVA is just a specific kind of regression. So either way, you're doing a regression.

First, check if you satisfy the assumptions required for an ANOVA. If you don't then you will need to figure out what other type of regression to do. With your minimal information it's impossible to give you more detailed advice.

Adam B
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