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ANOVA is ANalysis Of VAriance
Goal: compare many means in a single hypothesis
Some authors argue that the ANOVA step is in fact unnecessary and we could perform the Tukey HSD test alone. Nevertheless, the ANOVA + Tukey approach is considered standard is most books.
If not Normal, use these non-parametric tests