There are three assumptions of an ANOVA.  If the data set does not 
meet the following three requirements, then the inferences will not be valid.

1) Normality of distribution (not skewed)

2) Independence of observation (one subject influences another's subject's response)

3) Homegeneity of variance (where the variance of one group is relatively equal to the other groups variances)

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