Has anyone seen this result where Student's t letters are the same while Tukey HSD letters are different. I usually see visa versa. Any thought?
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I would not perform any post hoc tests until I validated the assumptions of the model and addressed all the issues with the estimation.
I don't think that this analysis is quite ready for any post hoc tests.