Graphics can sometimes be more revealing than conventional statistical computations.
Consider Anscombe’s quartet: all four of these data sets are described by the exact same linear model (at least until residuals are examined).
And yet, how they differ, as the graphical display of the data makes vividly clear.
Show the data, not just the statistics.