 next step is to look at the interaction plots to find out how the both variables are interacting. Though, we have the value of f and p for the interaction, we can also see that the interaction was significant in this case. But still, I think the graph gives us real picture that in both conditions, our within variable is behaving differently. So, we can find out the main effects of the two independent variables and their interaction from the interaction plots. Here is the interaction plot. As you can see that there is no significant interaction between gender and caffeine consumption. Because our value was 0.066. And we said that theoretically our value is not significant. But usually there is a way that when our lines intersect, we say that there can be interaction. Maybe increase the data here, or maybe go here and do it. But so far, because our value is 0.066, the results are not significant. We will claim that there is no significant interaction between gender and caffeine consumption. Caffeine consumption at different levels produced similar results for memory test for both males and females. So, if you look at level 1, male and female are here, level 2 slightly is here and level 3 slightly is here. So, this means that the interaction is not very significant because there are more errors in the third group. In the second group, if there were more errors in the first group, the interaction would have been significantly significant. But I believe that if we increase the data, we can see that our interaction will be achieved on the second or third level. But so far, you can have an idea of how to interpret the interaction between male and female. So, if you look at the average, the level of caffeine is almost the same. There are more errors in the second group and less errors in the third group. So, both of the variables influence memory scores independently. Both of the variables are independent. The interactive effect is not significant. For the main effect of caffeine, a graph shows that the high dose of caffeine resulted in higher effect on memory as compared to low and medium caffeine consumption. As I have explained that you can see that the high dose of caffeine has a higher effect on the memory, whether it is male or female. Because this was our female earlier, but now their errors have come here. And the males were here earlier, so the high dose of caffeine is affecting you. In other words, increased caffeine consumption improved memory scores for both males and females. By the way, this interpretation can be done in other ways as well. Because if our memory score is more, and this is not errors, rather these are the memory scores where the high score indicates a better memory, then our memory is getting better with increased caffeine. Because our scores are increasing as compared to low. So, you can do the interpretation in both ways. So, for the main effect of gender, the separate lines purple or male and green for female indicate that females scored higher on memory test than the male. Because you can see that our green line females are significantly scoring better on the memory task as compared to male. So, the main effect for gender are of course significant.