There are lots of different reasons. Maybe you want to inspect (e.g., plot) many of the quantities in your posterior, including things like p. If p isn’t saved in your trace, then you have to calculate it yourself (using the other parameters in the trace) and then plot it yourself.
Can we see how you are inspecting your data? It’s tough to know what “a row” is without knowing how you are looking at your posterior.