 This procedure differs from the procedure for interventions (discussed in  Section 4.7)  in that steps 1 and 2 have been reversed. We first update the probability distribution, then perform the intervention. This reflects the fact that the observations tell us about the actual world, in which the intervention did not (necessarily) occur.