Issue with inequalities involving probablities
This uses the fact that the L1-norm between two probability distributions is equal to twice their total variation distance.

See https://en.wikipedia.org/wiki/Total_variation_distance_of_probability_measures

To prove the equality you take the subset A in the definition to be the set of points where $$p_t &gt; p_{t|w,w}.$$