probabilities of the tokens from like the empirical distribution and again we can estimate that just by counting a time we can then go a bit farther and start to exploit context so again we've talked before about how important context might eat and this is where you can start to see you language well begin to handle a potentially so you can say instead that we're instead of estimating just like the you know diagonal of that of that matrix we can use that full matrix basically and say well yeah then that you know we just saw the word the