and better improvements because you're working on expensive log scale so how do we ground these numbers they're kind of abstract or random quantities you know what is the difference between one point two three bits per character and one point two bits per character especially if you just spent pretty much your life working on a paper and that's the number you got out so you know it's important to understand these quantities our data set dependent it's really easy to guess all zeroes it's really hard to guess the