For each word length we distributed the probability of each possible spelling error equally.
for word length n, we have n deletion errors, 25n substitution errors, n − 1 transposition errors, and 26(n + 1) insertion errors, and the probability for each possible error is λn n+25n+n−1+26(n+1) .