Consider the class of graphs on $n$ vertices which have maximum degree at most $\half n-1+\tau$, where $\tau\geq -n^{\half+\epsilon}$ for sufficiently small $\epsilon>0$. We find an asymptotic formula for the number of such graphs and show that their number of edges has a normal distribution whose parameters we determine. We also show that expectations of random variables on the degree sequences of such graphs can often be estimated using a model based on truncated binomial distributions.