It used to be that the first heatwaves of summer produced disproportionate mortality, and then, as people got used to the heat, a similar warm spell killed fewer.
One should also note that 2010 saw a spike in mortality over the summer months when most of central Russia was choking on peat smoke, so some of the mortality improvement in 2011 is because of the base effect.