You only need to view loric's reply to realise just how many people don't understand the graph. Loric seems to be assuming it is a graph of temperature whereas in reality it is a graph of temperature change per decade. The recent increase in monthly temperatures with the projected probability of a record hot 2014 quite probably indicates the average decadal temperature change is swinging up again.
