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The graph looks quite different when the mean is one year, instead of 5 years and one month.
Wood for Trees: Interactive Graphs
And different again when the mean is one month instead of 12.
For all the over-the-top rhetoric coming from some quarters, one could almost be fooled into thinking that GISS and HadCRUT are showing similar results to UAH and RSS; merely measuring surface instead of lower atmosphere temperatures.
However we're usually discussing long-term climate changes on this forum, to which short-term variations such as the 1991 Pinatubo eruption (cooling effect) or the 100-year record El Nino in 1998 (warming) are only of passing interest. Using a longer-term mean is more useful for viewing longer-term climate trends.