2 things to consider, and they are on the video BTW:
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The national weather service deals mostly with just 1.6% of the surface of the earth (The USA)
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That is not Climate, but Weather.
Climate researchers look at more than 15 (researchers also mention up to 20) years of yearly data to establish trends.
http://tamino.wordpress.com/2009/12/15/how-long/#more-2124