Here is a scatter graph of GISS temperature data (GISTEMP) and the U.S. Palmer Drought Severity Index with annual data through 2011.
Chart: Annual PDSI -vs- Annual Global GISTEMP – Source: Dr. Pat Michaels by way of WUWT.
As you can see, there is no correlation at all. More info on understanding scatter graphs is here.
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