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A climate normal is a reference statistic for a stated period; standard normals commonly use 30 years. Subtract the reference from the observed value to get an anomaly. An anomaly is not automatically an error. Fictional values below are annual means.
Worked example
Annual mean 14 C minus a 30-year reference mean 12 C gives an anomaly of +2 C.