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Getting a full assessment of all the sources of bias in global temperature products in a quantitative manner is hard. (Though it’s relatively easy to show multiple methods give similar answers).
There are issues associated with coverage changes over time, homogenization choices in land and ocean data, interpolation and averaging issues, etc.
Estimating the total uncertainty is hard. But ultimately rewarding:
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