A new data set provides estimates of uncertainty in the daily temperature and precipitation values for North America provided by Daymet.
Quantifying uncertainty in Daymet
Daymet cross-validation tile-wide summary statistics for maximum temperature in 1980; 'daymae' = mean absolute error for single day predictions.