Here will be some description and figures

The multifactor analysis of the temperature time series is represented below:

total number of the principal components (pc) is 132;
the recovery is implemented with the use of 1 principal component (5-th principal component).

Initial time series, the result of its recovery, 15 principal components, diagrams for 5 first principal components are represented in graphic form.