Usually, PCA is used for a large number of features. FactoMineR [1]
package provides a couple of examples, check for temperature example.
But you may want to consult to basic PCA material as well, I suggest a
book from Chris Bishop [2].


[1] https://cran.r-project.org/web/packages/FactoMineR/vignettes/clustering.pdf
[2] http://www.springer.com/de/book/9780387310732?referer=www.springer.de

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