Changed the climate varialbe to July temperature, fixed the loop to start at 1, moved keep pol lower to accomodate setting the diagonal to FALSE, changed the number f CPUs used in parallel.  I've been re-running, so wapls.res.RData is also different.
Modified plotting for figures in the markdown text.