NOAA has put their updated climate atlas online.  You can read about it and try it out at https://www.ncdc.noaa.gov/climateatlas/.  In addition to average values of temperature and precipitation, it also has maps of individual years.  It also has a nifty slider feature that allows you to compare maps.  Check it out!

climate atlas