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!