Hui Ding, University of Colorado/CIRES, Boulder, United States, Matthew Newman, University of Colorado at Boulder, Boulder, CO, United States, Michael A Alexander, NOAA/Earth System Research Laboratory, Physical Science Division, Boulder, CO, United States and Andrew Thorne Wittenberg, NOAA Princeton, Princeton, NJ, United States