Angel Munoz¹, Andrew William Robertson², Simon J Mason¹, Lisa M Goddard³, Diego Pons¹, Thea Turkington⁴, Nachiketa Acharya², Xandre M Chourio⁵ and Asher Siebert¹, (1)International Research Institute for Climate and Society, Columbia University, Palisades, NY, United States, (2)Columbia University, International Research Institute for Climate and Society, Palisades, NY, United States, (3)International Research Institute for Climate & Society, Palisades, NY, United States, (4)Centre for Climate Research Singapore, Meteorological Service Singapore, Singapore, Singapore, (5)International Research Institute for Climate and Society, Columbia University, Palisades, United States