Justin Sheffield^1,2, Daniela Anghileri³, Yang Lu², Solomon Gebrechorkos², Noemi Vergopolan⁴, Veronica Bozzini⁵, Chengxiu Li⁶, Meryl Jagarnath⁶, Jadu Dash⁷ and Chris Hill⁶, (1)Princeton Climate Analytics, Princeton, NJ, United States, (2)University of Southampton, Geography and Environment, Southampton, United Kingdom, (3)University of Southampton, Southampton, SO14, United Kingdom, (4)Princeton University, Civil and Environmental Engineering, Princeton, NJ, United States, (5)ETH Zurich, Zurich, Switzerland, (6)University of Southampton, Southampton, United Kingdom, (7)University of Southampton, Geography and the Enviornment, Southampton, United Kingdom