The maximum entropy for the whole list of solvents for 𝑗 𝑡ℎ class (Agonist or Binding) given in Table is 𝑆 𝑗 = ∑𝐻 𝑖𝑗 . The uncertainty associated with each 𝑖 𝑡ℎ solvent for the 𝑗 𝑡ℎ class of EDC is estimated as the ratio of the prediction entropy 𝐻 𝑖𝑗 and the maximum entropy 𝑆 𝑗 . Table lists the uncertainty values for all the solvents extracted from perovskite literature. A low value of uncertainty ensures higher confidence in the prediction for those solvents. The five solvents with the highest confidence in prediction are Diethylene glycol (DEG), Benzyl alcohol, DMSO, Pyridine, and Oleylamine.