“…(2) 5 topological descriptors, namely, longest chain, longest aliphatic chain, Wiener path number, 61 Wiener polarity number, 61,62 and fragment complexity; 63 (3) 4 geometric descriptors, namely, Petitjean number, 64 eccentricity connectivity index 65 (hereby as eccentricity index), McGowan characteristic volume 66 (hereby as McGowan volume), and VABC; 67 and (4) 2 hydrophobic descriptors, namely, Crippen log P 68 and Crippen MR. 69 Temperature, which we understand to be inversely related to viscosity, is included as the 15th feature. We explain our selection of descriptors: (1) molecular weight: a power-law relationship is exhibited between polymer viscosity and its entanglement molecular weight; 70 as polymer entanglement is difficult to measure or calculate, the molecular weight is used instead, (2) rotatable bonds and rotatable bond fraction: the ease of rotation of the backbone bonds in polymers (i.e., chain flexibility) affects the degree of entanglement of polymer chains, 71 and hence the viscosity of the polymers, (3) the longest chain and longest aliphatic chain: the polymer viscosity is directly proportional to its chain length, 72 (4) Wiener path number, Wiener polarity number, and fragment complexity: these topological descriptors have a strong correlation with viscosity, 73,74 (5) Petitjean number and eccentricity index: distance-based descriptors often exhibit a high degree of predictability of physicochemical properties such as viscosity, 75 (6) McGowan volume and VABC: most physicochemical properties such as viscosity are size-related; 66 the McGowan volume and VABC are variants to calculate the van der Waals volume, (7) Crippen log P and Crippen MR: the solute hydrophobicity in two immiscible or partially miscible solvents as described by the Crippen indices relates to the interaction strength between the solute and the solvents 68 and therefore viscosity.…”