The SVM algorithm is applied to the training dataset so that the model (i.e., the coefficients in Equ (1)) is trained and obtained. Table represents the coefficients obtained from the SVM algorithm used in the machine learning model (see Equ (1) and Table ). hydrocarbon structures. Here, BalabanJ provides essen�al topological insights , and Kappa3 is a third-order molecular connec�vity index that captures crucial informa�on regarding a molecule's structural topology and connec�vity .