The statistical analysis of the different versions of the Atom-Bond Connectivity (ABC) Descriptors (indices) are used to infer the drug molecular structures that are helpful for chemical and medical scientists to nd out the chemical and biological characteristics of drugs. In this article, we compute and analyze the linear and non-linear regression models of the different versions of ABC indices and their polynomials of some Molecular structures of COVID-19 drugs.