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COVID-19, has been officially labeled as a pandemic by the World Health Organisation. This paper presents cloperastine and vigabatrin as two possible drug candidates for combatting the disease along with the process by which they were discovered. The paper presents the discoveries made by using a connectivity map and the docking configurations used to simulate the docking.