Both eastern and western experts agree that the Bhagavad-Gita is one of the finest philosophical works yet written. The Ultimate Lord Krishna explains the art of consciousness and the precise procedure through which a person might forge an enduring bond with God in a manner that is both amazing and quite obvious. The Bhagavad Gita is unparalleled in regards to pure, spiritual discernment. Its inherent beauty is that it does not presuppose any religious ideology or secular viewpoint and that its knowledge is applicable to all people. It is revered as the pinnacle of all spirituality and is approachable from the holy spheres of all faiths. In this article, we would perform an Exploratory Data Analysis on the Bhagavad Gita in chapter wise manner. Further, we would root down the phrases in the Bhagavad Gita with maximal count. The same was done in both Chapter Wise manner, and also for the entire Script of Shri Bhagavad Gita. An eclectic topic within linguistics, information science, and machine intelligence called "Natural Language Processing" studies ways machines and modern speech engage, with either a focus here about how to design machines to gather and analyse massive quantities of natural textual information. We would make use of Natural Language Processing for the Exploratory Data Analysis.