"Manache-Shlok" (MS) is the set of conventions to follow by every individual in daily life. MS is thoughtfully written by Shree Samarth Ramdas Swamiji, who was the Guru of Shree Shivaji Maharaj of Maharastra. Shri. Ramdas Swamiji was a devotee of Shree Ram and Hanuman, a great poet and saint of Maharashtra. MS shows way of life even today, even after decades of inception. MS is written in Marathi language and is regularly chanted by many for various goals to achieve. By reading the Marathi and English versions of MS, it is clear that these MS are thoughtfully written to cater the needs based on state of mind, importance of exercise, mutual relationship at home or work, believe in God / The lord Rama, or believe in strength of universe etc. In this research paper, we would like to find out the possible hidden patterns among MS, by using Machine Learning and Text Mining concepts. After applying text mining techniques, the various classes of MS are formed, wherein the members of these classes are Shlokas having similar meanings. These classes can be mapped to various personality traits given by psychology. This paper is an attempt to inform readers that chanting all 205 MS is the best option, but it is also beneficial to chant specific Shloka for achieving specific goal or need according to the individual's psychological traits, or even for the improvement of self. [ABSTRACT FROM AUTHOR]