This research article examines the state-wise literacy rates in India, with a focus on male and female literacy, as well as the disparities between them. The data was sourced from a survey conducted by the National Statistical Office (NSO), with a special emphasis on Union Territories and Northeastern states based on the 2011 Census. Kerala boasts the highest literacy rate at 96.2%, while Andhra Pradesh reports the lowest at 66.4%. Notably, the national male-female literacy gap stands at 12.9%. Kerala also demonstrates the smallest gender gap at 2.2%, while Rajasthan exhibits the highest at 23.3%. Through descriptive and explorative analysis, this article provides a comprehensive overview of literacy rates across various Indian states and Union Territories, highlighting the significant disparities that exist.