Medical coding plays a vital role in the healthcare system. It involves assigning unique codes to healthcare procedures, diagnoses, and services. This system is essential for billing, insurance claims, tracking, and overall healthcare data administration. India's rapidly evolving healthcare landscape demands a nuanced environment for medical coders