Medical coding plays a vital role in India's healthcare system. It involves assigning numerical codes to clinical procedures, diagnoses, and services. This process is essential for billing, insurance claims, tracking, and overall healthcare data management. India's dynamically evolving healthcare landscape demands a nuanced environment for medical