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