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