The study highlights the critical role of Northeast India in the early stages of the monsoon system. This region experiences significant rainfall activity earlier than other parts of the country, which could have implications for agriculture, water resource management, and disaster preparedness in the area. Understanding the early onset of monsoon in this region can help improve forecasting models and provide better insights into the timing and intensity of the monsoon, potentially mitigating risks associated with delayed or excessive rainfall.