Before revision: A timely understanding of the spatiotemporal pattern and development trend in the early stages of the of COVID-19 epidemic is critical for timely prevention and control  .
After revision: A timely understanding of the spatiotemporal pattern and development trend in the early stages of the of COVID-19 , such as the infection peak and infection duration, is of great significance for the accurate prevention and control .