Identify the correct replacement: There is a possibility of rain day after tomorrow.

It should rain day after tomorrow.

It may rain day after tomorrow.

It must rain day after tomorrow.

None of these

The phrase "possibility of rain" best matches the modal verb "may", which indicates uncertainty or possibility.

"May" is the most appropriate and polite way to express weather-related predictions.