Statically type & compile Python code

I have tested the nuitka with primes of 100000, and the run time of python and compiled code was nearly 2 min difference. I think this would be very helpful working with pandas and numpy.

1- What is the benefit of compiling code? We already gained the benefit of types validation by mypy without compiling?

2- How can we run the compiled code?