$ sudo apt-get update
$ sudo apt-get install gunicorn 

gunicorn is installed in your system.

Make ensure the gunicorn package were installed using the commands given below,

$ sudo dpkg-query -l | grep gunicorn *

You will get with gunicorn package name, version, architecture and description in a table

gunicorn package basic information: