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Hello,
I believe that you need to make sure that the gunicorn service is up and running:
systemctl status gunicorn
If it is not running you should start it with:
systemctl start gunicorn
Also after that make sure that your gunicorn.socket socket exists at:
ls -l /home/django/gunicorn.socket
Let me know how it goes! Regards, Bobby