Error with pre-create check: “VBoxManage not found. Make sure VirtualBox is installed and VBoxManage is in the path”

Yes you are absolutely correct. You need to install VirtualBox first of all.

You can do it by running yum install virtualbox for CentOS or

sudo apt-get install virtualbox for Ubuntu

Do so and then run your code and you will be good to go