This page lists places where US based customers can find used and refurbished Chromebooks online or offline.
A brief tutorial on how to create a bootable USB thumb drive on a Linux system using the commands df and dd.
The short answer is that there is no single best Linux distro for a netbook. But not all hope is lost, you can find an answer for your specific use case.