That only helps you backup your own data. Github (or rather Git) facilitates distributed backup.

I just did a complete takeout - it doesn't download videos, only history, comments, playlists and subscriptions (in various formats: json, html, etc).

Then you did something wrong or didn't pick the right export options. I do a download of mine every 3 months, and it works fine.