How to tell if job is a scam for new graduate?

Entirely fake. The give aways are the 10 weeks unpaid training. Real companies will pay you during training and it doesn't last 10 weeks. And the $30k penalty fee. Companies do not do that. I hope you didn't give them your social security number.