The current script that submits AWS EMR jobs may cause some thrashing:
- Generating SF10,000 on 100 instances takes 4 hours
- Generating SF30,000 on 300 instances takes 10 1/4 hours.
Using a few more (~10-20%) machines may help speed up SF30,000 and make the job cheaper.