Revert "submission"

This reverts commit e436d5d882f64d8b233f26e25371411a74a3c0a1.
Code clean up, add comments.

Manually checking test_deals.txt to find obvious deals that require
coupon codes to validate my model.
Add more comments. Extract topics using LDA
Code clean up, add comments.