1. Covariance analysis 2. Breakpoint of 15% for cold 3. Plot hist with 20 columns 4. Go to 4-5 categories 5. Regression on meaningful values (continuous) 6. Look at just familarity and hotttnesss 7. XG boost will speed up RF 8. Review lines 49-58 in ml approaches and try other techniques