Thank you for the notebook share and keep it up -good progress on the leaderboard as we countdown to the close. This one was a tough competition for me, I cant outperform random performance.There must be some very key information I am missing in my whole process for sure.

After your post, I started to think, maybe what I have been missing is to include features from the future. I am yet to try that out and see whether results would improve..Why would you resort to use features from the future, is it authentic?