Thanks for this exciting and interesting challenge. It was a great learning experience. I noticed that we can still make submissions to the validation section, which can be helpful to test any further idea/improvement we make in our models even if the competition has formally ended. Do you plan to deactivate these anytime soon? If yes, do you have a date by which you plan to do this?