Great job going deeper into analyzing the. However, your conclusion that data is (to paraphraise) useless is directly conflicting with some top solutions that got 1.1 scores. In other words, there are features / tricks that other teams did successfully find to get accuracy that high. The beauty of these challenges is that there are so many "out of the box" approaches, with some more fruitful than others (pun intended)