[oakhaven]

This is a really good point!

Considering the guy was smart (he is kaggle grandmaster), I would really like to know what prevented him from training on the scraped data, and what motivated him to obfuscate the known sample lookup.

Maybe there's some technicality they made it impossible to tune the model on the additional scraped training data.