Very cool. I tried my hand at something similar, but could never achieve greater than about 65% accuracy in predicting success which is not really interesting. What variable do think is the key in achieving accuracy? I put some sample data up here if you ever want to test your models or cross-reference against it: https://data.world/typhon/billboard-hot-100-songs-2000-2018-w-spotify-data-lyrics