This is the kaggle gfootball competition 5 th place solution. See https://www.kaggle.com/c/google-football/discussion/203412 from detail. Thanks [kyazuki](https://www.kaggle.com/kyazuki) and [@yuricat](https://www.kaggle.com/yuricat) who are generous to share their code.