want to filter the we want to basically just remove the last class before we do the Arg max and thereby we want to force the model to make a prediction now it won't be a very good prediction because of course this is only the second highest class and it's arguable how much that counts but still it will do something so this must be done in the log it's right so well look at the log it's and the log it's our of shape 100 so we have 100 predictions of 92 classes now the first thing we want to do is just remove the last class so let's go