How to use results of k-fold cross validation on test set? (sklearn, python)

1) I splitted my dataset in a training set and test set

2) I did a 10 fold cross validation on my training set.

3) I got the error rate per fold on my training set

How do I now continue to use the results of the cross validation and test them finally on my unseen test set?