Iris is a multiclass classification dataset. Can you use [`make_multilabel_classification`](http://scikit-learn.org/dev/modules/generated/sklearn.datasets.make_multilabel_classification.html#sklearn.datasets.make_multilabel_classification) instead? Can you also check that it work without binarizing the output (so plain sequence of sequences format)?