The datasets (actually 2 parts of the same dataset) in that tutorial are currently 2 ZIP files, data.zip and new-labels.zip. We are extracting the first dataset into a directory as a first version... Then we'll extract the 2nd one on top and update the dataset version.
From https://github.com/iterative/dvc.org/issues/674: