The UI is heavily inspired by the one from Trifacta/Cloud Dataprep. (i.e. histograms when selecting columns, brushing to start a transformation...)
I guess that makes it easy to get started with pandas (and learn about the pandas api). I wonder how some advanced transforms such as join/union/pivot will look like?