analyzer is not able to guess the value of the sensitive variable that you're trying to keep private right that's yeah I love this approach so we'll yeah with the with the feature you're not able to infer right this sensitive variables yeah brilliant it's quite quite brilliant and simple actually another way I think that Ganz in particular could be used for fairness would be to make something like a cycle again where you can take data from one domain and convert it into another we've seen cycle again turning horses into zebras we've