Regarding Do intervention on values other than the training set

[AizazSharif]

Hi,

I have been using Causalnex library over the past month in my PhD and its amazing even with large number of features. I am currently exploring Inference engine for do-intervention step and I realized that you can only intervene on values that already exists in the CPD of Bayesian model.

Is there any method to perform counterfactual reasoning on unknown data (closer to the training data values) which we want to use for do-intervention? Any help or suggestion would be appreciated.