Causality measures and analysis: A rough set framework.

•Causality between attributes can be measured by rough set theory.•Interventions can be handled by lower approximation and statistical independence.•Counterfactual interpretation is given for the complete attribute-value table.•The degree of dependency becoming zero, causation between attributes might exist.•Lower approximations being empty implies the joint probabilities are great than 0.