In recent years, there has been a rapidly expanding focus on explaining the predictions made by black-box AI systems that handle image and tabular data. However, considerably less attention paid to of opaque handling time series this paper, we advance novel model-agnostic, case-based technique – Native Guide generates counterfactual explanations for classifiers. Given query series, \(T_{q}\), w...