J-CLARITY stands as a groundbreaking method in the field of explainable AI (XAI). This novel approach aims to reveal the decision-making processes within complex machine learning models, providing transparent and interpretable understandings. By leveraging the power of statistical modeling, J-CLARITY constructs insightful diagrams that concisely de