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class_names=["Negative", "Positive"], discretize_continuous=True) # Select a random test instance instance = X_test.sample(random_state=42) # Explain the prediction using LIME explanation = explainer.explain_instance(instance.values[0], model.predict_proba) # Plot the LIME explanation