# Explain each prediction Model / explain A variant of [Explain a model](https://meridian.online/operations/explain-a-model). Attribute each scored row's prediction to the input values that pushed it up or down, as with SHAP or local surrogates. Page: ## Status Not built yet. arcform does not do this yet. [Its place on the roadmap](https://meridian.online/roadmap#explain-a-model) ## What other tools call it Meridian's classification; an independent blind rating agreed on 95.7% of 324 rows (variant, version 3). - KNIME Analytics Platform: [`KNIME Machine Learning Interpretability Extension (extension)`](https://api.hub.knime.com/extensions/org.knime.features.mli) (read 2026-09-27) - RapidMiner Studio: [`Explain Predictions`](https://docs.rapidminer.com/latest/studio/operators/scoring/explain_predictions.html) (read 2026-09-27) - RapidMiner Studio: [`GLM Contribution`](https://docs.rapidminer.com/latest/studio/operators/extensions/Operator%20Toolbox/models/glm_contribution.html) (read 2026-09-27) - RapidMiner Studio: [`Get Decision Tree Path`](https://docs.rapidminer.com/latest/studio/operators/extensions/Operator%20Toolbox/models/get_dectree_path.html) (read 2026-09-27) - RapidMiner Studio: [`Local Interpretation (LIME)`](https://docs.rapidminer.com/latest/studio/operators/extensions/Operator%20Toolbox/models/get_interpretation_subprocess.html) (read 2026-09-27) - RapidMiner Studio: [`Model Simulator`](https://docs.rapidminer.com/latest/studio/operators/scoring/model_simulator.html) (read 2026-09-27) - Yggdrasil Decision Forests: [`analyze_prediction`](https://github.com/google/yggdrasil-decision-forests/blob/0a54b57c95ff0cf42ecf0310ace0513a4f32cb65/yggdrasil_decision_forests/port/python/ydf/model/generic_model.py) (read 2026-09-27) - Yggdrasil Decision Forests: [`predict_shap`](https://github.com/google/yggdrasil-decision-forests/blob/0a54b57c95ff0cf42ecf0310ace0513a4f32cb65/yggdrasil_decision_forests/port/python/ydf/model/generic_model.py) (read 2026-09-27)