M11 KNIME serving workflow = REST endpoint equivalent of m11_app.py /predict. Container Input (JSON) -> JSON to Table -> rename hour to Hour -> Model Reader (pump_rf.model) -> Random Forest Predictor -> probability (4dp) + prediction (threshold 0.328) + risk_level + recommended_action (Thai) + model_version 2.0.0 -> Container Output (JSON). Deployable on KNIME Business Hub.
To use this workflow in KNIME, download it from the below URL and open it in KNIME:
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