This authentic-time model analyzes the sign from one-guide ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is designed in order to detect other types of anomalies which include atrial flutter, and may be repeatedly prolonged and enhanced. mu