This authentic-time model analyzes the sign from an individual-lead ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is intended to be able to detect other types of anomalies including atrial flutter, and may be constantly extended and enhanced. As the a