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This authentic-time model analyzes the signal from a single-guide ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is intended to be able to detect other types of anomalies such as atrial flutter, and will be consistently extended and improved. We represent video clips and pictures as collections of les