In the realm of cardiology, automatic cardiac rhythm analysis has emerged as a vital tool. This process leverages the capabilities of computerized electrocardiogram (ECG) devices to scrutinize the electrical activity of the heart. These sophisticated systems employ advanced algorithms and pattern identification techniques to decipher ECG waveforms,