"RCD (Residual Current Device) - Best Induction Voltage Classification "

"This is an example of a signal from an RCD reading from a 7W Led Lamp load. The data is titled with two status: 0 for normal condition (NC) and 1 for single fault condition (SFC). From the signal, It was evident that the peak voltage fluctuated over a certain time. The signal waveform displayed a positive peak and a negative peak alternatively in a comparable amount of time, while lacking any distinct cosine form or fixed values for the peak voltages. It was discovered through measuring that time period that it had the same frequency of 50 Hz as the source of the input. The Main grid voltage is 220 volt AC. Use any methods to classify this dataset based on the status. Considering that the value in the NC condition also falls within the SFC range, this competition intended to ensure that the status is consistently detected without any miss detection? You may use various machine learning methods or other approaches."