Every day, the amount of data generated by industrial applications based on Internet Things (IoT) grows. However, acquired as a result failures and communication disconnections in IoT devices might be noisy, inaccurate, incomplete. These issues have become crucial for production, quality, processing, analysis. The datasets used scope this study were collected real-time from water neutralizer sy...