Ensemble 2 was chosen to perform activity prediction because joined knowledge learned by individual models at the time than got better predictive performance by deducing variation and generating a robust model . This model also had k-fold validation results and a lower accuracy standard deviation with respect to models reported in Table (employed on training ensemble). This result suggested that although the performance metrics of the ensemble models are not better than those of the individual models, the results are more reproducible.