The evaluation metric for this competition is MAE-Score . The MAE score is given by: \[ MAE = \sum_{i=0}^{n}{\left|predict\_time_i - expect\_time_i\right|}\] Submission Format For every author in the dataset , submission files should contain all columns of the action[time].csv, without 0 timestamps.