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Using "resample" groups a #Python #Pandas data frame with a datetime index with arbitrary time units, similar to Grouper. For example, mean total_amount every 8-hours: df.resample('8h')['total_amount'].mean() Or tip_amount per day: df.resample('1D')['tip_amount'].mean()