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if filt_df.shape[0] != df.shape[0]: if self.logging: print('Attention: %d requests have been filtered out since they are outdated' % (df.shape[0] - filt_df.shape[0])) # create new customer request events for each record for rec in filt_df.sort_values('creation_time').to_dict('records'):