https://github.com/smartEnergyResearchLab/observatoryData/blob/2dd3ca39517689fbfd4ebabba2913058d6bd2307/scripts/SERL_smart_meter_data_quality_report_v2020_08.Rmd#L447 Like you've done later for the valid reads...