WITH Theta AS -- Get total Observation time ( SELECT SUM(OnTime) AS ObsTime FROM ThetaDist ), Area AS -- Get total simulated area ( SELECT POW(MinImpactHi,2)*PI() AS Area FROM MonteCarloArea ), Binning AS -- Create binning and calculate weights per bin ( SELECT *, (%103:binwidth) AS Width, -- Bin Windth in TeV or just 1 Area*ObsTime AS AreaTime -- Total scale dA*dT FROM %101:binning CROSS JOIN Theta, Area ), Simulated AS -- Summarize simulated (corsika) data in bins ( SELECT %102:bin, SUM(CountN) AS SimCountN, SUM(SumW) AS SimSumW, SUM(SumW2) AS SimSumW2 FROM WeightedOriginalMC GROUP BY %102:bin ), Triggered AS -- Summarize triggered (ceres) data in bins ( SELECT %102:bin, SUM(CountN) AS TrigCountN, SUM(SumW) AS TrigSumW, SUM(SumW2) AS TrigSumW2 FROM WeightedEventsMC GROUP BY %102:bin ), Analyzed AS -- Summarize data after cuts (analyzed) in bins ( SELECT %102:bin, SUM(SignalN) AS SignalN, SUM(SignalW) AS SignalW, SUM(SignalW2) AS SignalW2, SUM(BackgroundN)/5 AS BackgroundN, SUM(BackgroundW)/5 AS BackgroundW, SUM(BackgroundW2)/25 AS BackgroundW2, SUM(ResidualW) AS ResidualW, SUM(ResidualW2) AS ResidualW2, SUM(SumEnergySimW) AS SumEnergyEstW, SUM(SumEnergyEstW) AS SumEnergySimW FROM AnalysisMC GROUP BY %102:bin ), CombinedData AS -- Combine all Data together ( SELECT *, TrigCountN/SimCountN AS TriggerEfficiencyN, TrigSumW/SimSumW AS TriggerEfficiencyW, SignalW - BackgroundW AS ExcessW, SignalW2 + BackgroundW2 AS ExcessW2 FROM Simulated INNER JOIN Triggered USING (%102:bin) INNER JOIN Analyzed USING (%102:bin) INNER JOIN Binning ON Simulated.%102:bin=bin ), Table0 AS -- Derive valued ( SELECT -- Everything scaled is "Flux", Everything unscaled is without "Flux", Corsika Data is Sim*, Triggered Data is Trig* and data after cuts is without prefix *, SQRT(SimCountN) AS ErrSimCountN, SQRT(TrigCountN) AS ErrTrigCountN, SQRT(SignalN) AS ErrSignalN, SQRT(BackgroundN) AS ErrBackgroundN, SimSumW /Width/AreaTime AS SimFluxW, TrigSumW /Width/AreaTime AS TrigFluxW, SignalW /Width/AreaTime AS SignalFluxW, BackgroundW /Width/AreaTime AS BackgroundFluxW, ExcessW /Width/AreaTime AS ExcessFluxW, SQRT(SimSumW2) /Width/AreaTime AS ErrSimFluxW, SQRT(TrigSumW2) /Width/AreaTime AS ErrTrigFluxW, SQRT(SignalW2) /Width/AreaTime AS ErrSignalFluxW, SQRT(BackgroundW2) /Width/AreaTime AS ErrBackgroundFluxW, SQRT(ExcessW2) /Width/AreaTime AS ErrExcessFluxW, SumEnergyEstW/SignalW AS AvgEnergyEstW, SumEnergySimW/SignalW AS AvgEnergySimW, Area*TriggerEfficiencyN AS EffectiveAreaN, Area*TriggerEfficiencyW AS EffectiveAreaW, SignalN/TrigCountN AS CutEfficiencyN, IF(ExcessW<0, 0, ExcessW/TrigSumW) AS CutEfficiencyW, TriggerEfficiencyN * SQRT(1/TrigCountN + 1/SimCountN) AS ErrTriggerEfficiencyN, TriggerEfficiencyW * SQRT(TrigSumW2/POW(TrigSumW,2) + SimSumW2/POW(SimSumW,2)) AS ErrTriggerEfficiencyW, IF(SignalW>0, ResidualW/SignalW, NULL) AS BiasW, IF(SignalW>0, ResidualW/SignalW*SQRT(ResidualW2/POW(ResidualW,2) + SignalW2/POW(SignalW,2)), NULL) AS ErrBiasW, IF(SignalW>0, SQRT(ResidualW2/SignalW - POW(ResidualW/SignalW, 2)), NULL) AS ResolutionW, (SUM(SignalW) OVER Integral) AS IntegralSignalW, (SUM(SignalW) OVER Integral) / AreaTime AS IntegralSignalFluxW, (SUM(BackgroundW) OVER Integral) / AreaTime AS IntegralBackgroundFluxW, (SUM(SignalW2) OVER Integral) / POW(AreaTime, 2) AS IntegralSignalFluxW2, (SUM(BackgroundW2) OVER Integral) / POW(AreaTime, 2) AS IntegralBackgroundFluxW2, (SUM(SimSumW) OVER Integral) / AreaTime AS IntegralSimFluxW, (SUM(SimSumW2) OVER Integral) / POW(AreaTime, 2) AS IntegralSimFluxW2, (SUM(SumEnergySimW) OVER Integral) AS IntegralEnergySimW, (SUM(SumEnergyEstW) OVER Integral) AS IntegralEnergyEstW FROM CombinedData WINDOW Integral AS (ORDER BY %102:bin DESC) ) SELECT -- Return derived values and result *, Area*ErrTriggerEfficiencyN AS ErrEffectiveAreaN, Area*ErrTriggerEfficiencyW AS ErrEffectiveAreaW, CutEfficiencyN*SQRT(1/SignalN + 1/TrigCountN) AS ErrCutEfficiencyN, CutEfficiencyW*SQRT(ExcessW2/POW(ExcessW,2) + TrigSumW2/POW(TrigSumW,2)) AS ErrCutEfficiencyW, IntegralSignalFluxW - IntegralBackgroundFluxW AS IntegralExcessFluxW, SQRT(IntegralSignalFluxW2+IntegralBackgroundFluxW2) AS ErrIntegralExcessFluxW, SQRT(IntegralSignalFluxW2) AS ErrIntegralSignalFluxW, SQRT(IntegralBackgroundFluxW2) AS ErrIntegralBackgroundFluxW, SQRT(IntegralSimFluxW2) AS ErrIntegralSimFluxW, IntegralEnergyEstW/IntegralSignalW AS AvgIntegralEnergyEstW, IntegralEnergySimW/IntegralSignalW AS AvgIntegralEnergySimW FROM Table0