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[1mRooFit v3.60 -- Developed by Wouter Verkerke and David Kirkby[0m
Copyright (C) 2000-2013 NIKHEF, University of California & Stanford University
All rights reserved, please read http://roofit.sourceforge.net/license.txt
reading input : config/example.xml
output file prefix is : ./results/example
Found Channels: ./config/example_channel.xml
Creating new measurement:
Measurement Name: GaussExample OutputFilePrefix: POI: SigXsecOverSM Lumi: 1 LumiRelErr: 0.1 BinLow: 0 BinHigh: 1 ExportOnly: 0
Constant Params: Lumi alpha_syst1
End Measurement: GaussExample
Creating new measurement:
Measurement Name: GammaExample OutputFilePrefix: POI: SigXsecOverSM Lumi: 1 LumiRelErr: 0.1 BinLow: 0 BinHigh: 1 ExportOnly: 1
Constant Params: Lumi alpha_syst1
End Measurement: GammaExample
Creating new measurement:
Measurement Name: LogNormExample OutputFilePrefix: POI: SigXsecOverSM Lumi: 1 LumiRelErr: 0.1 BinLow: 0 BinHigh: 1 ExportOnly: 1
Constant Params: Lumi alpha_syst1
End Measurement: LogNormExample
Creating new measurement:
Measurement Name: ConstExample OutputFilePrefix: POI: SigXsecOverSM Lumi: 1 LumiRelErr: 0.1 BinLow: 0 BinHigh: 1 ExportOnly: 1
Constant Params: Lumi alpha_syst1
End Measurement: ConstExample
Done Processing Measurements
Found Measurements: GaussExample GammaExample LogNormExample ConstExample
Parsing Channel: ./config/example_channel.xml
Parsing file: ./config/example_channel.xml : creating a channel named channel1
Setting InputFile for this channel: ./data/example.root
Creating Data Element
Created Data Node with InputFile: ./data/example.root HistoName: data HistoPath:
Creating StatErrorConfig Element
Created StatErrorConfig Element with Constraint type: 1 RelError Threshold: 0.05
Creating Sample Element
Making OverallSys:
Name: syst1 Low: 0.95 High: 1.05
Making NormFactor:
Name: SigXsecOverSM Val: 1 Low: 0 High: 3 Const: 1
Created Sample Node with Name: signal InputFile: ./data/example.root HistoName: signal HistoPath:
Creating Sample Element
Activating StatError
Activate: 1 InputFile: ./data/example.root HistoName: background1_statUncert histoPath:
Making OverallSys:
Name: syst2 Low: 0.95 High: 1.05
Created Sample Node with Name: background1 InputFile: ./data/example.root HistoName: background1 HistoPath:
Creating Sample Element
Activating StatError
Activate: 1 InputFile: HistoName: histoPath:
Making OverallSys:
Name: syst3 Low: 0.95 High: 1.05
Created Sample Node with Name: background2 InputFile: ./data/example.root HistoName: background2 HistoPath:
Created Channel:
Channel Name: channel1 InputFile: ./data/example.root
Data:
InputFile: ./data/example.root HistoName: data HistoPath: HistoAddress: 0x0
statErrorConfig:
RelErrorThreshold: 0.05 ConstraintType: Poisson
Samples:
Name: signal Channel: channel1 NormalizeByTheory: True StatErrorActivate: False
InputFile: ./data/example.root HistName: signal HistoPath: HistoAddress: 0x0
Name: background1 Channel: channel1 NormalizeByTheory: True StatErrorActivate: False
InputFile: ./data/example.root HistName: background1 HistoPath: HistoAddress: 0x0
StatError Activate: 1 InputFile: ./data/example.root HistName: background1_statUncert HistoPath: HistoAddress: 0x0
Name: background2 Channel: channel1 NormalizeByTheory: True StatErrorActivate: False
InputFile: ./data/example.root HistName: background2 HistoPath: HistoAddress: 0x0
StatError Activate: 1 InputFile: ./data/example.root HistName: HistoPath: HistoAddress: 0x0
End of Channel channel1
Getting histogram. InputFile ./data/example.root HistoPath HistoName data
Opened input file: ./data/example.root: 0x7fdaf8141810
Collecting Nominal Histogram
Getting histogram. InputFile ./data/example.root HistoPath HistoName signal
Opened input file: ./data/example.root: 0x7fdaf817af50
Collecting Nominal Histogram
Getting histogram. InputFile ./data/example.root HistoPath HistoName background1
Opened input file: ./data/example.root: 0x7fdaf81b8ee0
Getting histogram. InputFile ./data/example.root HistoPath HistoName background1_statUncert
Opened input file: ./data/example.root: 0x7fdaf8055320
Collecting Nominal Histogram
Getting histogram. InputFile ./data/example.root HistoPath HistoName background2
Opened input file: ./data/example.root: 0x7fdaf805f8a0
Making Model and Measurements (Fast) for measurement: GaussExample
using lumi = 1 and lumiError = 0.1 including bins between 0 and 1
fixing the following parameters:
Lumi
alpha_syst1
Checking if output directory : ./results - exists
Creating the output file: ./results/example_GaussExample.root
Creating the table file: ./results/example_results.table
Creating the HistoToWorkspaceFactoryFast factory
Setting preprocess functions
Starting to process channel: channel1
-------------------
Starting to process channel1 channel with 1 observables
lumi str = [1,0,10]
lumi Error str = nominalLumi[1,0,2],0.1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooStats::HistFactory::FlexibleInterpVar::signal_channel1_epsilon
making normFactor: SigXsecOverSM
WARNING: Const attribute to <NormFactor> tag is deprecated, will ignore. Instead, add
<ParamSetting Const="True">SigXsecOverSM</ParamSetting>
to your top-level XML's <Measurment> entry
signal_channel1 has no variation histograms
processing hist signal
[#1] INFO:DataHandling -- RooDataHist::adjustBinning(signal_channel1nominalDHist): fit range of variable obs_x_channel1 expanded to nearest bin boundaries: [1,2] --> [1,2]
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing dataset signal_channel1nominalDHist
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooHistFunc::signal_channel1_nominal
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooStats::HistFactory::FlexibleInterpVar::background1_channel1_epsilon
background1_channel1 has no variation histograms
processing hist background1
[#1] INFO:DataHandling -- RooDataHist::adjustBinning(background1_channel1nominalDHist): fit range of variable obs_x_channel1 expanded to nearest bin boundaries: [1,2] --> [1,2]
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing dataset background1_channel1nominalDHist
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooHistFunc::background1_channel1_nominal
Sample: background1 to be included in Stat Error for channel channel1
Using external histogram for Stat Errors for Channel: channel1 Sample: background1
Error Histogram: background1_statUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooRealVar::gamma_stat_channel1_bin_0
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooRealVar::gamma_stat_channel1_bin_1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing ParamHistFunc::mc_stat_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::obs_x_channel1 for import of ParamHistFunc::mc_stat_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_0 for import of ParamHistFunc::mc_stat_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_1 for import of ParamHistFunc::mc_stat_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of ParamHistFunc::mc_stat_channel1 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::obs_x_channel1 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_0 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_1 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::background1_channel1_overallSyst_x_Exp for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooHistFunc::background1_channel1_nominal for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooStats::HistFactory::FlexibleInterpVar::background1_channel1_epsilon for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::alpha_syst2 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooStats::HistFactory::FlexibleInterpVar::background2_channel1_epsilon
background2_channel1 has no variation histograms
processing hist background2
[#1] INFO:DataHandling -- RooDataHist::adjustBinning(background2_channel1nominalDHist): fit range of variable obs_x_channel1 expanded to nearest bin boundaries: [1,2] --> [1,2]
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing dataset background2_channel1nominalDHist
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooHistFunc::background2_channel1_nominal
Sample: background2 to be included in Stat Error for channel channel1
Making Statistical Uncertainty Hist for Channel: channel1 Sample: background2
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of ParamHistFunc::mc_stat_channel1 for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::obs_x_channel1 for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_0 for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_1 for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::background2_channel1_overallSyst_x_Exp for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooHistFunc::background2_channel1_nominal for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooStats::HistFactory::FlexibleInterpVar::background2_channel1_epsilon for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::alpha_syst3 for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
Making Total Uncertainty for bin 1 Error = 5 Val = 100 RelativeError = 0.05
Making Total Uncertainty for bin 2 Error = 10 Val = 100 RelativeError = 0.1
About to create Constraint Terms from: mc_stat_channel1 params: (gamma_stat_channel1_bin_0,gamma_stat_channel1_bin_1)
Using Poisson StatErrors in channel: channel1
Creating constraint for: gamma_stat_channel1_bin_0. Type of constraint: 1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooPoisson::gamma_stat_channel1_bin_0_constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooRealVar::nom_gamma_stat_channel1_bin_0
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooProduct::gamma_stat_channel1_bin_0_poisMean
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_0 for import of RooPoisson::gamma_stat_channel1_bin_0_constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooConstVar::gamma_stat_channel1_bin_0_tau
Creating constraint for: gamma_stat_channel1_bin_1. Type of constraint: 1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooPoisson::gamma_stat_channel1_bin_1_constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooRealVar::nom_gamma_stat_channel1_bin_1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooProduct::gamma_stat_channel1_bin_1_poisMean
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_1 for import of RooPoisson::gamma_stat_channel1_bin_1_constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooConstVar::gamma_stat_channel1_bin_1_tau
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooRealSumPdf::channel1_model
-----------------------------------------
import model into workspace
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooGaussian::lumiConstraint for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::0.1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::Lumi for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::nominalLumi for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooGaussian::alpha_syst1Constraint for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::alpha_syst1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::nom_alpha_syst1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooGaussian::alpha_syst2Constraint for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::alpha_syst2 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::nom_alpha_syst2 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooGaussian::alpha_syst3Constraint for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::alpha_syst3 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::nom_alpha_syst3 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooPoisson::gamma_stat_channel1_bin_0_constraint for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::nom_gamma_stat_channel1_bin_0 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::gamma_stat_channel1_bin_0_poisMean for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::gamma_stat_channel1_bin_0_tau for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_0 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooPoisson::gamma_stat_channel1_bin_1_constraint for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::nom_gamma_stat_channel1_bin_1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::gamma_stat_channel1_bin_1_poisMean for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::gamma_stat_channel1_bin_1_tau for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealSumPdf::channel1_model for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::L_x_signal_channel1_overallSyst_x_Exp for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::signal_channel1_overallSyst_x_Exp for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooHistFunc::signal_channel1_nominal for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::obs_x_channel1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::signal_channel1_overallNorm_x_sigma_epsilon for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::SigXsecOverSM for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooStats::HistFactory::FlexibleInterpVar::signal_channel1_epsilon for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::binWidth_obs_x_channel1_0 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::L_x_background1_channel1_overallSyst_x_StatUncert for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::background1_channel1_overallSyst_x_StatUncert for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of ParamHistFunc::mc_stat_channel1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::background1_channel1_overallSyst_x_Exp for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooHistFunc::background1_channel1_nominal for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooStats::HistFactory::FlexibleInterpVar::background1_channel1_epsilon for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::binWidth_obs_x_channel1_1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::L_x_background2_channel1_overallSyst_x_StatUncert for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::background2_channel1_overallSyst_x_StatUncert for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::background2_channel1_overallSyst_x_Exp for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooHistFunc::background2_channel1_nominal for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooStats::HistFactory::FlexibleInterpVar::background2_channel1_epsilon for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::binWidth_obs_x_channel1_2 for import of RooProdPdf::model_channel1
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
RooDataSet::AsimovData[obs_x_channel1,weight:binWeightAsimov] = 2 entries (230 weighted)
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing dataset AsimovData
[#1] INFO:ObjectHandling -- RooWorkSpace::import(channel1) changing name of dataset from AsimovData to asimovData
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing dataset obsData
RooWorkspace(channel1) channel1 workspace contents
variables
---------
(Lumi,SigXsecOverSM,alpha_syst1,alpha_syst2,alpha_syst3,binWidth_obs_x_channel1_0,binWidth_obs_x_channel1_1,binWidth_obs_x_channel1_2,gamma_stat_channel1_bin_0,gamma_stat_channel1_bin_1,nom_alpha_syst1,nom_alpha_syst2,nom_alpha_syst3,nom_gamma_stat_channel1_bin_0,nom_gamma_stat_channel1_bin_1,nominalLumi,obs_x_channel1,weightVar)
p.d.f.s
-------
RooGaussian::alpha_syst1Constraint[ x=alpha_syst1 mean=nom_alpha_syst1 sigma=1 ] = 1
RooGaussian::alpha_syst2Constraint[ x=alpha_syst2 mean=nom_alpha_syst2 sigma=1 ] = 1
RooGaussian::alpha_syst3Constraint[ x=alpha_syst3 mean=nom_alpha_syst3 sigma=1 ] = 1
RooRealSumPdf::channel1_model[ binWidth_obs_x_channel1_0 * L_x_signal_channel1_overallSyst_x_Exp + binWidth_obs_x_channel1_1 * L_x_background1_channel1_overallSyst_x_StatUncert + binWidth_obs_x_channel1_2 * L_x_background2_channel1_overallSyst_x_StatUncert ] = 220/230
RooPoisson::gamma_stat_channel1_bin_0_constraint[ x=nom_gamma_stat_channel1_bin_0 mean=gamma_stat_channel1_bin_0_poisMean ] = 0.019943
RooPoisson::gamma_stat_channel1_bin_1_constraint[ x=nom_gamma_stat_channel1_bin_1 mean=gamma_stat_channel1_bin_1_poisMean ] = 0.039861
RooGaussian::lumiConstraint[ x=Lumi mean=nominalLumi sigma=0.1 ] = 1
RooProdPdf::model_channel1[ lumiConstraint * alpha_syst1Constraint * alpha_syst2Constraint * alpha_syst3Constraint * gamma_stat_channel1_bin_0_constraint * gamma_stat_channel1_bin_1_constraint * channel1_model(obs_x_channel1) ] = 0.174888
functions
--------
RooProduct::L_x_background1_channel1_overallSyst_x_StatUncert[ Lumi * background1_channel1_overallSyst_x_StatUncert ] = 0
RooProduct::L_x_background2_channel1_overallSyst_x_StatUncert[ Lumi * background2_channel1_overallSyst_x_StatUncert ] = 100
RooProduct::L_x_signal_channel1_overallSyst_x_Exp[ Lumi * signal_channel1_overallSyst_x_Exp ] = 10
RooStats::HistFactory::FlexibleInterpVar::background1_channel1_epsilon[ paramList=(alpha_syst2) ] = 1
RooHistFunc::background1_channel1_nominal[ depList=(obs_x_channel1) ] = 0
RooProduct::background1_channel1_overallSyst_x_Exp[ background1_channel1_nominal * background1_channel1_epsilon ] = 0
RooProduct::background1_channel1_overallSyst_x_StatUncert[ mc_stat_channel1 * background1_channel1_overallSyst_x_Exp ] = 0
RooStats::HistFactory::FlexibleInterpVar::background2_channel1_epsilon[ paramList=(alpha_syst3) ] = 1
RooHistFunc::background2_channel1_nominal[ depList=(obs_x_channel1) ] = 100
RooProduct::background2_channel1_overallSyst_x_Exp[ background2_channel1_nominal * background2_channel1_epsilon ] = 100
RooProduct::background2_channel1_overallSyst_x_StatUncert[ mc_stat_channel1 * background2_channel1_overallSyst_x_Exp ] = 100
RooProduct::gamma_stat_channel1_bin_0_poisMean[ gamma_stat_channel1_bin_0 * gamma_stat_channel1_bin_0_tau ] = 400
RooProduct::gamma_stat_channel1_bin_1_poisMean[ gamma_stat_channel1_bin_1 * gamma_stat_channel1_bin_1_tau ] = 100
ParamHistFunc::mc_stat_channel1[ ] = 1
RooStats::HistFactory::FlexibleInterpVar::signal_channel1_epsilon[ paramList=(alpha_syst1) ] = 1
RooHistFunc::signal_channel1_nominal[ depList=(obs_x_channel1) ] = 10
RooProduct::signal_channel1_overallNorm_x_sigma_epsilon[ SigXsecOverSM * signal_channel1_epsilon ] = 1
RooProduct::signal_channel1_overallSyst_x_Exp[ signal_channel1_nominal * signal_channel1_overallNorm_x_sigma_epsilon ] = 10
datasets
--------
RooDataSet::asimovData(obs_x_channel1)
RooDataSet::obsData(obs_x_channel1)
embedded datasets (in pdfs and functions)
-----------------------------------------
RooDataHist::signal_channel1nominalDHist(obs_x_channel1)
RooDataHist::background1_channel1nominalDHist(obs_x_channel1)
RooDataHist::background2_channel1nominalDHist(obs_x_channel1)
named sets
----------
ModelConfig_GlobalObservables:(nom_alpha_syst2,nom_alpha_syst3,nom_gamma_stat_channel1_bin_0,nom_gamma_stat_channel1_bin_1)
ModelConfig_Observables:(obs_x_channel1)
coefList:(binWidth_obs_x_channel1_0,binWidth_obs_x_channel1_1,binWidth_obs_x_channel1_2)
constraintTerms:(lumiConstraint,alpha_syst1Constraint,alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
globalObservables:(nom_alpha_syst2,nom_alpha_syst3,nom_gamma_stat_channel1_bin_0,nom_gamma_stat_channel1_bin_1)
likelihoodTerms:(channel1_model)
obsAndWeight:(weightVar,obs_x_channel1)
observables:(obs_x_channel1)
observablesSet:(obs_x_channel1)
shapeList:(L_x_signal_channel1_overallSyst_x_Exp,L_x_background1_channel1_overallSyst_x_StatUncert,L_x_background2_channel1_overallSyst_x_StatUncert)
generic objects
---------------
RooStats::ModelConfig::ModelConfig
Setting Parameter(s) of Interest as: SigXsecOverSM
=== Using the following for ModelConfig ===
Observables: RooArgSet:: = (obs_x_channel1)
Parameters of Interest: RooArgSet:: = (SigXsecOverSM)
Nuisance Parameters: RooArgSet:: = (alpha_syst2,alpha_syst3,gamma_stat_channel1_bin_0,gamma_stat_channel1_bin_1)
Global Observables: RooArgSet:: = (nom_alpha_syst2,nom_alpha_syst3,nom_gamma_stat_channel1_bin_0,nom_gamma_stat_channel1_bin_1)
PDF: RooProdPdf::model_channel1[ lumiConstraint * alpha_syst1Constraint * alpha_syst2Constraint * alpha_syst3Constraint * gamma_stat_channel1_bin_0_constraint * gamma_stat_channel1_bin_1_constraint * channel1_model(obs_x_channel1) ] = 0.174888
Opening File to hold channel: ./results/example_channel1_GaussExample_model.root
About to write channel measurement to file
Writing sample: signal
Writing sample: background1
Writing sample: background2
Saved all histograms
Saved Measurement
Successfully wrote channel to file
---------------
---------------- Doing channel1 Fit
---------------
[#1] INFO:Minization -- p.d.f. provides expected number of events, including extended term in likelihood.
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:Minization -- Including the following contraint terms in minimization: (lumiConstraint,alpha_syst1Constraint,alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_model_channel1_obsData_with_constr) Summation contains a RooNLLVar, using its error level
[#1] INFO:Minization -- RooMinimizer::optimizeConst: activating const optimization
[#1] INFO:Minization -- The following expressions have been identified as constant and will be precalculated and cached: (signal_channel1_nominal,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization -- The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
**********
** 1 **SET PRINT 1
**********
**********
** 2 **SET NOGRAD
**********
PARAMETER DEFINITIONS:
NO. NAME VALUE STEP SIZE LIMITS
1 SigXsecOverSM 1.00000e+00 3.00000e-01 0.00000e+00 3.00000e+00
2 alpha_syst2 0.00000e+00 1.00000e+00 -5.00000e+00 5.00000e+00
3 alpha_syst3 0.00000e+00 1.00000e+00 -5.00000e+00 5.00000e+00
4 gamma_stat_channel1_bin_0 1.00000e+00 1.25000e-01 0.00000e+00 1.25000e+00
5 gamma_stat_channel1_bin_1 1.00000e+00 1.50000e-01 0.00000e+00 1.50000e+00
**********
** 3 **SET ERR 0.5
**********
**********
** 4 **SET PRINT 1
**********
**********
** 5 **SET STR 1
**********
NOW USING STRATEGY 1: TRY TO BALANCE SPEED AGAINST RELIABILITY
**********
** 6 **MIGRAD 2500 1
**********
FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gamma_stat_channel1_bin_0_constraint_Int[gamma_stat_channel1_bin_0]) using numeric integrator RooIntegrator1D to calculate Int(gamma_stat_channel1_bin_0)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gamma_stat_channel1_bin_1_constraint_Int[gamma_stat_channel1_bin_1]) using numeric integrator RooIntegrator1D to calculate Int(gamma_stat_channel1_bin_1)
START MIGRAD MINIMIZATION. STRATEGY 1. CONVERGENCE WHEN EDM .LT. 1.00e-03
FCN=-1044.81 FROM MIGRAD STATUS=INITIATE 16 CALLS 17 TOTAL
EDM= unknown STRATEGY= 1 NO ERROR MATRIX
EXT PARAMETER CURRENT GUESS STEP FIRST
NO. NAME VALUE ERROR SIZE DERIVATIVE
1 SigXsecOverSM 1.00000e+00 3.00000e-01 2.14402e-01 -7.28473e-01
2 alpha_syst2 0.00000e+00 1.00000e+00 2.01358e-01 -4.16828e-01
3 alpha_syst3 0.00000e+00 1.00000e+00 2.01358e-01 -4.54721e-01
4 gamma_stat_channel1_bin_0 1.00000e+00 1.25000e-01 2.57889e-01 -8.33599e-01
5 gamma_stat_channel1_bin_1 1.00000e+00 1.50000e-01 2.14402e-01 -1.28585e+00
ERR DEF= 0.5
MIGRAD MINIMIZATION HAS CONVERGED.
MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
COVARIANCE MATRIX CALCULATED SUCCESSFULLY
FCN=-1044.84 FROM MIGRAD STATUS=CONVERGED 83 CALLS 84 TOTAL
EDM=3.27927e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER STEP FIRST
NO. NAME VALUE ERROR SIZE DERIVATIVE
1 SigXsecOverSM 1.11502e+00 5.86100e-01 7.54848e-03 7.38809e-04
2 alpha_syst2 -7.65554e-03 9.82184e-01 4.06870e-03 7.64595e-03
3 alpha_syst3 1.30151e-02 9.47542e-01 4.03080e-03 -2.57978e-02
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93234e-02 2.03189e-03 1.64223e-02
5 gamma_stat_channel1_bin_1 1.00380e+00 8.00861e-02 2.30372e-03 1.15819e-02
ERR DEF= 0.5
EXTERNAL ERROR MATRIX. NDIM= 25 NPAR= 5 ERR DEF=0.5
3.641e-01 -2.108e-01 -7.712e-02 -1.052e-02 -1.544e-02
-2.108e-01 9.774e-01 4.466e-02 -1.168e-03 8.943e-03
-7.712e-02 4.466e-02 9.088e-01 2.228e-03 -1.792e-02
-1.052e-02 -1.168e-03 2.228e-03 2.441e-03 4.462e-04
-1.544e-02 8.943e-03 -1.792e-02 4.462e-04 6.441e-03
PARAMETER CORRELATION COEFFICIENTS
NO. GLOBAL 1 2 3 4 5
1 0.58365 1.000 -0.353 -0.134 -0.353 -0.319
2 0.38745 -0.353 1.000 0.047 -0.024 0.113
3 0.32155 -0.134 0.047 1.000 0.047 -0.234
4 0.38693 -0.353 -0.024 0.047 1.000 0.113
5 0.42409 -0.319 0.113 -0.234 0.113 1.000
**********
** 7 **SET ERR 0.5
**********
**********
** 8 **SET PRINT 1
**********
**********
** 9 **HESSE 2500
**********
COVARIANCE MATRIX CALCULATED SUCCESSFULLY
FCN=-1044.84 FROM HESSE STATUS=OK 31 CALLS 115 TOTAL
EDM=3.28068e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER INTERNAL INTERNAL
NO. NAME VALUE ERROR STEP SIZE VALUE
1 SigXsecOverSM 1.11502e+00 5.86553e-01 1.50970e-03 -2.59558e-01
2 alpha_syst2 -7.65554e-03 9.82481e-01 8.13739e-04 -1.53111e-03
3 alpha_syst3 1.30151e-02 9.47601e-01 8.06160e-04 2.60302e-03
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93408e-02 4.06379e-04 6.42748e-01
5 gamma_stat_channel1_bin_1 1.00380e+00 8.01088e-02 4.60745e-04 3.45220e-01
ERR DEF= 0.5
EXTERNAL ERROR MATRIX. NDIM= 25 NPAR= 5 ERR DEF=0.5
3.647e-01 -2.115e-01 -7.728e-02 -1.055e-02 -1.549e-02
-2.115e-01 9.780e-01 4.481e-02 -1.142e-03 8.985e-03
-7.728e-02 4.481e-02 9.089e-01 2.237e-03 -1.792e-02
-1.055e-02 -1.142e-03 2.237e-03 2.442e-03 4.485e-04
-1.549e-02 8.985e-03 -1.792e-02 4.485e-04 6.445e-03
PARAMETER CORRELATION COEFFICIENTS
NO. GLOBAL 1 2 3 4 5
1 0.58459 1.000 -0.354 -0.134 -0.354 -0.320
2 0.38812 -0.354 1.000 0.048 -0.023 0.113
3 0.32173 -0.134 0.048 1.000 0.047 -0.234
4 0.38771 -0.354 -0.023 0.047 1.000 0.113
5 0.42463 -0.320 0.113 -0.234 0.113 1.000
**********
** 10 **MINOS 2500 1
**********
FCN=-1044.84 FROM MINOS STATUS=SUCCESSFUL 90 CALLS 205 TOTAL
EDM=3.28068e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER PARABOLIC MINOS ERRORS
NO. NAME VALUE ERROR NEGATIVE POSITIVE
1 SigXsecOverSM 1.11502e+00 5.86553e-01 -5.96829e-01 6.11590e-01
2 alpha_syst2 -7.65554e-03 9.82481e-01
3 alpha_syst3 1.30151e-02 9.47601e-01
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93408e-02
5 gamma_stat_channel1_bin_1 1.00380e+00 8.01088e-02
ERR DEF= 0.5
**********
** 11 **MINOS 2500 2
**********
FCN=-1044.84 FROM MINOS STATUS=SUCCESSFUL 73 CALLS 278 TOTAL
EDM=3.28068e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER PARABOLIC MINOS ERRORS
NO. NAME VALUE ERROR NEGATIVE POSITIVE
1 SigXsecOverSM 1.11502e+00 5.86553e-01 -5.96829e-01 6.11590e-01
2 alpha_syst2 -7.65554e-03 9.82481e-01 -9.90051e-01 9.87631e-01
3 alpha_syst3 1.30151e-02 9.47601e-01
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93408e-02
5 gamma_stat_channel1_bin_1 1.00380e+00 8.01088e-02
ERR DEF= 0.5
**********
** 12 **MINOS 2500 3
**********
FCN=-1044.84 FROM MINOS STATUS=SUCCESSFUL 55 CALLS 333 TOTAL
EDM=3.28068e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER PARABOLIC MINOS ERRORS
NO. NAME VALUE ERROR NEGATIVE POSITIVE
1 SigXsecOverSM 1.11502e+00 5.86553e-01 -5.96829e-01 6.11590e-01
2 alpha_syst2 -7.65554e-03 9.82481e-01 -9.90051e-01 9.87631e-01
3 alpha_syst3 1.30151e-02 9.47601e-01 -9.47046e-01 9.60252e-01
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93408e-02
5 gamma_stat_channel1_bin_1 1.00380e+00 8.01088e-02
ERR DEF= 0.5
**********
** 13 **MINOS 2500 4
**********
FCN=-1044.84 FROM MINOS STATUS=SUCCESSFUL 74 CALLS 407 TOTAL
EDM=3.28068e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER PARABOLIC MINOS ERRORS
NO. NAME VALUE ERROR NEGATIVE POSITIVE
1 SigXsecOverSM 1.11502e+00 5.86553e-01 -5.96829e-01 6.11590e-01
2 alpha_syst2 -7.65554e-03 9.82481e-01 -9.90051e-01 9.87631e-01
3 alpha_syst3 1.30151e-02 9.47601e-01 -9.47046e-01 9.60252e-01
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93408e-02 -4.86933e-02 5.01526e-02
5 gamma_stat_channel1_bin_1 1.00380e+00 8.01088e-02
ERR DEF= 0.5
**********
** 14 **MINOS 2500 5
**********
FCN=-1044.84 FROM MINOS STATUS=SUCCESSFUL 74 CALLS 481 TOTAL
EDM=3.28068e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER PARABOLIC MINOS ERRORS
NO. NAME VALUE ERROR NEGATIVE POSITIVE
1 SigXsecOverSM 1.11502e+00 5.86553e-01 -5.96829e-01 6.11590e-01
2 alpha_syst2 -7.65554e-03 9.82481e-01 -9.90051e-01 9.87631e-01
3 alpha_syst3 1.30151e-02 9.47601e-01 -9.47046e-01 9.60252e-01
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93408e-02 -4.86933e-02 5.01526e-02
5 gamma_stat_channel1_bin_1 1.00380e+00 8.01088e-02 -7.85700e-02 8.20232e-02
ERR DEF= 0.5
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
printing results for SigXsecOverSM at 1.11502 high -0.596829 low 0.61159
[#1] INFO:Minization -- p.d.f. provides expected number of events, including extended term in likelihood.
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:Minization -- Including the following contraint terms in minimization: (lumiConstraint,alpha_syst1Constraint,alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gamma_stat_channel1_bin_0_constraint_Int[gamma_stat_channel1_bin_0]) using numeric integrator RooIntegrator1D to calculate Int(gamma_stat_channel1_bin_0)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gamma_stat_channel1_bin_1_constraint_Int[gamma_stat_channel1_bin_1]) using numeric integrator RooIntegrator1D to calculate Int(gamma_stat_channel1_bin_1)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:Minization -- RooProfileLL::evaluate(nll_model_channel1_obsData_with_constr_Profile[SigXsecOverSM]) Creating instance of MINUIT
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_model_channel1_obsData_with_constr) Summation contains a RooNLLVar, using its error level
[#1] INFO:Minization -- RooProfileLL::evaluate(nll_model_channel1_obsData_with_constr_Profile[SigXsecOverSM]) determining minimum likelihood for current configurations w.r.t all observable
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gamma_stat_channel1_bin_0_constraint_Int[gamma_stat_channel1_bin_0]) using numeric integrator RooIntegrator1D to calculate Int(gamma_stat_channel1_bin_0)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gamma_stat_channel1_bin_1_constraint_Int[gamma_stat_channel1_bin_1]) using numeric integrator RooIntegrator1D to calculate Int(gamma_stat_channel1_bin_1)
[#1] INFO:Minization -- RooProfileLL::evaluate(nll_model_channel1_obsData_with_constr_Profile[SigXsecOverSM]) minimum found at (SigXsecOverSM=1.11488)
..........................................................................................................................................................................................................Info in <TCanvas::Print>: eps file ./results/example_channel1_GaussExample_profileLR.eps has been created
full list of observables:
RooArgList:: = (obs_x_channel1)
------------------
Entering combination
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::nom_alpha_syst2
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::nom_alpha_syst3
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::nom_gamma_stat_channel1_bin_0
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::nom_gamma_stat_channel1_bin_1
-----------------------------------------
create toy data for channel1
RooDataSet::AsimovData0[obs_x_channel1,channelCat,weight:binWeightAsimov] = 2 entries (230 weighted)
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing dataset asimovDataFullModel
[#1] INFO:ObjectHandling -- RooWorkSpace::import(combined) changing name of dataset from asimovDataFullModel to asimovData
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::obs_x_channel1
Merging data for channel channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing dataset channel1
[#1] INFO:ObjectHandling -- RooWorkSpace::import(combined) changing name of dataset from channel1 to obsData
RooWorkspace(combined) combined contents
variables
---------
(channelCat,nom_alpha_syst2,nom_alpha_syst3,nom_gamma_stat_channel1_bin_0,nom_gamma_stat_channel1_bin_1,obs_x_channel1,weightVar)
datasets
--------
RooDataSet::asimovData(obs_x_channel1,weightVar,channelCat)
RooDataSet::obsData(channelCat,obs_x_channel1)
named sets
----------
ModelConfig_GlobalObservables:(nom_alpha_syst2,nom_alpha_syst3,nom_gamma_stat_channel1_bin_0,nom_gamma_stat_channel1_bin_1)
ModelConfig_Observables:(obs_x_channel1,weightVar,channelCat)
globalObservables:(nom_alpha_syst2,nom_alpha_syst3,nom_gamma_stat_channel1_bin_0,nom_gamma_stat_channel1_bin_1)
observables:(obs_x_channel1,weightVar,channelCat)
----------------
Importing combined model
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing dataset signal_channel1nominalDHist
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing dataset background1_channel1nominalDHist
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing dataset background2_channel1nominalDHist
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooSimultaneous::simPdf
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) using existing copy of RooCategory::channelCat for import of RooSimultaneous::simPdf
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooGaussian::lumiConstraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooConstVar::0.1
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::Lumi
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::nominalLumi
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooGaussian::alpha_syst1Constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooConstVar::1
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::alpha_syst1
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::nom_alpha_syst1
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooGaussian::alpha_syst2Constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::alpha_syst2
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) using existing copy of RooRealVar::nom_alpha_syst2 for import of RooSimultaneous::simPdf
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooGaussian::alpha_syst3Constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::alpha_syst3
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) using existing copy of RooRealVar::nom_alpha_syst3 for import of RooSimultaneous::simPdf
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooPoisson::gamma_stat_channel1_bin_0_constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) using existing copy of RooRealVar::nom_gamma_stat_channel1_bin_0 for import of RooSimultaneous::simPdf
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooProduct::gamma_stat_channel1_bin_0_poisMean
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooConstVar::gamma_stat_channel1_bin_0_tau
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::gamma_stat_channel1_bin_0
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooPoisson::gamma_stat_channel1_bin_1_constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) using existing copy of RooRealVar::nom_gamma_stat_channel1_bin_1 for import of RooSimultaneous::simPdf
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooProduct::gamma_stat_channel1_bin_1_poisMean
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooConstVar::gamma_stat_channel1_bin_1_tau
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::gamma_stat_channel1_bin_1
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealSumPdf::channel1_model
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooProduct::L_x_signal_channel1_overallSyst_x_Exp
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooProduct::signal_channel1_overallSyst_x_Exp
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooHistFunc::signal_channel1_nominal
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) using existing copy of RooRealVar::obs_x_channel1 for import of RooSimultaneous::simPdf
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooProduct::signal_channel1_overallNorm_x_sigma_epsilon
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::SigXsecOverSM
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooStats::HistFactory::FlexibleInterpVar::signal_channel1_epsilon
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::binWidth_obs_x_channel1_0
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooProduct::L_x_background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing ParamHistFunc::mc_stat_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooProduct::background1_channel1_overallSyst_x_Exp
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooHistFunc::background1_channel1_nominal
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooStats::HistFactory::FlexibleInterpVar::background1_channel1_epsilon
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::binWidth_obs_x_channel1_1
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooProduct::L_x_background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooProduct::background2_channel1_overallSyst_x_Exp
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooHistFunc::background2_channel1_nominal
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooStats::HistFactory::FlexibleInterpVar::background2_channel1_epsilon
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::binWidth_obs_x_channel1_2
setting Lumi constant
setting alpha_syst1 constant
Setting Parameter(s) of Interest as: SigXsecOverSM
=== Using the following for ModelConfig ===
Observables: RooArgSet:: = (obs_x_channel1,weightVar,channelCat)
Parameters of Interest: RooArgSet:: = (SigXsecOverSM)
Nuisance Parameters: RooArgSet:: = (alpha_syst2,alpha_syst3,gamma_stat_channel1_bin_0,gamma_stat_channel1_bin_1)
Global Observables: RooArgSet:: = (nom_alpha_syst2,nom_alpha_syst3,nom_gamma_stat_channel1_bin_0,nom_gamma_stat_channel1_bin_1)
PDF: RooSimultaneous::simPdf[ indexCat=channelCat channel1=model_channel1 ] = 0.174888
Writing combined workspace to file: ./results/example_combined_GaussExample_model.root
Writing combined measurement to file: ./results/example_combined_GaussExample_model.root
Writing sample: signal
Writing sample: background1
Writing sample: background2
Saved all histograms
Saved Measurement
---------------
---------------- Doing combined Fit
---------------
[#1] INFO:Minization -- p.d.f. provides expected number of events, including extended term in likelihood.
[#1] INFO:Minization -- Including the following contraint terms in minimization: (lumiConstraint,alpha_syst1Constraint,alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_obsData_with_constr) Summation contains a RooNLLVar, using its error level
[#1] INFO:Minization -- RooMinimizer::optimizeConst: activating const optimization
RooAbsTestStatistic::initSimMode: creating slave calculator #0 for state channel1 (2 dataset entries)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:Minization -- The following expressions have been identified as constant and will be precalculated and cached: (signal_channel1_nominal,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization -- The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
**********
** 1842 **SET NOGRAD
**********
PARAMETER DEFINITIONS:
NO. NAME VALUE STEP SIZE LIMITS
1 SigXsecOverSM 1.00000e+00 3.00000e-01 0.00000e+00 3.00000e+00
2 alpha_syst2 0.00000e+00 1.00000e+00 -5.00000e+00 5.00000e+00
3 alpha_syst3 0.00000e+00 1.00000e+00 -5.00000e+00 5.00000e+00
4 gamma_stat_channel1_bin_0 1.00000e+00 1.25000e-01 0.00000e+00 1.25000e+00
5 gamma_stat_channel1_bin_1 1.00000e+00 1.50000e-01 0.00000e+00 1.50000e+00
**********
** 1843 **SET ERR 0.5
**********
**********
** 1844 **SET PRINT 1
**********
**********
** 1845 **SET STR 1
**********
NOW USING STRATEGY 1: TRY TO BALANCE SPEED AGAINST RELIABILITY
**********
** 1846 **MIGRAD 2500 1
**********
FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gamma_stat_channel1_bin_0_constraint_Int[gamma_stat_channel1_bin_0]) using numeric integrator RooIntegrator1D to calculate Int(gamma_stat_channel1_bin_0)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gamma_stat_channel1_bin_1_constraint_Int[gamma_stat_channel1_bin_1]) using numeric integrator RooIntegrator1D to calculate Int(gamma_stat_channel1_bin_1)
START MIGRAD MINIMIZATION. STRATEGY 1. CONVERGENCE WHEN EDM .LT. 1.00e-03
FCN=-1044.81 FROM MIGRAD STATUS=INITIATE 16 CALLS 17 TOTAL
EDM= unknown STRATEGY= 1 NO ERROR MATRIX
EXT PARAMETER CURRENT GUESS STEP FIRST
NO. NAME VALUE ERROR SIZE DERIVATIVE
1 SigXsecOverSM 1.00000e+00 3.00000e-01 2.14402e-01 -7.28473e-01
2 alpha_syst2 0.00000e+00 1.00000e+00 2.01358e-01 -4.16836e-01
3 alpha_syst3 0.00000e+00 1.00000e+00 2.01358e-01 -4.54731e-01
4 gamma_stat_channel1_bin_0 1.00000e+00 1.25000e-01 2.57889e-01 -8.33599e-01
5 gamma_stat_channel1_bin_1 1.00000e+00 1.50000e-01 2.14402e-01 -1.28585e+00
ERR DEF= 0.5
MIGRAD MINIMIZATION HAS CONVERGED.
MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
COVARIANCE MATRIX CALCULATED SUCCESSFULLY
FCN=-1044.84 FROM MIGRAD STATUS=CONVERGED 83 CALLS 84 TOTAL
EDM=3.27939e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER STEP FIRST
NO. NAME VALUE ERROR SIZE DERIVATIVE
1 SigXsecOverSM 1.11502e+00 5.86100e-01 7.54848e-03 7.38706e-04
2 alpha_syst2 -7.65551e-03 9.82184e-01 4.06870e-03 7.64609e-03
3 alpha_syst3 1.30150e-02 9.47542e-01 4.03080e-03 -2.57984e-02
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93234e-02 2.03189e-03 1.64238e-02
5 gamma_stat_channel1_bin_1 1.00380e+00 8.00861e-02 2.30372e-03 1.15810e-02
ERR DEF= 0.5
EXTERNAL ERROR MATRIX. NDIM= 25 NPAR= 5 ERR DEF=0.5
3.641e-01 -2.108e-01 -7.712e-02 -1.052e-02 -1.544e-02
-2.108e-01 9.774e-01 4.466e-02 -1.168e-03 8.943e-03
-7.712e-02 4.466e-02 9.088e-01 2.228e-03 -1.792e-02
-1.052e-02 -1.168e-03 2.228e-03 2.441e-03 4.462e-04
-1.544e-02 8.943e-03 -1.792e-02 4.462e-04 6.441e-03
PARAMETER CORRELATION COEFFICIENTS
NO. GLOBAL 1 2 3 4 5
1 0.58365 1.000 -0.353 -0.134 -0.353 -0.319
2 0.38745 -0.353 1.000 0.047 -0.024 0.113
3 0.32155 -0.134 0.047 1.000 0.047 -0.234
4 0.38693 -0.353 -0.024 0.047 1.000 0.113
5 0.42409 -0.319 0.113 -0.234 0.113 1.000
**********
** 1847 **SET ERR 0.5
**********
**********
** 1848 **SET PRINT 1
**********
**********
** 1849 **HESSE 2500
**********
COVARIANCE MATRIX CALCULATED SUCCESSFULLY
FCN=-1044.84 FROM HESSE STATUS=OK 31 CALLS 115 TOTAL
EDM=3.2808e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER INTERNAL INTERNAL
NO. NAME VALUE ERROR STEP SIZE VALUE
1 SigXsecOverSM 1.11502e+00 5.86553e-01 1.50970e-03 -2.59558e-01
2 alpha_syst2 -7.65551e-03 9.82481e-01 8.13739e-04 -1.53110e-03
3 alpha_syst3 1.30150e-02 9.47601e-01 8.06160e-04 2.60300e-03
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93408e-02 4.06379e-04 6.42748e-01
5 gamma_stat_channel1_bin_1 1.00380e+00 8.01088e-02 4.60745e-04 3.45220e-01
ERR DEF= 0.5
EXTERNAL ERROR MATRIX. NDIM= 25 NPAR= 5 ERR DEF=0.5
3.647e-01 -2.115e-01 -7.728e-02 -1.055e-02 -1.549e-02
-2.115e-01 9.780e-01 4.481e-02 -1.142e-03 8.985e-03
-7.728e-02 4.481e-02 9.089e-01 2.237e-03 -1.792e-02
-1.055e-02 -1.142e-03 2.237e-03 2.442e-03 4.485e-04
-1.549e-02 8.985e-03 -1.792e-02 4.485e-04 6.445e-03
PARAMETER CORRELATION COEFFICIENTS
NO. GLOBAL 1 2 3 4 5
1 0.58459 1.000 -0.354 -0.134 -0.354 -0.320
2 0.38812 -0.354 1.000 0.048 -0.023 0.113
3 0.32173 -0.134 0.048 1.000 0.047 -0.234
4 0.38771 -0.354 -0.023 0.047 1.000 0.113
5 0.42463 -0.320 0.113 -0.234 0.113 1.000
**********
** 1850 **MINOS 2500 1
**********
FCN=-1044.84 FROM MINOS STATUS=SUCCESSFUL 90 CALLS 205 TOTAL
EDM=3.2808e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER PARABOLIC MINOS ERRORS
NO. NAME VALUE ERROR NEGATIVE POSITIVE
1 SigXsecOverSM 1.11502e+00 5.86553e-01 -5.96829e-01 6.11590e-01
2 alpha_syst2 -7.65551e-03 9.82481e-01
3 alpha_syst3 1.30150e-02 9.47601e-01
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93408e-02
5 gamma_stat_channel1_bin_1 1.00380e+00 8.01088e-02 -7.85700e-02 8.20232e-02
ERR DEF= 0.5
**********
** 1851 **MINOS 2500 2
**********
FCN=-1044.84 FROM MINOS STATUS=SUCCESSFUL 73 CALLS 278 TOTAL
EDM=3.2808e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER PARABOLIC MINOS ERRORS
NO. NAME VALUE ERROR NEGATIVE POSITIVE
1 SigXsecOverSM 1.11502e+00 5.86553e-01 -5.96829e-01 6.11590e-01
2 alpha_syst2 -7.65551e-03 9.82481e-01 -9.90051e-01 9.87631e-01
3 alpha_syst3 1.30150e-02 9.47601e-01
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93408e-02
5 gamma_stat_channel1_bin_1 1.00380e+00 8.01088e-02 -7.85700e-02 8.20232e-02
ERR DEF= 0.5
**********
** 1852 **MINOS 2500 3
**********
FCN=-1044.84 FROM MINOS STATUS=SUCCESSFUL 55 CALLS 333 TOTAL
EDM=3.2808e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER PARABOLIC MINOS ERRORS
NO. NAME VALUE ERROR NEGATIVE POSITIVE
1 SigXsecOverSM 1.11502e+00 5.86553e-01 -5.96829e-01 6.11590e-01
2 alpha_syst2 -7.65551e-03 9.82481e-01 -9.90051e-01 9.87631e-01
3 alpha_syst3 1.30150e-02 9.47601e-01 -9.47046e-01 9.60252e-01
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93408e-02
5 gamma_stat_channel1_bin_1 1.00380e+00 8.01088e-02 -7.85700e-02 8.20232e-02
ERR DEF= 0.5
**********
** 1853 **MINOS 2500 4
**********
FCN=-1044.84 FROM MINOS STATUS=SUCCESSFUL 74 CALLS 407 TOTAL
EDM=3.2808e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER PARABOLIC MINOS ERRORS
NO. NAME VALUE ERROR NEGATIVE POSITIVE
1 SigXsecOverSM 1.11502e+00 5.86553e-01 -5.96829e-01 6.11590e-01
2 alpha_syst2 -7.65551e-03 9.82481e-01 -9.90051e-01 9.87631e-01
3 alpha_syst3 1.30150e-02 9.47601e-01 -9.47046e-01 9.60252e-01
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93408e-02 -4.86933e-02 5.01526e-02
5 gamma_stat_channel1_bin_1 1.00380e+00 8.01088e-02 -7.85700e-02 8.20232e-02
ERR DEF= 0.5
**********
** 1854 **MINOS 2500 5
**********
FCN=-1044.84 FROM MINOS STATUS=SUCCESSFUL 74 CALLS 481 TOTAL
EDM=3.2808e-05 STRATEGY= 1 ERROR MATRIX ACCURATE
EXT PARAMETER PARABOLIC MINOS ERRORS
NO. NAME VALUE ERROR NEGATIVE POSITIVE
1 SigXsecOverSM 1.11502e+00 5.86553e-01 -5.96829e-01 6.11590e-01
2 alpha_syst2 -7.65551e-03 9.82481e-01 -9.90051e-01 9.87631e-01
3 alpha_syst3 1.30150e-02 9.47601e-01 -9.47046e-01 9.60252e-01
4 gamma_stat_channel1_bin_0 9.99623e-01 4.93408e-02 -4.86933e-02 5.01526e-02
5 gamma_stat_channel1_bin_1 1.00380e+00 8.01088e-02 -7.85700e-02 8.20232e-02
ERR DEF= 0.5
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
printing results for SigXsecOverSM at 1.11502 high -0.596829 low 0.61159
[#1] INFO:Minization -- p.d.f. provides expected number of events, including extended term in likelihood.
[#1] INFO:Minization -- Including the following contraint terms in minimization: (lumiConstraint,alpha_syst1Constraint,alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
RooAbsTestStatistic::initSimMode: creating slave calculator #0 for state channel1 (2 dataset entries)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gamma_stat_channel1_bin_0_constraint_Int[gamma_stat_channel1_bin_0]) using numeric integrator RooIntegrator1D to calculate Int(gamma_stat_channel1_bin_0)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gamma_stat_channel1_bin_1_constraint_Int[gamma_stat_channel1_bin_1]) using numeric integrator RooIntegrator1D to calculate Int(gamma_stat_channel1_bin_1)
[#1] INFO:Minization -- RooProfileLL::evaluate(nll_simPdf_obsData_with_constr_Profile[SigXsecOverSM]) Creating instance of MINUIT
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_obsData_with_constr) Summation contains a RooNLLVar, using its error level
[#1] INFO:Minization -- RooProfileLL::evaluate(nll_simPdf_obsData_with_constr_Profile[SigXsecOverSM]) determining minimum likelihood for current configurations w.r.t all observable
RooAbsTestStatistic::initSimMode: creating slave calculator #0 for state channel1 (2 dataset entries)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gamma_stat_channel1_bin_0_constraint_Int[gamma_stat_channel1_bin_0]) using numeric integrator RooIntegrator1D to calculate Int(gamma_stat_channel1_bin_0)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gamma_stat_channel1_bin_1_constraint_Int[gamma_stat_channel1_bin_1]) using numeric integrator RooIntegrator1D to calculate Int(gamma_stat_channel1_bin_1)
[#1] INFO:Minization -- RooProfileLL::evaluate(nll_simPdf_obsData_with_constr_Profile[SigXsecOverSM]) minimum found at (SigXsecOverSM=1.11488)
..........................................................................................................................................................................................................Info in <TCanvas::Print>: eps file ./results/example_combined_GaussExample_profileLR.eps has been created
RooAbsTestStatistic::initSimMode: creating slave calculator #0 for state channel1 (2 dataset entries)
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
[#1] INFO:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
Getting histogram. InputFile ./data/example.root HistoPath HistoName data
Opened input file: ./data/example.root: 0x7fdaf80606e0
Collecting Nominal Histogram
Getting histogram. InputFile ./data/example.root HistoPath HistoName signal
Opened input file: ./data/example.root: 0x7fdaf84bf3c0
Collecting Nominal Histogram
Getting histogram. InputFile ./data/example.root HistoPath HistoName background1
Opened input file: ./data/example.root: 0x7fdaf82c6420
Getting histogram. InputFile ./data/example.root HistoPath HistoName background1_statUncert
Opened input file: ./data/example.root: 0x7fdaf84bfd70
Collecting Nominal Histogram
Getting histogram. InputFile ./data/example.root HistoPath HistoName background2
Opened input file: ./data/example.root: 0x7fdaf8284de0
Making Model and Measurements (Fast) for measurement: GammaExample
using lumi = 1 and lumiError = 0.1 including bins between 0 and 1
fixing the following parameters:
Lumi
alpha_syst1
Checking if output directory : ./results - exists
Creating the output file: ./results/example_GammaExample.root
Creating the table file: ./results/example_results.table
Creating the HistoToWorkspaceFactoryFast factory
Setting preprocess functions
Starting to process channel: channel1
-------------------
Starting to process channel1 channel with 1 observables
lumi str = [1,0,10]
lumi Error str = nominalLumi[1,0,2],0.1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooStats::HistFactory::FlexibleInterpVar::signal_channel1_epsilon
making normFactor: SigXsecOverSM
WARNING: Const attribute to <NormFactor> tag is deprecated, will ignore. Instead, add
<ParamSetting Const="True">SigXsecOverSM</ParamSetting>
to your top-level XML's <Measurment> entry
signal_channel1 has no variation histograms
processing hist signal
[#1] INFO:DataHandling -- RooDataHist::adjustBinning(signal_channel1nominalDHist): fit range of variable obs_x_channel1 expanded to nearest bin boundaries: [1,2] --> [1,2]
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing dataset signal_channel1nominalDHist
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooHistFunc::signal_channel1_nominal
0x7fdaf64e8600 RooPolyVar::alphaOfBeta_syst2 = 0 [Auto,Clean]
0x7fdaf8675e00/V- RooConstVar::-3.33333 = -3.33333
0x7fdaf8676130/V- RooConstVar::3.33333 = 3.33333
0x7fdaf86350c0/V- RooRealVar::beta_syst2 = 1
0x7fdaf7454e00 RooGamma::beta_syst2Constraint = 1.31987 [Auto,Dirty]
0x7fdaf82c4a60/V- RooConstVar::0 = 0
0x7fdaf86350c0/V- RooRealVar::beta_syst2 = 1
0x7fdaf63e7a00/V- RooAddition::k_syst2 = 12.1111 [Auto,Clean]
0x7fdaf8664390/V- RooRealVar::nom_beta_syst2 = 11.1111
0x7fdaf857c350/V- RooConstVar::1 = 1
0x7fdaf8060ad0/V- RooRealVar::theta_syst2 = 0.09
Added a gamma constraint for syst2
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooStats::HistFactory::FlexibleInterpVar::background1_channel1_epsilon
background1_channel1 has no variation histograms
processing hist background1
[#1] INFO:DataHandling -- RooDataHist::adjustBinning(background1_channel1nominalDHist): fit range of variable obs_x_channel1 expanded to nearest bin boundaries: [1,2] --> [1,2]
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing dataset background1_channel1nominalDHist
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooHistFunc::background1_channel1_nominal
Sample: background1 to be included in Stat Error for channel channel1
Using external histogram for Stat Errors for Channel: channel1 Sample: background1
Error Histogram: background1_statUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooRealVar::gamma_stat_channel1_bin_0
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooRealVar::gamma_stat_channel1_bin_1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing ParamHistFunc::mc_stat_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::obs_x_channel1 for import of ParamHistFunc::mc_stat_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_0 for import of ParamHistFunc::mc_stat_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_1 for import of ParamHistFunc::mc_stat_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of ParamHistFunc::mc_stat_channel1 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::obs_x_channel1 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_0 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_1 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::background1_channel1_overallSyst_x_Exp for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooHistFunc::background1_channel1_nominal for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooStats::HistFactory::FlexibleInterpVar::background1_channel1_epsilon for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooPolyVar::alphaOfBeta_syst2 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::-3.33333 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::3.33333 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::beta_syst2 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooStats::HistFactory::FlexibleInterpVar::background2_channel1_epsilon
background2_channel1 has no variation histograms
processing hist background2
[#1] INFO:DataHandling -- RooDataHist::adjustBinning(background2_channel1nominalDHist): fit range of variable obs_x_channel1 expanded to nearest bin boundaries: [1,2] --> [1,2]
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing dataset background2_channel1nominalDHist
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooHistFunc::background2_channel1_nominal
Sample: background2 to be included in Stat Error for channel channel1
Making Statistical Uncertainty Hist for Channel: channel1 Sample: background2
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of ParamHistFunc::mc_stat_channel1 for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::obs_x_channel1 for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_0 for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_1 for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::background2_channel1_overallSyst_x_Exp for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooHistFunc::background2_channel1_nominal for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooStats::HistFactory::FlexibleInterpVar::background2_channel1_epsilon for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::alpha_syst3 for import of RooProduct::background2_channel1_overallSyst_x_StatUncert
Making Total Uncertainty for bin 1 Error = 5 Val = 100 RelativeError = 0.05
Making Total Uncertainty for bin 2 Error = 10 Val = 100 RelativeError = 0.1
About to create Constraint Terms from: mc_stat_channel1 params: (gamma_stat_channel1_bin_0,gamma_stat_channel1_bin_1)
Using Poisson StatErrors in channel: channel1
Creating constraint for: gamma_stat_channel1_bin_0. Type of constraint: 1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooPoisson::gamma_stat_channel1_bin_0_constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooRealVar::nom_gamma_stat_channel1_bin_0
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooProduct::gamma_stat_channel1_bin_0_poisMean
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_0 for import of RooPoisson::gamma_stat_channel1_bin_0_constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooConstVar::gamma_stat_channel1_bin_0_tau
Creating constraint for: gamma_stat_channel1_bin_1. Type of constraint: 1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooPoisson::gamma_stat_channel1_bin_1_constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooRealVar::nom_gamma_stat_channel1_bin_1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooProduct::gamma_stat_channel1_bin_1_poisMean
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_1 for import of RooPoisson::gamma_stat_channel1_bin_1_constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooConstVar::gamma_stat_channel1_bin_1_tau
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooRealSumPdf::channel1_model
-----------------------------------------
import model into workspace
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooGaussian::lumiConstraint for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::0.1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::Lumi for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::nominalLumi for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooGaussian::alpha_syst1Constraint for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::alpha_syst1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::nom_alpha_syst1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooGamma::beta_syst2Constraint for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::0 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::beta_syst2 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooAddition::k_syst2 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::nom_beta_syst2 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::theta_syst2 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooGaussian::alpha_syst3Constraint for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::alpha_syst3 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::nom_alpha_syst3 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooPoisson::gamma_stat_channel1_bin_0_constraint for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::nom_gamma_stat_channel1_bin_0 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::gamma_stat_channel1_bin_0_poisMean for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::gamma_stat_channel1_bin_0_tau for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_0 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooPoisson::gamma_stat_channel1_bin_1_constraint for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::nom_gamma_stat_channel1_bin_1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::gamma_stat_channel1_bin_1_poisMean for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::gamma_stat_channel1_bin_1_tau for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::gamma_stat_channel1_bin_1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealSumPdf::channel1_model for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::L_x_signal_channel1_overallSyst_x_Exp for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::signal_channel1_overallSyst_x_Exp for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooHistFunc::signal_channel1_nominal for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::obs_x_channel1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::signal_channel1_overallNorm_x_sigma_epsilon for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::SigXsecOverSM for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooStats::HistFactory::FlexibleInterpVar::signal_channel1_epsilon for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::binWidth_obs_x_channel1_0 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::L_x_background1_channel1_overallSyst_x_StatUncert for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::background1_channel1_overallSyst_x_StatUncert for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of ParamHistFunc::mc_stat_channel1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::background1_channel1_overallSyst_x_Exp for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooHistFunc::background1_channel1_nominal for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooStats::HistFactory::FlexibleInterpVar::background1_channel1_epsilon for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooPolyVar::alphaOfBeta_syst2 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::-3.33333 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooConstVar::3.33333 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::binWidth_obs_x_channel1_1 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::L_x_background2_channel1_overallSyst_x_StatUncert for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::background2_channel1_overallSyst_x_StatUncert for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooProduct::background2_channel1_overallSyst_x_Exp for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooHistFunc::background2_channel1_nominal for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooStats::HistFactory::FlexibleInterpVar::background2_channel1_epsilon for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::binWidth_obs_x_channel1_2 for import of RooProdPdf::model_channel1
[#1] INFO:NumericIntegration -- RooRealIntegral::init(channel1_model_Int[obs_x_channel1]) using numeric integrator RooBinIntegrator to calculate Int(obs_x_channel1)
RooDataSet::AsimovData[obs_x_channel1,weight:binWeightAsimov] = 2 entries (230 weighted)
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing dataset AsimovData
[#1] INFO:ObjectHandling -- RooWorkSpace::import(channel1) changing name of dataset from AsimovData to asimovData
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) importing dataset obsData
RooWorkspace(channel1) channel1 workspace contents
variables
---------
(Lumi,SigXsecOverSM,alpha_syst1,alpha_syst3,beta_syst2,binWidth_obs_x_channel1_0,binWidth_obs_x_channel1_1,binWidth_obs_x_channel1_2,gamma_stat_channel1_bin_0,gamma_stat_channel1_bin_1,nom_alpha_syst1,nom_alpha_syst3,nom_beta_syst2,nom_gamma_stat_channel1_bin_0,nom_gamma_stat_channel1_bin_1,nominalLumi,obs_x_channel1,theta_syst2,weightVar)