
[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)

p.d.f.s
-------
RooGaussian::alpha_syst1Constraint[ x=alpha_syst1 mean=nom_alpha_syst1 sigma=1 ] = 1
RooGaussian::alpha_syst3Constraint[ x=alpha_syst3 mean=nom_alpha_syst3 sigma=1 ] = 1
RooGamma::beta_syst2Constraint[ x=beta_syst2 mean=k_syst2 beta=theta_syst2 mu=0 ] = 1.31987
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 * beta_syst2Constraint * alpha_syst3Constraint * gamma_stat_channel1_bin_0_constraint * gamma_stat_channel1_bin_1_constraint * channel1_model(obs_x_channel1) ] = 0.23083

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
RooPolyVar::alphaOfBeta_syst2[ x=beta_syst2 coefList=(-3.33333,3.33333) ] = 0
RooStats::HistFactory::FlexibleInterpVar::background1_channel1_epsilon[ paramList=(alphaOfBeta_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
RooAddition::k_syst2[ nom_beta_syst2 + 1 ] = 12.1111
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_beta_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,beta_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
globalObservables:(nom_beta_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_syst3,beta_syst2,gamma_stat_channel1_bin_0,gamma_stat_channel1_bin_1)
Global Observables:      RooArgSet:: = (nom_beta_syst2,nom_alpha_syst3,nom_gamma_stat_channel1_bin_0,nom_gamma_stat_channel1_bin_1)
PDF:                     RooProdPdf::model_channel1[ lumiConstraint * alpha_syst1Constraint * beta_syst2Constraint * alpha_syst3Constraint * gamma_stat_channel1_bin_0_constraint * gamma_stat_channel1_bin_1_constraint * channel1_model(obs_x_channel1) ] = 0.23083

Opening File to hold channel: ./results/example_channel1_GammaExample_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
full list of observables:
RooArgList:: = (obs_x_channel1)


------------------
 Entering combination
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::nom_beta_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_syst3,nom_beta_syst2,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_beta_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_beta_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 RooGamma::beta_syst2Constraint
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooConstVar::0
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::beta_syst2
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooAddition::k_syst2
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) using existing copy of RooRealVar::nom_beta_syst2 for import of RooSimultaneous::simPdf
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::theta_syst2
[#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 RooPolyVar::alphaOfBeta_syst2
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooConstVar::-3.33333
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooConstVar::3.33333
[#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_syst3,beta_syst2,gamma_stat_channel1_bin_0,gamma_stat_channel1_bin_1)
Global Observables:      RooArgSet:: = (nom_beta_syst2,nom_alpha_syst3,nom_gamma_stat_channel1_bin_0,nom_gamma_stat_channel1_bin_1)
PDF:                     RooSimultaneous::simPdf[ indexCat=channelCat channel1=model_channel1 ] = 0.23083

Writing combined workspace to file: ./results/example_combined_GammaExample_model.root
Writing combined measurement to file: ./results/example_combined_GammaExample_model.root
Writing sample: signal
Writing sample: background1
Writing sample: background2
Saved all histograms
Saved Measurement
Getting histogram.  InputFile ./data/example.root HistoPath  HistoName data
Opened input file: ./data/example.root: 0x7fdaf85f5140
Collecting Nominal Histogram
Getting histogram.  InputFile ./data/example.root HistoPath  HistoName signal
Opened input file: ./data/example.root: 0x7fdaf86791d0
Collecting Nominal Histogram
Getting histogram.  InputFile ./data/example.root HistoPath  HistoName background1
Opened input file: ./data/example.root: 0x7fdaf8682e50
Getting histogram.  InputFile ./data/example.root HistoPath  HistoName background1_statUncert
Opened input file: ./data/example.root: 0x7fdaf8684640
Collecting Nominal Histogram
Getting histogram.  InputFile ./data/example.root HistoPath  HistoName background2
Opened input file: ./data/example.root: 0x7fdaf8685140
Making Model and Measurements (Fast) for measurement: LogNormExample
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_LogNormExample.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
Added a log-normal constraint for syst2
0x7fdaf7468e00 RooFormulaVar::alphaOfBeta_syst2 = 0 [Auto,Clean] 
  0x7fdaf84e6340/V- RooRealVar::tau_syst2 = 3.33333
  0x7fdaf84befd0/V- RooRealVar::kappa_syst2 = 1.3
  0x7fdaf9002120/V- RooRealVar::alpha_syst2 = 0
[#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 RooFormulaVar::alphaOfBeta_syst2 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::tau_syst2 for import of RooProduct::background1_channel1_overallSyst_x_StatUncert
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::kappa_syst2 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 RooFormulaVar::alphaOfBeta_syst2 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::tau_syst2 for import of RooProdPdf::model_channel1
[#1] INFO:ObjectHandling -- RooWorkspace::import(channel1) using existing copy of RooRealVar::kappa_syst2 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,kappa_syst2,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,tau_syst2,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
RooFormulaVar::alphaOfBeta_syst2[ actualVars=(tau_syst2,kappa_syst2,alpha_syst2) formula="tau_syst2*(pow(kappa_syst2,alpha_syst2)-1.)" ] = 0
RooStats::HistFactory::FlexibleInterpVar::background1_channel1_epsilon[ paramList=(alphaOfBeta_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_LogNormExample_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
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 RooFormulaVar::alphaOfBeta_syst2
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::tau_syst2
[#1] INFO:ObjectHandling -- RooWorkspace::import(combined) importing RooRealVar::kappa_syst2
[#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_LogNormExample_model.root
Writing combined measurement to file: ./results/example_combined_LogNormExample_model.root
Writing sample: signal
Writing sample: background1
Writing sample: background2
Saved all histograms
Saved Measurement
Getting histogram.  InputFile ./data/example.root HistoPath  HistoName data
Opened input file: ./data/example.root: 0x7fdaf85c4f80
Collecting Nominal Histogram
Getting histogram.  InputFile ./data/example.root HistoPath  HistoName signal
Opened input file: ./data/example.root: 0x7fdaf906a9c0
Collecting Nominal Histogram
Getting histogram.  InputFile ./data/example.root HistoPath  HistoName background1
Opened input file: ./data/example.root: 0x7fdaf906b800
Getting histogram.  InputFile ./data/example.root HistoPath  HistoName background1_statUncert
Opened input file: ./data/example.root: 0x7fdaf906ef90
Collecting Nominal Histogram
Getting histogram.  InputFile ./data/example.root HistoPath  HistoName background2
Opened input file: ./data/example.root: 0x7fdaf906e630
Making Model and Measurements (Fast) for measurement: ConstExample
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_ConstExample.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_ConstExample_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
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_ConstExample_model.root
Writing combined measurement to file: ./results/example_combined_ConstExample_model.root
Writing sample: signal
Writing sample: background1
Writing sample: background2
Saved all histograms
Saved Measurement

[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

[#0] PROGRESS:Eval -- AsymptoticCalculator::Initialize....
[#0] PROGRESS:Eval -- AsymptoticCalculator::Initialize - Find  best unconditional NLL on observed data
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **    1 **SET PRINT           0
 **********
 **********
 **    2 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 SigXsecOverSM   0.00000e+00  3.00000e-01    0.00000e+00  3.00000e+00
 MINUIT WARNING IN PARAM DEF
 ============== STARTING VALUE IS AT LIMIT.
 MINUIT WARNING IN PARAMETR
 ============== VARIABLE1 IS AT ITS LOWER ALLOWED LIMIT.
 MINUIT WARNING IN PARAMETR
 ============== VARIABLE1 BROUGHT BACK INSIDE LIMITS.
     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           0
 **********
 **********
 **    5 **SET STR           1
 **********
 **********
 **    6 **MIGRAD        2500           1
 **********
 MINUIT WARNING IN MIGrad    
 ============== VARIABLE1 IS AT ITS LOWER ALLOWED LIMIT.
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
 FCN=-1044.38 FROM MIGRAD    STATUS=CONVERGED      90 CALLS          91 TOTAL
                     EDM=1.38706e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  SigXsecOverSM   1.11601e+00   5.86070e-01   7.53453e-03  -2.69346e-03
   2  alpha_syst2  -1.09987e-02   9.82180e-01   4.06936e-03  -1.18771e-02
   3  alpha_syst3   1.57631e-02   9.47564e-01   4.03110e-03  -1.23330e-02
   4  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   2.03062e-03  -2.30009e-02
   5  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   2.29609e-03  -6.88001e-03
                               ERR DEF= 0.5
AsymptoticCalculator::EvaluateNLL -  value = -1044.38	fit time : Real time 0:00:00, CP time 0.090
[#0] PROGRESS:Eval -- Best fitted POI value = 1.11601 +/- 0.58607
[#0] PROGRESS:Eval -- AsymptoticCalculator: Building Asimov data Set
[#1] INFO:InputArguments -- AsymptoticCalculator: Asimov data will be generated using fitted nuisance parameter values
MakeAsimov: Setting poi SigXsecOverSM to a constant value = 0
MakeAsimov: doing a conditional fit for finding best nuisance values 
 **********
 **    1 **SET PRINT           0
 **********
 **********
 **    2 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **    3 **SET ERR         0.5
 **********
 **********
 **    4 **SET PRINT           0
 **********
 **********
 **    5 **SET STR           1
 **********
 **********
 **    6 **MIGRAD        2000           1
 **********
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
 FCN=-1042.6 FROM MIGRAD    STATUS=CONVERGED      61 CALLS          62 TOTAL
                     EDM=7.13486e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   7.11180e-01   9.14106e-01   4.06014e-03   4.44577e-03
   2  alpha_syst3   2.61474e-01   9.29100e-01   3.95944e-03   8.43777e-03
   3  gamma_stat_channel1_bin_0   1.03677e+00   4.62899e-02   2.15226e-03   2.25896e-02
   4  gamma_stat_channel1_bin_1   1.05319e+00   7.61204e-02   2.33818e-03   4.83748e-03
                               ERR DEF= 0.5
fit time Real time 0:00:00, CP time 0.010
RooDataSet::AsimovData0[obs_x_channel1,channelCat,weight:binWeightAsimov] = 2 entries (214.031 weighted)
Generated Asimov data for observables RooArgSet:: = (obs_x_channel1,weightVar,channelCat)
Generated Asimov data for global observables RooArgSet:: = (nom_alpha_syst2,nom_alpha_syst3,nom_gamma_stat_channel1_bin_0,nom_gamma_stat_channel1_bin_1)
[#0] PROGRESS:Eval -- AsymptoticCalculator::Initialize Find  best conditional NLL on ASIMOV data set for given alt POI ( SigXsecOverSM ) = 0
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **    7 **SET PRINT           0
 **********
 **********
 **    8 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   7.11180e-01  9.14106e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   2.61474e-01  9.29100e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.03677e+00  4.62899e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.05319e+00  7.61204e-02    0.00000e+00  1.50000e+00
 **********
 **    9 **SET ERR         0.5
 **********
 **********
 **   10 **SET PRINT           0
 **********
 **********
 **   11 **SET STR           1
 **********
 **********
 **   12 **MIGRAD        2000           1
 **********
 MIGRAD MINIMIZATION HAS CONVERGED.
 FCN=-936.063 FROM MIGRAD    STATUS=CONVERGED      49 CALLS          50 TOTAL
                     EDM=4.45292e-13    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   7.11180e-01   9.07603e-01   0.00000e+00  -9.78977e-07
   2  alpha_syst3   2.61474e-01   9.36391e-01  -0.00000e+00  -1.03965e-06
   3  gamma_stat_channel1_bin_0   1.03677e+00   4.62693e-02   0.00000e+00  -4.44969e-07
   4  gamma_stat_channel1_bin_1   1.05319e+00   7.61787e-02   0.00000e+00  -8.72439e-06
                               ERR DEF= 0.5
AsymptoticCalculator::EvaluateNLL -  value = -936.063 for poi fixed at = 0	fit time : Real time 0:00:00, CP time 0.000
[#1] INFO:InputArguments -- HypoTestInverter ---- Input models: 
		 using as S+B (null) model     : ModelConfig
		 using as B (alternate) model  : bonly

[#0] WARNING:InputArguments -- HypoTestInverter::RunFixedScan - xMax > upper bound, use xmax = 3
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   13 **SET PRINT           9
 **********
 **********
 **   14 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **   15 **SET ERR         0.5
 **********
 **********
 **   16 **SET PRINT           9
 **********
 **********
 **   17 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   18 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1041.45 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -5.59009e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -2.80939e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -1.11794e+01
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -7.88506e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1042.59 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.039463    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   7.03735e-01   9.82180e-01   1.43416e-01  -1.24678e-01
   2  alpha_syst3   3.89192e-01   9.47564e-01   7.47645e-02   6.84484e-01
   3  gamma_stat_channel1_bin_0   1.03340e+00   4.93088e-02   6.97163e-02  -7.71120e-01
   4  gamma_stat_channel1_bin_1   1.04787e+00   8.00639e-02   6.35599e-02  -2.62550e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.4 per cent
 FCN=-1042.6 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.00215938    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   7.29973e-01   9.82180e-01   5.30237e-03   1.16787e-01
   2  alpha_syst3   2.70108e-01   9.47564e-01  -2.38693e-02  -1.22419e-02
   3  gamma_stat_channel1_bin_0   1.03668e+00   4.93088e-02   6.93615e-03   4.50613e-02
   4  gamma_stat_channel1_bin_1   1.05013e+00   8.00639e-02   3.28593e-03  -3.68145e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 31.1 per cent
 FCN=-1042.6 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=5.55391e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  31.1 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   7.11180e-01   8.12436e-01  -3.79826e-03   4.39450e-03
   2  alpha_syst3   2.61474e-01   9.03113e-01  -1.72912e-03   8.39973e-03
   3  gamma_stat_channel1_bin_0   1.03677e+00   4.03734e-02   2.01395e-04   2.23106e-02
   4  gamma_stat_channel1_bin_1   1.05319e+00   6.91241e-02   4.44566e-03   4.63194e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 17.7 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8263e-01  7.9521e-01  1.2048e+00  1.3174e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1042.6 FROM MIGRAD    STATUS=CONVERGED      61 CALLS          62 TOTAL
                     EDM=7.13704e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   7.11180e-01   9.14106e-01   4.06014e-03   4.44730e-03
   2  alpha_syst3   2.61474e-01   9.29100e-01   3.95944e-03   8.43977e-03
   3  gamma_stat_channel1_bin_0   1.03677e+00   4.62899e-02   2.15226e-03   2.25918e-02
   4  gamma_stat_channel1_bin_1   1.05319e+00   7.61204e-02   2.33818e-03   4.83875e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.453e-01  4.914e-10 -8.730e-03 -1.063e-10 
  4.914e-10  8.734e-01 -2.552e-11 -2.262e-02 
 -8.730e-03 -2.552e-11  2.150e-03  1.628e-12 
 -1.063e-10 -2.262e-02  1.628e-12  5.818e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.20479   1.000  0.000 -0.205 -0.000
        2  0.31737   0.000  1.000 -0.000 -0.317
        3  0.20479  -0.205 -0.000  1.000  0.000
        4  0.31737  -0.000 -0.317  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.453e-01  4.914e-10 -8.730e-03 -1.063e-10 
  4.914e-10  8.734e-01 -2.552e-11 -2.262e-02 
 -8.730e-03 -2.552e-11  2.150e-03  1.628e-12 
 -1.063e-10 -2.262e-02  1.628e-12  5.818e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1042.6 for poi fixed at = 0	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 3.54809 condNLL = -1042.6 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   19 **SET PRINT           9
 **********
 **********
 **   20 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   7.11180e-01  9.14106e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   2.61474e-01  9.29100e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.03677e+00  4.62899e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.05319e+00  7.61204e-02    0.00000e+00  1.50000e+00
 **********
 **   21 **SET ERR         0.5
 **********
 **********
 **   22 **SET PRINT           9
 **********
 **********
 **   23 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   24 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-936.063 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   7.11180e-01   9.14106e-01   1.85834e-01  -2.29230e-05
   2  alpha_syst3   2.61474e-01   9.29100e-01   1.87175e-01  -2.40195e-05
   3  gamma_stat_channel1_bin_0   1.03677e+00   4.62899e-02   9.89871e-02  -2.74526e-04
   4  gamma_stat_channel1_bin_1   1.05319e+00   7.61204e-02   1.11330e-01  -2.16847e-04
                               ERR DEF= 0.5
NO ERROR MATRIX       
 MIGRAD FAILS TO FIND IMPROVEMENT
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8037e-01  7.9665e-01  1.2034e+00  1.3196e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-936.063 FROM HESSE     STATUS=OK             31 CALLS          47 TOTAL
                     EDM=1.04113e-13    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   7.11180e-01   9.07603e-01   3.92716e-03   1.51837e-06
   2  alpha_syst3   2.61474e-01   9.36391e-01   3.95549e-03   1.92748e-06
   3  gamma_stat_channel1_bin_0   1.03677e+00   4.62693e-02   2.09186e-03   1.78395e-06
   4  gamma_stat_channel1_bin_1   1.05319e+00   7.61787e-02   2.35270e-03   9.16303e-07
                               ERR DEF= 0.5
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.20335   1.000  0.000 -0.203 -0.000
        2  0.31963   0.000  1.000 -0.000 -0.320
        3  0.20335  -0.203 -0.000  1.000 -0.000
        4  0.31963  -0.000 -0.320 -0.000  1.000
 FCN=-936.063 FROM MIGRAD    STATUS=PROGRESS       58 CALLS          59 TOTAL
                     EDM=1.50822e-11    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   7.11180e-01   9.07603e-01  -1.07677e-08  -2.72126e-06
   2  alpha_syst3   2.61474e-01   9.36391e-01  -1.49261e-08  -2.65011e-06
   3  gamma_stat_channel1_bin_0   1.03677e+00   4.62693e-02  -2.80097e-09  -4.24781e-05
   4  gamma_stat_channel1_bin_1   1.05319e+00   7.61787e-02   3.79232e-10  -3.38524e-05
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX=  5.1 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 FCN=-936.063 FROM MIGRAD    STATUS=CONVERGED      58 CALLS          59 TOTAL
                     EDM=1.50822e-11    STRATEGY= 1  ERROR MATRIX UNCERTAINTY   5.1 per cent
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   7.11180e-01   9.14226e-01  -1.07677e-08  -2.72126e-06
   2  alpha_syst3   2.61474e-01   9.47188e-01  -1.49261e-08  -2.65011e-06
   3  gamma_stat_channel1_bin_0   1.03677e+00   3.10152e-02  -2.80097e-09  -4.24781e-05
   4  gamma_stat_channel1_bin_1   1.05319e+00   5.87888e-02   3.79232e-10  -3.38524e-05
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.455e-01  1.661e-02 -7.702e-03  7.660e-04 
  1.661e-02  9.081e-01  2.587e-03 -2.004e-02 
 -7.702e-03  2.587e-03  9.633e-04 -1.680e-03 
  7.660e-04 -2.004e-02 -1.680e-03  3.465e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.84479   1.000  0.019 -0.270  0.014
        2  0.86717   0.019  1.000  0.087 -0.357
        3  0.98733  -0.270  0.087  1.000 -0.920
        4  0.98798   0.014 -0.357 -0.920  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.455e-01  1.661e-02 -7.702e-03  7.660e-04 
  1.661e-02  9.081e-01  2.587e-03 -2.004e-02 
 -7.702e-03  2.587e-03  9.633e-04 -1.680e-03 
  7.660e-04 -2.004e-02 -1.680e-03  3.465e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -936.063 for poi fixed at = 0	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = -2.27374e-13 condNLL = -936.063 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0 qmu = 0 qmu_A = 0 sigma = nan  CLsplusb = 0.5 CLb = 0.5 CLs = 1
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.06
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   25 **SET PRINT           9
 **********
 **********
 **   26 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **   27 **SET ERR         0.5
 **********
 **********
 **   28 **SET PRINT           9
 **********
 **********
 **   29 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   30 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1041.78 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -5.22753e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -2.64330e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -1.04543e+01
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -7.41725e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1042.78 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0342389    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.60959e-01   9.82180e-01   1.34780e-01  -1.08989e-01
   2  alpha_syst3   3.67486e-01   9.47564e-01   7.04109e-02   6.41034e-01
   3  gamma_stat_channel1_bin_0   1.03146e+00   4.93088e-02   6.56129e-02  -7.02202e-01
   4  gamma_stat_channel1_bin_1   1.04548e+00   8.00639e-02   6.00860e-02  -2.42335e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.4 per cent
 FCN=-1042.79 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.00186897    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.84309e-01   9.82180e-01   4.71293e-03   1.07512e-01
   2  alpha_syst3   2.56060e-01   9.47564e-01  -2.23291e-02  -1.08075e-02
   3  gamma_stat_channel1_bin_0   1.03447e+00   4.93088e-02   6.35744e-03   4.78100e-02
   4  gamma_stat_channel1_bin_1   1.04758e+00   8.00639e-02   3.05080e-03  -3.41231e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 31.1 per cent
 FCN=-1042.79 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=4.40643e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  31.1 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.66977e-01   8.16837e-01  -3.49856e-03   2.94166e-03
   2  alpha_syst3   2.47960e-01   9.04971e-01  -1.62206e-03   7.25305e-03
   3  gamma_stat_channel1_bin_0   1.03453e+00   4.05701e-02   1.23799e-04   2.07505e-02
   4  gamma_stat_channel1_bin_1   1.05041e+00   6.94761e-02   4.10492e-03   3.55936e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 17.6 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8403e-01  7.9837e-01  1.2016e+00  1.3160e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1042.79 FROM MIGRAD    STATUS=CONVERGED      63 CALLS          64 TOTAL
                     EDM=5.78665e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.66977e-01   9.13293e-01   4.05465e-03   3.00038e-03
   2  alpha_syst3   2.47960e-01   9.29440e-01   3.96252e-03   7.29161e-03
   3  gamma_stat_channel1_bin_0   1.03453e+00   4.62787e-02   2.14468e-03   2.10301e-02
   4  gamma_stat_channel1_bin_1   1.05041e+00   7.61077e-02   2.33606e-03   3.77364e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.437e-01  6.243e-10 -8.585e-03  1.505e-11 
  6.243e-10  8.740e-01  1.409e-11 -2.253e-02 
 -8.585e-03  1.409e-11  2.149e-03 -6.801e-13 
  1.505e-11 -2.253e-02 -6.801e-13  5.816e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.20163   1.000  0.000 -0.202  0.000
        2  0.31597   0.000  1.000  0.000 -0.316
        3  0.20163  -0.202  0.000  1.000 -0.000
        4  0.31597   0.000 -0.316 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.437e-01  6.243e-10 -8.585e-03  1.505e-11 
  6.243e-10  8.740e-01  1.409e-11 -2.253e-02 
 -8.585e-03  1.409e-11  2.149e-03 -6.801e-13 
  1.505e-11 -2.253e-02 -6.801e-13  5.816e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1042.79 for poi fixed at = 0.06	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 3.17105 condNLL = -1042.79 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   31 **SET PRINT           9
 **********
 **********
 **   32 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   6.66977e-01  9.13293e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   2.47960e-01  9.29440e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.03453e+00  4.62787e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.05041e+00  7.61077e-02    0.00000e+00  1.50000e+00
 **********
 **   33 **SET ERR         0.5
 **********
 **********
 **   34 **SET PRINT           9
 **********
 **********
 **   35 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   36 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-936.057 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.66977e-01   9.13293e-01   1.85425e-01  -4.38074e-02
   2  alpha_syst3   2.47960e-01   9.29440e-01   1.87217e-01  -7.22209e-03
   3  gamma_stat_channel1_bin_0   1.03453e+00   4.62787e-02   9.85417e-02  -7.62512e-02
   4  gamma_stat_channel1_bin_1   1.05041e+00   7.61077e-02   1.11109e-01  -2.08065e-02
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-936.057 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=3.02259e-07    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.72835e-01   9.13293e-01   1.18234e-03  -8.20386e-04
   2  alpha_syst3   2.48915e-01   9.29440e-01   1.91309e-04   1.98291e-03
   3  gamma_stat_channel1_bin_0   1.03480e+00   4.62787e-02   5.82581e-04   4.72163e-04
   4  gamma_stat_channel1_bin_1   1.05054e+00   7.61077e-02   1.90789e-04  -3.35963e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8162e-01  7.9908e-01  1.2009e+00  1.3184e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-936.057 FROM MIGRAD    STATUS=CONVERGED      45 CALLS          46 TOTAL
                     EDM=1.7846e-07    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.72835e-01   9.08376e-01   3.81654e-03  -8.00429e-04
   2  alpha_syst3   2.48915e-01   9.36980e-01   3.78102e-03   2.00485e-03
   3  gamma_stat_channel1_bin_0   1.03480e+00   4.62636e-02   2.03061e-03   7.32822e-04
   4  gamma_stat_channel1_bin_1   1.05054e+00   7.61687e-02   2.22459e-03  -1.41618e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.346e-01  3.824e-11 -8.505e-03  3.338e-11 
  3.824e-11  8.884e-01  1.111e-11 -2.290e-02 
 -8.505e-03  1.111e-11  2.147e-03 -6.368e-13 
  3.338e-11 -2.290e-02 -6.368e-13  5.826e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.20092   1.000  0.000 -0.201  0.000
        2  0.31838   0.000  1.000  0.000 -0.318
        3  0.20092  -0.201  0.000  1.000 -0.000
        4  0.31838   0.000 -0.318 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.346e-01  3.824e-11 -8.505e-03  3.338e-11 
  3.824e-11  8.884e-01  1.111e-11 -2.290e-02 
 -8.505e-03  1.111e-11  2.147e-03 -6.368e-13 
  3.338e-11 -2.290e-02 -6.368e-13  5.826e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -936.057 for poi fixed at = 0.06	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 0.0103501 condNLL = -936.057 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.06
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.06 qmu = 0 qmu_A = 0.0103501 sigma = 0.589765  CLsplusb = 0.5 CLb = 0.540517 CLs = 1.08103
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.12
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   37 **SET PRINT           9
 **********
 **********
 **   38 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **   39 **SET ERR         0.5
 **********
 **********
 **   40 **SET PRINT           9
 **********
 **********
 **   41 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   42 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1042.08 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -4.87348e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -2.47917e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -9.74622e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -6.95496e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1042.96 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0295167    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.18697e-01   9.82180e-01   1.26257e-01  -9.54531e-02
   2  alpha_syst3   3.45993e-01   9.47564e-01   6.61013e-02   5.98368e-01
   3  gamma_stat_channel1_bin_0   1.02953e+00   4.93088e-02   6.15524e-02  -6.36484e-01
   4  gamma_stat_channel1_bin_1   1.04309e+00   8.00639e-02   5.66198e-02  -2.22559e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.5 per cent
 FCN=-1042.97 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.0016069    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.39502e-01   9.82180e-01   4.19417e-03   9.85801e-02
   2  alpha_syst3   2.42098e-01   9.47564e-01  -2.08154e-02  -9.34599e-03
   3  gamma_stat_channel1_bin_0   1.03228e+00   4.93088e-02   5.79901e-03   4.97865e-02
   4  gamma_stat_channel1_bin_1   1.04503e+00   8.00639e-02   2.81855e-03  -3.15244e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 31.0 per cent
 FCN=-1042.97 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=3.50764e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  31.0 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.23590e-01   8.21084e-01  -3.20797e-03   1.70284e-03
   2  alpha_syst3   2.34499e-01   9.06847e-01  -1.52154e-03   6.21834e-03
   3  gamma_stat_channel1_bin_0   1.03231e+00   4.07593e-02   5.57841e-05   1.91452e-02
   4  gamma_stat_channel1_bin_1   1.04764e+00   6.98178e-02   3.77915e-03   2.63796e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 17.5 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8540e-01  8.0142e-01  1.1986e+00  1.3146e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1042.97 FROM MIGRAD    STATUS=CONVERGED      63 CALLS          64 TOTAL
                     EDM=4.70475e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.23590e-01   9.12295e-01   4.04829e-03   1.76495e-03
   2  alpha_syst3   2.34499e-01   9.29811e-01   3.96572e-03   6.25543e-03
   3  gamma_stat_channel1_bin_0   1.03231e+00   4.62676e-02   2.13724e-03   1.94233e-02
   4  gamma_stat_channel1_bin_1   1.04764e+00   7.60954e-02   2.33392e-03   2.85145e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.418e-01  4.517e-10 -8.443e-03  7.719e-13 
  4.517e-10  8.747e-01 -1.205e-11 -2.244e-02 
 -8.443e-03 -1.205e-11  2.148e-03 -2.834e-12 
  7.719e-13 -2.244e-02 -2.834e-12  5.814e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.19858   1.000  0.000 -0.199  0.000
        2  0.31460   0.000  1.000 -0.000 -0.315
        3  0.19858  -0.199 -0.000  1.000 -0.000
        4  0.31460   0.000 -0.315 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.418e-01  4.517e-10 -8.443e-03  7.719e-13 
  4.517e-10  8.747e-01 -1.205e-11 -2.244e-02 
 -8.443e-03 -1.205e-11  2.148e-03 -2.834e-12 
  7.719e-13 -2.244e-02 -2.834e-12  5.814e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1042.97 for poi fixed at = 0.12	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 2.81562 condNLL = -1042.97 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   43 **SET PRINT           9
 **********
 **********
 **   44 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   6.23590e-01  9.12295e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   2.34499e-01  9.29811e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.03231e+00  4.62676e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.04764e+00  7.60954e-02    0.00000e+00  1.50000e+00
 **********
 **   45 **SET ERR         0.5
 **********
 **********
 **   46 **SET PRINT           9
 **********
 **********
 **   47 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   48 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-936.042 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.23590e-01   9.12295e-01   1.84999e-01  -8.57497e-02
   2  alpha_syst3   2.34499e-01   9.29811e-01   1.87267e-01  -1.42534e-02
   3  gamma_stat_channel1_bin_0   1.03231e+00   4.62676e-02   9.81089e-02  -1.52168e-01
   4  gamma_stat_channel1_bin_1   1.04764e+00   7.60954e-02   1.10893e-01  -4.13251e-02
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-936.042 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=1.13416e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.35125e-01   9.12295e-01   2.32550e-03  -1.24043e-03
   2  alpha_syst3   2.36396e-01   9.29811e-01   3.79816e-04   3.98290e-03
   3  gamma_stat_channel1_bin_0   1.03286e+00   4.62676e-02   1.15747e-03   6.88302e-04
   4  gamma_stat_channel1_bin_1   1.04790e+00   7.60954e-02   3.79253e-04  -5.82885e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8286e-01  8.0137e-01  1.1986e+00  1.3171e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-936.042 FROM MIGRAD    STATUS=CONVERGED      45 CALLS          46 TOTAL
                     EDM=6.6209e-07    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.35125e-01   9.09275e-01   3.81789e-03  -1.22305e-03
   2  alpha_syst3   2.36396e-01   9.37583e-01   3.78451e-03   4.00406e-03
   3  gamma_stat_channel1_bin_0   1.03286e+00   4.62581e-02   2.02197e-03   9.47047e-04
   4  gamma_stat_channel1_bin_1   1.04790e+00   7.61582e-02   2.22095e-03  -3.89520e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.362e-01 -9.405e-11 -8.415e-03  2.413e-12 
 -9.405e-11  8.896e-01  2.399e-11 -2.283e-02 
 -8.415e-03  2.399e-11  2.147e-03 -6.156e-13 
  2.413e-12 -2.283e-02 -6.156e-13  5.824e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.19863   1.000 -0.000 -0.199  0.000
        2  0.31714  -0.000  1.000  0.000 -0.317
        3  0.19863  -0.199  0.000  1.000 -0.000
        4  0.31714   0.000 -0.317 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.362e-01 -9.405e-11 -8.415e-03  2.413e-12 
 -9.405e-11  8.896e-01  2.399e-11 -2.283e-02 
 -8.415e-03  2.399e-11  2.147e-03 -6.156e-13 
  2.413e-12 -2.283e-02 -6.156e-13  5.824e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -936.042 for poi fixed at = 0.12	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 0.0413318 condNLL = -936.042 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.12
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.12 qmu = 0 qmu_A = 0.0413318 sigma = 0.590255  CLsplusb = 0.5 CLb = 0.580551 CLs = 1.1611
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.18
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   49 **SET PRINT           9
 **********
 **********
 **   50 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **   51 **SET ERR         0.5
 **********
 **********
 **   52 **SET PRINT           9
 **********
 **********
 **   53 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   54 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1042.36 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -4.52765e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -2.31696e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -9.05456e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -6.49810e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.13 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0252637    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.76954e-01   9.82180e-01   1.17848e-01  -8.39371e-02
   2  alpha_syst3   3.24711e-01   9.47564e-01   6.18354e-02   5.56493e-01
   3  gamma_stat_channel1_bin_0   1.02761e+00   4.93088e-02   5.75349e-02  -5.73926e-01
   4  gamma_stat_channel1_bin_1   1.04070e+00   8.00639e-02   5.31613e-02  -2.03245e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.5 per cent
 FCN=-1043.14 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.00137127    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.95536e-01   9.82180e-01   3.74232e-03   8.99670e-02
   2  alpha_syst3   2.28217e-01   9.47564e-01  -1.93287e-02  -7.87358e-03
   3  gamma_stat_channel1_bin_0   1.03012e+00   4.93088e-02   5.26114e-03   5.10321e-02
   4  gamma_stat_channel1_bin_1   1.04249e+00   8.00639e-02   2.58948e-03  -2.90176e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 31.0 per cent
 FCN=-1043.14 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=2.80158e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  31.0 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.81007e-01   8.25170e-01  -2.92614e-03   6.89316e-04
   2  alpha_syst3   2.21090e-01   9.08741e-01  -1.42694e-03   5.29177e-03
   3  gamma_stat_channel1_bin_0   1.03012e+00   4.09415e-02  -3.19812e-06   1.75103e-02
   4  gamma_stat_channel1_bin_1   1.04488e+00   7.01484e-02   3.46813e-03   1.87968e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 17.3 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8675e-01  8.0433e-01  1.1957e+00  1.3133e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.14 FROM MIGRAD    STATUS=CONVERGED      65 CALLS          66 TOTAL
                     EDM=3.8278e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.81007e-01   9.11260e-01   4.04181e-03   7.55285e-04
   2  alpha_syst3   2.21090e-01   9.30212e-01   3.96904e-03   5.32740e-03
   3  gamma_stat_channel1_bin_0   1.03012e+00   4.62569e-02   2.12992e-03   1.77868e-02
   4  gamma_stat_channel1_bin_1   1.04488e+00   7.60833e-02   2.33178e-03   2.09238e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.399e-01 -8.573e-10 -8.308e-03 -3.407e-11 
 -8.573e-10  8.755e-01 -2.598e-11 -2.235e-02 
 -8.308e-03 -2.598e-11  2.146e-03 -2.929e-13 
 -3.407e-11 -2.235e-02 -2.929e-13  5.812e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.19567   1.000 -0.000 -0.196 -0.000
        2  0.31325  -0.000  1.000 -0.000 -0.313
        3  0.19567  -0.196 -0.000  1.000 -0.000
        4  0.31325  -0.000 -0.313 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.399e-01 -8.573e-10 -8.308e-03 -3.407e-11 
 -8.573e-10  8.755e-01 -2.598e-11 -2.235e-02 
 -8.308e-03 -2.598e-11  2.146e-03 -2.929e-13 
 -3.407e-11 -2.235e-02 -2.929e-13  5.812e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.14 for poi fixed at = 0.18	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 2.48175 condNLL = -1043.14 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   55 **SET PRINT           9
 **********
 **********
 **   56 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   5.81007e-01  9.11260e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   2.21090e-01  9.30212e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.03012e+00  4.62569e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.04488e+00  7.60833e-02    0.00000e+00  1.50000e+00
 **********
 **   57 **SET ERR         0.5
 **********
 **********
 **   58 **SET PRINT           9
 **********
 **********
 **   59 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   60 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-936.016 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.81007e-01   9.11260e-01   1.84585e-01  -1.25736e-01
   2  alpha_syst3   2.21090e-01   9.30212e-01   1.87325e-01  -2.11239e-02
   3  gamma_stat_channel1_bin_0   1.03012e+00   4.62569e-02   9.76891e-02  -2.27975e-01
   4  gamma_stat_channel1_bin_1   1.04488e+00   7.60833e-02   1.10681e-01  -6.17581e-02
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-936.016 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=2.44995e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.98005e-01   9.11260e-01   3.42331e-03  -1.39484e-03
   2  alpha_syst3   2.23914e-01   9.30212e-01   5.65485e-04   5.99006e-03
   3  gamma_stat_channel1_bin_0   1.03094e+00   4.62569e-02   1.72433e-03   3.23707e-04
   4  gamma_stat_channel1_bin_1   1.04527e+00   7.60833e-02   5.66482e-04  -8.25343e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8408e-01  8.0352e-01  1.1965e+00  1.3159e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-936.016 FROM MIGRAD    STATUS=CONVERGED      45 CALLS          46 TOTAL
                     EDM=1.41862e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.98005e-01   9.10330e-01   3.82020e-03  -1.38024e-03
   2  alpha_syst3   2.23914e-01   9.38204e-01   3.78805e-03   6.01047e-03
   3  gamma_stat_channel1_bin_0   1.03094e+00   4.62528e-02   2.01353e-03   5.80583e-04
   4  gamma_stat_channel1_bin_1   1.04527e+00   7.61479e-02   2.21737e-03  -6.32948e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.382e-01 -2.758e-10 -8.333e-03  4.829e-11 
 -2.758e-10  8.908e-01 -2.458e-11 -2.275e-02 
 -8.333e-03 -2.458e-11  2.146e-03 -1.463e-12 
  4.829e-11 -2.275e-02 -1.463e-12  5.822e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.19648   1.000 -0.000 -0.196  0.000
        2  0.31592  -0.000  1.000 -0.000 -0.316
        3  0.19648  -0.196 -0.000  1.000 -0.000
        4  0.31592   0.000 -0.316 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.382e-01 -2.758e-10 -8.333e-03  4.829e-11 
 -2.758e-10  8.908e-01 -2.458e-11 -2.275e-02 
 -8.333e-03 -2.458e-11  2.146e-03 -1.463e-12 
  4.829e-11 -2.275e-02 -1.463e-12  5.822e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -936.016 for poi fixed at = 0.18	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 0.0928374 condNLL = -936.016 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.18
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.18 qmu = 0 qmu_A = 0.0928374 sigma = 0.59076  CLsplusb = 0.5 CLb = 0.6197 CLs = 1.2394
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.24
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   61 **SET PRINT           9
 **********
 **********
 **   62 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **   63 **SET ERR         0.5
 **********
 **********
 **   64 **SET PRINT           9
 **********
 **********
 **   65 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   66 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1042.62 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -4.18973e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -2.15664e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -8.37876e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -6.04657e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.29 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0214482    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.35728e-01   9.82180e-01   1.09551e-01  -7.42513e-02
   2  alpha_syst3   3.03638e-01   9.47564e-01   5.76123e-02   5.15410e-01
   3  gamma_stat_channel1_bin_0   1.02571e+00   4.93088e-02   5.35601e-02  -5.14506e-01
   4  gamma_stat_channel1_bin_1   1.03831e+00   8.00639e-02   4.97104e-02  -1.84431e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.5 per cent
 FCN=-1043.29 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.00116039    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.52387e-01   9.82180e-01   3.35163e-03   8.16713e-02
   2  alpha_syst3   2.14411e-01   9.47564e-01  -1.78696e-02  -6.41336e-03
   3  gamma_stat_channel1_bin_0   1.02798e+00   4.93088e-02   4.74442e-03   5.15814e-02
   4  gamma_stat_channel1_bin_1   1.03995e+00   8.00639e-02   2.36413e-03  -2.66012e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 31.0 per cent
 FCN=-1043.29 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=2.23804e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  31.0 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.39199e-01   8.29087e-01  -2.65344e-03  -1.01624e-04
   2  alpha_syst3   2.07730e-01   9.10654e-01  -1.33741e-03   4.46571e-03
   3  gamma_stat_channel1_bin_0   1.02795e+00   4.11173e-02  -5.35676e-05   1.58595e-02
   4  gamma_stat_channel1_bin_1   1.04214e+00   7.04671e-02   3.17137e-03   1.28206e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 17.2 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8807e-01  8.0708e-01  1.1929e+00  1.3119e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.29 FROM MIGRAD    STATUS=CONVERGED      65 CALLS          66 TOTAL
                     EDM=3.10239e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.39199e-01   9.10303e-01   4.03574e-03  -3.60189e-05
   2  alpha_syst3   2.07730e-01   9.30642e-01   3.97246e-03   4.49990e-03
   3  gamma_stat_channel1_bin_0   1.02795e+00   4.62468e-02   2.12274e-03   1.61344e-02
   4  gamma_stat_channel1_bin_1   1.04214e+00   7.60716e-02   2.32963e-03   1.49396e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.381e-01 -1.817e-10 -8.180e-03 -3.232e-11 
 -1.817e-10  8.763e-01 -2.508e-11 -2.226e-02 
 -8.180e-03 -2.508e-11  2.145e-03  2.507e-12 
 -3.232e-11 -2.226e-02  2.507e-12  5.810e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.19292   1.000 -0.000 -0.193 -0.000
        2  0.31193  -0.000  1.000 -0.000 -0.312
        3  0.19292  -0.193 -0.000  1.000  0.000
        4  0.31193  -0.000 -0.312  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.381e-01 -1.817e-10 -8.180e-03 -3.232e-11 
 -1.817e-10  8.763e-01 -2.508e-11 -2.226e-02 
 -8.180e-03 -2.508e-11  2.145e-03  2.507e-12 
 -3.232e-11 -2.226e-02  2.507e-12  5.810e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.29 for poi fixed at = 0.24	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 2.16939 condNLL = -1043.29 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   67 **SET PRINT           9
 **********
 **********
 **   68 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   5.39199e-01  9.10303e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   2.07730e-01  9.30642e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.02795e+00  4.62468e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.04214e+00  7.60716e-02    0.00000e+00  1.50000e+00
 **********
 **   69 **SET ERR         0.5
 **********
 **********
 **   70 **SET PRINT           9
 **********
 **********
 **   71 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   72 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-935.979 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.39199e-01   9.10303e-01   1.84206e-01  -1.63733e-01
   2  alpha_syst3   2.07730e-01   9.30642e-01   1.87390e-01  -2.78434e-02
   3  gamma_stat_channel1_bin_0   1.02795e+00   4.62468e-02   9.72823e-02  -3.03629e-01
   4  gamma_stat_channel1_bin_1   1.04214e+00   7.60716e-02   1.10473e-01  -8.21054e-02
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-935.98 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=4.26057e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.61442e-01   9.10303e-01   4.47586e-03  -1.28471e-03
   2  alpha_syst3   2.11469e-01   9.30642e-01   7.48496e-04   8.00028e-03
   3  gamma_stat_channel1_bin_0   1.02904e+00   4.62468e-02   2.28301e-03  -5.96924e-04
   4  gamma_stat_channel1_bin_1   1.04266e+00   7.60716e-02   7.52446e-04  -1.06475e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8528e-01  8.0553e-01  1.1945e+00  1.3147e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-935.98 FROM MIGRAD    STATUS=CONVERGED      45 CALLS          46 TOTAL
                     EDM=2.45368e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.61442e-01   9.11558e-01   3.82351e-03  -1.27299e-03
   2  alpha_syst3   2.11469e-01   9.38840e-01   3.79163e-03   8.01997e-03
   3  gamma_stat_channel1_bin_0   1.02904e+00   4.62478e-02   2.00528e-03  -3.41863e-04
   4  gamma_stat_channel1_bin_1   1.04266e+00   7.61375e-02   2.21383e-03  -8.73316e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.404e-01 -3.424e-10 -8.258e-03  3.311e-11 
 -3.424e-10  8.920e-01 -7.559e-12 -2.268e-02 
 -8.258e-03 -7.559e-12  2.146e-03  2.478e-12 
  3.311e-11 -2.268e-02  2.478e-12  5.821e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.19447   1.000 -0.000 -0.194  0.000
        2  0.31472  -0.000  1.000 -0.000 -0.315
        3  0.19447  -0.194 -0.000  1.000  0.000
        4  0.31472   0.000 -0.315  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.404e-01 -3.424e-10 -8.258e-03  3.311e-11 
 -3.424e-10  8.920e-01 -7.559e-12 -2.268e-02 
 -8.258e-03 -7.559e-12  2.146e-03  2.478e-12 
  3.311e-11 -2.268e-02  2.478e-12  5.821e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -935.98 for poi fixed at = 0.24	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 0.164753 condNLL = -935.98 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.24
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.24 qmu = 0 qmu_A = 0.164753 sigma = 0.591281  CLsplusb = 0.5 CLb = 0.657591 CLs = 1.31518
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.3
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   73 **SET PRINT           9
 **********
 **********
 **   74 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **   75 **SET ERR         0.5
 **********
 **********
 **   76 **SET PRINT           9
 **********
 **********
 **   77 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   78 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1042.87 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -3.85948e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -1.99819e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -7.71827e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -5.60028e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.43 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0180404    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.95018e-01   9.82180e-01   1.01366e-01  -6.61698e-02
   2  alpha_syst3   2.82769e-01   9.47564e-01   5.34313e-02   4.75113e-01
   3  gamma_stat_channel1_bin_0   1.02382e+00   4.93088e-02   4.96280e-02  -4.58222e-01
   4  gamma_stat_channel1_bin_1   1.03593e+00   8.00639e-02   4.62670e-02  -1.66165e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.6 per cent
 FCN=-1043.44 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.000972669    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.10017e-01   9.82180e-01   3.01502e-03   7.37025e-02
   2  alpha_syst3   2.00673e-01   9.47564e-01  -1.64385e-02  -4.99256e-03
   3  gamma_stat_channel1_bin_0   1.02586e+00   4.93088e-02   4.24965e-03   5.14665e-02
   4  gamma_stat_channel1_bin_1   1.03741e+00   8.00639e-02   2.14323e-03  -2.42729e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.9 per cent
 FCN=-1043.44 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=1.77806e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.9 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.98125e-01   8.32827e-01  -2.39050e-03  -6.82822e-04
   2  alpha_syst3   1.94418e-01   9.12584e-01  -1.25190e-03   3.73137e-03
   3  gamma_stat_channel1_bin_0   1.02581e+00   4.12875e-02  -9.56832e-05   1.42065e-02
   4  gamma_stat_channel1_bin_1   1.03941e+00   7.07735e-02   2.88819e-03   8.31989e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 17.1 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8937e-01  8.0966e-01  1.1903e+00  1.3106e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.44 FROM MIGRAD    STATUS=CONVERGED      65 CALLS          66 TOTAL
                     EDM=2.48947e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.98125e-01   9.09500e-01   4.03047e-03  -6.18948e-04
   2  alpha_syst3   1.94418e-01   9.31100e-01   3.97598e-03   3.76414e-03
   3  gamma_stat_channel1_bin_0   1.02581e+00   4.62374e-02   2.11569e-03   1.44800e-02
   4  gamma_stat_channel1_bin_1   1.03941e+00   7.60600e-02   2.32748e-03   1.04308e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.366e-01  1.100e-09 -8.062e-03 -1.088e-10 
  1.100e-09  8.772e-01  2.261e-11 -2.217e-02 
 -8.062e-03  2.261e-11  2.145e-03 -2.810e-12 
 -1.088e-10 -2.217e-02 -2.810e-12  5.809e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.19034   1.000  0.000 -0.190 -0.000
        2  0.31063   0.000  1.000  0.000 -0.311
        3  0.19034  -0.190  0.000  1.000 -0.000
        4  0.31063  -0.000 -0.311 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.366e-01  1.100e-09 -8.062e-03 -1.088e-10 
  1.100e-09  8.772e-01  2.261e-11 -2.217e-02 
 -8.062e-03  2.261e-11  2.145e-03 -2.810e-12 
 -1.088e-10 -2.217e-02 -2.810e-12  5.809e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.44 for poi fixed at = 0.3	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 1.87847 condNLL = -1043.44 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   79 **SET PRINT           9
 **********
 **********
 **   80 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   4.98125e-01  9.09500e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.94418e-01  9.31100e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.02581e+00  4.62374e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.03941e+00  7.60600e-02    0.00000e+00  1.50000e+00
 **********
 **   81 **SET ERR         0.5
 **********
 **********
 **   82 **SET PRINT           9
 **********
 **********
 **   83 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   84 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-935.933 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.98125e-01   9.09500e-01   1.83876e-01  -1.99770e-01
   2  alpha_syst3   1.94418e-01   9.31100e-01   1.87462e-01  -3.44227e-02
   3  gamma_stat_channel1_bin_0   1.02581e+00   4.62374e-02   9.68884e-02  -3.79085e-01
   4  gamma_stat_channel1_bin_1   1.03941e+00   7.60600e-02   1.10269e-01  -1.02378e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-935.934 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=6.63262e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.25405e-01   9.09500e-01   5.48475e-03  -9.20197e-04
   2  alpha_syst3   1.99060e-01   9.31100e-01   9.29070e-04   1.00113e-02
   3  gamma_stat_channel1_bin_0   1.02717e+00   4.62374e-02   2.83340e-03  -2.03143e-03
   4  gamma_stat_channel1_bin_1   1.04006e+00   7.60600e-02   9.37222e-04  -1.30308e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8646e-01  8.0738e-01  1.1926e+00  1.3135e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-935.934 FROM MIGRAD    STATUS=CONVERGED      45 CALLS          46 TOTAL
                     EDM=3.80826e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.25405e-01   9.12966e-01   3.82782e-03  -9.11322e-04
   2  alpha_syst3   1.99060e-01   9.39490e-01   3.79525e-03   1.00303e-02
   3  gamma_stat_channel1_bin_0   1.02717e+00   4.62430e-02   1.99721e-03  -1.77814e-03
   4  gamma_stat_channel1_bin_1   1.04006e+00   7.61271e-02   2.21033e-03  -1.11259e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.430e-01  1.198e-09 -8.191e-03 -5.428e-11 
  1.198e-09  8.932e-01  4.251e-12 -2.260e-02 
 -8.191e-03  4.251e-12  2.145e-03  1.812e-12 
 -5.428e-11 -2.260e-02  1.812e-12  5.819e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.19262   1.000  0.000 -0.193 -0.000
        2  0.31354   0.000  1.000  0.000 -0.314
        3  0.19262  -0.193  0.000  1.000  0.000
        4  0.31354  -0.000 -0.314  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.430e-01  1.198e-09 -8.191e-03 -5.428e-11 
  1.198e-09  8.932e-01  4.251e-12 -2.260e-02 
 -8.191e-03  4.251e-12  2.145e-03  1.812e-12 
 -5.428e-11 -2.260e-02  1.812e-12  5.819e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -935.934 for poi fixed at = 0.3	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 0.256961 condNLL = -935.934 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.3
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.3 qmu = 0 qmu_A = 0.256961 sigma = 0.591818  CLsplusb = 0.5 CLb = 0.693892 CLs = 1.38778
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.36
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   85 **SET PRINT           9
 **********
 **********
 **   86 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **   87 **SET ERR         0.5
 **********
 **********
 **   88 **SET PRINT           9
 **********
 **********
 **   89 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   90 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.09 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -3.53663e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -1.84156e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -7.07259e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -5.15914e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.57 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0150124    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.54822e-01   9.82180e-01   9.32900e-02  -5.94459e-02
   2  alpha_syst3   2.62100e-01   9.47564e-01   4.92914e-02   4.35591e-01
   3  gamma_stat_channel1_bin_0   1.02194e+00   4.93088e-02   4.57379e-02  -4.05077e-01
   4  gamma_stat_channel1_bin_1   1.03354e+00   8.00639e-02   4.28308e-02  -1.48499e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.6 per cent
 FCN=-1043.57 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.000806545    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.68386e-01   9.82180e-01   2.72459e-03   6.60731e-02
   2  alpha_syst3   1.86995e-01   9.47564e-01  -1.50363e-02  -3.64017e-03
   3  gamma_stat_channel1_bin_0   1.02376e+00   4.93088e-02   3.77773e-03   5.07190e-02
   4  gamma_stat_channel1_bin_1   1.03488e+00   8.00639e-02   1.92760e-03  -2.20302e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.9 per cent
 FCN=-1043.57 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=1.39522e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.9 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.57742e-01   8.36389e-01  -2.13802e-03  -1.07404e-03
   2  alpha_syst3   1.81153e-01   9.14527e-01  -1.16922e-03   3.08034e-03
   3  gamma_stat_channel1_bin_0   1.02370e+00   4.14534e-02  -1.29875e-04   1.25662e-02
   4  gamma_stat_channel1_bin_1   1.03670e+00   7.10671e-02   2.61773e-03   5.09394e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 17.0 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9064e-01  8.1205e-01  1.1879e+00  1.3094e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.57 FROM MIGRAD    STATUS=CONVERGED      65 CALLS          66 TOTAL
                     EDM=1.96431e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.57742e-01   9.08906e-01   4.02626e-03  -1.01294e-03
   2  alpha_syst3   1.81153e-01   9.31582e-01   3.97959e-03   3.11172e-03
   3  gamma_stat_channel1_bin_0   1.02370e+00   4.62288e-02   2.10876e-03   1.28382e-02
   4  gamma_stat_channel1_bin_1   1.03670e+00   7.60487e-02   2.32532e-03   7.19690e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.355e-01 -7.998e-11 -7.954e-03 -5.974e-11 
 -7.998e-11  8.781e-01 -1.970e-11 -2.209e-02 
 -7.954e-03 -1.970e-11  2.144e-03  1.083e-12 
 -5.974e-11 -2.209e-02  1.083e-12  5.807e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18795   1.000 -0.000 -0.188 -0.000
        2  0.30936  -0.000  1.000 -0.000 -0.309
        3  0.18795  -0.188 -0.000  1.000  0.000
        4  0.30936  -0.000 -0.309  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.355e-01 -7.998e-11 -7.954e-03 -5.974e-11 
 -7.998e-11  8.781e-01 -1.970e-11 -2.209e-02 
 -7.954e-03 -1.970e-11  2.144e-03  1.083e-12 
 -5.974e-11 -2.209e-02  1.083e-12  5.807e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.57 for poi fixed at = 0.36	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 1.60891 condNLL = -1043.57 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   91 **SET PRINT           9
 **********
 **********
 **   92 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   4.57742e-01  9.08906e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.81153e-01  9.31582e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.02370e+00  4.62288e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.03670e+00  7.60487e-02    0.00000e+00  1.50000e+00
 **********
 **   93 **SET ERR         0.5
 **********
 **********
 **   94 **SET PRINT           9
 **********
 **********
 **   95 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **   96 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-935.876 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.57742e-01   9.08906e-01   1.83604e-01  -2.33921e-01
   2  alpha_syst3   1.81153e-01   9.31582e-01   1.87541e-01  -4.08724e-02
   3  gamma_stat_channel1_bin_0   1.02370e+00   4.62288e-02   9.65072e-02  -4.54300e-01
   4  gamma_stat_channel1_bin_1   1.03670e+00   7.60487e-02   1.10069e-01  -1.22592e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-935.878 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=9.67558e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.89860e-01   9.08906e-01   6.45261e-03  -3.18185e-04
   2  alpha_syst3   1.86687e-01   9.31582e-01   1.10743e-03   1.20225e-02
   3  gamma_stat_channel1_bin_0   1.02532e+00   4.62288e-02   3.37541e-03  -3.92747e-03
   4  gamma_stat_channel1_bin_1   1.03747e+00   7.60487e-02   1.12095e-03  -1.54291e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8763e-01  8.0909e-01  1.1909e+00  1.3124e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-935.878 FROM MIGRAD    STATUS=CONVERGED      45 CALLS          46 TOTAL
                     EDM=5.5505e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.89860e-01   9.14552e-01   3.83309e-03  -3.12037e-04
   2  alpha_syst3   1.86687e-01   9.40154e-01   3.79890e-03   1.20408e-02
   3  gamma_stat_channel1_bin_0   1.02532e+00   4.62385e-02   1.98934e-03  -3.67587e-03
   4  gamma_stat_channel1_bin_1   1.03747e+00   7.61167e-02   2.20687e-03  -1.35336e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.460e-01 -2.639e-10 -8.132e-03 -2.133e-11 
 -2.639e-10  8.945e-01 -1.340e-11 -2.253e-02 
 -8.132e-03 -1.340e-11  2.145e-03 -1.083e-12 
 -2.133e-11 -2.253e-02 -1.083e-12  5.817e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.19091   1.000 -0.000 -0.191 -0.000
        2  0.31237  -0.000  1.000 -0.000 -0.312
        3  0.19091  -0.191 -0.000  1.000 -0.000
        4  0.31237  -0.000 -0.312 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.460e-01 -2.639e-10 -8.132e-03 -2.133e-11 
 -2.639e-10  8.945e-01 -1.340e-11 -2.253e-02 
 -8.132e-03 -1.340e-11  2.145e-03 -1.083e-12 
 -2.133e-11 -2.253e-02 -1.083e-12  5.817e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -935.878 for poi fixed at = 0.36	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 0.369335 condNLL = -935.878 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.36
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.36 qmu = 0 qmu_A = 0.369335 sigma = 0.592369  CLsplusb = 0.5 CLb = 0.728316 CLs = 1.45663
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.42
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **   97 **SET PRINT           9
 **********
 **********
 **   98 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **   99 **SET ERR         0.5
 **********
 **********
 **  100 **SET PRINT           9
 **********
 **********
 **  101 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  102 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.29 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -3.22094e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -1.68673e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -6.44122e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -4.72306e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.69 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0123377    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.15135e-01   9.82180e-01   8.53224e-02  -5.38251e-02
   2  alpha_syst3   2.41628e-01   9.47564e-01   4.51918e-02   3.96832e-01
   3  gamma_stat_channel1_bin_0   1.02008e+00   4.93088e-02   4.18896e-02  -3.55083e-01
   4  gamma_stat_channel1_bin_1   1.03116e+00   8.00639e-02   3.94014e-02  -1.31490e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.6 per cent
 FCN=-1043.7 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.000660477    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.27451e-01   9.82180e-01   2.47204e-03   5.87930e-02
   2  alpha_syst3   1.73371e-01   9.47564e-01  -1.36633e-02  -2.38462e-03
   3  gamma_stat_channel1_bin_0   1.02169e+00   4.93088e-02   3.32955e-03   4.93704e-02
   4  gamma_stat_channel1_bin_1   1.03235e+00   8.00639e-02   1.71813e-03  -1.98703e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.9 per cent
 FCN=-1043.7 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=1.0724e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.9 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.18002e-01   8.39772e-01  -1.89659e-03  -1.29944e-03
   2  alpha_syst3   1.67934e-01   9.16477e-01  -1.08814e-03   2.50548e-03
   3  gamma_stat_channel1_bin_0   1.02162e+00   4.16161e-02  -1.56456e-04   1.09546e-02
   4  gamma_stat_channel1_bin_1   1.03399e+00   7.13476e-02   2.35911e-03   2.90640e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.9 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9190e-01  8.1427e-01  1.1857e+00  1.3081e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.7 FROM MIGRAD    STATUS=CONVERGED      63 CALLS          64 TOTAL
                     EDM=1.51372e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.18002e-01   9.08552e-01   4.02327e-03  -1.24408e-03
   2  alpha_syst3   1.67934e-01   9.32089e-01   3.98329e-03   2.53549e-03
   3  gamma_stat_channel1_bin_0   1.02162e+00   4.62208e-02   2.10196e-03   1.12252e-02
   4  gamma_stat_channel1_bin_1   1.03399e+00   7.60374e-02   2.32315e-03   5.00141e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.348e-01  6.329e-10 -7.855e-03 -4.384e-12 
  6.329e-10  8.791e-01  4.762e-11 -2.201e-02 
 -7.855e-03  4.762e-11  2.143e-03 -4.319e-12 
 -4.384e-12 -2.201e-02 -4.319e-12  5.805e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18573   1.000  0.000 -0.186 -0.000
        2  0.30810   0.000  1.000  0.000 -0.308
        3  0.18573  -0.186  0.000  1.000 -0.000
        4  0.30810  -0.000 -0.308 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.348e-01  6.329e-10 -7.855e-03 -4.384e-12 
  6.329e-10  8.791e-01  4.762e-11 -2.201e-02 
 -7.855e-03  4.762e-11  2.143e-03 -4.319e-12 
 -4.384e-12 -2.201e-02 -4.319e-12  5.805e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.7 for poi fixed at = 0.42	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 1.36064 condNLL = -1043.7 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  103 **SET PRINT           9
 **********
 **********
 **  104 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   4.18002e-01  9.08552e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.67934e-01  9.32089e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.02162e+00  4.62208e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.03399e+00  7.60374e-02    0.00000e+00  1.50000e+00
 **********
 **  105 **SET ERR         0.5
 **********
 **********
 **  106 **SET PRINT           9
 **********
 **********
 **  107 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  108 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-935.81 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.18002e-01   9.08552e-01   1.83397e-01  -2.66288e-01
   2  alpha_syst3   1.67934e-01   9.32089e-01   1.87626e-01  -4.72017e-02
   3  gamma_stat_channel1_bin_0   1.02162e+00   4.62208e-02   9.61383e-02  -5.29231e-01
   4  gamma_stat_channel1_bin_1   1.03399e+00   7.60374e-02   1.09872e-01  -1.42771e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-935.812 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=1.35255e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.54774e-01   9.08552e-01   7.38262e-03   4.99648e-04
   2  alpha_syst3   1.74349e-01   9.32089e-01   1.28376e-03   1.40340e-02
   3  gamma_stat_channel1_bin_0   1.02350e+00   4.62208e-02   3.90897e-03  -6.22769e-03
   4  gamma_stat_channel1_bin_1   1.03490e+00   7.60374e-02   1.30382e-03  -1.78732e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8877e-01  8.1067e-01  1.1893e+00  1.3112e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-935.812 FROM MIGRAD    STATUS=CONVERGED      43 CALLS          44 TOTAL
                     EDM=7.76641e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.54774e-01   9.16309e-01   3.83924e-03   5.03271e-04
   2  alpha_syst3   1.74349e-01   9.40828e-01   3.80259e-03   1.40517e-02
   3  gamma_stat_channel1_bin_0   1.02350e+00   4.62343e-02   1.98164e-03  -5.98737e-03
   4  gamma_stat_channel1_bin_1   1.03490e+00   7.61062e-02   2.20346e-03  -1.59869e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.493e-01  6.108e-10 -8.079e-03  3.013e-11 
  6.108e-10  8.958e-01 -3.628e-11 -2.246e-02 
 -8.079e-03 -3.628e-11  2.144e-03  2.170e-12 
  3.013e-11 -2.246e-02  2.170e-12  5.816e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18933   1.000  0.000 -0.189  0.000
        2  0.31123   0.000  1.000 -0.000 -0.311
        3  0.18933  -0.189 -0.000  1.000  0.000
        4  0.31123   0.000 -0.311  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.493e-01  6.108e-10 -8.079e-03  3.013e-11 
  6.108e-10  8.958e-01 -3.628e-11 -2.246e-02 
 -8.079e-03 -3.628e-11  2.144e-03  2.170e-12 
  3.013e-11 -2.246e-02  2.170e-12  5.816e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -935.812 for poi fixed at = 0.42	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 0.501746 condNLL = -935.812 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.42
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.42 qmu = 0 qmu_A = 0.501746 sigma = 0.592935  CLsplusb = 0.5 CLb = 0.760633 CLs = 1.52127
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.48
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  109 **SET PRINT           9
 **********
 **********
 **  110 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  111 **SET ERR         0.5
 **********
 **********
 **  112 **SET PRINT           9
 **********
 **********
 **  113 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  114 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.48 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -2.91216e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -1.53367e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -5.82368e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -4.29195e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.81 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00999121    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.75953e-01   9.82180e-01   7.74613e-02  -4.90551e-02
   2  alpha_syst3   2.21349e-01   9.47564e-01   4.11316e-02   3.58820e-01
   3  gamma_stat_channel1_bin_0   1.01824e+00   4.93088e-02   3.80825e-02  -3.08248e-01
   4  gamma_stat_channel1_bin_1   1.02878e+00   8.00639e-02   3.59787e-02  -1.15195e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.6 per cent
 FCN=-1043.81 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.000532957    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.87165e-01   9.82180e-01   2.24906e-03   5.18688e-02
   2  alpha_syst3   1.59794e-01   9.47564e-01  -1.23200e-02  -1.25198e-03
   3  gamma_stat_channel1_bin_0   1.01965e+00   4.93088e-02   2.90596e-03   4.74518e-02
   4  gamma_stat_channel1_bin_1   1.02983e+00   8.00639e-02   1.51572e-03  -1.77903e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.9 per cent
 FCN=-1043.81 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=8.00585e-07    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.9 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.78856e-01   8.42983e-01  -1.66666e-03  -1.38556e-03
   2  alpha_syst3   1.54759e-01   9.18425e-01  -1.00742e-03   2.00113e-03
   3  gamma_stat_channel1_bin_0   1.01956e+00   4.17768e-02  -1.75725e-04   9.38923e-03
   4  gamma_stat_channel1_bin_1   1.03130e+00   7.16145e-02   2.11142e-03   1.51304e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.8 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9313e-01  8.1631e-01  1.1837e+00  1.3069e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.81 FROM MIGRAD    STATUS=CONVERGED      63 CALLS          64 TOTAL
                     EDM=1.13065e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.78856e-01   9.08454e-01   4.02158e-03  -1.33409e-03
   2  alpha_syst3   1.54759e-01   9.32618e-01   3.98707e-03   2.02981e-03
   3  gamma_stat_channel1_bin_0   1.01956e+00   4.62135e-02   2.09529e-03   9.65846e-03
   4  gamma_stat_channel1_bin_1   1.03130e+00   7.60262e-02   2.32098e-03   3.60005e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.346e-01 -6.824e-10 -7.767e-03  1.701e-11 
 -6.824e-10  8.801e-01 -3.458e-11 -2.193e-02 
 -7.767e-03 -3.458e-11  2.142e-03  8.618e-13 
  1.701e-11 -2.193e-02  8.618e-13  5.803e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18369   1.000 -0.000 -0.184  0.000
        2  0.30687  -0.000  1.000 -0.000 -0.307
        3  0.18369  -0.184 -0.000  1.000  0.000
        4  0.30687   0.000 -0.307  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.346e-01 -6.824e-10 -7.767e-03  1.701e-11 
 -6.824e-10  8.801e-01 -3.458e-11 -2.193e-02 
 -7.767e-03 -3.458e-11  2.142e-03  8.618e-13 
  1.701e-11 -2.193e-02  8.618e-13  5.803e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.81 for poi fixed at = 0.48	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 1.13356 condNLL = -1043.81 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  115 **SET PRINT           9
 **********
 **********
 **  116 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   3.78856e-01  9.08454e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.54759e-01  9.32618e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.01956e+00  4.62135e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.03130e+00  7.60262e-02    0.00000e+00  1.50000e+00
 **********
 **  117 **SET ERR         0.5
 **********
 **********
 **  118 **SET PRINT           9
 **********
 **********
 **  119 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  120 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-935.733 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.78856e-01   9.08454e-01   1.83257e-01  -2.96996e-01
   2  alpha_syst3   1.54759e-01   9.32618e-01   1.87717e-01  -5.34184e-02
   3  gamma_stat_channel1_bin_0   1.01956e+00   4.62135e-02   9.57812e-02  -6.03835e-01
   4  gamma_stat_channel1_bin_1   1.03130e+00   7.60262e-02   1.09680e-01  -1.62935e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-935.736 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=1.83286e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.20115e-01   9.08454e-01   8.27829e-03   1.50836e-03
   2  alpha_syst3   1.62047e-01   9.32618e-01   1.45823e-03   1.60468e-02
   3  gamma_stat_channel1_bin_0   1.02171e+00   4.62135e-02   4.43402e-03  -8.87340e-03
   4  gamma_stat_channel1_bin_1   1.03233e+00   7.60262e-02   1.48602e-03  -2.03959e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.8990e-01  8.1211e-01  1.1879e+00  1.3101e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-935.736 FROM MIGRAD    STATUS=CONVERGED      43 CALLS          44 TOTAL
                     EDM=1.05457e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.20115e-01   9.18222e-01   3.84617e-03   1.50974e-03
   2  alpha_syst3   1.62047e-01   9.41512e-01   3.80629e-03   1.60640e-02
   3  gamma_stat_channel1_bin_0   1.02171e+00   4.62302e-02   1.97412e-03  -8.63464e-03
   4  gamma_stat_channel1_bin_1   1.03233e+00   7.60956e-02   2.20009e-03  -1.85188e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.529e-01  1.022e-10 -8.034e-03  8.255e-12 
  1.022e-10  8.971e-01  1.507e-11 -2.240e-02 
 -8.034e-03  1.507e-11  2.144e-03  1.217e-12 
  8.255e-12 -2.240e-02  1.217e-12  5.814e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18789   1.000  0.000 -0.188  0.000
        2  0.31010   0.000  1.000  0.000 -0.310
        3  0.18789  -0.188  0.000  1.000  0.000
        4  0.31010   0.000 -0.310  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.529e-01  1.022e-10 -8.034e-03  8.255e-12 
  1.022e-10  8.971e-01  1.507e-11 -2.240e-02 
 -8.034e-03  1.507e-11  2.144e-03  1.217e-12 
  8.255e-12 -2.240e-02  1.217e-12  5.814e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -935.736 for poi fixed at = 0.48	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 0.654061 condNLL = -935.736 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.48
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.48 qmu = 0 qmu_A = 0.654061 sigma = 0.593515  CLsplusb = 0.5 CLb = 0.790668 CLs = 1.58134
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.54
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  121 **SET PRINT           9
 **********
 **********
 **  122 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  123 **SET ERR         0.5
 **********
 **********
 **  124 **SET PRINT           9
 **********
 **********
 **  125 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  126 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.64 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -2.61008e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -1.38234e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -5.21954e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -3.86573e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.91 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00794939    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.37271e-01   9.82180e-01   6.97053e-02  -4.48936e-02
   2  alpha_syst3   2.01258e-01   9.47564e-01   3.71099e-02   3.21539e-01
   3  gamma_stat_channel1_bin_0   1.01640e+00   4.93088e-02   3.43162e-02  -2.64577e-01
   4  gamma_stat_channel1_bin_1   1.02640e+00   8.00639e-02   3.25622e-02  -9.96694e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.7 per cent
 FCN=-1043.91 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.000422533    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.47485e-01   9.82180e-01   2.04756e-03   4.53024e-02
   2  alpha_syst3   1.46257e-01   9.47564e-01  -1.10069e-02  -2.64576e-04
   3  gamma_stat_channel1_bin_0   1.01762e+00   4.93088e-02   2.50769e-03   4.49935e-02
   4  gamma_stat_channel1_bin_1   1.02732e+00   8.00639e-02   1.32119e-03  -1.57869e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.8 per cent
 FCN=-1043.91 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=5.75311e-07    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.8 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.40259e-01   8.46030e-01  -1.44858e-03  -1.35983e-03
   2  alpha_syst3   1.41629e-01   9.20358e-01  -9.25965e-04   1.56298e-03
   3  gamma_stat_channel1_bin_0   1.01753e+00   4.19369e-02  -1.87961e-04   7.88864e-03
   4  gamma_stat_channel1_bin_1   1.02862e+00   7.18673e-02   1.87378e-03   6.83293e-05
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.7 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9435e-01  8.1819e-01  1.1818e+00  1.3057e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.91 FROM MIGRAD    STATUS=CONVERGED      63 CALLS          64 TOTAL
                     EDM=8.1257e-07    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.40259e-01   9.08613e-01   4.02122e-03  -1.31256e-03
   2  alpha_syst3   1.41629e-01   9.33168e-01   3.99092e-03   1.59036e-03
   3  gamma_stat_channel1_bin_0   1.01753e+00   4.62068e-02   2.08875e-03   8.15652e-03
   4  gamma_stat_channel1_bin_1   1.02862e+00   7.60150e-02   2.31881e-03   2.76238e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.349e-01 -4.279e-10 -7.688e-03 -5.104e-11 
 -4.279e-10  8.811e-01 -3.701e-11 -2.185e-02 
 -7.688e-03 -3.701e-11  2.142e-03  1.485e-12 
 -5.104e-11 -2.185e-02  1.485e-12  5.801e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18181   1.000 -0.000 -0.182 -0.000
        2  0.30565  -0.000  1.000 -0.000 -0.306
        3  0.18181  -0.182 -0.000  1.000  0.000
        4  0.30565  -0.000 -0.306  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.349e-01 -4.279e-10 -7.688e-03 -5.104e-11 
 -4.279e-10  8.811e-01 -3.701e-11 -2.185e-02 
 -7.688e-03 -3.701e-11  2.142e-03  1.485e-12 
 -5.104e-11 -2.185e-02  1.485e-12  5.801e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.91 for poi fixed at = 0.54	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.927578 condNLL = -1043.91 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  127 **SET PRINT           9
 **********
 **********
 **  128 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   3.40259e-01  9.08613e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.41629e-01  9.33168e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.01753e+00  4.62068e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.02862e+00  7.60150e-02    0.00000e+00  1.50000e+00
 **********
 **  129 **SET ERR         0.5
 **********
 **********
 **  130 **SET PRINT           9
 **********
 **********
 **  131 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  132 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-935.646 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.40259e-01   9.08613e-01   1.83182e-01  -3.26181e-01
   2  alpha_syst3   1.41629e-01   9.33168e-01   1.87813e-01  -5.95289e-02
   3  gamma_stat_channel1_bin_0   1.01753e+00   4.62068e-02   9.54356e-02  -6.78070e-01
   4  gamma_stat_channel1_bin_1   1.02862e+00   7.60150e-02   1.09490e-01  -1.83106e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-935.65 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=2.42265e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.85854e-01   9.08613e-01   9.14318e-03   2.68099e-03
   2  alpha_syst3   1.49781e-01   9.33168e-01   1.63096e-03   1.80619e-02
   3  gamma_stat_channel1_bin_0   1.01994e+00   4.62068e-02   4.95051e-03  -1.18069e-02
   4  gamma_stat_channel1_bin_1   1.02978e+00   7.60150e-02   1.66773e-03  -2.30288e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9101e-01  8.1344e-01  1.1866e+00  1.3090e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-935.65 FROM MIGRAD    STATUS=CONVERGED      43 CALLS          44 TOTAL
                     EDM=1.39773e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.85854e-01   9.20273e-01   3.85378e-03   2.68044e-03
   2  alpha_syst3   1.49781e-01   9.42204e-01   3.81001e-03   1.80786e-02
   3  gamma_stat_channel1_bin_0   1.01994e+00   4.62264e-02   1.96678e-03  -1.15697e-02
   4  gamma_stat_channel1_bin_1   1.02978e+00   7.60849e-02   2.19675e-03  -2.11607e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.567e-01 -5.385e-10 -7.995e-03  2.754e-11 
 -5.385e-10  8.985e-01  1.420e-12 -2.233e-02 
 -7.995e-03  1.420e-12  2.143e-03  6.816e-13 
  2.754e-11 -2.233e-02  6.816e-13  5.812e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18656   1.000 -0.000 -0.187  0.000
        2  0.30899  -0.000  1.000  0.000 -0.309
        3  0.18656  -0.187  0.000  1.000  0.000
        4  0.30899   0.000 -0.309  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.567e-01 -5.385e-10 -7.995e-03  2.754e-11 
 -5.385e-10  8.985e-01  1.420e-12 -2.233e-02 
 -7.995e-03  1.420e-12  2.143e-03  6.816e-13 
  2.754e-11 -2.233e-02  6.816e-13  5.812e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -935.65 for poi fixed at = 0.54	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 0.826143 condNLL = -935.65 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.54
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.54 qmu = 0 qmu_A = 0.826143 sigma = 0.594109  CLsplusb = 0.5 CLb = 0.818305 CLs = 1.63661
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.6
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  133 **SET PRINT           9
 **********
 **********
 **  134 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  135 **SET ERR         0.5
 **********
 **********
 **  136 **SET PRINT           9
 **********
 **********
 **  137 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  138 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.79 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -2.31448e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -1.23272e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -4.62835e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -3.44431e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.01 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00618987    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.99085e-01   9.82180e-01   6.20526e-02  -4.11144e-02
   2  alpha_syst3   1.81352e-01   9.47564e-01   3.31258e-02   2.84974e-01
   3  gamma_stat_channel1_bin_0   1.01458e+00   4.93088e-02   3.05900e-02  -2.24069e-01
   4  gamma_stat_channel1_bin_1   1.02402e+00   8.00639e-02   2.91518e-02  -8.49629e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.7 per cent
 FCN=-1044.01 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.000327827    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.08368e-01   9.82180e-01   1.85994e-03   3.90924e-02
   2  alpha_syst3   1.32756e-01   9.47564e-01  -9.72405e-03   5.59964e-04
   3  gamma_stat_channel1_bin_0   1.01563e+00   4.93088e-02   2.13531e-03   4.20247e-02
   4  gamma_stat_channel1_bin_1   1.02481e+00   8.00639e-02   1.13533e-03  -1.38572e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.8 per cent
 FCN=-1044.01 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=3.93968e-07    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.8 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.02167e-01   8.48925e-01  -1.24257e-03  -1.24939e-03
   2  alpha_syst3   1.28544e-01   9.22260e-01  -8.42799e-04   1.18770e-03
   3  gamma_stat_channel1_bin_0   1.01553e+00   4.20977e-02  -1.93418e-04   6.47199e-03
   4  gamma_stat_channel1_bin_1   1.02596e+00   7.21056e-02   1.64541e-03   2.15179e-05
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.6 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9554e-01  8.1991e-01  1.1801e+00  1.3045e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.01 FROM MIGRAD    STATUS=CONVERGED      63 CALLS          64 TOTAL
                     EDM=5.57146e-07    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.02167e-01   9.09024e-01   4.02216e-03  -1.20647e-03
   2  alpha_syst3   1.28544e-01   9.33737e-01   3.99484e-03   1.21382e-03
   3  gamma_stat_channel1_bin_0   1.01553e+00   4.62007e-02   2.08234e-03   6.73855e-03
   4  gamma_stat_channel1_bin_1   1.02596e+00   7.60038e-02   2.31664e-03   2.28631e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.356e-01  5.228e-11 -7.617e-03 -3.212e-11 
  5.228e-11  8.822e-01  2.000e-11 -2.178e-02 
 -7.617e-03  2.000e-11  2.141e-03 -2.128e-13 
 -3.212e-11 -2.178e-02 -2.128e-13  5.800e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18009   1.000  0.000 -0.180 -0.000
        2  0.30446   0.000  1.000  0.000 -0.304
        3  0.18009  -0.180  0.000  1.000 -0.000
        4  0.30446  -0.000 -0.304 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.356e-01  5.228e-11 -7.617e-03 -3.212e-11 
  5.228e-11  8.822e-01  2.000e-11 -2.178e-02 
 -7.617e-03  2.000e-11  2.141e-03 -2.128e-13 
 -3.212e-11 -2.178e-02 -2.128e-13  5.800e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.01 for poi fixed at = 0.6	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.742579 condNLL = -1044.01 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  139 **SET PRINT           9
 **********
 **********
 **  140 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   3.02167e-01  9.09024e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.28544e-01  9.33737e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.01553e+00  4.62007e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.02596e+00  7.60038e-02    0.00000e+00  1.50000e+00
 **********
 **  141 **SET ERR         0.5
 **********
 **********
 **  142 **SET PRINT           9
 **********
 **********
 **  143 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  144 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-935.55 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.02167e-01   9.09024e-01   1.83172e-01  -3.53987e-01
   2  alpha_syst3   1.28544e-01   9.33737e-01   1.87915e-01  -6.55387e-02
   3  gamma_stat_channel1_bin_0   1.01553e+00   4.62007e-02   9.51008e-02  -7.51895e-01
   4  gamma_stat_channel1_bin_1   1.02596e+00   7.60038e-02   1.09304e-01  -2.03301e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-935.554 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=3.13437e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.51964e-01   9.09024e-01   9.98081e-03   3.98947e-03
   2  alpha_syst3   1.37551e-01   9.33737e-01   1.80207e-03   2.00804e-02
   3  gamma_stat_channel1_bin_0   1.01819e+00   4.62007e-02   5.45842e-03  -1.49732e-02
   4  gamma_stat_channel1_bin_1   1.02725e+00   7.60038e-02   1.84912e-03  -2.57987e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9211e-01  8.1465e-01  1.1854e+00  1.3079e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-935.554 FROM MIGRAD    STATUS=CONVERGED      43 CALLS          44 TOTAL
                     EDM=1.81394e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.51964e-01   9.22441e-01   3.86192e-03   3.98739e-03
   2  alpha_syst3   1.37551e-01   9.42903e-01   3.81374e-03   2.00966e-02
   3  gamma_stat_channel1_bin_0   1.01819e+00   4.62227e-02   1.95961e-03  -1.47375e-02
   4  gamma_stat_channel1_bin_1   1.02725e+00   7.60740e-02   2.19344e-03  -2.39396e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.608e-01 -2.293e-10 -7.961e-03 -7.410e-12 
 -2.293e-10  8.998e-01 -6.101e-13 -2.226e-02 
 -7.961e-03 -6.101e-13  2.143e-03  3.537e-12 
 -7.410e-12 -2.226e-02  3.537e-12  5.810e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18535   1.000 -0.000 -0.185 -0.000
        2  0.30789  -0.000  1.000 -0.000 -0.308
        3  0.18535  -0.185 -0.000  1.000  0.000
        4  0.30789  -0.000 -0.308  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.608e-01 -2.293e-10 -7.961e-03 -7.410e-12 
 -2.293e-10  8.998e-01 -6.101e-13 -2.226e-02 
 -7.961e-03 -6.101e-13  2.143e-03  3.537e-12 
 -7.410e-12 -2.226e-02  3.537e-12  5.810e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -935.554 for poi fixed at = 0.6	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 1.01785 condNLL = -935.554 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.6
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.6 qmu = 0 qmu_A = 1.01785 sigma = 0.594716  CLsplusb = 0.5 CLb = 0.843485 CLs = 1.68697
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.66
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  145 **SET PRINT           9
 **********
 **********
 **  146 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  147 **SET ERR         0.5
 **********
 **********
 **  148 **SET PRINT           9
 **********
 **********
 **  149 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  150 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.92 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -2.02515e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -1.08477e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -4.04971e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -3.02762e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.09 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00469158    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.61391e-01   9.82180e-01   5.45017e-02  -3.75114e-02
   2  alpha_syst3   1.61628e-01   9.47564e-01   2.91786e-02   2.49112e-01
   3  gamma_stat_channel1_bin_0   1.01278e+00   4.93088e-02   2.69037e-02  -1.86715e-01
   4  gamma_stat_channel1_bin_1   1.02164e+00   8.00639e-02   2.57471e-02  -7.11209e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.7 per cent
 FCN=-1044.09 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.000247549    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.69775e-01   9.82180e-01   1.67922e-03   3.32348e-02
   2  alpha_syst3   1.19287e-01   9.47564e-01  -8.47154e-03   1.20932e-03
   3  gamma_stat_channel1_bin_0   1.01366e+00   4.93088e-02   1.78922e-03   3.85728e-02
   4  gamma_stat_channel1_bin_1   1.02231e+00   8.00639e-02   9.58803e-04  -1.19984e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.8 per cent
 FCN=-1044.09 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=2.53965e-07    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.8 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.64538e-01   8.51681e-01  -1.04881e-03  -1.08023e-03
   2  alpha_syst3   1.15502e-01   9.24114e-01  -7.57176e-04   8.72426e-04
   3  gamma_stat_channel1_bin_0   1.01356e+00   4.22602e-02  -1.92333e-04   5.15842e-03
   4  gamma_stat_channel1_bin_1   1.02331e+00   7.23284e-02   1.42561e-03  -5.54315e-06
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.5 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9672e-01  8.2150e-01  1.1785e+00  1.3033e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.09 FROM MIGRAD    STATUS=CONVERGED      63 CALLS          64 TOTAL
                     EDM=3.60776e-07    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.64538e-01   9.09670e-01   4.02432e-03  -1.04167e-03
   2  alpha_syst3   1.15502e-01   9.34323e-01   3.99882e-03   8.97319e-04
   3  gamma_stat_channel1_bin_0   1.01356e+00   4.61949e-02   2.07604e-03   5.42369e-03
   4  gamma_stat_channel1_bin_1   1.02331e+00   7.59925e-02   2.31447e-03   2.00778e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.368e-01 -2.464e-10 -7.555e-03  5.495e-13 
 -2.464e-10  8.833e-01 -4.497e-11 -2.170e-02 
 -7.555e-03 -4.497e-11  2.140e-03  2.665e-12 
  5.495e-13 -2.170e-02  2.665e-12  5.798e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17850   1.000 -0.000 -0.179  0.000
        2  0.30328  -0.000  1.000 -0.000 -0.303
        3  0.17850  -0.179 -0.000  1.000  0.000
        4  0.30328   0.000 -0.303  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.368e-01 -2.464e-10 -7.555e-03  5.495e-13 
 -2.464e-10  8.833e-01 -4.497e-11 -2.170e-02 
 -7.555e-03 -4.497e-11  2.140e-03  2.665e-12 
  5.495e-13 -2.170e-02  2.665e-12  5.798e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.09 for poi fixed at = 0.66	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.578452 condNLL = -1044.09 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  151 **SET PRINT           9
 **********
 **********
 **  152 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   2.64538e-01  9.09670e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.15502e-01  9.34323e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.01356e+00  4.61949e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.02331e+00  7.59925e-02    0.00000e+00  1.50000e+00
 **********
 **  153 **SET ERR         0.5
 **********
 **********
 **  154 **SET PRINT           9
 **********
 **********
 **  155 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  156 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-935.443 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.64538e-01   9.09670e-01   1.83221e-01  -3.80560e-01
   2  alpha_syst3   1.15502e-01   9.34323e-01   1.88022e-01  -7.14527e-02
   3  gamma_stat_channel1_bin_0   1.01356e+00   4.61949e-02   9.47766e-02  -8.25268e-01
   4  gamma_stat_channel1_bin_1   1.02331e+00   7.59925e-02   1.09121e-01  -2.23535e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-935.448 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=3.97788e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.18419e-01   9.09670e-01   1.07946e-02   5.40543e-03
   2  alpha_syst3   1.25358e-01   9.34323e-01   1.97164e-03   2.21029e-02
   3  gamma_stat_channel1_bin_0   1.01647e+00   4.61949e-02   5.95772e-03  -1.83207e-02
   4  gamma_stat_channel1_bin_1   1.02472e+00   7.59925e-02   2.03030e-03  -2.87243e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9320e-01  8.1576e-01  1.1842e+00  1.3068e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-935.448 FROM MIGRAD    STATUS=CONVERGED      43 CALLS          44 TOTAL
                     EDM=2.30934e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   3.18419e-01   9.24700e-01   3.87046e-03   5.40226e-03
   2  alpha_syst3   1.25358e-01   9.43606e-01   3.81748e-03   2.21187e-02
   3  gamma_stat_channel1_bin_0   1.01647e+00   4.62191e-02   1.95260e-03  -1.80863e-02
   4  gamma_stat_channel1_bin_1   1.02472e+00   7.60629e-02   2.19017e-03  -2.68742e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.650e-01  2.693e-10 -7.932e-03  1.108e-12 
  2.693e-10  9.012e-01  3.348e-11 -2.220e-02 
 -7.932e-03  3.348e-11  2.143e-03  1.659e-12 
  1.108e-12 -2.220e-02  1.659e-12  5.809e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18424   1.000  0.000 -0.184  0.000
        2  0.30680   0.000  1.000  0.000 -0.307
        3  0.18424  -0.184  0.000  1.000  0.000
        4  0.30680   0.000 -0.307  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.650e-01  2.693e-10 -7.932e-03  1.108e-12 
  2.693e-10  9.012e-01  3.348e-11 -2.220e-02 
 -7.932e-03  3.348e-11  2.143e-03  1.659e-12 
  1.108e-12 -2.220e-02  1.659e-12  5.809e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -935.448 for poi fixed at = 0.66	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 1.22904 condNLL = -935.448 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.66
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.66 qmu = 0 qmu_A = 1.22904 sigma = 0.595335  CLsplusb = 0.5 CLb = 0.866203 CLs = 1.73241
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.72
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  157 **SET PRINT           9
 **********
 **********
 **  158 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  159 **SET ERR         0.5
 **********
 **********
 **  160 **SET PRINT           9
 **********
 **********
 **  161 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  162 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.04 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -1.74190e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -9.38477e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -3.48322e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -2.61557e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.16 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00343468    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.24183e-01   9.82180e-01   4.70513e-02  -3.39014e-02
   2  alpha_syst3   1.42082e-01   9.47564e-01   2.52676e-02   2.13937e-01
   3  gamma_stat_channel1_bin_0   1.01099e+00   4.93088e-02   2.32567e-02  -1.52494e-01
   4  gamma_stat_channel1_bin_1   1.01926e+00   8.00639e-02   2.23481e-02  -5.81823e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.7 per cent
 FCN=-1044.16 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.000180506    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.31671e-01   9.82180e-01   1.49915e-03   2.77244e-02
   2  alpha_syst3   1.05847e-01   9.47564e-01  -7.24925e-03   1.67676e-03
   3  gamma_stat_channel1_bin_0   1.01171e+00   4.93088e-02   1.46960e-03   3.46638e-02
   4  gamma_stat_channel1_bin_1   1.01982e+00   8.00639e-02   7.92162e-04  -1.02077e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.8 per cent
 FCN=-1044.16 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=1.51778e-07    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.8 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.27338e-01   8.54314e-01  -8.67438e-04  -8.76512e-04
   2  alpha_syst3   1.02505e-01   9.25897e-01  -6.68588e-04   6.14262e-04
   3  gamma_stat_channel1_bin_0   1.01162e+00   4.24258e-02  -1.84920e-04   3.96638e-03
   4  gamma_stat_channel1_bin_1   1.02067e+00   7.25344e-02   1.21380e-03  -2.50387e-05
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9788e-01  8.2295e-01  1.1771e+00  1.3021e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.16 FROM MIGRAD    STATUS=CONVERGED      65 CALLS          66 TOTAL
                     EDM=2.18635e-07    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.27338e-01   9.10532e-01   4.02763e-03  -8.42194e-04
   2  alpha_syst3   1.02505e-01   9.34925e-01   4.00285e-03   6.37977e-04
   3  gamma_stat_channel1_bin_0   1.01162e+00   4.61895e-02   2.06988e-03   4.24094e-03
   4  gamma_stat_channel1_bin_1   1.02067e+00   7.59811e-02   2.31230e-03   1.80499e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.384e-01  1.079e-09 -7.499e-03 -3.731e-11 
  1.079e-09  8.845e-01  3.943e-11 -2.163e-02 
 -7.499e-03  3.943e-11  2.140e-03  2.153e-12 
 -3.731e-11 -2.163e-02  2.153e-12  5.796e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17705   1.000  0.000 -0.177 -0.000
        2  0.30212   0.000  1.000  0.000 -0.302
        3  0.17705  -0.177  0.000  1.000  0.000
        4  0.30212  -0.000 -0.302  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.384e-01  1.079e-09 -7.499e-03 -3.731e-11 
  1.079e-09  8.845e-01  3.943e-11 -2.163e-02 
 -7.499e-03  3.943e-11  2.140e-03  2.153e-12 
 -3.731e-11 -2.163e-02  2.153e-12  5.796e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.16 for poi fixed at = 0.72	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.435077 condNLL = -1044.16 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  163 **SET PRINT           9
 **********
 **********
 **  164 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   2.27338e-01  9.10532e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.02505e-01  9.34925e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.01162e+00  4.61895e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.02067e+00  7.59811e-02    0.00000e+00  1.50000e+00
 **********
 **  165 **SET ERR         0.5
 **********
 **********
 **  166 **SET PRINT           9
 **********
 **********
 **  167 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  168 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-935.327 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.27338e-01   9.10532e-01   1.83327e-01  -4.06046e-01
   2  alpha_syst3   1.02505e-01   9.34925e-01   1.88134e-01  -7.72758e-02
   3  gamma_stat_channel1_bin_0   1.01162e+00   4.61895e-02   9.44623e-02  -8.98151e-01
   4  gamma_stat_channel1_bin_1   1.02067e+00   7.59811e-02   1.08942e-01  -2.43817e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-935.333 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=4.95976e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.85199e-01   9.10532e-01   1.15876e-02   6.90082e-03
   2  alpha_syst3   1.13201e-01   9.34925e-01   2.13978e-03   2.41296e-02
   3  gamma_stat_channel1_bin_0   1.01478e+00   4.61895e-02   6.44842e-03  -2.18017e-02
   4  gamma_stat_channel1_bin_1   1.02221e+00   7.59811e-02   2.21137e-03  -3.18137e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9427e-01  8.1678e-01  1.1832e+00  1.3057e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-935.333 FROM MIGRAD    STATUS=CONVERGED      43 CALLS          44 TOTAL
                     EDM=2.88807e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.85199e-01   9.27024e-01   3.87924e-03   6.89701e-03
   2  alpha_syst3   1.13201e-01   9.44313e-01   3.82121e-03   2.41450e-02
   3  gamma_stat_channel1_bin_0   1.01478e+00   4.62156e-02   1.94576e-03  -2.15688e-02
   4  gamma_stat_channel1_bin_1   1.02221e+00   7.60516e-02   2.18694e-03  -2.99724e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.694e-01  6.382e-10 -7.907e-03  1.951e-11 
  6.382e-10  9.025e-01  4.099e-11 -2.213e-02 
 -7.907e-03  4.099e-11  2.142e-03 -1.325e-12 
  1.951e-11 -2.213e-02 -1.325e-12  5.807e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18322   1.000  0.000 -0.183  0.000
        2  0.30573   0.000  1.000  0.000 -0.306
        3  0.18322  -0.183  0.000  1.000 -0.000
        4  0.30573   0.000 -0.306 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.694e-01  6.382e-10 -7.907e-03  1.951e-11 
  6.382e-10  9.025e-01  4.099e-11 -2.213e-02 
 -7.907e-03  4.099e-11  2.142e-03 -1.325e-12 
  1.951e-11 -2.213e-02 -1.325e-12  5.807e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -935.333 for poi fixed at = 0.72	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 1.45956 condNLL = -935.333 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.72
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.72 qmu = 0 qmu_A = 1.45956 sigma = 0.595966  CLsplusb = 0.5 CLb = 0.8865 CLs = 1.773
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.78
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  169 **SET PRINT           9
 **********
 **********
 **  170 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  171 **SET ERR         0.5
 **********
 **********
 **  172 **SET PRINT           9
 **********
 **********
 **  173 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  174 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.13 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -1.46453e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -7.93804e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -2.92851e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -2.20810e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.22 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00240069    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.87457e-01   9.82180e-01   3.97000e-02  -3.01258e-02
   2  alpha_syst3   1.22711e-01   9.47564e-01   2.13921e-02   1.79440e-01
   3  gamma_stat_channel1_bin_0   1.00921e+00   4.93088e-02   1.96487e-02  -1.21376e-01
   4  gamma_stat_channel1_bin_1   1.01688e+00   8.00639e-02   1.89547e-02  -4.61781e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.7 per cent
 FCN=-1044.22 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=0.000125599    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.94024e-01   9.82180e-01   1.31428e-03   2.25547e-02
   2  alpha_syst3   9.24338e-02   9.47564e-01  -6.05691e-03   1.96113e-03
   3  gamma_stat_channel1_bin_0   1.00979e+00   4.93088e-02   1.17646e-03   3.03222e-02
   4  gamma_stat_channel1_bin_1   1.01733e+00   8.00639e-02   6.35835e-04  -8.48265e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.8 per cent
 FCN=-1044.22 FROM MIGRAD    STATUS=PROGRESS       38 CALLS          39 TOTAL
                     EDM=8.21659e-08    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.8 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.90533e-01   8.56838e-01  -6.98576e-04  -6.60036e-04
   2  alpha_syst3   8.95503e-02   9.27583e-01  -5.76785e-04   4.09861e-04
   3  gamma_stat_channel1_bin_0   1.00971e+00   4.25952e-02  -1.71383e-04   2.91289e-03
   4  gamma_stat_channel1_bin_1   1.01804e+00   7.27209e-02   1.00954e-03  -4.48744e-05
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9903e-01  8.2429e-01  1.1757e+00  1.3010e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.22 FROM MIGRAD    STATUS=CONVERGED      67 CALLS          68 TOTAL
                     EDM=1.21113e-07    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.90533e-01   9.11584e-01   4.03196e-03  -6.29768e-04
   2  alpha_syst3   8.95503e-02   9.35540e-01   4.00692e-03   4.33346e-04
   3  gamma_stat_channel1_bin_0   1.00971e+00   4.61844e-02   2.06383e-03   3.18617e-03
   4  gamma_stat_channel1_bin_1   1.01804e+00   7.59695e-02   2.31013e-03   1.59877e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.404e-01 -1.133e-09 -7.450e-03  3.301e-11 
 -1.133e-09  8.856e-01 -2.478e-11 -2.156e-02 
 -7.450e-03 -2.478e-11  2.139e-03 -9.548e-13 
  3.301e-11 -2.156e-02 -9.548e-13  5.794e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17571   1.000 -0.000 -0.176  0.000
        2  0.30097  -0.000  1.000 -0.000 -0.301
        3  0.17571  -0.176 -0.000  1.000 -0.000
        4  0.30097   0.000 -0.301 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.404e-01 -1.133e-09 -7.450e-03  3.301e-11 
 -1.133e-09  8.856e-01 -2.478e-11 -2.156e-02 
 -7.450e-03 -2.478e-11  2.139e-03 -9.548e-13 
  3.301e-11 -2.156e-02 -9.548e-13  5.794e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.22 for poi fixed at = 0.78	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.312331 condNLL = -1044.22 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  175 **SET PRINT           9
 **********
 **********
 **  176 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   1.90533e-01  9.11584e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   8.95503e-02  9.35540e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.00971e+00  4.61844e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.01804e+00  7.59695e-02    0.00000e+00  1.50000e+00
 **********
 **  177 **SET ERR         0.5
 **********
 **********
 **  178 **SET PRINT           9
 **********
 **********
 **  179 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  180 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-935.202 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.90533e-01   9.11584e-01   1.83482e-01  -4.30589e-01
   2  alpha_syst3   8.95503e-02   9.35540e-01   1.88249e-01  -8.30132e-02
   3  gamma_stat_channel1_bin_0   1.00971e+00   4.61844e-02   9.41574e-02  -9.70510e-01
   4  gamma_stat_channel1_bin_1   1.01804e+00   7.59695e-02   1.08764e-01  -2.64153e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-935.208 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=6.08297e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.52286e-01   9.11584e-01   1.23628e-02   8.44837e-03
   2  alpha_syst3   1.01081e-01   9.35540e-01   2.30660e-03   2.61602e-02
   3  gamma_stat_channel1_bin_0   1.01311e+00   4.61844e-02   6.93055e-03  -2.53730e-02
   4  gamma_stat_channel1_bin_1   1.01971e+00   7.59695e-02   2.39238e-03  -3.50625e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9533e-01  8.1772e-01  1.1823e+00  1.3047e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-935.208 FROM MIGRAD    STATUS=CONVERGED      43 CALLS          44 TOTAL
                     EDM=3.55199e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.52286e-01   9.29381e-01   3.88812e-03   8.44440e-03
   2  alpha_syst3   1.01081e-01   9.45021e-01   3.82494e-03   2.61752e-02
   3  gamma_stat_channel1_bin_0   1.01311e+00   4.62120e-02   1.93908e-03  -2.51414e-02
   4  gamma_stat_channel1_bin_1   1.01971e+00   7.60401e-02   2.18373e-03  -3.32298e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.739e-01  5.421e-10 -7.886e-03 -1.649e-11 
  5.421e-10  9.039e-01 -2.019e-11 -2.207e-02 
 -7.886e-03 -2.019e-11  2.142e-03  1.376e-12 
 -1.649e-11 -2.207e-02  1.376e-12  5.805e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18228   1.000  0.000 -0.182 -0.000
        2  0.30467   0.000  1.000 -0.000 -0.305
        3  0.18228  -0.182 -0.000  1.000  0.000
        4  0.30467  -0.000 -0.305  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.739e-01  5.421e-10 -7.886e-03 -1.649e-11 
  5.421e-10  9.039e-01 -2.019e-11 -2.207e-02 
 -7.886e-03 -2.019e-11  2.142e-03  1.376e-12 
 -1.649e-11 -2.207e-02  1.376e-12  5.805e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -935.208 for poi fixed at = 0.78	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 1.70927 condNLL = -935.208 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.78
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.78 qmu = 0 qmu_A = 1.70927 sigma = 0.596609  CLsplusb = 0.5 CLb = 0.90446 CLs = 1.80892
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.84
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  181 **SET PRINT           9
 **********
 **********
 **  182 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  183 **SET ERR         0.5
 **********
 **********
 **  184 **SET PRINT           9
 **********
 **********
 **  185 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  186 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.21 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -1.19287e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -6.50725e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -2.38520e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -1.80511e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.27 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00157243    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.51210e-01   9.82180e-01   3.24464e-02  -2.60514e-02
   2  alpha_syst3   1.03514e-01   9.47564e-01   1.75516e-02   1.45612e-01
   3  gamma_stat_channel1_bin_0   1.00745e+00   4.93088e-02   1.60794e-02  -9.33170e-02
   4  gamma_stat_channel1_bin_1   1.01451e+00   8.00639e-02   1.55666e-02  -3.51313e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.7 per cent
 FCN=-1044.27 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=8.1828e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.56808e-01   9.82180e-01   1.11999e-03   1.77193e-02
   2  alpha_syst3   7.90473e-02   9.47564e-01  -4.89412e-03   2.06663e-03
   3  gamma_stat_channel1_bin_0   1.00790e+00   4.93088e-02   9.09613e-04   2.55716e-02
   4  gamma_stat_channel1_bin_1   1.01485e+00   8.00639e-02   4.90119e-04  -6.82078e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.8 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0041e-01  8.2549e-01  1.1745e+00  1.2996e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.27 FROM MIGRAD    STATUS=CONVERGED      51 CALLS          52 TOTAL
                     EDM=6.99518e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.56808e-01   9.12873e-01   4.03635e-03   1.77459e-02
   2  alpha_syst3   7.90473e-02   9.36108e-01   4.01370e-03   2.08831e-03
   3  gamma_stat_channel1_bin_0   1.00790e+00   4.61864e-02   2.05477e-03   2.58323e-02
   4  gamma_stat_channel1_bin_1   1.01485e+00   7.59000e-02   2.30684e-03  -6.80117e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.428e-01  1.479e-10 -7.410e-03 -3.987e-11 
  1.479e-10  8.867e-01 -7.459e-12 -2.145e-02 
 -7.410e-03 -7.459e-12  2.139e-03  2.011e-12 
 -3.987e-11 -2.145e-02  2.011e-12  5.783e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17451   1.000  0.000 -0.175 -0.000
        2  0.29959   0.000  1.000 -0.000 -0.300
        3  0.17451  -0.175 -0.000  1.000  0.000
        4  0.29959  -0.000 -0.300  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.428e-01  1.479e-10 -7.410e-03 -3.987e-11 
  1.479e-10  8.867e-01 -7.459e-12 -2.145e-02 
 -7.410e-03 -7.459e-12  2.139e-03  2.011e-12 
 -3.987e-11 -2.145e-02  2.011e-12  5.783e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.27 for poi fixed at = 0.84	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.210153 condNLL = -1044.27 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  187 **SET PRINT           9
 **********
 **********
 **  188 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   1.56808e-01  9.12873e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   7.90473e-02  9.36108e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.00790e+00  4.61864e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.01485e+00  7.59000e-02    0.00000e+00  1.50000e+00
 **********
 **  189 **SET ERR         0.5
 **********
 **********
 **  190 **SET PRINT           9
 **********
 **********
 **  191 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  192 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-935.066 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.56808e-01   9.12873e-01   1.83699e-01  -4.36772e-01
   2  alpha_syst3   7.90473e-02   9.36108e-01   1.88358e-01  -8.71682e-02
   3  gamma_stat_channel1_bin_0   1.00790e+00   4.61864e-02   9.38873e-02  -1.01837e+00
   4  gamma_stat_channel1_bin_1   1.01485e+00   7.59000e-02   1.08473e-01  -3.53045e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-935.074 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000125225    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.19907e-01   9.12873e-01   1.26290e-02   1.13699e-02
   2  alpha_syst3   9.12098e-02   9.36108e-01   2.43286e-03   3.84767e-02
   3  gamma_stat_channel1_bin_0   1.01147e+00   4.61864e-02   7.24532e-03  -2.92864e-02
   4  gamma_stat_channel1_bin_1   1.01709e+00   7.59000e-02   3.18983e-03  -1.49631e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.3 per cent
 FCN=-935.074 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=6.33527e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.17962e-01   9.12873e-01  -3.89413e-04   3.33006e-03
   2  alpha_syst3   8.39196e-02   9.36108e-01  -1.45826e-03  -2.63140e-03
   3  gamma_stat_channel1_bin_0   1.01163e+00   4.61864e-02   3.19963e-04   3.82692e-03
   4  gamma_stat_channel1_bin_1   1.01723e+00   7.59000e-02   2.00357e-04  -1.98745e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.2 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9636e-01  8.1852e-01  1.1815e+00  1.3036e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-935.074 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=4.63541e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.17962e-01   9.31781e-01   3.89720e-03   3.32653e-03
   2  alpha_syst3   8.39196e-02   9.45654e-01   3.83026e-03  -2.61667e-03
   3  gamma_stat_channel1_bin_0   1.01163e+00   4.62208e-02   1.95691e-03   4.07246e-03
   4  gamma_stat_channel1_bin_1   1.01723e+00   7.60272e-02   2.18712e-03  -1.96981e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.785e-01  2.320e-10 -7.873e-03 -1.367e-11 
  2.320e-10  9.051e-01  2.007e-11 -2.201e-02 
 -7.873e-03  2.007e-11  2.143e-03 -2.944e-12 
 -1.367e-11 -2.201e-02 -2.944e-12  5.803e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18148   1.000  0.000 -0.181 -0.000
        2  0.30364   0.000  1.000  0.000 -0.304
        3  0.18148  -0.181  0.000  1.000 -0.000
        4  0.30364  -0.000 -0.304 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.785e-01  2.320e-10 -7.873e-03 -1.367e-11 
  2.320e-10  9.051e-01  2.007e-11 -2.201e-02 
 -7.873e-03  2.007e-11  2.143e-03 -2.944e-12 
 -1.367e-11 -2.201e-02 -2.944e-12  5.803e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -935.074 for poi fixed at = 0.84	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 1.97798 condNLL = -935.074 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.84
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.84 qmu = 0 qmu_A = 1.97798 sigma = 0.597267  CLsplusb = 0.5 CLb = 0.920198 CLs = 1.8404
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.9
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  193 **SET PRINT           9
 **********
 **********
 **  194 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  195 **SET ERR         0.5
 **********
 **********
 **  196 **SET PRINT           9
 **********
 **********
 **  197 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  198 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.28 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -9.26741e-01
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -5.09215e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -1.85295e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -1.40655e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.31 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000934114    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.15439e-01   9.82180e-01   2.52896e-02  -2.15698e-02
   2  alpha_syst3   8.44875e-02   9.47564e-01   1.37457e-02   1.12444e-01
   3  gamma_stat_channel1_bin_0   1.00570e+00   4.93088e-02   1.25484e-02  -6.82630e-02
   4  gamma_stat_channel1_bin_1   1.01213e+00   8.00639e-02   1.21841e-02  -2.50561e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.7 per cent
 FCN=-1044.31 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=4.82782e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.20000e-01   9.82180e-01   9.12440e-04   1.32108e-02
   2  alpha_syst3   6.56878e-02   9.47564e-01  -3.76036e-03   2.00230e-03
   3  gamma_stat_channel1_bin_0   1.00604e+00   4.93088e-02   6.68680e-04   2.04350e-02
   4  gamma_stat_channel1_bin_1   1.01238e+00   8.00639e-02   3.55192e-04  -5.21986e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.8 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0147e-01  8.2664e-01  1.1734e+00  1.2985e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.31 FROM MIGRAD    STATUS=CONVERGED      51 CALLS          52 TOTAL
                     EDM=4.1137e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.20000e-01   9.14194e-01   4.04258e-03   1.32340e-02
   2  alpha_syst3   6.56878e-02   9.36759e-01   4.01711e-03   2.02290e-03
   3  gamma_stat_channel1_bin_0   1.00604e+00   4.61801e-02   2.04979e-03   2.06948e-02
   4  gamma_stat_channel1_bin_1   1.01238e+00   7.59016e-02   2.30499e-03  -5.20033e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.452e-01 -5.973e-10 -7.371e-03  3.996e-11 
 -5.973e-10  8.880e-01  1.961e-11 -2.139e-02 
 -7.371e-03  1.961e-11  2.139e-03  8.155e-13 
  3.996e-11 -2.139e-02  8.155e-13  5.784e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17336   1.000 -0.000 -0.173  0.000
        2  0.29853  -0.000  1.000  0.000 -0.299
        3  0.17336  -0.173  0.000  1.000  0.000
        4  0.29853   0.000 -0.299  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.452e-01 -5.973e-10 -7.371e-03  3.996e-11 
 -5.973e-10  8.880e-01  1.961e-11 -2.139e-02 
 -7.371e-03  1.961e-11  2.139e-03  8.155e-13 
  3.996e-11 -2.139e-02  8.155e-13  5.784e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.31 for poi fixed at = 0.9	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.128245 condNLL = -1044.31 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  199 **SET PRINT           9
 **********
 **********
 **  200 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   1.20000e-01  9.14194e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   6.56878e-02  9.36759e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.00604e+00  4.61801e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.01238e+00  7.59016e-02    0.00000e+00  1.50000e+00
 **********
 **  201 **SET ERR         0.5
 **********
 **********
 **  202 **SET PRINT           9
 **********
 **********
 **  203 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  204 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-934.922 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.20000e-01   9.14194e-01   1.83929e-01  -4.64388e-01
   2  alpha_syst3   6.56878e-02   9.36759e-01   1.88483e-01  -9.26458e-02
   3  gamma_stat_channel1_bin_0   1.00604e+00   4.61801e-02   9.35954e-02  -1.09404e+00
   4  gamma_stat_channel1_bin_1   1.01238e+00   7.59016e-02   1.08330e-01  -3.57387e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-934.93 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000127483    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.87474e-01   9.14194e-01   1.35014e-02   1.24454e-02
   2  alpha_syst3   7.86541e-02   9.36759e-01   2.59353e-03   3.81132e-02
   3  gamma_stat_channel1_bin_0   1.00986e+00   4.61801e-02   7.74008e-03  -3.26091e-02
   4  gamma_stat_channel1_bin_1   1.01465e+00   7.59016e-02   3.22474e-03  -1.28989e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.3 per cent
 FCN=-934.93 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=6.35488e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.85316e-01   9.14194e-01  -4.31912e-04   3.45951e-03
   2  alpha_syst3   7.15039e-02   9.36759e-01  -1.43021e-03  -2.53796e-03
   3  gamma_stat_channel1_bin_0   1.01003e+00   4.61801e-02   3.44178e-04   3.09189e-03
   4  gamma_stat_channel1_bin_1   1.01477e+00   7.59016e-02   1.70775e-04  -2.00020e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.1 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9739e-01  8.1933e-01  1.1807e+00  1.3026e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-934.93 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=4.68345e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.85316e-01   9.34116e-01   3.90633e-03   3.45688e-03
   2  alpha_syst3   7.15039e-02   9.46356e-01   3.83400e-03  -2.52347e-03
   3  gamma_stat_channel1_bin_0   1.01003e+00   4.62181e-02   1.95186e-03   3.33641e-03
   4  gamma_stat_channel1_bin_1   1.01477e+00   7.60161e-02   2.18453e-03  -1.98263e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.829e-01  1.420e-10 -7.858e-03 -2.410e-13 
  1.420e-10  9.065e-01  2.544e-11 -2.194e-02 
 -7.858e-03  2.544e-11  2.142e-03 -1.487e-12 
 -2.410e-13 -2.194e-02 -1.487e-12  5.801e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.18067   1.000  0.000 -0.181 -0.000
        2  0.30261   0.000  1.000  0.000 -0.303
        3  0.18067  -0.181  0.000  1.000 -0.000
        4  0.30261  -0.000 -0.303 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.829e-01  1.420e-10 -7.858e-03 -2.410e-13 
  1.420e-10  9.065e-01  2.544e-11 -2.194e-02 
 -7.858e-03  2.544e-11  2.142e-03 -1.487e-12 
 -2.410e-13 -2.194e-02 -1.487e-12  5.801e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -934.93 for poi fixed at = 0.9	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 2.26561 condNLL = -934.93 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.9
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.9 qmu = 0 qmu_A = 2.26561 sigma = 0.59793  CLsplusb = 0.5 CLb = 0.933863 CLs = 1.86773
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 0.96
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  205 **SET PRINT           9
 **********
 **********
 **  206 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  207 **SET ERR         0.5
 **********
 **********
 **  208 **SET PRINT           9
 **********
 **********
 **  209 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  210 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.33 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -6.65973e-01
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -3.69249e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -1.33143e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -1.01233e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.35 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000471371    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   8.01403e-02   9.82180e-01   1.82285e-02  -1.65969e-02
   2  alpha_syst3   6.56308e-02   9.47564e-01   9.97392e-03   7.99342e-02
   3  gamma_stat_channel1_bin_0   1.00397e+00   4.93088e-02   9.05568e-03  -4.61459e-02
   4  gamma_stat_channel1_bin_1   1.00976e+00   8.00639e-02   8.80717e-03  -1.59572e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.8 per cent
 FCN=-1044.35 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.41167e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   8.35828e-02   9.82180e-01   6.88589e-04   9.02097e-03
   2  alpha_syst3   5.23565e-02   9.47564e-01  -2.65504e-03   1.78106e-03
   3  gamma_stat_channel1_bin_0   1.00420e+00   4.93088e-02   4.53120e-04   1.49356e-02
   4  gamma_stat_channel1_bin_1   1.00992e+00   8.00639e-02   2.31126e-04  -3.67758e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.8 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0252e-01  8.2772e-01  1.1723e+00  1.2975e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.35 FROM MIGRAD    STATUS=CONVERGED      51 CALLS          52 TOTAL
                     EDM=2.05134e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   8.35828e-02   9.15618e-01   4.04939e-03   9.04103e-03
   2  alpha_syst3   5.23565e-02   9.37418e-01   4.02064e-03   1.80063e-03
   3  gamma_stat_channel1_bin_0   1.00420e+00   4.61737e-02   2.04484e-03   1.51944e-02
   4  gamma_stat_channel1_bin_1   1.00992e+00   7.59024e-02   2.30312e-03  -3.65812e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.479e-01  2.959e-10 -7.335e-03  2.389e-11 
  2.959e-10  8.892e-01 -2.560e-12 -2.133e-02 
 -7.335e-03 -2.560e-12  2.138e-03 -2.066e-13 
  2.389e-11 -2.133e-02 -2.066e-13  5.784e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17228   1.000  0.000 -0.172  0.000
        2  0.29748   0.000  1.000 -0.000 -0.297
        3  0.17228  -0.172 -0.000  1.000 -0.000
        4  0.29748   0.000 -0.297 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.479e-01  2.959e-10 -7.335e-03  2.389e-11 
  2.959e-10  8.892e-01 -2.560e-12 -2.133e-02 
 -7.335e-03 -2.560e-12  2.138e-03 -2.066e-13 
  2.389e-11 -2.133e-02 -2.066e-13  5.784e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.35 for poi fixed at = 0.96	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.0665786 condNLL = -1044.35 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  211 **SET PRINT           9
 **********
 **********
 **  212 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   8.35828e-02  9.15618e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   5.23565e-02  9.37418e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.00420e+00  4.61737e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00992e+00  7.59024e-02    0.00000e+00  1.50000e+00
 **********
 **  213 **SET ERR         0.5
 **********
 **********
 **  214 **SET PRINT           9
 **********
 **********
 **  215 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  216 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-934.768 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   8.35828e-02   9.15618e-01   1.84190e-01  -4.91109e-01
   2  alpha_syst3   5.23565e-02   9.37418e-01   1.88611e-01  -9.82510e-02
   3  gamma_stat_channel1_bin_0   1.00420e+00   4.61737e-02   9.33108e-02  -1.16966e+00
   4  gamma_stat_channel1_bin_1   1.00992e+00   7.59024e-02   1.08187e-01  -3.62354e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-934.777 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00013121    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.55337e-01   9.15618e-01   1.43552e-02   1.36248e-02
   2  alpha_syst3   6.61502e-02   9.37418e-01   2.75893e-03   3.78365e-02
   3  gamma_stat_channel1_bin_0   1.00827e+00   4.61737e-02   8.23034e-03  -3.60538e-02
   4  gamma_stat_channel1_bin_1   1.01222e+00   7.59024e-02   3.26548e-03  -1.08421e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.3 per cent
 FCN=-934.777 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=6.39561e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.52952e-01   9.15618e-01  -4.77390e-04   3.62769e-03
   2  alpha_syst3   5.91136e-02   9.37418e-01  -1.40742e-03  -2.49373e-03
   3  gamma_stat_channel1_bin_0   1.00845e+00   4.61737e-02   3.69536e-04   2.36546e-03
   4  gamma_stat_channel1_bin_1   1.01232e+00   7.59024e-02   1.42683e-04  -2.00980e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.1 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9841e-01  8.2009e-01  1.1799e+00  1.3016e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-934.777 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=4.73744e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.52952e-01   9.36387e-01   3.91532e-03   3.62646e-03
   2  alpha_syst3   5.91136e-02   9.47054e-01   3.83771e-03  -2.47943e-03
   3  gamma_stat_channel1_bin_0   1.00845e+00   4.62152e-02   1.94691e-03   2.60900e-03
   4  gamma_stat_channel1_bin_1   1.01232e+00   7.60048e-02   2.18197e-03  -1.99230e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.873e-01 -6.572e-10 -7.843e-03  1.903e-11 
 -6.572e-10  9.078e-01 -1.390e-11 -2.188e-02 
 -7.843e-03 -1.390e-11  2.142e-03 -5.365e-13 
  1.903e-11 -2.188e-02 -5.365e-13  5.799e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17991   1.000 -0.000 -0.180  0.000
        2  0.30159  -0.000  1.000 -0.000 -0.302
        3  0.17991  -0.180 -0.000  1.000 -0.000
        4  0.30159   0.000 -0.302 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.873e-01 -6.572e-10 -7.843e-03  1.903e-11 
 -6.572e-10  9.078e-01 -1.390e-11 -2.188e-02 
 -7.843e-03 -1.390e-11  2.142e-03 -5.365e-13 
  1.903e-11 -2.188e-02 -5.365e-13  5.799e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -934.777 for poi fixed at = 0.96	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 2.57197 condNLL = -934.777 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 0.96
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 0.96 qmu = 0 qmu_A = 2.57197 sigma = 0.598602  CLsplusb = 0.5 CLb = 0.945614 CLs = 1.89123
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.02
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  217 **SET PRINT           9
 **********
 **********
 **  218 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  219 **SET ERR         0.5
 **********
 **********
 **  220 **SET PRINT           9
 **********
 **********
 **  221 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  222 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.36 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -4.10408e-01
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -2.30800e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -8.20314e-01
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -6.22383e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.37 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0001712    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.53125e-02   9.82180e-01   1.12624e-02  -1.10695e-02
   2  alpha_syst3   4.69426e-02   9.47564e-01   6.23604e-03   4.80797e-02
   3  gamma_stat_channel1_bin_0   1.00225e+00   4.93088e-02   5.60098e-03  -2.68819e-02
   4  gamma_stat_channel1_bin_1   1.00739e+00   8.00639e-02   5.43605e-03  -7.82638e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.8 per cent
 FCN=-1044.37 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=8.11559e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.74575e-02   9.82180e-01   4.29026e-04   4.52087e-03
   2  alpha_syst3   3.93551e-02   9.47564e-01  -1.51755e-03   3.19478e-03
   3  gamma_stat_channel1_bin_0   1.00238e+00   4.93088e-02   2.52209e-04   7.72422e-03
   4  gamma_stat_channel1_bin_1   1.00747e+00   8.00639e-02   1.13463e-04  -2.13722e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.7 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0356e-01  8.2874e-01  1.1713e+00  1.2964e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.37 FROM MIGRAD    STATUS=CONVERGED      50 CALLS          51 TOTAL
                     EDM=7.45487e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.74575e-02   9.17109e-01   4.05662e-03   4.53824e-03
   2  alpha_syst3   3.93551e-02   9.38088e-01   4.02426e-03   3.21339e-03
   3  gamma_stat_channel1_bin_0   1.00238e+00   4.61666e-02   2.03990e-03   7.98208e-03
   4  gamma_stat_channel1_bin_1   1.00747e+00   7.59022e-02   2.30123e-03  -2.11783e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.507e-01  8.928e-10 -7.303e-03  3.543e-11 
  8.928e-10  8.905e-01  2.733e-11 -2.127e-02 
 -7.303e-03  2.733e-11  2.137e-03  3.704e-13 
  3.543e-11 -2.127e-02  3.704e-13  5.784e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17126   1.000  0.000 -0.171  0.000
        2  0.29644   0.000  1.000  0.000 -0.296
        3  0.17126  -0.171  0.000  1.000  0.000
        4  0.29644   0.000 -0.296  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.507e-01  8.928e-10 -7.303e-03  3.543e-11 
  8.928e-10  8.905e-01  2.733e-11 -2.127e-02 
 -7.303e-03  2.733e-11  2.137e-03  3.704e-13 
  3.543e-11 -2.127e-02  3.704e-13  5.784e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.37 for poi fixed at = 1.02	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.0250164 condNLL = -1044.37 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  223 **SET PRINT           9
 **********
 **********
 **  224 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   4.74575e-02  9.17109e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   3.93551e-02  9.38088e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.00238e+00  4.61666e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00747e+00  7.59022e-02    0.00000e+00  1.50000e+00
 **********
 **  225 **SET ERR         0.5
 **********
 **********
 **  226 **SET PRINT           9
 **********
 **********
 **  227 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  228 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-934.604 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   4.74575e-02   9.17109e-01   1.84475e-01  -5.17663e-01
   2  alpha_syst3   3.93551e-02   9.38088e-01   1.88742e-01  -1.02226e-01
   3  gamma_stat_channel1_bin_0   1.00238e+00   4.61666e-02   9.30316e-02  -1.24659e+00
   4  gamma_stat_channel1_bin_1   1.00747e+00   7.59022e-02   1.08046e-01  -3.67376e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-934.614 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000137655    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.23508e-01   9.17109e-01   1.52126e-02   1.49942e-02
   2  alpha_syst3   5.37552e-02   9.38088e-01   2.88015e-03   3.78503e-02
   3  gamma_stat_channel1_bin_0   1.00671e+00   4.61666e-02   8.72722e-03  -3.94161e-02
   4  gamma_stat_channel1_bin_1   1.00979e+00   7.59022e-02   3.30747e-03  -9.43033e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 FCN=-934.614 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=6.51017e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.20855e-01   9.17109e-01  -5.30903e-04   3.77254e-03
   2  alpha_syst3   4.67416e-02   9.38088e-01  -1.40280e-03  -2.55845e-03
   3  gamma_stat_channel1_bin_0   1.00691e+00   4.61666e-02   3.95912e-04   1.78589e-03
   4  gamma_stat_channel1_bin_1   1.00988e+00   7.59022e-02   1.23973e-04  -2.02643e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.0 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         6.9942e-01  8.2082e-01  1.1792e+00  1.3006e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-934.614 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=4.82423e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.20855e-01   9.38562e-01   3.92404e-03   3.77321e-03
   2  alpha_syst3   4.67416e-02   9.47746e-01   3.84140e-03  -2.54430e-03
   3  gamma_stat_channel1_bin_0   1.00691e+00   4.62120e-02   1.94206e-03   2.02847e-03
   4  gamma_stat_channel1_bin_1   1.00988e+00   7.59931e-02   2.17941e-03  -2.00900e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.915e-01 -1.734e-10 -7.830e-03  4.608e-11 
 -1.734e-10  9.092e-01  8.505e-12 -2.182e-02 
 -7.830e-03  8.505e-12  2.142e-03 -2.260e-12 
  4.608e-11 -2.182e-02 -2.260e-12  5.798e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17918   1.000 -0.000 -0.179  0.000
        2  0.30058  -0.000  1.000  0.000 -0.301
        3  0.17918  -0.179  0.000  1.000 -0.000
        4  0.30058   0.000 -0.301 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.915e-01 -1.734e-10 -7.830e-03  4.608e-11 
 -1.734e-10  9.092e-01  8.505e-12 -2.182e-02 
 -7.830e-03  8.505e-12  2.142e-03 -2.260e-12 
  4.608e-11 -2.182e-02 -2.260e-12  5.798e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -934.614 for poi fixed at = 1.02	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 2.89693 condNLL = -934.614 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 1.02
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.02 qmu = 0 qmu_A = 2.89693 sigma = 0.599282  CLsplusb = 0.5 CLb = 0.955626 CLs = 1.91125
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.08
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  229 **SET PRINT           9
 **********
 **********
 **  230 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  231 **SET ERR         0.5
 **********
 **********
 **  232 **SET PRINT           9
 **********
 **********
 **  233 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  234 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.38 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01  -1.59892e-01
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01  -9.38457e-02
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02  -3.19295e-01
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01  -2.36646e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.38 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=2.19487e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.09566e-02   9.82180e-01   4.39108e-03  -4.92673e-03
   2  alpha_syst3   2.84227e-02   9.47564e-01   2.53196e-03   1.68918e-02
   3  gamma_stat_channel1_bin_0   1.00055e+00   4.93088e-02   2.18456e-03  -1.03374e-02
   4  gamma_stat_channel1_bin_1   1.00501e+00   8.00639e-02   2.07144e-03  -6.08595e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.7 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0460e-01  8.2972e-01  1.1703e+00  1.2954e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.38 FROM MIGRAD    STATUS=CONVERGED      43 CALLS          44 TOTAL
                     EDM=1.1692e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.09566e-02   9.18618e-01   4.06234e-03  -4.91168e-03
   2  alpha_syst3   2.84227e-02   9.38799e-01   4.02648e-03   1.69096e-02
   3  gamma_stat_channel1_bin_0   1.00055e+00   4.61558e-02   2.02764e-03  -1.00823e-02
   4  gamma_stat_channel1_bin_1   1.00501e+00   7.59013e-02   2.29346e-03  -4.08707e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.535e-01 -4.483e-10 -7.271e-03  1.042e-10 
 -4.483e-10  8.919e-01  2.445e-11 -2.122e-02 
 -7.271e-03  2.445e-11  2.136e-03 -1.378e-12 
  1.042e-10 -2.122e-02 -1.378e-12  5.783e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17028   1.000 -0.000 -0.170  0.000
        2  0.29540  -0.000  1.000  0.000 -0.295
        3  0.17028  -0.170  0.000  1.000 -0.000
        4  0.29540   0.000 -0.295 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.535e-01 -4.483e-10 -7.271e-03  1.042e-10 
 -4.483e-10  8.919e-01  2.445e-11 -2.122e-02 
 -7.271e-03  2.445e-11  2.136e-03 -1.378e-12 
  1.042e-10 -2.122e-02 -1.378e-12  5.783e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.38 for poi fixed at = 1.08	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.00343042 condNLL = -1044.38 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  235 **SET PRINT           9
 **********
 **********
 **  236 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2   1.09566e-02  9.18618e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   2.84227e-02  9.38799e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   1.00055e+00  4.61558e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00501e+00  7.59013e-02    0.00000e+00  1.50000e+00
 **********
 **  237 **SET ERR         0.5
 **********
 **********
 **  238 **SET PRINT           9
 **********
 **********
 **  239 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  240 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-934.431 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   1.09566e-02   9.18618e-01   1.84774e-01  -5.48646e-01
   2  alpha_syst3   2.84227e-02   9.38799e-01   1.88884e-01  -9.41097e-02
   3  gamma_stat_channel1_bin_0   1.00055e+00   4.61558e-02   9.27471e-02  -1.33412e+00
   4  gamma_stat_channel1_bin_1   1.00501e+00   7.59013e-02   1.07905e-01  -3.67044e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-934.442 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000152643    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   9.20695e-02   9.18618e-01   1.62236e-02   1.70939e-02
   2  alpha_syst3   4.17412e-02   9.38799e-01   2.66377e-03   3.90437e-02
   3  gamma_stat_channel1_bin_0   1.00518e+00   4.61558e-02   9.30303e-03  -4.15958e-02
   4  gamma_stat_channel1_bin_1   1.00734e+00   7.59013e-02   3.30531e-03  -1.22077e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 FCN=-934.442 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=6.82569e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   8.89501e-02   9.18618e-01  -6.23972e-04   3.51907e-03
   2  alpha_syst3   3.43521e-02   9.38799e-01  -1.47788e-03  -2.98222e-03
   3  gamma_stat_channel1_bin_0   1.00539e+00   4.61558e-02   4.22539e-04   2.03340e-03
   4  gamma_stat_channel1_bin_1   1.00746e+00   7.59013e-02   1.59382e-04  -2.08087e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.1 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0042e-01  8.2152e-01  1.1785e+00  1.2996e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-934.442 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=4.97631e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   8.89501e-02   9.40610e-01   3.93235e-03   3.52211e-03
   2  alpha_syst3   3.43521e-02   9.48429e-01   3.84506e-03  -2.96816e-03
   3  gamma_stat_channel1_bin_0   1.00539e+00   4.62088e-02   1.93734e-03   2.27503e-03
   4  gamma_stat_channel1_bin_1   1.00746e+00   7.59810e-02   2.17672e-03  -2.06352e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.954e-01 -3.222e-10 -7.816e-03  3.697e-11 
 -3.222e-10  9.105e-01 -1.577e-11 -2.176e-02 
 -7.816e-03 -1.577e-11  2.141e-03  1.810e-12 
  3.697e-11 -2.176e-02  1.810e-12  5.796e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17848   1.000 -0.000 -0.178  0.000
        2  0.29958  -0.000  1.000 -0.000 -0.300
        3  0.17848  -0.178 -0.000  1.000  0.000
        4  0.29958   0.000 -0.300  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.954e-01 -3.222e-10 -7.816e-03  3.697e-11 
 -3.222e-10  9.105e-01 -1.577e-11 -2.176e-02 
 -7.816e-03 -1.577e-11  2.141e-03  1.810e-12 
  3.697e-11 -2.176e-02  1.810e-12  5.796e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -934.442 for poi fixed at = 1.08	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 3.24032 condNLL = -934.442 uncond -936.063
[#1] INFO:Eval -- Using one-sided qmu - setting qmu to zero  muHat = 1.11601 muTest = 1.08
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.08 qmu = 0 qmu_A = 3.24032 sigma = 0.599971  CLsplusb = 0.5 CLb = 0.964077 CLs = 1.92815
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.14
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  241 **SET PRINT           9
 **********
 **********
 **  242 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  243 **SET ERR         0.5
 **********
 **********
 **  244 **SET PRINT           9
 **********
 **********
 **  245 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  246 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.38 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   8.57238e-02
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   4.16395e-02
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   1.71923e-01
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   1.44951e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.38 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=1.32274e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.29616e-02   9.82180e-01  -2.39258e-03   1.61914e-03
   2  alpha_syst3   1.00666e-02   9.47564e-01  -1.13930e-03  -1.37328e-02
   3  gamma_stat_channel1_bin_0   9.98855e-01   4.93088e-02  -1.19696e-03   3.11823e-03
   4  gamma_stat_channel1_bin_1   1.00264e+00   8.00639e-02  -1.29138e-03   5.23108e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.9 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0558e-01  8.3063e-01  1.1694e+00  1.2944e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.38 FROM MIGRAD    STATUS=CONVERGED      43 CALLS          44 TOTAL
                     EDM=8.11024e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.29616e-02   9.20173e-01   4.07272e-03   1.63248e-03
   2  alpha_syst3   1.00666e-02   9.39387e-01   4.03245e-03  -1.37161e-02
   3  gamma_stat_channel1_bin_0   9.98855e-01   4.61544e-02   2.03411e-03   3.38549e-03
   4  gamma_stat_channel1_bin_1   1.00264e+00   7.59051e-02   2.30100e-03   5.42411e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.565e-01 -1.029e-10 -7.245e-03 -5.974e-11 
 -1.029e-10  8.930e-01 -1.964e-11 -2.116e-02 
 -7.245e-03 -1.964e-11  2.136e-03  9.913e-13 
 -5.974e-11 -2.116e-02  9.913e-13  5.784e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16937   1.000 -0.000 -0.169 -0.000
        2  0.29442  -0.000  1.000 -0.000 -0.294
        3  0.16937  -0.169 -0.000  1.000  0.000
        4  0.29442  -0.000 -0.294  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.565e-01 -1.029e-10 -7.245e-03 -5.974e-11 
 -1.029e-10  8.930e-01 -1.964e-11 -2.116e-02 
 -7.245e-03 -1.964e-11  2.136e-03  9.913e-13 
 -5.974e-11 -2.116e-02  9.913e-13  5.784e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.38 for poi fixed at = 1.14	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.00165694 condNLL = -1044.38 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  247 **SET PRINT           9
 **********
 **********
 **  248 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -2.29616e-02  9.20173e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.00666e-02  9.39387e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.98855e-01  4.61544e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00264e+00  7.59051e-02    0.00000e+00  1.50000e+00
 **********
 **  249 **SET ERR         0.5
 **********
 **********
 **  250 **SET PRINT           9
 **********
 **********
 **  251 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  252 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-934.249 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.29616e-02   9.20173e-01   1.85092e-01  -5.63895e-01
   2  alpha_syst3   1.00666e-02   9.39387e-01   1.89001e-01  -1.29495e-01
   3  gamma_stat_channel1_bin_0   9.98855e-01   4.61544e-02   9.25045e-02  -1.38906e+00
   4  gamma_stat_channel1_bin_1   1.00264e+00   7.59051e-02   1.07778e-01  -3.81728e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-934.262 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000140847    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   6.05589e-02   9.20173e-01   1.67044e-02   1.68218e-02
   2  alpha_syst3   2.83973e-02   9.39387e-01   3.66618e-03   3.54184e-02
   3  gamma_stat_channel1_bin_0   1.00365e+00   4.61544e-02   9.61647e-03  -4.83078e-02
   4  gamma_stat_channel1_bin_1   1.00506e+00   7.59051e-02   3.42498e-03   8.50754e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 FCN=-934.262 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=6.20525e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.76404e-02   9.20173e-01  -5.83733e-04   4.72751e-03
   2  alpha_syst3   2.21186e-02   9.39387e-01  -1.25575e-03  -2.38080e-03
   3  gamma_stat_channel1_bin_0   1.00388e+00   4.61544e-02   4.48181e-04  -9.43536e-04
   4  gamma_stat_channel1_bin_1   1.00506e+00   7.59051e-02  -3.56211e-07  -1.91656e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.9 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0142e-01  8.2221e-01  1.1778e+00  1.2986e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-934.262 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=4.68344e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   5.76404e-02   9.42500e-01   3.94014e-03   4.73334e-03
   2  alpha_syst3   2.21186e-02   9.49108e-01   3.84862e-03  -2.36679e-03
   3  gamma_stat_channel1_bin_0   1.00388e+00   4.62039e-02   1.93259e-03  -7.02822e-04
   4  gamma_stat_channel1_bin_1   1.00506e+00   7.59698e-02   2.17461e-03  -1.89927e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.990e-01 -7.737e-10 -7.800e-03 -4.982e-11 
 -7.737e-10  9.118e-01 -3.632e-11 -2.170e-02 
 -7.800e-03 -3.632e-11  2.141e-03  6.122e-13 
 -4.982e-11 -2.170e-02  6.122e-13  5.794e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17779   1.000 -0.000 -0.178 -0.000
        2  0.29858  -0.000  1.000 -0.000 -0.299
        3  0.17779  -0.178 -0.000  1.000  0.000
        4  0.29858  -0.000 -0.299  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.990e-01 -7.737e-10 -7.800e-03 -4.982e-11 
 -7.737e-10  9.118e-01 -3.632e-11 -2.170e-02 
 -7.800e-03 -3.632e-11  2.141e-03  6.122e-13 
 -4.982e-11 -2.170e-02  6.122e-13  5.794e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -934.262 for poi fixed at = 1.14	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 3.602 condNLL = -934.262 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.14 qmu = 0.00165694 qmu_A = 3.602 sigma = 0.600666  CLsplusb = 0.483765 CLb = 0.968358 CLs = 2.00171
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.2
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  253 **SET PRINT           9
 **********
 **********
 **  254 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  255 **SET ERR         0.5
 **********
 **********
 **  256 **SET PRINT           9
 **********
 **********
 **  257 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  258 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.36 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   3.26582e-01
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   1.75679e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   6.53626e-01
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   5.22476e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.37 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000135812    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.63801e-02   9.82180e-01  -9.07650e-03   9.01591e-03
   2  alpha_syst3  -8.11982e-03   9.47564e-01  -4.77658e-03  -4.35962e-02
   3  gamma_stat_channel1_bin_0   9.97180e-01   4.93088e-02  -4.53715e-03   1.44985e-02
   4  gamma_stat_channel1_bin_1   1.00027e+00   8.00639e-02  -4.64214e-03   1.06705e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.8 per cent
 FCN=-1044.37 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=7.07627e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.83810e-02   9.82180e-01  -4.00205e-04  -4.67509e-03
   2  alpha_syst3  -6.14481e-04   9.47564e-01   1.50107e-03  -2.28307e-04
   3  gamma_stat_channel1_bin_0   9.97096e-01   4.93088e-02  -1.68067e-04  -9.98881e-03
   4  gamma_stat_channel1_bin_1   1.00016e+00   8.00639e-02  -1.61347e-04   1.91160e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 31.0 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0662e-01  8.3155e-01  1.1684e+00  1.2934e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.37 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=5.65143e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.83810e-02   9.21655e-01   4.07942e-03  -4.66317e-03
   2  alpha_syst3  -6.14481e-04   9.40093e-01   4.03556e-03  -2.11648e-04
   3  gamma_stat_channel1_bin_0   9.97096e-01   4.61444e-02   2.02522e-03  -9.73377e-03
   4  gamma_stat_channel1_bin_1   1.00016e+00   7.58978e-02   2.29542e-03   1.93078e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.592e-01 -4.456e-10 -7.215e-03  1.576e-11 
 -4.456e-10  8.944e-01  9.772e-12 -2.110e-02 
 -7.215e-03  9.772e-12  2.135e-03 -1.785e-12 
  1.576e-11 -2.110e-02 -1.785e-12  5.783e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16845   1.000 -0.000 -0.168  0.000
        2  0.29338  -0.000  1.000  0.000 -0.293
        3  0.16845  -0.168  0.000  1.000 -0.000
        4  0.29338   0.000 -0.293 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.592e-01 -4.456e-10 -7.215e-03  1.576e-11 
 -4.456e-10  8.944e-01  9.772e-12 -2.110e-02 
 -7.215e-03  9.772e-12  2.135e-03 -1.785e-12 
  1.576e-11 -2.110e-02 -1.785e-12  5.783e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.37 for poi fixed at = 1.2	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.0195659 condNLL = -1044.37 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  259 **SET PRINT           9
 **********
 **********
 **  260 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -5.83810e-02  9.21655e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -6.14481e-04  9.40093e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.97096e-01  4.61444e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00016e+00  7.58978e-02    0.00000e+00  1.50000e+00
 **********
 **  261 **SET ERR         0.5
 **********
 **********
 **  262 **SET PRINT           9
 **********
 **********
 **  263 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  264 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-934.058 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.83810e-02   9.21655e-01   1.85404e-01  -5.91413e-01
   2  alpha_syst3  -6.14481e-04   9.40093e-01   1.89144e-01  -1.21552e-01
   3  gamma_stat_channel1_bin_0   9.97096e-01   4.61444e-02   9.22383e-02  -1.47062e+00
   4  gamma_stat_channel1_bin_1   1.00016e+00   7.58978e-02   1.07630e-01  -3.88380e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-934.072 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000160245    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.96827e-02   9.21655e-01   1.76130e-02   1.88640e-02
   2  alpha_syst3   1.66702e-02   9.40093e-01   3.45695e-03   3.76141e-02
   3  gamma_stat_channel1_bin_0   1.00217e+00   4.61444e-02   1.01438e-02  -5.04967e-02
   4  gamma_stat_channel1_bin_1   1.00262e+00   7.58978e-02   3.48488e-03  -2.87968e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 FCN=-934.072 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=6.9236e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.63131e-02   9.21655e-01  -6.73923e-04   4.54537e-03
   2  alpha_syst3   9.82526e-03   9.40093e-01  -1.36900e-03  -2.81760e-03
   3  gamma_stat_channel1_bin_0   1.00241e+00   4.61444e-02   4.77866e-04  -2.51588e-04
   4  gamma_stat_channel1_bin_1   1.00265e+00   7.58978e-02   4.32380e-05  -2.05083e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.9 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0241e-01  8.2289e-01  1.1771e+00  1.2976e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-934.072 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=5.14045e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2   2.63131e-02   9.44205e-01   3.94731e-03   4.55442e-03
   2  alpha_syst3   9.82526e-03   9.49771e-01   3.85221e-03  -2.80359e-03
   3  gamma_stat_channel1_bin_0   1.00241e+00   4.61998e-02   1.92804e-03  -1.17672e-05
   4  gamma_stat_channel1_bin_1   1.00265e+00   7.59562e-02   2.17191e-03  -2.03361e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.023e-01  8.408e-11 -7.784e-03  6.957e-11 
  8.408e-11  9.131e-01 -3.563e-11 -2.164e-02 
 -7.784e-03 -3.563e-11  2.141e-03  2.271e-13 
  6.957e-11 -2.164e-02  2.271e-13  5.792e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17711   1.000  0.000 -0.177  0.000
        2  0.29759   0.000  1.000 -0.000 -0.298
        3  0.17711  -0.177 -0.000  1.000  0.000
        4  0.29759   0.000 -0.298  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.023e-01  8.408e-11 -7.784e-03  6.957e-11 
  8.408e-11  9.131e-01 -3.563e-11 -2.164e-02 
 -7.784e-03 -3.563e-11  2.141e-03  2.271e-13 
  6.957e-11 -2.164e-02  2.271e-13  5.792e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -934.072 for poi fixed at = 1.2	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 3.98182 condNLL = -934.072 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.2 qmu = 0.0195659 qmu_A = 3.98182 sigma = 0.601368  CLsplusb = 0.444378 CLb = 0.968243 CLs = 2.17887
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.26
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  265 **SET PRINT           9
 **********
 **********
 **  266 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  267 **SET ERR         0.5
 **********
 **********
 **  268 **SET PRINT           9
 **********
 **********
 **  269 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  270 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.34 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   5.62818e-01
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   3.08295e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   1.12609e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   8.95993e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.35 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000381492    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.93439e-02   9.82180e-01  -1.56700e-02   1.69371e-02
   2  alpha_syst3  -2.61394e-02   9.47564e-01  -8.38052e-03  -7.28247e-02
   3  gamma_stat_channel1_bin_0   9.95520e-01   4.93088e-02  -7.84047e-03   2.32862e-02
   4  gamma_stat_channel1_bin_1   9.97906e-01   8.00639e-02  -7.98751e-03   1.50671e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.8 per cent
 FCN=-1044.35 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=1.96482e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -9.29736e-02   9.82180e-01  -7.26070e-04  -7.43959e-03
   2  alpha_syst3  -1.37603e-02   9.47564e-01   2.47585e-03  -9.26225e-04
   3  gamma_stat_channel1_bin_0   9.95385e-01   4.93088e-02  -2.68561e-04  -1.68497e-02
   4  gamma_stat_channel1_bin_1   9.97741e-01   8.00639e-02  -2.34001e-04   3.18586e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.9 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0763e-01  8.3245e-01  1.1676e+00  1.2924e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.35 FROM MIGRAD    STATUS=CONVERGED      51 CALLS          52 TOTAL
                     EDM=1.57476e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -9.29736e-02   9.23081e-01   4.08692e-03  -7.42865e-03
   2  alpha_syst3  -1.37603e-02   9.40762e-01   4.03943e-03  -9.10950e-04
   3  gamma_stat_channel1_bin_0   9.95385e-01   4.61358e-02   2.02037e-03  -1.65956e-02
   4  gamma_stat_channel1_bin_1   9.97741e-01   7.58947e-02   2.29344e-03   3.20496e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.619e-01  1.586e-10 -7.187e-03  2.752e-11 
  1.586e-10  8.957e-01  3.981e-11 -2.104e-02 
 -7.187e-03  3.981e-11  2.134e-03 -1.196e-12 
  2.752e-11 -2.104e-02 -1.196e-12  5.782e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16755   1.000  0.000 -0.168  0.000
        2  0.29237   0.000  1.000  0.000 -0.292
        3  0.16755  -0.168  0.000  1.000 -0.000
        4  0.29237   0.000 -0.292 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.619e-01  1.586e-10 -7.187e-03  2.752e-11 
  1.586e-10  8.957e-01  3.981e-11 -2.104e-02 
 -7.187e-03  3.981e-11  2.134e-03 -1.196e-12 
  2.752e-11 -2.104e-02 -1.196e-12  5.782e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.35 for poi fixed at = 1.26	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.0570298 condNLL = -1044.35 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  271 **SET PRINT           9
 **********
 **********
 **  272 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -9.29736e-02  9.23081e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -1.37603e-02  9.40762e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.95385e-01  4.61358e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.97741e-01  7.58947e-02    0.00000e+00  1.50000e+00
 **********
 **  273 **SET ERR         0.5
 **********
 **********
 **  274 **SET PRINT           9
 **********
 **********
 **  275 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  276 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-933.858 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -9.29736e-02   9.23081e-01   1.85715e-01  -6.15443e-01
   2  alpha_syst3  -1.37603e-02   9.40762e-01   1.89281e-01  -1.27522e-01
   3  gamma_stat_channel1_bin_0   9.95385e-01   4.61358e-02   9.19846e-02  -1.54532e+00
   4  gamma_stat_channel1_bin_1   9.97741e-01   7.58947e-02   1.07494e-01  -3.96198e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-933.873 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000170546    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.00001e-03   9.23081e-01   1.83958e-02   2.01912e-02
   2  alpha_syst3   4.43227e-03   9.40762e-01   3.63851e-03   3.77534e-02
   3  gamma_stat_channel1_bin_0   1.00071e+00   4.61358e-02   1.06103e-02  -5.41465e-02
   4  gamma_stat_channel1_bin_1   1.00025e+00   7.58947e-02   3.55165e-03  -9.52969e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-933.873 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=7.15638e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.61508e-03   9.23081e-01  -7.23013e-04   4.80756e-03
   2  alpha_syst3  -2.41960e-03   9.40762e-01  -1.37037e-03  -2.99507e-03
   3  gamma_stat_channel1_bin_0   1.00096e+00   4.61358e-02   5.05432e-04  -8.14779e-04
   4  gamma_stat_channel1_bin_1   1.00027e+00   7.58947e-02   2.06671e-05  -2.06601e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.8 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0340e-01  8.2358e-01  1.1764e+00  1.2966e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-933.873 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=5.30282e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.61508e-03   9.45699e-01   3.95374e-03   4.82017e-03
   2  alpha_syst3  -2.41960e-03   9.50422e-01   3.85571e-03  -2.98101e-03
   3  gamma_stat_channel1_bin_0   1.00096e+00   4.61947e-02   1.92354e-03  -5.75835e-04
   4  gamma_stat_channel1_bin_1   1.00027e+00   7.59431e-02   2.16944e-03  -2.04886e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.052e-01 -4.597e-10 -7.765e-03 -3.659e-11 
 -4.597e-10  9.144e-01 -1.243e-11 -2.158e-02 
 -7.765e-03 -1.243e-11  2.140e-03 -9.896e-13 
 -3.659e-11 -2.158e-02 -9.896e-13  5.790e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17642   1.000 -0.000 -0.176 -0.000
        2  0.29660  -0.000  1.000 -0.000 -0.297
        3  0.17642  -0.176 -0.000  1.000 -0.000
        4  0.29660  -0.000 -0.297 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.052e-01 -4.597e-10 -7.765e-03 -3.659e-11 
 -4.597e-10  9.144e-01 -1.243e-11 -2.158e-02 
 -7.765e-03 -1.243e-11  2.140e-03 -9.896e-13 
 -3.659e-11 -2.158e-02 -9.896e-13  5.790e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -933.873 for poi fixed at = 1.26	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 4.37963 condNLL = -933.873 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.26 qmu = 0.0570298 qmu_A = 4.37963 sigma = 0.602077  CLsplusb = 0.405627 CLb = 0.968127 CLs = 2.38674
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.32
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  277 **SET PRINT           9
 **********
 **********
 **  278 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  279 **SET ERR         0.5
 **********
 **********
 **  280 **SET PRINT           9
 **********
 **********
 **  281 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  282 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.29 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   7.94565e-01
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   4.39510e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   1.58957e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   1.26557e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.32 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000742933    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.21845e-01   9.82180e-01  -2.21717e-02   2.54130e-02
   2  alpha_syst3  -4.39916e-02   9.47564e-01  -1.19511e-02  -1.01390e-01
   3  gamma_stat_channel1_bin_0   9.93874e-01   4.93088e-02  -1.11060e-02   2.97220e-02
   4  gamma_stat_channel1_bin_1   9.95542e-01   8.00639e-02  -1.13256e-02   1.85893e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.8 per cent
 FCN=-1044.32 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=3.78775e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.27203e-01   9.82180e-01  -1.07184e-03  -9.95916e-03
   2  alpha_syst3  -2.68569e-02   9.47564e-01   3.42703e-03  -1.65049e-03
   3  gamma_stat_channel1_bin_0   9.93698e-01   4.93088e-02  -3.48665e-04  -2.38497e-02
   4  gamma_stat_channel1_bin_1   9.95331e-01   8.00639e-02  -2.97627e-04   4.40814e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.8 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0863e-01  8.3334e-01  1.1667e+00  1.2914e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.32 FROM MIGRAD    STATUS=CONVERGED      51 CALLS          52 TOTAL
                     EDM=3.02699e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.27203e-01   9.24411e-01   4.09416e-03  -9.94880e-03
   2  alpha_syst3  -2.68569e-02   9.41428e-01   4.04332e-03  -1.63590e-03
   3  gamma_stat_channel1_bin_0   9.93698e-01   4.61266e-02   2.01556e-03  -2.35965e-02
   4  gamma_stat_channel1_bin_1   9.95331e-01   7.58907e-02   2.29144e-03   4.42717e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.645e-01  6.572e-10 -7.157e-03  1.592e-11 
  6.572e-10  8.970e-01  1.513e-11 -2.098e-02 
 -7.157e-03  1.513e-11  2.134e-03 -6.130e-13 
  1.592e-11 -2.098e-02 -6.130e-13  5.782e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16666   1.000  0.000 -0.167  0.000
        2  0.29137   0.000  1.000  0.000 -0.291
        3  0.16666  -0.167  0.000  1.000 -0.000
        4  0.29137   0.000 -0.291 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.645e-01  6.572e-10 -7.157e-03  1.592e-11 
  6.572e-10  8.970e-01  1.513e-11 -2.098e-02 
 -7.157e-03  1.513e-11  2.134e-03 -6.130e-13 
  1.592e-11 -2.098e-02 -6.130e-13  5.782e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.32 for poi fixed at = 1.32	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.113902 condNLL = -1044.32 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  283 **SET PRINT           9
 **********
 **********
 **  284 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.27203e-01  9.24411e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -2.68569e-02  9.41428e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.93698e-01  4.61266e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.95331e-01  7.58907e-02    0.00000e+00  1.50000e+00
 **********
 **  285 **SET ERR         0.5
 **********
 **********
 **  286 **SET PRINT           9
 **********
 **********
 **  287 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  288 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-933.649 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.27203e-01   9.24411e-01   1.86015e-01  -6.39242e-01
   2  alpha_syst3  -2.68569e-02   9.41428e-01   1.89419e-01  -1.33502e-01
   3  gamma_stat_channel1_bin_0   9.93698e-01   4.61266e-02   9.17362e-02  -1.61968e+00
   4  gamma_stat_channel1_bin_1   9.95331e-01   7.58907e-02   1.07359e-01  -4.04564e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-933.665 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000181903    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.13781e-02   9.24411e-01   1.91677e-02   2.14887e-02
   2  alpha_syst3  -7.74924e-03   9.41428e-01   3.82156e-03   3.79797e-02
   3  gamma_stat_channel1_bin_0   9.99263e-01   4.61266e-02   1.10715e-02  -5.77634e-02
   4  gamma_stat_channel1_bin_1   9.97898e-01   7.58907e-02   3.62338e-03   9.25186e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-933.665 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=7.43209e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.52317e-02   9.24411e-01  -7.70721e-04   5.07513e-03
   2  alpha_syst3  -1.46290e-02   9.41428e-01  -1.37595e-03  -3.19536e-03
   3  gamma_stat_channel1_bin_0   9.99529e-01   4.61266e-02   5.32719e-04  -1.33671e-03
   4  gamma_stat_channel1_bin_1   9.97897e-01   7.58907e-02  -9.68885e-07  -2.08472e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.9 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0438e-01  8.2428e-01  1.1757e+00  1.2956e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-933.665 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=5.49515e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.52317e-02   9.46962e-01   3.95935e-03   5.09159e-03
   2  alpha_syst3  -1.46290e-02   9.51060e-01   3.85915e-03  -3.18121e-03
   3  gamma_stat_channel1_bin_0   9.99529e-01   4.61890e-02   1.91913e-03  -1.09861e-03
   4  gamma_stat_channel1_bin_1   9.97897e-01   7.59295e-02   2.16699e-03  -2.06764e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.077e-01  1.734e-10 -7.744e-03  1.072e-11 
  1.734e-10  9.156e-01  6.497e-11 -2.152e-02 
 -7.744e-03  6.497e-11  2.140e-03 -8.079e-13 
  1.072e-11 -2.152e-02 -8.079e-13  5.788e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17572   1.000  0.000 -0.176  0.000
        2  0.29562   0.000  1.000  0.000 -0.296
        3  0.17572  -0.176  0.000  1.000 -0.000
        4  0.29562   0.000 -0.296 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.077e-01  1.734e-10 -7.744e-03  1.072e-11 
  1.734e-10  9.156e-01  6.497e-11 -2.152e-02 
 -7.744e-03  6.497e-11  2.140e-03 -8.079e-13 
  1.072e-11 -2.152e-02 -8.079e-13  5.788e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -933.665 for poi fixed at = 1.32	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 4.79529 condNLL = -933.665 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.32 qmu = 0.113902 qmu_A = 4.79529 sigma = 0.60279  CLsplusb = 0.367872 CLb = 0.96801 CLs = 2.63138
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  289 **SET PRINT           9
 **********
 **********
 **  290 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  291 **SET ERR         0.5
 **********
 **********
 **  292 **SET PRINT           9
 **********
 **********
 **  293 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  294 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.24 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   1.02195e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   5.69348e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   2.04432e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   1.63126e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.28 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00121351    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.53885e-01   9.82180e-01  -2.85820e-02   3.44082e-02
   2  alpha_syst3  -6.16759e-02   9.47564e-01  -1.54881e-02  -1.29284e-01
   3  gamma_stat_channel1_bin_0   9.92244e-01   4.93088e-02  -1.43337e-02   3.39410e-02
   4  gamma_stat_channel1_bin_1   9.93181e-01   8.00639e-02  -1.46559e-02   2.12890e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.8 per cent
 FCN=-1044.28 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=6.12849e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.61065e-01   9.82180e-01  -1.43675e-03  -1.22611e-02
   2  alpha_syst3  -3.99020e-02   9.47564e-01   4.35501e-03  -2.38428e-03
   3  gamma_stat_channel1_bin_0   9.92037e-01   4.93088e-02  -4.09555e-04  -3.09504e-02
   4  gamma_stat_channel1_bin_1   9.92930e-01   8.00639e-02  -3.52591e-04   5.58161e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.7 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0963e-01  8.3424e-01  1.1658e+00  1.2904e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.28 FROM MIGRAD    STATUS=CONVERGED      51 CALLS          52 TOTAL
                     EDM=4.8723e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.61065e-01   9.25620e-01   4.10103e-03  -1.22509e-02
   2  alpha_syst3  -3.99020e-02   9.42088e-01   4.04723e-03  -2.37031e-03
   3  gamma_stat_channel1_bin_0   9.92037e-01   4.61168e-02   2.01077e-03  -3.06981e-02
   4  gamma_stat_channel1_bin_1   9.92930e-01   7.58859e-02   2.28942e-03   5.60057e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.668e-01  4.595e-10 -7.127e-03 -3.685e-11 
  4.595e-10  8.982e-01  2.277e-11 -2.092e-02 
 -7.127e-03  2.277e-11  2.133e-03 -1.826e-12 
 -3.685e-11 -2.092e-02 -1.826e-12  5.781e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16576   1.000  0.000 -0.166 -0.000
        2  0.29037   0.000  1.000  0.000 -0.290
        3  0.16576  -0.166  0.000  1.000 -0.000
        4  0.29037  -0.000 -0.290 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.668e-01  4.595e-10 -7.127e-03 -3.685e-11 
  4.595e-10  8.982e-01  2.277e-11 -2.092e-02 
 -7.127e-03  2.277e-11  2.133e-03 -1.826e-12 
 -3.685e-11 -2.092e-02 -1.826e-12  5.781e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.28 for poi fixed at = 1.38	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.190045 condNLL = -1044.28 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  295 **SET PRINT           9
 **********
 **********
 **  296 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.61065e-01  9.25620e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -3.99020e-02  9.42088e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.92037e-01  4.61168e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.92930e-01  7.58859e-02    0.00000e+00  1.50000e+00
 **********
 **  297 **SET ERR         0.5
 **********
 **********
 **  298 **SET PRINT           9
 **********
 **********
 **  299 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  300 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-933.431 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.61065e-01   9.25620e-01   1.86299e-01  -6.62904e-01
   2  alpha_syst3  -3.99020e-02   9.42088e-01   1.89557e-01  -1.39479e-01
   3  gamma_stat_channel1_bin_0   9.92037e-01   4.61168e-02   9.14928e-02  -1.69363e+00
   4  gamma_stat_channel1_bin_1   9.92930e-01   7.58859e-02   1.07225e-01  -4.13446e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-933.448 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000194171    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.14422e-02   9.25620e-01   1.99298e-02   2.27411e-02
   2  alpha_syst3  -1.98741e-02   9.42088e-01   4.00565e-03   3.82895e-02
   3  gamma_stat_channel1_bin_0   9.97843e-01   4.61168e-02   1.15272e-02  -6.13279e-02
   4  gamma_stat_channel1_bin_1   9.95554e-01   7.58859e-02   3.69975e-03   2.75361e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-933.448 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=7.74771e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.55238e-02   9.25620e-01  -8.16388e-04   5.34611e-03
   2  alpha_syst3  -2.68006e-02   9.42088e-01  -1.38532e-03  -3.40988e-03
   3  gamma_stat_channel1_bin_0   9.98124e-01   4.61168e-02   5.59481e-04  -1.82173e-03
   4  gamma_stat_channel1_bin_1   9.95539e-01   7.58859e-02  -2.17401e-05  -2.10695e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.0 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0535e-01  8.2500e-01  1.1750e+00  1.2946e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-933.448 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=5.71676e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.55238e-02   9.47974e-01   3.96405e-03   5.36666e-03
   2  alpha_syst3  -2.68006e-02   9.51682e-01   3.86253e-03  -3.39559e-03
   3  gamma_stat_channel1_bin_0   9.98124e-01   4.61826e-02   1.91479e-03  -1.58447e-03
   4  gamma_stat_channel1_bin_1   9.95539e-01   7.59154e-02   2.16455e-03  -2.08994e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.096e-01 -7.936e-10 -7.719e-03  6.305e-11 
 -7.936e-10  9.169e-01 -3.854e-11 -2.146e-02 
 -7.719e-03 -3.854e-11  2.139e-03  3.061e-12 
  6.305e-11 -2.146e-02  3.061e-12  5.785e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17500   1.000 -0.000 -0.175  0.000
        2  0.29465  -0.000  1.000 -0.000 -0.295
        3  0.17500  -0.175 -0.000  1.000  0.000
        4  0.29465   0.000 -0.295  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.096e-01 -7.936e-10 -7.719e-03  6.305e-11 
 -7.936e-10  9.169e-01 -3.854e-11 -2.146e-02 
 -7.719e-03 -3.854e-11  2.139e-03  3.061e-12 
  6.305e-11 -2.146e-02  3.061e-12  5.785e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -933.448 for poi fixed at = 1.38	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 5.22866 condNLL = -933.448 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.38 qmu = 0.190045 qmu_A = 5.22866 sigma = 0.603509  CLsplusb = 0.33144 CLb = 0.967893 CLs = 2.92027
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.44
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  301 **SET PRINT           9
 **********
 **********
 **  302 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  303 **SET ERR         0.5
 **********
 **********
 **  304 **SET PRINT           9
 **********
 **********
 **  305 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  306 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.17 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   1.24509e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   6.97828e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   2.49060e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   1.99312e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.24 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00178715    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.85462e-01   9.82180e-01  -3.49011e-02   4.38748e-02
   2  alpha_syst3  -7.91915e-02   9.47564e-01  -1.89916e-02  -1.56500e-01
   3  gamma_stat_channel1_bin_0   9.90629e-01   4.93088e-02  -1.75233e-02   3.60750e-02
   4  gamma_stat_channel1_bin_1   9.90822e-01   8.00639e-02  -1.79779e-02   2.32143e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.8 per cent
 FCN=-1044.24 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=8.94114e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.94553e-01   9.82180e-01  -1.81947e-03  -1.43704e-02
   2  alpha_syst3  -5.28930e-02   9.47564e-01   5.26016e-03  -3.11222e-03
   3  gamma_stat_channel1_bin_0   9.90399e-01   4.93088e-02  -4.52315e-04  -3.81032e-02
   4  gamma_stat_channel1_bin_1   9.90539e-01   8.00639e-02  -3.99360e-04   6.70806e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.7 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1062e-01  8.3516e-01  1.1648e+00  1.2894e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.24 FROM MIGRAD    STATUS=CONVERGED      51 CALLS          52 TOTAL
                     EDM=7.06352e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.94553e-01   9.26684e-01   4.10743e-03  -1.43602e-02
   2  alpha_syst3  -5.28930e-02   9.42740e-01   4.05114e-03  -3.09882e-03
   3  gamma_stat_channel1_bin_0   9.90399e-01   4.61063e-02   2.00601e-03  -3.78518e-02
   4  gamma_stat_channel1_bin_1   9.90539e-01   7.58802e-02   2.28739e-03   6.72695e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.688e-01 -7.517e-10 -7.094e-03 -8.766e-12 
 -7.517e-10  8.995e-01  1.209e-11 -2.087e-02 
 -7.094e-03  1.209e-11  2.132e-03 -1.577e-12 
 -8.766e-12 -2.087e-02 -1.577e-12  5.780e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16484   1.000 -0.000 -0.165 -0.000
        2  0.28938  -0.000  1.000  0.000 -0.289
        3  0.16484  -0.165  0.000  1.000 -0.000
        4  0.28938  -0.000 -0.289 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.688e-01 -7.517e-10 -7.094e-03 -8.766e-12 
 -7.517e-10  8.995e-01  1.209e-11 -2.087e-02 
 -7.094e-03  1.209e-11  2.132e-03 -1.577e-12 
 -8.766e-12 -2.087e-02 -1.577e-12  5.780e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.24 for poi fixed at = 1.44	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.285321 condNLL = -1044.24 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  307 **SET PRINT           9
 **********
 **********
 **  308 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.94553e-01  9.26684e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -5.28930e-02  9.42740e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.90399e-01  4.61063e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.90539e-01  7.58802e-02    0.00000e+00  1.50000e+00
 **********
 **  309 **SET ERR         0.5
 **********
 **********
 **  310 **SET PRINT           9
 **********
 **********
 **  311 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  312 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-933.204 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.94553e-01   9.26684e-01   1.86563e-01  -6.86510e-01
   2  alpha_syst3  -5.28930e-02   9.42740e-01   1.89695e-01  -1.45438e-01
   3  gamma_stat_channel1_bin_0   9.90399e-01   4.61063e-02   9.12540e-02  -1.76713e+00
   4  gamma_stat_channel1_bin_1   9.90539e-01   7.58802e-02   1.07092e-01  -4.22824e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-933.223 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000207211    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -9.11811e-02   9.26684e-01   2.06831e-02   2.39354e-02
   2  alpha_syst3  -3.19419e-02   9.42740e-01   4.19037e-03   3.86809e-02
   3  gamma_stat_channel1_bin_0   9.96446e-01   4.61063e-02   1.19774e-02  -6.48226e-02
   4  gamma_stat_channel1_bin_1   9.93223e-01   7.58802e-02   3.78056e-03   4.52929e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-933.223 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=8.09999e-06    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -9.54775e-02   9.26684e-01  -8.59420e-04   5.61912e-03
   2  alpha_syst3  -3.89324e-02   9.42740e-01  -1.39814e-03  -3.63092e-03
   3  gamma_stat_channel1_bin_0   9.96741e-01   4.61063e-02   5.85500e-04  -2.27468e-03
   4  gamma_stat_channel1_bin_1   9.93193e-01   7.58802e-02  -4.16699e-05  -2.13258e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.0 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0632e-01  8.2575e-01  1.1743e+00  1.2937e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-933.223 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=5.96656e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -9.54775e-02   9.48722e-01   3.96779e-03   5.64393e-03
   2  alpha_syst3  -3.89324e-02   9.52286e-01   3.86583e-03  -3.61645e-03
   3  gamma_stat_channel1_bin_0   9.96741e-01   4.61756e-02   1.91053e-03  -2.03824e-03
   4  gamma_stat_channel1_bin_1   9.93193e-01   7.59008e-02   2.16212e-03  -2.11564e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.111e-01  2.944e-10 -7.691e-03  3.225e-11 
  2.944e-10  9.180e-01  1.260e-11 -2.140e-02 
 -7.691e-03  1.260e-11  2.138e-03 -1.470e-12 
  3.225e-11 -2.140e-02 -1.470e-12  5.783e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17425   1.000  0.000 -0.174  0.000
        2  0.29368   0.000  1.000  0.000 -0.294
        3  0.17425  -0.174  0.000  1.000 -0.000
        4  0.29368   0.000 -0.294 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.111e-01  2.944e-10 -7.691e-03  3.225e-11 
  2.944e-10  9.180e-01  1.260e-11 -2.140e-02 
 -7.691e-03  1.260e-11  2.138e-03 -1.470e-12 
  3.225e-11 -2.140e-02 -1.470e-12  5.783e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -933.223 for poi fixed at = 1.44	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 5.67959 condNLL = -933.223 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.44 qmu = 0.285321 qmu_A = 5.67959 sigma = 0.604233  CLsplusb = 0.296617 CLb = 0.967774 CLs = 3.2627
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.5
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  313 **SET PRINT           9
 **********
 **********
 **  314 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  315 **SET ERR         0.5
 **********
 **********
 **  316 **SET PRINT           9
 **********
 **********
 **  317 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  318 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1044.08 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   1.46411e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   8.24973e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   2.92863e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   2.35123e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.18 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00245817    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.16578e-01   9.82180e-01  -4.11294e-02   5.37570e-02
   2  alpha_syst3  -9.65376e-02   9.47564e-01  -2.24613e-02  -1.83031e-01
   3  gamma_stat_channel1_bin_0   9.89030e-01   4.93088e-02  -2.06748e-02   3.62570e-02
   4  gamma_stat_channel1_bin_1   9.88468e-01   8.00639e-02  -2.12909e-02   2.44150e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.9 per cent
 FCN=-1044.18 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000114231    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.27157e-01   9.82180e-01  -2.11798e-03  -1.31425e-02
   2  alpha_syst3  -6.72169e-02   9.47564e-01   5.86493e-03  -1.19253e-02
   3  gamma_stat_channel1_bin_0   9.88798e-01   4.93088e-02  -4.56385e-04  -4.15654e-02
   4  gamma_stat_channel1_bin_1   9.88170e-01   8.00639e-02  -4.18604e-04   7.54732e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.6 per cent
 FCN=-1044.18 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=1.42963e-07    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.6 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.25719e-01   8.82815e-01   2.87930e-04  -1.35185e-03
   2  alpha_syst3  -6.27773e-02   9.37150e-01   8.87994e-04   6.25555e-04
   3  gamma_stat_channel1_bin_0   9.88967e-01   4.49258e-02   3.33391e-04   2.80100e-03
   4  gamma_stat_channel1_bin_1   9.87513e-01   7.31289e-02  -9.23728e-04   9.71547e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.3 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1190e-01  8.3602e-01  1.1640e+00  1.2881e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.18 FROM MIGRAD    STATUS=CONVERGED      64 CALLS          65 TOTAL
                     EDM=1.84521e-07    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.25719e-01   9.27633e-01   4.11271e-03  -1.34116e-03
   2  alpha_syst3  -6.27773e-02   9.43325e-01   4.05676e-03   6.38560e-04
   3  gamma_stat_channel1_bin_0   9.88967e-01   4.61099e-02   1.99978e-03   3.06100e-03
   4  gamma_stat_channel1_bin_1   9.87513e-01   7.58098e-02   2.28437e-03   1.16720e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.706e-01 -2.143e-10 -7.065e-03 -3.157e-11 
 -2.143e-10  9.006e-01 -2.481e-11 -2.077e-02 
 -7.065e-03 -2.481e-11  2.132e-03  2.380e-12 
 -3.157e-11 -2.077e-02  2.380e-12  5.769e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16398   1.000 -0.000 -0.164 -0.000
        2  0.28810  -0.000  1.000 -0.000 -0.288
        3  0.16398  -0.164 -0.000  1.000  0.000
        4  0.28810  -0.000 -0.288  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.706e-01 -2.143e-10 -7.065e-03 -3.157e-11 
 -2.143e-10  9.006e-01 -2.481e-11 -2.077e-02 
 -7.065e-03 -2.481e-11  2.132e-03  2.380e-12 
 -3.157e-11 -2.077e-02  2.380e-12  5.769e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.18 for poi fixed at = 1.5	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.3995 condNLL = -1044.18 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  319 **SET PRINT           9
 **********
 **********
 **  320 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -2.25719e-01  9.27633e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -6.27773e-02  9.43325e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.88967e-01  4.61099e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.87513e-01  7.58098e-02    0.00000e+00  1.50000e+00
 **********
 **  321 **SET ERR         0.5
 **********
 **********
 **  322 **SET PRINT           9
 **********
 **********
 **  323 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  324 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-932.969 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.25719e-01   9.27633e-01   1.86807e-01  -6.95411e-01
   2  alpha_syst3  -6.27773e-02   9.43325e-01   1.89818e-01  -1.47324e-01
   3  gamma_stat_channel1_bin_0   9.88967e-01   4.61099e-02   9.10726e-02  -1.79089e+00
   4  gamma_stat_channel1_bin_1   9.87513e-01   7.58098e-02   1.06836e-01  -5.10304e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-932.989 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000276861    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.20883e-01   9.27633e-01   2.09802e-02   2.36844e-02
   2  alpha_syst3  -4.14932e-02   9.43325e-01   4.25706e-03   5.03145e-02
   3  gamma_stat_channel1_bin_0   9.95087e-01   4.61099e-02   1.20981e-02  -6.49886e-02
   4  gamma_stat_channel1_bin_1   9.90746e-01   7.58098e-02   4.54773e-03  -7.25062e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 FCN=-932.989 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=1.173e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.25145e-01   9.27633e-01  -8.52617e-04   5.82764e-03
   2  alpha_syst3  -5.08283e-02   9.43325e-01  -1.86711e-03  -3.66076e-03
   3  gamma_stat_channel1_bin_0   9.95394e-01   4.61099e-02   6.09873e-04   9.25814e-04
   4  gamma_stat_channel1_bin_1   9.90817e-01   7.58098e-02   9.92884e-05  -2.69025e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.9 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0731e-01  8.2652e-01  1.1735e+00  1.2927e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-932.989 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=8.72794e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.25145e-01   9.49195e-01   3.97048e-03   5.85680e-03
   2  alpha_syst3  -5.08283e-02   9.52868e-01   3.86923e-03  -3.64606e-03
   3  gamma_stat_channel1_bin_0   9.95394e-01   4.61691e-02   1.90643e-03   1.16147e-03
   4  gamma_stat_channel1_bin_1   9.90817e-01   7.58814e-02   2.15915e-03  -2.67338e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.120e-01  8.962e-11 -7.660e-03 -3.496e-11 
  8.962e-11  9.192e-01  1.433e-11 -2.133e-02 
 -7.660e-03  1.433e-11  2.138e-03 -9.028e-13 
 -3.496e-11 -2.133e-02 -9.028e-13  5.780e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17348   1.000  0.000 -0.173 -0.000
        2  0.29269   0.000  1.000  0.000 -0.293
        3  0.17348  -0.173  0.000  1.000 -0.000
        4  0.29269  -0.000 -0.293 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.120e-01  8.962e-11 -7.660e-03 -3.496e-11 
  8.962e-11  9.192e-01  1.433e-11 -2.133e-02 
 -7.660e-03  1.433e-11  2.138e-03 -9.028e-13 
 -3.496e-11 -2.133e-02 -9.028e-13  5.780e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -932.989 for poi fixed at = 1.5	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 6.14794 condNLL = -932.989 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.5 qmu = 0.3995 qmu_A = 6.14794 sigma = 0.60496  CLsplusb = 0.263674 CLb = 0.967659 CLs = 3.66991
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.56
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  325 **SET PRINT           9
 **********
 **********
 **  326 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  327 **SET ERR         0.5
 **********
 **********
 **  328 **SET PRINT           9
 **********
 **********
 **  329 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  330 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.99 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   1.67913e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   9.50803e-01
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   3.35864e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   2.70563e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.11 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00322112    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.47233e-01   9.82180e-01  -4.72669e-02   6.39943e-02
   2  alpha_syst3  -1.13713e-01   9.47564e-01  -2.58972e-02  -2.08871e-01
   3  gamma_stat_channel1_bin_0   9.87446e-01   4.93088e-02  -2.37880e-02   3.46204e-02
   4  gamma_stat_channel1_bin_1   9.86118e-01   8.00639e-02  -2.45945e-02   2.49426e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.9 per cent
 FCN=-1044.11 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000148609    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.59816e-01   9.82180e-01  -2.51989e-03  -1.46323e-02
   2  alpha_syst3  -8.01882e-02   9.47564e-01   6.70627e-03  -1.31637e-02
   3  gamma_stat_channel1_bin_0   9.87208e-01   4.93088e-02  -4.67016e-04  -4.86642e-02
   4  gamma_stat_channel1_bin_1   9.85797e-01   8.00639e-02  -4.50403e-04   8.55742e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.6 per cent
 FCN=-1044.11 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=2.29403e-07    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.6 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.58275e-01   8.84886e-01   3.08517e-04  -1.66561e-03
   2  alpha_syst3  -7.52637e-02   9.37296e-01   9.85027e-04   5.17402e-04
   3  gamma_stat_channel1_bin_0   9.87409e-01   4.51607e-02   3.95009e-04   3.78824e-03
   4  gamma_stat_channel1_bin_1   9.85056e-01   7.32793e-02  -1.03999e-03   1.21934e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.3 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1292e-01  8.3696e-01  1.1630e+00  1.2871e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.11 FROM MIGRAD    STATUS=CONVERGED      64 CALLS          65 TOTAL
                     EDM=2.91527e-07    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.58275e-01   9.28362e-01   4.11782e-03  -1.65439e-03
   2  alpha_syst3  -7.52637e-02   9.43953e-01   4.06079e-03   5.29960e-04
   3  gamma_stat_channel1_bin_0   9.87409e-01   4.61006e-02   1.99505e-03   4.04730e-03
   4  gamma_stat_channel1_bin_1   9.85056e-01   7.57942e-02   2.28223e-03   1.41426e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.720e-01 -1.099e-09 -7.028e-03  5.150e-11 
 -1.099e-09  9.018e-01  4.420e-11 -2.070e-02 
 -7.028e-03  4.420e-11  2.131e-03  2.852e-13 
  5.150e-11 -2.070e-02  2.852e-13  5.767e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16304   1.000 -0.000 -0.163  0.000
        2  0.28708  -0.000  1.000  0.000 -0.287
        3  0.16304  -0.163  0.000  1.000  0.000
        4  0.28708   0.000 -0.287  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.720e-01 -1.099e-09 -7.028e-03  5.150e-11 
 -1.099e-09  9.018e-01  4.420e-11 -2.070e-02 
 -7.028e-03  4.420e-11  2.131e-03  2.852e-13 
  5.150e-11 -2.070e-02  2.852e-13  5.767e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.11 for poi fixed at = 1.56	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.53261 condNLL = -1044.11 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  331 **SET PRINT           9
 **********
 **********
 **  332 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -2.58275e-01  9.28362e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -7.52637e-02  9.43953e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.87409e-01  4.61006e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.85056e-01  7.57942e-02    0.00000e+00  1.50000e+00
 **********
 **  333 **SET ERR         0.5
 **********
 **********
 **  334 **SET PRINT           9
 **********
 **********
 **  335 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  336 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-932.725 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.58275e-01   9.28362e-01   1.87018e-01  -7.17592e-01
   2  alpha_syst3  -7.52637e-02   9.43953e-01   1.89953e-01  -1.52696e-01
   3  gamma_stat_channel1_bin_0   9.87409e-01   4.61006e-02   9.08512e-02  -1.85498e+00
   4  gamma_stat_channel1_bin_1   9.85056e-01   7.57942e-02   1.06689e-01  -5.30867e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-932.746 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000297819    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.50019e-01   9.28362e-01   2.16698e-02   2.43260e-02
   2  alpha_syst3  -5.31359e-02   9.43953e-01   4.42593e-03   5.22530e-02
   3  gamma_stat_channel1_bin_0   9.93737e-01   4.61006e-02   1.24824e-02  -6.76076e-02
   4  gamma_stat_channel1_bin_1   9.88419e-01   7.57942e-02   4.72548e-03  -7.33472e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.2 per cent
 FCN=-932.746 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=1.25912e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.54385e-01   9.28362e-01  -8.73558e-04   6.09208e-03
   2  alpha_syst3  -6.28347e-02   9.43953e-01  -1.93990e-03  -3.76320e-03
   3  gamma_stat_channel1_bin_0   9.94055e-01   4.61006e-02   6.30335e-04   9.35874e-04
   4  gamma_stat_channel1_bin_1   9.88491e-01   7.57942e-02   1.00581e-04  -2.78806e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.9 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0829e-01  8.2733e-01  1.1727e+00  1.2917e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-932.746 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=9.38857e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.54385e-01   9.49391e-01   3.97216e-03   6.12562e-03
   2  alpha_syst3  -6.28347e-02   9.53434e-01   3.87240e-03  -3.74822e-03
   3  gamma_stat_channel1_bin_0   9.94055e-01   4.61607e-02   1.90233e-03   1.17075e-03
   4  gamma_stat_channel1_bin_1   9.88491e-01   7.58652e-02   2.15668e-03  -2.77126e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.124e-01  2.004e-10 -7.624e-03 -4.377e-11 
  2.004e-10  9.203e-01 -1.676e-11 -2.127e-02 
 -7.624e-03 -1.676e-11  2.137e-03  1.561e-12 
 -4.377e-11 -2.127e-02  1.561e-12  5.777e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17267   1.000  0.000 -0.173 -0.000
        2  0.29171   0.000  1.000 -0.000 -0.292
        3  0.17267  -0.173 -0.000  1.000  0.000
        4  0.29171  -0.000 -0.292  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.124e-01  2.004e-10 -7.624e-03 -4.377e-11 
  2.004e-10  9.203e-01 -1.676e-11 -2.127e-02 
 -7.624e-03 -1.676e-11  2.137e-03  1.561e-12 
 -4.377e-11 -2.127e-02  1.561e-12  5.777e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -932.746 for poi fixed at = 1.56	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 6.63357 condNLL = -932.746 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.56 qmu = 0.53261 qmu_A = 6.63357 sigma = 0.605691  CLsplusb = 0.232756 CLb = 0.967537 CLs = 4.15688
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.62
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  337 **SET PRINT           9
 **********
 **********
 **  338 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  339 **SET ERR         0.5
 **********
 **********
 **  340 **SET PRINT           9
 **********
 **********
 **  341 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  342 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.88 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   1.89024e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   1.07534e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   3.78085e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   3.05639e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1044.04 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00407071    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.77427e-01   9.82180e-01  -5.33142e-02   7.45228e-02
   2  alpha_syst3  -1.30717e-01   9.47564e-01  -2.92991e-02  -2.34014e-01
   3  gamma_stat_channel1_bin_0   9.85879e-01   4.93088e-02  -2.68629e-02   3.12988e-02
   4  gamma_stat_channel1_bin_1   9.83772e-01   8.00639e-02  -2.78881e-02   2.48499e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.9 per cent
 FCN=-1044.04 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.00018634    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.92077e-01   9.82180e-01  -2.93468e-03  -1.60309e-02
   2  alpha_syst3  -9.30863e-02   9.47564e-01   7.52812e-03  -1.42887e-02
   3  gamma_stat_channel1_bin_0   9.85642e-01   4.93088e-02  -4.63133e-04  -5.57218e-02
   4  gamma_stat_channel1_bin_1   9.83433e-01   8.00639e-02  -4.75805e-04   9.52633e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.6 per cent
 FCN=-1044.04 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=3.50834e-07    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.6 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.90452e-01   8.86845e-01   3.25567e-04  -1.99605e-03
   2  alpha_syst3  -8.77205e-02   9.37401e-01   1.07334e-03   3.61807e-04
   3  gamma_stat_channel1_bin_0   9.85875e-01   4.53994e-02   4.56818e-04   4.87062e-03
   4  gamma_stat_channel1_bin_1   9.82613e-01   7.34367e-02  -1.14972e-03   1.49566e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.3 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1394e-01  8.3793e-01  1.1621e+00  1.2861e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1044.04 FROM MIGRAD    STATUS=CONVERGED      62 CALLS          63 TOTAL
                     EDM=4.38138e-07    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.90452e-01   9.28902e-01   4.12224e-03  -1.98417e-03
   2  alpha_syst3  -8.77205e-02   9.44569e-01   4.06477e-03   3.73972e-04
   3  gamma_stat_channel1_bin_0   9.85875e-01   4.60905e-02   1.99041e-03   5.11882e-03
   4  gamma_stat_channel1_bin_1   9.82613e-01   7.57782e-02   2.28010e-03   1.68985e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.730e-01 -3.559e-10 -6.989e-03 -2.836e-11 
 -3.559e-10  9.030e-01  1.759e-11 -2.064e-02 
 -6.989e-03  1.759e-11  2.130e-03  1.402e-12 
 -2.836e-11 -2.064e-02  1.402e-12  5.764e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16207   1.000 -0.000 -0.162 -0.000
        2  0.28606  -0.000  1.000  0.000 -0.286
        3  0.16207  -0.162  0.000  1.000  0.000
        4  0.28606  -0.000 -0.286  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.730e-01 -3.559e-10 -6.989e-03 -2.836e-11 
 -3.559e-10  9.030e-01  1.759e-11 -2.064e-02 
 -6.989e-03  1.759e-11  2.130e-03  1.402e-12 
 -2.836e-11 -2.064e-02  1.402e-12  5.764e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1044.04 for poi fixed at = 1.62	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.684448 condNLL = -1044.04 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  343 **SET PRINT           9
 **********
 **********
 **  344 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -2.90452e-01  9.28902e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -8.77205e-02  9.44569e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.85875e-01  4.60905e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.82613e-01  7.57782e-02    0.00000e+00  1.50000e+00
 **********
 **  345 **SET ERR         0.5
 **********
 **********
 **  346 **SET PRINT           9
 **********
 **********
 **  347 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  348 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-932.472 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.90452e-01   9.28902e-01   1.87197e-01  -7.40021e-01
   2  alpha_syst3  -8.77205e-02   9.44569e-01   1.90087e-01  -1.58103e-01
   3  gamma_stat_channel1_bin_0   9.85875e-01   4.60905e-02   9.06337e-02  -1.91843e+00
   4  gamma_stat_channel1_bin_1   9.82613e-01   7.57782e-02   1.06545e-01  -5.51425e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-932.494 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000318791    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.78794e-01   9.28902e-01   2.23566e-02   2.48648e-02
   2  alpha_syst3  -6.47398e-02   9.44569e-01   4.59668e-03   5.41756e-02
   3  gamma_stat_channel1_bin_0   9.92408e-01   4.60905e-02   1.28605e-02  -7.01142e-02
   4  gamma_stat_channel1_bin_1   9.86106e-01   7.57782e-02   4.90291e-03  -7.36581e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-932.494 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=1.34642e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.83240e-01   9.28902e-01  -8.89786e-04   6.35768e-03
   2  alpha_syst3  -7.47959e-02   9.44569e-01  -2.01140e-03  -3.84807e-03
   3  gamma_stat_channel1_bin_0   9.92736e-01   4.60905e-02   6.49251e-04   9.32500e-04
   4  gamma_stat_channel1_bin_1   9.86178e-01   7.57782e-02   1.01184e-04  -2.88444e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.8 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.0925e-01  8.2818e-01  1.1718e+00  1.2907e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-932.494 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.00649e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.83240e-01   9.49309e-01   3.97279e-03   6.39555e-03
   2  alpha_syst3  -7.47959e-02   9.53978e-01   3.87549e-03  -3.83279e-03
   3  gamma_stat_channel1_bin_0   9.92736e-01   4.61516e-02   1.89830e-03   1.16662e-03
   4  gamma_stat_channel1_bin_1   9.86178e-01   7.58485e-02   2.15423e-03  -2.86771e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.122e-01  1.224e-10 -7.584e-03  6.923e-11 
  1.224e-10  9.213e-01  2.234e-11 -2.121e-02 
 -7.584e-03  2.234e-11  2.136e-03 -1.113e-12 
  6.923e-11 -2.121e-02 -1.113e-12  5.775e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17182   1.000  0.000 -0.172  0.000
        2  0.29075   0.000  1.000  0.000 -0.291
        3  0.17182  -0.172  0.000  1.000 -0.000
        4  0.29075   0.000 -0.291 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.122e-01  1.224e-10 -7.584e-03  6.923e-11 
  1.224e-10  9.213e-01  2.234e-11 -2.121e-02 
 -7.584e-03  2.234e-11  2.136e-03 -1.113e-12 
  6.923e-11 -2.121e-02 -1.113e-12  5.775e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -932.494 for poi fixed at = 1.62	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 7.13635 condNLL = -932.494 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.62 qmu = 0.684448 qmu_A = 7.13635 sigma = 0.606425  CLsplusb = 0.20403 CLb = 0.967414 CLs = 4.74154
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.68
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  349 **SET PRINT           9
 **********
 **********
 **  350 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  351 **SET ERR         0.5
 **********
 **********
 **  352 **SET PRINT           9
 **********
 **********
 **  353 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  354 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.75 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   2.09755e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   1.19860e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   4.19547e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   3.40356e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.95 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00500165    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.07162e-01   9.82180e-01  -5.92714e-02   8.52779e-02
   2  alpha_syst3  -1.47549e-01   9.47564e-01  -3.26668e-02  -2.58453e-01
   3  gamma_stat_channel1_bin_0   9.84328e-01   4.93088e-02  -2.98994e-02   2.64247e-02
   4  gamma_stat_channel1_bin_1   9.81431e-01   8.00639e-02  -3.11711e-02   2.41906e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.9 per cent
 FCN=-1043.95 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000227019    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.23929e-01   9.82180e-01  -3.36014e-03  -1.73607e-02
   2  alpha_syst3  -1.05912e-01   9.47564e-01   8.33011e-03  -1.53084e-02
   3  gamma_stat_channel1_bin_0   9.84100e-01   4.93088e-02  -4.45659e-04  -6.26734e-02
   4  gamma_stat_channel1_bin_1   9.81077e-01   8.00639e-02  -4.95285e-04   1.04549e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.5 per cent
 FCN=-1043.95 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=5.13629e-07    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.5 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.22232e-01   8.88678e-01   3.40179e-04  -2.33938e-03
   2  alpha_syst3  -1.00147e-01   9.37472e-01   1.15336e-03   1.60742e-04
   3  gamma_stat_channel1_bin_0   9.84365e-01   4.56411e-02   5.18101e-04   6.03250e-03
   4  gamma_stat_channel1_bin_1   9.80183e-01   7.35997e-02  -1.25316e-03   1.79765e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.3 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1496e-01  8.3893e-01  1.1611e+00  1.2850e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.95 FROM MIGRAD    STATUS=CONVERGED      64 CALLS          65 TOTAL
                     EDM=6.32607e-07    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.22232e-01   9.29248e-01   4.12595e-03  -2.32679e-03
   2  alpha_syst3  -1.00147e-01   9.45172e-01   4.06870e-03   1.73039e-04
   3  gamma_stat_channel1_bin_0   9.84365e-01   4.60797e-02   1.98586e-03   6.27983e-03
   4  gamma_stat_channel1_bin_1   9.80183e-01   7.57617e-02   2.27797e-03   1.99112e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.737e-01  8.973e-10 -6.947e-03 -3.054e-11 
  8.973e-10  9.042e-01 -1.889e-11 -2.057e-02 
 -6.947e-03 -1.889e-11  2.129e-03  3.534e-12 
 -3.054e-11 -2.057e-02  3.534e-12  5.762e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16107   1.000  0.000 -0.161 -0.000
        2  0.28504   0.000  1.000 -0.000 -0.285
        3  0.16107  -0.161 -0.000  1.000  0.000
        4  0.28504  -0.000 -0.285  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.737e-01  8.973e-10 -6.947e-03 -3.054e-11 
  8.973e-10  9.042e-01 -1.889e-11 -2.057e-02 
 -6.947e-03 -1.889e-11  2.129e-03  3.534e-12 
 -3.054e-11 -2.057e-02  3.534e-12  5.762e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.95 for poi fixed at = 1.68	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 0.854885 condNLL = -1043.95 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  355 **SET PRINT           9
 **********
 **********
 **  356 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -3.22232e-01  9.29248e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -1.00147e-01  9.45172e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.84365e-01  4.60797e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.80183e-01  7.57617e-02    0.00000e+00  1.50000e+00
 **********
 **  357 **SET ERR         0.5
 **********
 **********
 **  358 **SET PRINT           9
 **********
 **********
 **  359 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  360 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-932.211 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.22232e-01   9.29248e-01   1.87345e-01  -7.62711e-01
   2  alpha_syst3  -1.00147e-01   9.45172e-01   1.90219e-01  -1.63545e-01
   3  gamma_stat_channel1_bin_0   9.84365e-01   4.60797e-02   9.04200e-02  -1.98125e+00
   4  gamma_stat_channel1_bin_1   9.80183e-01   7.57617e-02   1.06402e-01  -5.71978e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-932.234 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000339765    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.07192e-01   9.29248e-01   2.30408e-02   2.53088e-02
   2  alpha_syst3  -7.63041e-02   9.45172e-01   4.76927e-03   5.60825e-02
   3  gamma_stat_channel1_bin_0   9.91099e-01   4.60797e-02   1.32326e-02  -7.25164e-02
   4  gamma_stat_channel1_bin_1   9.83806e-01   7.57617e-02   5.08001e-03  -7.34628e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-932.235 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=1.43458e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.11697e-01   9.29248e-01  -9.01664e-04   6.62294e-03
   2  alpha_syst3  -8.67108e-02   9.45172e-01  -2.08162e-03  -3.91564e-03
   3  gamma_stat_channel1_bin_0   9.91437e-01   4.60797e-02   6.66740e-04   9.16191e-04
   4  gamma_stat_channel1_bin_1   9.83878e-01   7.57617e-02   1.01141e-04  -2.97929e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.8 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1022e-01  8.2906e-01  1.1709e+00  1.2898e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-932.235 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.07548e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.11697e-01   9.48953e-01   3.97239e-03   6.66501e-03
   2  alpha_syst3  -8.67108e-02   9.54500e-01   3.87848e-03  -3.90001e-03
   3  gamma_stat_channel1_bin_0   9.91437e-01   4.61417e-02   1.89434e-03   1.14957e-03
   4  gamma_stat_channel1_bin_1   9.83878e-01   7.58313e-02   2.15180e-03  -2.96262e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.116e-01  5.969e-11 -7.541e-03 -1.629e-11 
  5.969e-11  9.224e-01  2.894e-12 -2.114e-02 
 -7.541e-03  2.894e-12  2.135e-03 -7.900e-13 
 -1.629e-11 -2.114e-02 -7.900e-13  5.772e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17094   1.000  0.000 -0.171 -0.000
        2  0.28978   0.000  1.000  0.000 -0.290
        3  0.17094  -0.171  0.000  1.000 -0.000
        4  0.28978  -0.000 -0.290 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.116e-01  5.969e-11 -7.541e-03 -1.629e-11 
  5.969e-11  9.224e-01  2.894e-12 -2.114e-02 
 -7.541e-03  2.894e-12  2.135e-03 -7.900e-13 
 -1.629e-11 -2.114e-02 -7.900e-13  5.772e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -932.235 for poi fixed at = 1.68	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 7.65614 condNLL = -932.235 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.68 qmu = 0.854885 qmu_A = 7.65614 sigma = 0.607162  CLsplusb = 0.177587 CLb = 0.96729 CLs = 5.44685
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.74
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  361 **SET PRINT           9
 **********
 **********
 **  362 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  363 **SET ERR         0.5
 **********
 **********
 **  364 **SET PRINT           9
 **********
 **********
 **  365 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  366 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.62 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   2.30117e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   1.32060e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   4.60270e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   3.74719e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.86 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00600864    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.36439e-01   9.82180e-01  -6.51389e-02   9.61952e-02
   2  alpha_syst3  -1.64208e-01   9.47564e-01  -3.60001e-02  -2.82186e-01
   3  gamma_stat_channel1_bin_0   9.82793e-01   4.93088e-02  -3.28974e-02   2.01281e-02
   4  gamma_stat_channel1_bin_1   9.79095e-01   8.00639e-02  -3.44430e-02   2.30179e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.9 per cent
 FCN=-1043.86 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.00027024    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.55364e-01   9.82180e-01  -3.79407e-03  -1.86436e-02
   2  alpha_syst3  -1.18667e-01   9.47564e-01   9.11193e-03  -1.62302e-02
   3  gamma_stat_channel1_bin_0   9.82580e-01   4.93088e-02  -4.15519e-04  -6.94593e-02
   4  gamma_stat_channel1_bin_1   9.78732e-01   8.00639e-02  -5.09321e-04   1.13440e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.5 per cent
 FCN=-1043.86 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=7.23608e-07    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.5 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.53601e-01   8.90376e-01   3.53401e-04  -2.69223e-03
   2  alpha_syst3  -1.12541e-01   9.37517e-01   1.22552e-03  -8.35791e-05
   3  gamma_stat_channel1_bin_0   9.82876e-01   4.58849e-02   5.78209e-04   7.26012e-03
   4  gamma_stat_channel1_bin_1   9.77767e-01   7.37673e-02  -1.35056e-03   2.12103e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.3 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1597e-01  8.3996e-01  1.1600e+00  1.2840e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.86 FROM MIGRAD    STATUS=CONVERGED      64 CALLS          65 TOTAL
                     EDM=8.79964e-07    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.53601e-01   9.29399e-01   4.12893e-03  -2.67896e-03
   2  alpha_syst3  -1.12541e-01   9.45760e-01   4.07256e-03  -7.15840e-05
   3  gamma_stat_channel1_bin_0   9.82876e-01   4.60683e-02   1.98138e-03   7.50660e-03
   4  gamma_stat_channel1_bin_1   9.77767e-01   7.57448e-02   2.27583e-03   2.31379e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.740e-01  8.341e-10 -6.902e-03  8.038e-11 
  8.341e-10  9.053e-01  1.992e-11 -2.051e-02 
 -6.902e-03  1.992e-11  2.128e-03 -2.747e-12 
  8.038e-11 -2.051e-02 -2.747e-12  5.759e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16004   1.000  0.000 -0.160  0.000
        2  0.28403   0.000  1.000  0.000 -0.284
        3  0.16004  -0.160  0.000  1.000 -0.000
        4  0.28403   0.000 -0.284 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.740e-01  8.341e-10 -6.902e-03  8.038e-11 
  8.341e-10  9.053e-01  1.992e-11 -2.051e-02 
 -6.902e-03  1.992e-11  2.128e-03 -2.747e-12 
  8.038e-11 -2.051e-02 -2.747e-12  5.759e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.86 for poi fixed at = 1.74	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 1.04379 condNLL = -1043.86 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  367 **SET PRINT           9
 **********
 **********
 **  368 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -3.53601e-01  9.29399e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -1.12541e-01  9.45760e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.82876e-01  4.60683e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.77767e-01  7.57448e-02    0.00000e+00  1.50000e+00
 **********
 **  369 **SET ERR         0.5
 **********
 **********
 **  370 **SET PRINT           9
 **********
 **********
 **  371 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  372 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-931.941 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.53601e-01   9.29399e-01   1.87459e-01  -7.85665e-01
   2  alpha_syst3  -1.12541e-01   9.45760e-01   1.90349e-01  -1.69021e-01
   3  gamma_stat_channel1_bin_0   9.82876e-01   4.60683e-02   9.02099e-02  -2.04345e+00
   4  gamma_stat_channel1_bin_1   9.77767e-01   7.57448e-02   1.06260e-01  -5.92528e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-931.966 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000360752    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.35198e-01   9.29399e-01   2.37223e-02   2.56685e-02
   2  alpha_syst3  -8.78278e-02   9.45760e-01   4.94361e-03   5.79735e-02
   3  gamma_stat_channel1_bin_0   9.89811e-01   4.60683e-02   1.35988e-02  -7.48245e-02
   4  gamma_stat_channel1_bin_1   9.81520e-01   7.57448e-02   5.25679e-03  -7.27988e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-931.966 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=1.52328e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.39742e-01   9.29399e-01  -9.09665e-04   6.88620e-03
   2  alpha_syst3  -9.85788e-02   9.45760e-01  -2.15059e-03  -3.96659e-03
   3  gamma_stat_channel1_bin_0   9.90157e-01   4.60683e-02   6.82951e-04   8.87876e-04
   4  gamma_stat_channel1_bin_1   9.81592e-01   7.57448e-02   1.00513e-04  -3.07250e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.8 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1119e-01  8.2998e-01  1.1700e+00  1.2888e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-931.966 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.14558e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.39742e-01   9.48333e-01   3.97097e-03   6.93229e-03
   2  alpha_syst3  -9.85788e-02   9.54998e-01   3.88139e-03  -3.95057e-03
   3  gamma_stat_channel1_bin_0   9.90157e-01   4.61311e-02   1.89043e-03   1.12052e-03
   4  gamma_stat_channel1_bin_1   9.81592e-01   7.58135e-02   2.14938e-03  -3.05590e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.104e-01  2.337e-10 -7.494e-03 -3.214e-11 
  2.337e-10  9.233e-01 -2.687e-11 -2.108e-02 
 -7.494e-03 -2.687e-11  2.134e-03 -1.708e-12 
 -3.214e-11 -2.108e-02 -1.708e-12  5.769e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.17002   1.000  0.000 -0.170 -0.000
        2  0.28881   0.000  1.000 -0.000 -0.289
        3  0.17002  -0.170 -0.000  1.000 -0.000
        4  0.28881  -0.000 -0.289 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.104e-01  2.337e-10 -7.494e-03 -3.214e-11 
  2.337e-10  9.233e-01 -2.687e-11 -2.108e-02 
 -7.494e-03 -2.687e-11  2.134e-03 -1.708e-12 
 -3.214e-11 -2.108e-02 -1.708e-12  5.769e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -931.966 for poi fixed at = 1.74	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 8.19281 condNLL = -931.966 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.74 qmu = 1.04379 qmu_A = 8.19281 sigma = 0.607901  CLsplusb = 0.153471 CLb = 0.967163 CLs = 6.30194
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.8
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  373 **SET PRINT           9
 **********
 **********
 **  374 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  375 **SET ERR         0.5
 **********
 **********
 **  376 **SET PRINT           9
 **********
 **********
 **  377 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  378 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.47 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   2.50120e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   1.44137e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   5.00274e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   4.08734e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.75 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00708627    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.65258e-01   9.82180e-01  -7.09170e-02   1.07212e-01
   2  alpha_syst3  -1.80693e-01   9.47564e-01  -3.92991e-02  -3.05209e-01
   3  gamma_stat_channel1_bin_0   9.81275e-01   4.93088e-02  -3.58568e-02   1.25359e-02
   4  gamma_stat_channel1_bin_1   9.76766e-01   8.00639e-02  -3.77032e-02   2.13843e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.9 per cent
 FCN=-1043.75 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000315593    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.86370e-01   9.82180e-01  -4.23428e-03  -1.99000e-02
   2  alpha_syst3  -1.31351e-01   9.47564e-01   9.87330e-03  -1.70606e-02
   3  gamma_stat_channel1_bin_0   9.81083e-01   4.93088e-02  -3.73633e-04  -7.60251e-02
   4  gamma_stat_channel1_bin_1   9.76395e-01   8.00639e-02  -5.18391e-04   1.21945e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.5 per cent
 FCN=-1043.75 FROM MIGRAD    STATUS=PROGRESS       36 CALLS          37 TOTAL
                     EDM=1.24685e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.5 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.84615e-01   8.91927e-01   3.51911e-04  -3.70928e-03
   2  alpha_syst3  -1.25153e-01   9.37544e-01   1.23987e-03  -1.02006e-03
   3  gamma_stat_channel1_bin_0   9.81397e-01   4.61308e-02   6.11728e-04   5.24393e-03
   4  gamma_stat_channel1_bin_1   9.75404e-01   7.39376e-02  -1.38590e-03   7.13252e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.3 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1697e-01  8.4103e-01  1.1590e+00  1.2830e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.75 FROM MIGRAD    STATUS=CONVERGED      59 CALLS          60 TOTAL
                     EDM=1.55568e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.84615e-01   9.29357e-01   4.13120e-03  -3.69544e-03
   2  alpha_syst3  -1.25153e-01   9.46334e-01   4.07635e-03  -1.00877e-03
   3  gamma_stat_channel1_bin_0   9.81397e-01   4.60551e-02   1.97697e-03   5.48959e-03
   4  gamma_stat_channel1_bin_1   9.75404e-01   7.57312e-02   2.27370e-03   7.31717e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.739e-01  1.406e-10 -6.854e-03 -3.958e-11 
  1.406e-10  9.065e-01 -6.940e-12 -2.045e-02 
 -6.854e-03 -6.940e-12  2.127e-03  1.954e-12 
 -3.958e-11 -2.045e-02  1.954e-12  5.757e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15897   1.000  0.000 -0.159 -0.000
        2  0.28303   0.000  1.000 -0.000 -0.283
        3  0.15897  -0.159 -0.000  1.000  0.000
        4  0.28303  -0.000 -0.283  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.739e-01  1.406e-10 -6.854e-03 -3.958e-11 
  1.406e-10  9.065e-01 -6.940e-12 -2.045e-02 
 -6.854e-03 -6.940e-12  2.127e-03  1.954e-12 
 -3.958e-11 -2.045e-02  1.954e-12  5.757e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.75 for poi fixed at = 1.8	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 1.25104 condNLL = -1043.75 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  379 **SET PRINT           9
 **********
 **********
 **  380 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -3.84615e-01  9.29357e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -1.25153e-01  9.46334e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.81397e-01  4.60551e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.75404e-01  7.57312e-02    0.00000e+00  1.50000e+00
 **********
 **  381 **SET ERR         0.5
 **********
 **********
 **  382 **SET PRINT           9
 **********
 **********
 **  383 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  384 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-931.663 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.84615e-01   9.29357e-01   1.87541e-01  -8.09539e-01
   2  alpha_syst3  -1.25153e-01   9.46334e-01   1.90478e-01  -1.75151e-01
   3  gamma_stat_channel1_bin_0   9.81397e-01   4.60551e-02   8.99995e-02  -2.10843e+00
   4  gamma_stat_channel1_bin_1   9.75404e-01   7.57312e-02   1.06128e-01  -6.08356e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-931.689 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000377055    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.62769e-01   9.29357e-01   2.44210e-02   2.60750e-02
   2  alpha_syst3  -9.94707e-02   9.46334e-01   5.13781e-03   5.91321e-02
   3  gamma_stat_channel1_bin_0   9.88540e-01   4.60551e-02   1.39806e-02  -7.74261e-02
   4  gamma_stat_channel1_bin_1   9.79258e-01   7.57312e-02   5.39211e-03  -6.20678e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-931.689 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=1.58519e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.67355e-01   9.29357e-01  -9.18470e-04   7.15962e-03
   2  alpha_syst3  -1.10406e-01   9.46334e-01  -2.18763e-03  -3.98922e-03
   3  gamma_stat_channel1_bin_0   9.88895e-01   4.60551e-02   6.99131e-04   5.66844e-04
   4  gamma_stat_channel1_bin_1   9.79321e-01   7.57312e-02   8.78867e-05  -3.13115e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.7 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1216e-01  8.3094e-01  1.1691e+00  1.2878e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-931.689 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.19637e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.67355e-01   9.47461e-01   3.96860e-03   7.20945e-03
   2  alpha_syst3  -1.10406e-01   9.55471e-01   3.88418e-03  -3.97278e-03
   3  gamma_stat_channel1_bin_0   9.88895e-01   4.61198e-02   1.88658e-03   7.98778e-04
   4  gamma_stat_channel1_bin_1   9.79321e-01   7.57955e-02   2.14702e-03  -3.11461e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.087e-01  6.171e-10 -7.443e-03  4.877e-11 
  6.171e-10  9.243e-01  1.993e-11 -2.101e-02 
 -7.443e-03  1.993e-11  2.133e-03  1.575e-12 
  4.877e-11 -2.101e-02  1.575e-12  5.767e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16906   1.000  0.000 -0.169  0.000
        2  0.28784   0.000  1.000  0.000 -0.288
        3  0.16906  -0.169  0.000  1.000  0.000
        4  0.28784   0.000 -0.288  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.087e-01  6.171e-10 -7.443e-03  4.877e-11 
  6.171e-10  9.243e-01  1.993e-11 -2.101e-02 
 -7.443e-03  1.993e-11  2.133e-03  1.575e-12 
  4.877e-11 -2.101e-02  1.575e-12  5.767e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -931.689 for poi fixed at = 1.8	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 8.74623 condNLL = -931.689 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.8 qmu = 1.25104 qmu_A = 8.74623 sigma = 0.608642  CLsplusb = 0.131677 CLb = 0.967035 CLs = 7.34398
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.86
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  385 **SET PRINT           9
 **********
 **********
 **  386 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  387 **SET ERR         0.5
 **********
 **********
 **  388 **SET PRINT           9
 **********
 **********
 **  389 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  390 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.3 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   2.69772e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   1.56093e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   5.39577e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   4.42406e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.64 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00822906    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.93622e-01   9.82180e-01  -7.66062e-02   1.18270e-01
   2  alpha_syst3  -1.97003e-01   9.47564e-01  -4.25634e-02  -3.27519e-01
   3  gamma_stat_channel1_bin_0   9.79773e-01   4.93088e-02  -3.87776e-02   3.77103e-03
   4  gamma_stat_channel1_bin_1   9.74443e-01   8.00639e-02  -4.09512e-02   1.93407e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.9 per cent
 FCN=-1043.64 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000362669    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.16938e-01   9.82180e-01  -4.67864e-03  -2.11484e-02
   2  alpha_syst3  -1.43964e-01   9.47564e-01   1.06140e-02  -1.78058e-02
   3  gamma_stat_channel1_bin_0   9.79608e-01   4.93088e-02  -3.20901e-04  -8.23226e-02
   4  gamma_stat_channel1_bin_1   9.74068e-01   8.00639e-02  -5.22961e-04   1.30072e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.4 per cent
 FCN=-1043.64 FROM MIGRAD    STATUS=PROGRESS       36 CALLS          37 TOTAL
                     EDM=1.45017e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.4 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.15104e-01   8.93330e-01   3.68150e-04  -3.94372e-03
   2  alpha_syst3  -1.37428e-01   9.37563e-01   1.30774e-03  -1.20152e-03
   3  gamma_stat_channel1_bin_0   9.79954e-01   4.63763e-02   6.72063e-04   7.12272e-03
   4  gamma_stat_channel1_bin_1   9.73007e-01   7.41131e-02  -1.48276e-03   6.60835e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1798e-01  8.4211e-01  1.1579e+00  1.2820e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.64 FROM MIGRAD    STATUS=CONVERGED      59 CALLS          60 TOTAL
                     EDM=1.79417e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.15104e-01   9.29135e-01   4.13278e-03  -3.92947e-03
   2  alpha_syst3  -1.37428e-01   9.46889e-01   4.08006e-03  -1.19043e-03
   3  gamma_stat_channel1_bin_0   9.79954e-01   4.60425e-02   1.97265e-03   7.36756e-03
   4  gamma_stat_channel1_bin_1   9.73007e-01   7.57125e-02   2.27157e-03   6.79233e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.735e-01  3.084e-10 -6.803e-03  2.448e-11 
  3.084e-10  9.075e-01 -2.402e-12 -2.038e-02 
 -6.803e-03 -2.402e-12  2.126e-03 -1.906e-13 
  2.448e-11 -2.038e-02 -1.906e-13  5.754e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15789   1.000  0.000 -0.158  0.000
        2  0.28202   0.000  1.000 -0.000 -0.282
        3  0.15789  -0.158 -0.000  1.000 -0.000
        4  0.28202   0.000 -0.282 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.735e-01  3.084e-10 -6.803e-03  2.448e-11 
  3.084e-10  9.075e-01 -2.402e-12 -2.038e-02 
 -6.803e-03 -2.402e-12  2.126e-03 -1.906e-13 
  2.448e-11 -2.038e-02 -1.906e-13  5.754e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.64 for poi fixed at = 1.86	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 1.4765 condNLL = -1043.64 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  391 **SET PRINT           9
 **********
 **********
 **  392 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -4.15104e-01  9.29135e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -1.37428e-01  9.46889e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.79954e-01  4.60425e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.73007e-01  7.57125e-02    0.00000e+00  1.50000e+00
 **********
 **  393 **SET ERR         0.5
 **********
 **********
 **  394 **SET PRINT           9
 **********
 **********
 **  395 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  396 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-931.376 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.15104e-01   9.29135e-01   1.87592e-01  -8.32868e-01
   2  alpha_syst3  -1.37428e-01   9.46889e-01   1.90604e-01  -1.80556e-01
   3  gamma_stat_channel1_bin_0   9.79954e-01   4.60425e-02   8.97967e-02  -2.16886e+00
   4  gamma_stat_channel1_bin_1   9.73007e-01   7.57125e-02   1.05989e-01  -6.29794e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-931.404 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00039901    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.89950e-01   9.29135e-01   2.50939e-02   2.62879e-02
   2  alpha_syst3  -1.10879e-01   9.46889e-01   5.31148e-03   6.11296e-02
   3  gamma_stat_channel1_bin_0   9.87290e-01   4.60425e-02   1.43315e-02  -7.95203e-02
   4  gamma_stat_channel1_bin_1   9.76996e-01   7.57125e-02   5.57603e-03  -6.25315e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-931.404 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=1.67862e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.94542e-01   9.29135e-01  -9.19995e-04   7.41047e-03
   2  alpha_syst3  -1.22177e-01   9.46889e-01  -2.26030e-03  -4.01415e-03
   3  gamma_stat_channel1_bin_0   9.87653e-01   4.60425e-02   7.13194e-04   5.72076e-04
   4  gamma_stat_channel1_bin_1   9.77060e-01   7.57125e-02   8.86420e-05  -3.22709e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.7 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1313e-01  8.3193e-01  1.1681e+00  1.2869e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-931.404 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.27123e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -2.94542e-01   9.46352e-01   3.96531e-03   7.46373e-03
   2  alpha_syst3  -1.22177e-01   9.55918e-01   3.88688e-03  -3.99725e-03
   3  gamma_stat_channel1_bin_0   9.87653e-01   4.61078e-02   1.88279e-03   8.03314e-04
   4  gamma_stat_channel1_bin_1   9.77060e-01   7.57766e-02   2.14462e-03  -3.21062e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.065e-01 -2.955e-10 -7.389e-03 -2.381e-12 
 -2.955e-10  9.251e-01  1.574e-11 -2.095e-02 
 -7.389e-03  1.574e-11  2.132e-03  2.261e-12 
 -2.381e-12 -2.095e-02  2.261e-12  5.764e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16807   1.000 -0.000 -0.168 -0.000
        2  0.28687  -0.000  1.000  0.000 -0.287
        3  0.16807  -0.168  0.000  1.000  0.000
        4  0.28687  -0.000 -0.287  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.065e-01 -2.955e-10 -7.389e-03 -2.381e-12 
 -2.955e-10  9.251e-01  1.574e-11 -2.095e-02 
 -7.389e-03  1.574e-11  2.132e-03  2.261e-12 
 -2.381e-12 -2.095e-02  2.261e-12  5.764e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -931.404 for poi fixed at = 1.86	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 9.31627 condNLL = -931.404 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.86 qmu = 1.4765 qmu_A = 9.31627 sigma = 0.609385  CLsplusb = 0.112162 CLb = 0.966906 CLs = 8.62064
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.92
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  397 **SET PRINT           9
 **********
 **********
 **  398 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  399 **SET ERR         0.5
 **********
 **********
 **  400 **SET PRINT           9
 **********
 **********
 **  401 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  402 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1043.13 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   2.89083e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   1.67928e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   5.78199e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   4.75740e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.52 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00943143    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.21532e-01   9.82180e-01  -8.22068e-02   1.29314e-01
   2  alpha_syst3  -2.13138e-01   9.47564e-01  -4.57931e-02  -3.49118e-01
   3  gamma_stat_channel1_bin_0   9.78289e-01   4.93088e-02  -4.16599e-02  -6.04898e-03
   4  gamma_stat_channel1_bin_1   9.72126e-01   8.00639e-02  -4.41865e-02   1.69358e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.9 per cent
 FCN=-1043.52 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000411065    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.47061e-01   9.82180e-01  -5.12516e-03  -2.24049e-02
   2  alpha_syst3  -1.56507e-01   9.47564e-01   1.13339e-02  -1.84709e-02
   3  gamma_stat_channel1_bin_0   9.78156e-01   4.93088e-02  -2.58203e-04  -8.83094e-02
   4  gamma_stat_channel1_bin_1   9.71751e-01   8.00639e-02  -5.23484e-04   1.37828e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.4 per cent
 FCN=-1043.52 FROM MIGRAD    STATUS=PROGRESS       36 CALLS          37 TOTAL
                     EDM=1.73138e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.4 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.45139e-01   8.94581e-01   3.85840e-04  -4.16218e-03
   2  alpha_syst3  -1.49659e-01   9.37580e-01   1.37031e-03  -1.40589e-03
   3  gamma_stat_channel1_bin_0   9.78532e-01   4.66214e-02   7.30914e-04   9.19316e-03
   4  gamma_stat_channel1_bin_1   9.70622e-01   7.42919e-02  -1.57624e-03   5.92075e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1900e-01  8.4323e-01  1.1568e+00  1.2810e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.52 FROM MIGRAD    STATUS=CONVERGED      59 CALLS          60 TOTAL
                     EDM=2.10787e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.45139e-01   9.28743e-01   4.13372e-03  -4.14779e-03
   2  alpha_syst3  -1.49659e-01   9.47425e-01   4.08370e-03  -1.39493e-03
   3  gamma_stat_channel1_bin_0   9.78532e-01   4.60293e-02   1.96840e-03   9.43721e-03
   4  gamma_stat_channel1_bin_1   9.70622e-01   7.56931e-02   2.26944e-03   6.10405e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.728e-01  4.480e-10 -6.750e-03 -1.494e-11 
  4.480e-10  9.086e-01 -9.264e-12 -2.031e-02 
 -6.750e-03 -9.264e-12  2.124e-03  1.757e-12 
 -1.494e-11 -2.031e-02  1.757e-12  5.751e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15677   1.000  0.000 -0.157 -0.000
        2  0.28100   0.000  1.000 -0.000 -0.281
        3  0.15677  -0.157 -0.000  1.000  0.000
        4  0.28100  -0.000 -0.281  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.728e-01  4.480e-10 -6.750e-03 -1.494e-11 
  4.480e-10  9.086e-01 -9.264e-12 -2.031e-02 
 -6.750e-03 -9.264e-12  2.124e-03  1.757e-12 
 -1.494e-11 -2.031e-02  1.757e-12  5.751e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.52 for poi fixed at = 1.92	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 1.72005 condNLL = -1043.52 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  403 **SET PRINT           9
 **********
 **********
 **  404 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -4.45139e-01  9.28743e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -1.49659e-01  9.47425e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.78532e-01  4.60293e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.70622e-01  7.56931e-02    0.00000e+00  1.50000e+00
 **********
 **  405 **SET ERR         0.5
 **********
 **********
 **  406 **SET PRINT           9
 **********
 **********
 **  407 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  408 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-931.081 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.45139e-01   9.28743e-01   1.87615e-01  -8.56402e-01
   2  alpha_syst3  -1.49659e-01   9.47425e-01   1.90727e-01  -1.85978e-01
   3  gamma_stat_channel1_bin_0   9.78532e-01   4.60293e-02   8.95973e-02  -2.22852e+00
   4  gamma_stat_channel1_bin_1   9.70622e-01   7.56931e-02   1.05850e-01  -6.51410e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-931.111 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000421309    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.16698e-01   9.28743e-01   2.57639e-02   2.64496e-02
   2  alpha_syst3  -1.22238e-01   9.47425e-01   5.48622e-03   6.31314e-02
   3  gamma_stat_channel1_bin_0   9.86058e-01   4.60293e-02   1.46757e-02  -8.15436e-02
   4  gamma_stat_channel1_bin_1   9.74748e-01   7.56931e-02   5.76109e-03  -6.30081e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-931.111 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=1.77289e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.21285e-01   9.28743e-01  -9.19253e-04   7.65421e-03
   2  alpha_syst3  -1.33898e-01   9.47425e-01  -2.33284e-03  -4.02746e-03
   3  gamma_stat_channel1_bin_0   9.86429e-01   4.60293e-02   7.26459e-04   5.80049e-04
   4  gamma_stat_channel1_bin_1   9.74812e-01   7.56931e-02   8.94069e-05  -3.32218e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.7 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1409e-01  8.3295e-01  1.1671e+00  1.2859e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-931.111 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.34726e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.21285e-01   9.45026e-01   3.96118e-03   7.71050e-03
   2  alpha_syst3  -1.33898e-01   9.56337e-01   3.88947e-03  -4.01007e-03
   3  gamma_stat_channel1_bin_0   9.86429e-01   4.60953e-02   1.87905e-03   8.10605e-04
   4  gamma_stat_channel1_bin_1   9.74812e-01   7.57571e-02   2.14224e-03  -3.30577e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.040e-01  6.429e-10 -7.331e-03 -4.138e-11 
  6.429e-10  9.260e-01 -6.876e-12 -2.088e-02 
 -7.331e-03 -6.876e-12  2.131e-03 -2.171e-12 
 -4.138e-11 -2.088e-02 -2.171e-12  5.761e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16705   1.000  0.000 -0.167 -0.000
        2  0.28591   0.000  1.000 -0.000 -0.286
        3  0.16705  -0.167 -0.000  1.000 -0.000
        4  0.28591  -0.000 -0.286 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.040e-01  6.429e-10 -7.331e-03 -4.138e-11 
  6.429e-10  9.260e-01 -6.876e-12 -2.088e-02 
 -7.331e-03 -6.876e-12  2.131e-03 -2.171e-12 
 -4.138e-11 -2.088e-02 -2.171e-12  5.761e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -931.111 for poi fixed at = 1.92	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 9.90279 condNLL = -931.111 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.92 qmu = 1.72005 qmu_A = 9.90279 sigma = 0.61013  CLsplusb = 0.0948435 CLb = 0.966774 CLs = 10.1934
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 1.98
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  409 **SET PRINT           9
 **********
 **********
 **  410 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  411 **SET ERR         0.5
 **********
 **********
 **  412 **SET PRINT           9
 **********
 **********
 **  413 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  414 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1042.95 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   3.08062e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   1.79645e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   6.16155e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   5.08742e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.38 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0106877    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.48991e-01   9.82180e-01  -8.77195e-02   1.40294e-01
   2  alpha_syst3  -2.29097e-01   9.47564e-01  -4.89880e-02  -3.70006e-01
   3  gamma_stat_channel1_bin_0   9.76821e-01   4.93088e-02  -4.45036e-02  -1.68122e-02
   4  gamma_stat_channel1_bin_1   9.69817e-01   8.00639e-02  -4.74087e-02   1.42153e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.0 per cent
 FCN=-1043.39 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000460385    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.76731e-01   9.82180e-01  -5.57198e-03  -2.36823e-02
   2  alpha_syst3  -1.68980e-01   9.47564e-01   1.20329e-02  -1.90606e-02
   3  gamma_stat_channel1_bin_0   9.76725e-01   4.93088e-02  -1.86386e-04  -9.39492e-02
   4  gamma_stat_channel1_bin_1   9.69444e-01   8.00639e-02  -5.20388e-04   1.45223e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.4 per cent
 FCN=-1043.39 FROM MIGRAD    STATUS=PROGRESS       36 CALLS          37 TOTAL
                     EDM=2.11548e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.4 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.74712e-01   8.95680e-01   4.05588e-04  -4.36389e-03
   2  alpha_syst3  -1.61846e-01   9.37601e-01   1.42770e-03  -1.63400e-03
   3  gamma_stat_channel1_bin_0   9.77132e-01   4.68654e-02   7.87841e-04   1.14369e-02
   4  gamma_stat_channel1_bin_1   9.68248e-01   7.44738e-02  -1.66637e-03   5.07886e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2002e-01  8.4436e-01  1.1556e+00  1.2800e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.39 FROM MIGRAD    STATUS=CONVERGED      59 CALLS          60 TOTAL
                     EDM=2.51818e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.74712e-01   9.28198e-01   4.13408e-03  -4.34969e-03
   2  alpha_syst3  -1.61846e-01   9.47940e-01   4.08724e-03  -1.62314e-03
   3  gamma_stat_channel1_bin_0   9.77132e-01   4.60155e-02   1.96421e-03   1.16802e-02
   4  gamma_stat_channel1_bin_1   9.68248e-01   7.56730e-02   2.26731e-03   5.26150e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.717e-01 -3.091e-10 -6.696e-03 -2.448e-11 
 -3.091e-10  9.096e-01  2.374e-12 -2.024e-02 
 -6.696e-03  2.374e-12  2.123e-03  1.881e-13 
 -2.448e-11 -2.024e-02  1.881e-13  5.748e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15564   1.000 -0.000 -0.156 -0.000
        2  0.27998  -0.000  1.000  0.000 -0.280
        3  0.15564  -0.156  0.000  1.000  0.000
        4  0.27998  -0.000 -0.280  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.717e-01 -3.091e-10 -6.696e-03 -2.448e-11 
 -3.091e-10  9.096e-01  2.374e-12 -2.024e-02 
 -6.696e-03  2.374e-12  2.123e-03  1.881e-13 
 -2.448e-11 -2.024e-02  1.881e-13  5.748e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.39 for poi fixed at = 1.98	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 1.98156 condNLL = -1043.39 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  415 **SET PRINT           9
 **********
 **********
 **  416 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -4.74712e-01  9.28198e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -1.61846e-01  9.47940e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.77132e-01  4.60155e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.68248e-01  7.56730e-02    0.00000e+00  1.50000e+00
 **********
 **  417 **SET ERR         0.5
 **********
 **********
 **  418 **SET PRINT           9
 **********
 **********
 **  419 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  420 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-930.778 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.74712e-01   9.28198e-01   1.87611e-01  -8.80110e-01
   2  alpha_syst3  -1.61846e-01   9.47940e-01   1.90848e-01  -1.91420e-01
   3  gamma_stat_channel1_bin_0   9.77132e-01   4.60155e-02   8.94011e-02  -2.28743e+00
   4  gamma_stat_channel1_bin_1   9.68248e-01   7.56730e-02   1.05713e-01  -6.73195e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-930.81 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000444018    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.43001e-01   9.28198e-01   2.64315e-02   2.65773e-02
   2  alpha_syst3  -1.33548e-01   9.47940e-01   5.66199e-03   6.51331e-02
   3  gamma_stat_channel1_bin_0   9.84844e-01   4.60155e-02   1.50132e-02  -8.35141e-02
   4  gamma_stat_channel1_bin_1   9.72512e-01   7.56730e-02   5.94713e-03  -6.35428e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-930.81 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=1.86773e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.47575e-01   9.28198e-01  -9.17031e-04   7.88953e-03
   2  alpha_syst3  -1.45570e-01   9.47940e-01  -2.40522e-03  -4.03191e-03
   3  gamma_stat_channel1_bin_0   9.85222e-01   4.60155e-02   7.39153e-04   5.92016e-04
   4  gamma_stat_channel1_bin_1   9.72576e-01   7.56730e-02   9.02429e-05  -3.41623e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.7 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1507e-01  8.3399e-01  1.1660e+00  1.2849e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-930.81 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.42414e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.47575e-01   9.43505e-01   3.95630e-03   7.94843e-03
   2  alpha_syst3  -1.45570e-01   9.56729e-01   3.89196e-03  -4.01401e-03
   3  gamma_stat_channel1_bin_0   9.85222e-01   4.60821e-02   1.87537e-03   8.21895e-04
   4  gamma_stat_channel1_bin_1   9.72576e-01   7.57371e-02   2.13987e-03  -3.39988e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  9.010e-01  1.773e-10 -7.271e-03  7.667e-11 
  1.773e-10  9.267e-01 -1.144e-11 -2.081e-02 
 -7.271e-03 -1.144e-11  2.129e-03  2.151e-12 
  7.667e-11 -2.081e-02  2.151e-12  5.758e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16601   1.000  0.000 -0.166  0.000
        2  0.28493   0.000  1.000 -0.000 -0.285
        3  0.16601  -0.166 -0.000  1.000  0.000
        4  0.28493   0.000 -0.285  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  9.010e-01  1.773e-10 -7.271e-03  7.667e-11 
  1.773e-10  9.267e-01 -1.144e-11 -2.081e-02 
 -7.271e-03 -1.144e-11  2.129e-03  2.151e-12 
  7.667e-11 -2.081e-02  2.151e-12  5.758e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -930.81 for poi fixed at = 1.98	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 10.5057 condNLL = -930.81 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 1.98 qmu = 1.98156 qmu_A = 10.5057 sigma = 0.610876  CLsplusb = 0.079613 CLb = 0.966641 CLs = 12.1417
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.04
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  421 **SET PRINT           9
 **********
 **********
 **  422 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  423 **SET ERR         0.5
 **********
 **********
 **  424 **SET PRINT           9
 **********
 **********
 **  425 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  426 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1042.75 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   3.26717e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   1.91246e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   6.53465e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   5.41416e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.24 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0119924    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.76001e-01   9.82180e-01  -9.31448e-02   1.51166e-01
   2  alpha_syst3  -2.44880e-01   9.47564e-01  -5.21482e-02  -3.90187e-01
   3  gamma_stat_channel1_bin_0   9.75371e-01   4.93088e-02  -4.73088e-02  -2.84132e-02
   4  gamma_stat_channel1_bin_1   9.67515e-01   8.00639e-02  -5.06172e-02   1.12216e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.0 per cent
 FCN=-1043.25 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000510247    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.05942e-01   9.82180e-01  -6.01744e-03  -2.49902e-02
   2  alpha_syst3  -1.81384e-01   9.47564e-01   1.27109e-02  -1.95786e-02
   3  gamma_stat_channel1_bin_0   9.75316e-01   4.93088e-02  -1.06258e-04  -9.92117e-02
   4  gamma_stat_channel1_bin_1   9.67146e-01   8.00639e-02  -5.14072e-04   1.52265e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.4 per cent
 FCN=-1043.25 FROM MIGRAD    STATUS=PROGRESS       36 CALLS          37 TOTAL
                     EDM=2.62753e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.4 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.03814e-01   8.96631e-01   4.27873e-04  -4.54791e-03
   2  alpha_syst3  -1.73988e-01   9.37630e-01   1.48003e-03  -1.88617e-03
   3  gamma_stat_channel1_bin_0   9.75752e-01   4.71078e-02   8.42453e-04   1.38339e-02
   4  gamma_stat_channel1_bin_1   9.65887e-01   7.46586e-02  -1.75320e-03   4.09231e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2103e-01  8.4551e-01  1.1545e+00  1.2790e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.25 FROM MIGRAD    STATUS=CONVERGED      59 CALLS          60 TOTAL
                     EDM=3.04542e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.03814e-01   9.27520e-01   4.13394e-03  -4.53432e-03
   2  alpha_syst3  -1.73988e-01   9.48435e-01   4.09069e-03  -1.87538e-03
   3  gamma_stat_channel1_bin_0   9.75752e-01   4.60013e-02   1.96010e-03   1.40765e-02
   4  gamma_stat_channel1_bin_1   9.65887e-01   7.56523e-02   2.26519e-03   4.27429e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.705e-01  7.337e-10 -6.639e-03 -7.893e-11 
  7.337e-10  9.105e-01 -2.628e-11 -2.018e-02 
 -6.639e-03 -2.628e-11  2.122e-03  1.060e-12 
 -7.893e-11 -2.018e-02  1.060e-12  5.745e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15449   1.000  0.000 -0.154 -0.000
        2  0.27897   0.000  1.000 -0.000 -0.279
        3  0.15449  -0.154 -0.000  1.000  0.000
        4  0.27897  -0.000 -0.279  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.705e-01  7.337e-10 -6.639e-03 -7.893e-11 
  7.337e-10  9.105e-01 -2.628e-11 -2.018e-02 
 -6.639e-03 -2.628e-11  2.122e-03  1.060e-12 
 -7.893e-11 -2.018e-02  1.060e-12  5.745e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.25 for poi fixed at = 2.04	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 2.26092 condNLL = -1043.25 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  427 **SET PRINT           9
 **********
 **********
 **  428 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -5.03814e-01  9.27520e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -1.73988e-01  9.48435e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.75752e-01  4.60013e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.65887e-01  7.56523e-02    0.00000e+00  1.50000e+00
 **********
 **  429 **SET ERR         0.5
 **********
 **********
 **  430 **SET PRINT           9
 **********
 **********
 **  431 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  432 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-930.467 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.03814e-01   9.27520e-01   1.87586e-01  -9.03960e-01
   2  alpha_syst3  -1.73988e-01   9.48435e-01   1.90965e-01  -1.96882e-01
   3  gamma_stat_channel1_bin_0   9.75752e-01   4.60013e-02   8.92081e-02  -2.34562e+00
   4  gamma_stat_channel1_bin_1   9.65887e-01   7.56523e-02   1.05577e-01  -6.95136e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-930.5 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00046721    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.68850e-01   9.27520e-01   2.70970e-02   2.66900e-02
   2  alpha_syst3  -1.44810e-01   9.48435e-01   5.83872e-03   6.71301e-02
   3  gamma_stat_channel1_bin_0   9.83648e-01   4.60013e-02   1.53440e-02  -8.54517e-02
   4  gamma_stat_channel1_bin_1   9.70289e-01   7.56523e-02   6.13399e-03  -6.41930e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-930.5 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=1.9629e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.73409e-01   9.27520e-01  -9.14162e-04   8.11536e-03
   2  alpha_syst3  -1.57191e-01   9.48435e-01  -2.47742e-03  -4.03073e-03
   3  gamma_stat_channel1_bin_0   9.84032e-01   4.60013e-02   7.51516e-04   6.09279e-04
   4  gamma_stat_channel1_bin_1   9.70354e-01   7.56523e-02   9.12244e-05  -3.50904e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.6 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1604e-01  8.3506e-01  1.1649e+00  1.2840e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-930.5 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.50152e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.73409e-01   9.41812e-01   3.95074e-03   8.17637e-03
   2  alpha_syst3  -1.57191e-01   9.57092e-01   3.89433e-03  -4.01229e-03
   3  gamma_stat_channel1_bin_0   9.84032e-01   4.60684e-02   1.87173e-03   8.38501e-04
   4  gamma_stat_channel1_bin_1   9.70354e-01   7.57165e-02   2.13751e-03  -3.49275e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.978e-01  7.355e-10 -7.209e-03 -4.632e-11 
  7.355e-10  9.274e-01  3.589e-11 -2.074e-02 
 -7.209e-03  3.589e-11  2.128e-03 -2.260e-12 
 -4.632e-11 -2.074e-02 -2.260e-12  5.754e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16494   1.000  0.000 -0.165 -0.000
        2  0.28396   0.000  1.000  0.000 -0.284
        3  0.16494  -0.165  0.000  1.000 -0.000
        4  0.28396  -0.000 -0.284 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.978e-01  7.355e-10 -7.209e-03 -4.632e-11 
  7.355e-10  9.274e-01  3.589e-11 -2.074e-02 
 -7.209e-03  3.589e-11  2.128e-03 -2.260e-12 
 -4.632e-11 -2.074e-02 -2.260e-12  5.754e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -930.5 for poi fixed at = 2.04	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 11.1248 condNLL = -930.5 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.04 qmu = 2.26092 qmu_A = 11.1248 sigma = 0.611623  CLsplusb = 0.0663376 CLb = 0.966506 CLs = 14.5695
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.1
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  433 **SET PRINT           9
 **********
 **********
 **  434 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  435 **SET ERR         0.5
 **********
 **********
 **  436 **SET PRINT           9
 **********
 **********
 **  437 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  438 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1042.54 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   3.45057e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   2.02732e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   6.90143e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   5.73767e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1043.1 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0133398    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.02565e-01   9.82180e-01  -9.84833e-02   1.61894e-01
   2  alpha_syst3  -2.60487e-01   9.47564e-01  -5.52737e-02  -4.09666e-01
   3  gamma_stat_channel1_bin_0   9.73937e-01   4.93088e-02  -5.00756e-02  -4.07537e-02
   4  gamma_stat_channel1_bin_1   9.65221e-01   8.00639e-02  -5.38117e-02   7.99300e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.0 per cent
 FCN=-1043.1 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000560287    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.34691e-01   9.82180e-01  -6.46008e-03  -2.63344e-02
   2  alpha_syst3  -1.93717e-01   9.47564e-01   1.33680e-02  -2.00283e-02
   3  gamma_stat_channel1_bin_0   9.73928e-01   4.93088e-02  -1.85863e-05  -1.04073e-01
   4  gamma_stat_channel1_bin_1   9.64858e-01   8.00639e-02  -5.04902e-04   1.58961e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.3 per cent
 FCN=-1043.1 FROM MIGRAD    STATUS=PROGRESS       36 CALLS          37 TOTAL
                     EDM=3.29148e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.3 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.32439e-01   8.97440e-01   4.53031e-04  -4.71322e-03
   2  alpha_syst3  -1.86085e-01   9.37671e-01   1.52741e-03  -2.16222e-03
   3  gamma_stat_channel1_bin_0   9.74391e-01   4.73479e-02   8.94414e-04   1.63630e-02
   4  gamma_stat_channel1_bin_1   9.63538e-01   7.48459e-02  -1.83674e-03   2.97101e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2205e-01  8.4667e-01  1.1533e+00  1.2780e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1043.1 FROM MIGRAD    STATUS=CONVERGED      61 CALLS          62 TOTAL
                     EDM=3.70856e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.32439e-01   9.26732e-01   4.13340e-03  -4.70072e-03
   2  alpha_syst3  -1.86085e-01   9.48907e-01   4.09405e-03  -2.15144e-03
   3  gamma_stat_channel1_bin_0   9.74391e-01   4.59866e-02   1.95606e-03   1.66048e-02
   4  gamma_stat_channel1_bin_1   9.63538e-01   7.56309e-02   2.26306e-03   3.15958e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.690e-01 -1.725e-10 -6.582e-03 -6.361e-11 
 -1.725e-10  9.115e-01 -4.433e-12 -2.011e-02 
 -6.582e-03 -4.433e-12  2.120e-03  2.121e-12 
 -6.361e-11 -2.011e-02  2.121e-12  5.741e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15333   1.000 -0.000 -0.153 -0.000
        2  0.27795  -0.000  1.000 -0.000 -0.278
        3  0.15333  -0.153 -0.000  1.000  0.000
        4  0.27795  -0.000 -0.278  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.690e-01 -1.725e-10 -6.582e-03 -6.361e-11 
 -1.725e-10  9.115e-01 -4.433e-12 -2.011e-02 
 -6.582e-03 -4.433e-12  2.120e-03  2.121e-12 
 -6.361e-11 -2.011e-02  2.121e-12  5.741e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1043.1 for poi fixed at = 2.1	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 2.558 condNLL = -1043.1 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  439 **SET PRINT           9
 **********
 **********
 **  440 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -5.32439e-01  9.26732e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -1.86085e-01  9.48907e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.74391e-01  4.59866e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.63538e-01  7.56309e-02    0.00000e+00  1.50000e+00
 **********
 **  441 **SET ERR         0.5
 **********
 **********
 **  442 **SET PRINT           9
 **********
 **********
 **  443 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  444 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-930.148 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.32439e-01   9.26732e-01   1.87542e-01  -9.27911e-01
   2  alpha_syst3  -1.86085e-01   9.48907e-01   1.91078e-01  -2.02365e-01
   3  gamma_stat_channel1_bin_0   9.74391e-01   4.59866e-02   8.90183e-02  -2.40310e+00
   4  gamma_stat_channel1_bin_1   9.63538e-01   7.56309e-02   1.05442e-01  -7.17222e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-930.182 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000490963    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.94237e-01   9.26732e-01   2.77608e-02   2.68074e-02
   2  alpha_syst3  -1.56021e-01   9.48907e-01   6.01634e-03   6.91176e-02
   3  gamma_stat_channel1_bin_0   9.82468e-01   4.59866e-02   1.56683e-02  -8.73769e-02
   4  gamma_stat_channel1_bin_1   9.68079e-01   7.56309e-02   6.32148e-03  -6.50287e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-930.183 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.05816e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.98780e-01   9.26732e-01  -9.11508e-04   8.33079e-03
   2  alpha_syst3  -1.68762e-01   9.48907e-01  -2.54943e-03  -4.02753e-03
   3  gamma_stat_channel1_bin_0   9.82859e-01   4.59866e-02   7.63793e-04   6.33122e-04
   4  gamma_stat_channel1_bin_1   9.68145e-01   7.56309e-02   9.24387e-05  -3.60045e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.6 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1701e-01  8.3615e-01  1.1638e+00  1.2830e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-930.183 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.57907e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -3.98780e-01   9.39972e-01   3.94461e-03   8.39340e-03
   2  alpha_syst3  -1.68762e-01   9.57426e-01   3.89658e-03  -4.00854e-03
   3  gamma_stat_channel1_bin_0   9.82859e-01   4.60542e-02   1.86814e-03   8.61697e-04
   4  gamma_stat_channel1_bin_1   9.68145e-01   7.56953e-02   2.13516e-03  -3.58423e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.942e-01 -2.576e-10 -7.145e-03 -1.212e-11 
 -2.576e-10  9.281e-01  2.549e-11 -2.067e-02 
 -7.145e-03  2.549e-11  2.127e-03 -4.251e-13 
 -1.212e-11 -2.067e-02 -4.251e-13  5.751e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16385   1.000 -0.000 -0.164 -0.000
        2  0.28299  -0.000  1.000  0.000 -0.283
        3  0.16385  -0.164  0.000  1.000 -0.000
        4  0.28299  -0.000 -0.283 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.942e-01 -2.576e-10 -7.145e-03 -1.212e-11 
 -2.576e-10  9.281e-01  2.549e-11 -2.067e-02 
 -7.145e-03  2.549e-11  2.127e-03 -4.251e-13 
 -1.212e-11 -2.067e-02 -4.251e-13  5.751e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -930.183 for poi fixed at = 2.1	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 11.76 condNLL = -930.183 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.1 qmu = 2.558 qmu_A = 11.76 sigma = 0.612371  CLsplusb = 0.0548688 CLb = 0.966369 CLs = 17.6124
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.16
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  445 **SET PRINT           9
 **********
 **********
 **  446 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  447 **SET ERR         0.5
 **********
 **********
 **  448 **SET PRINT           9
 **********
 **********
 **  449 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  450 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1042.32 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   3.63089e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   2.14105e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   7.26206e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   6.05800e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1042.94 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0147245    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.28688e-01   9.82180e-01  -1.03736e-01   1.72446e-01
   2  alpha_syst3  -2.75919e-01   9.47564e-01  -5.83644e-02  -4.28449e-01
   3  gamma_stat_channel1_bin_0   9.72521e-01   4.93088e-02  -5.28043e-02  -5.37428e-02
   4  gamma_stat_channel1_bin_1   9.62935e-01   8.00639e-02  -5.69919e-02   4.56370e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.0 per cent
 FCN=-1042.94 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000610159    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.62975e-01   9.82180e-01  -6.89868e-03  -2.77170e-02
   2  alpha_syst3  -2.05979e-01   9.47564e-01   1.40043e-02  -2.04123e-02
   3  gamma_stat_channel1_bin_0   9.72561e-01   4.93088e-02   7.59137e-05  -1.08514e-01
   4  gamma_stat_channel1_bin_1   9.62580e-01   8.00639e-02  -4.93201e-04   1.65321e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.3 per cent
 FCN=-1042.94 FROM MIGRAD    STATUS=PROGRESS       36 CALLS          37 TOTAL
                     EDM=4.12931e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.3 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.60584e-01   8.98117e-01   4.81247e-04  -4.85882e-03
   2  alpha_syst3  -1.98136e-01   9.37724e-01   1.56996e-03  -2.46144e-03
   3  gamma_stat_channel1_bin_0   9.73051e-01   4.75852e-02   9.43438e-04   1.90021e-02
   4  gamma_stat_channel1_bin_1   9.61201e-01   7.50355e-02  -1.91704e-03   1.72503e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.5 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2307e-01  8.4783e-01  1.1522e+00  1.2769e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1042.94 FROM MIGRAD    STATUS=CONVERGED      61 CALLS          62 TOTAL
                     EDM=4.52155e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.60584e-01   9.25860e-01   4.13255e-03  -4.84794e-03
   2  alpha_syst3  -1.98136e-01   9.49355e-01   4.09730e-03  -2.45064e-03
   3  gamma_stat_channel1_bin_0   9.73051e-01   4.59715e-02   1.95208e-03   1.92431e-02
   4  gamma_stat_channel1_bin_1   9.61201e-01   7.56088e-02   2.26093e-03   1.91293e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.673e-01 -1.193e-10 -6.523e-03  1.692e-11 
 -1.193e-10  9.123e-01  3.875e-11 -2.004e-02 
 -6.523e-03  3.875e-11  2.119e-03 -5.495e-12 
  1.692e-11 -2.004e-02 -5.495e-12  5.738e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15217   1.000 -0.000 -0.152  0.000
        2  0.27693  -0.000  1.000  0.000 -0.277
        3  0.15217  -0.152  0.000  1.000 -0.000
        4  0.27693   0.000 -0.277 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.673e-01 -1.193e-10 -6.523e-03  1.692e-11 
 -1.193e-10  9.123e-01  3.875e-11 -2.004e-02 
 -6.523e-03  3.875e-11  2.119e-03 -5.495e-12 
  1.692e-11 -2.004e-02 -5.495e-12  5.738e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1042.94 for poi fixed at = 2.16	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 2.87267 condNLL = -1042.94 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  451 **SET PRINT           9
 **********
 **********
 **  452 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -5.60584e-01  9.25860e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -1.98136e-01  9.49355e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.73051e-01  4.59715e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.61201e-01  7.56088e-02    0.00000e+00  1.50000e+00
 **********
 **  453 **SET ERR         0.5
 **********
 **********
 **  454 **SET PRINT           9
 **********
 **********
 **  455 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  456 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-929.821 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.60584e-01   9.25860e-01   1.87486e-01  -9.51921e-01
   2  alpha_syst3  -1.98136e-01   9.49355e-01   1.91188e-01  -2.07869e-01
   3  gamma_stat_channel1_bin_0   9.73051e-01   4.59715e-02   8.88316e-02  -2.45990e+00
   4  gamma_stat_channel1_bin_1   9.61201e-01   7.56088e-02   1.05309e-01  -7.39440e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-929.857 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000515355    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.19155e-01   9.25860e-01   2.84236e-02   2.69503e-02
   2  alpha_syst3  -1.67183e-01   9.49355e-01   6.19471e-03   7.10906e-02
   3  gamma_stat_channel1_bin_0   9.81304e-01   4.59715e-02   1.59859e-02  -8.93112e-02
   4  gamma_stat_channel1_bin_1   9.65881e-01   7.56088e-02   6.50943e-03  -6.61315e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-929.857 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.15333e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.23688e-01   9.25860e-01  -9.09950e-04   8.53507e-03
   2  alpha_syst3  -1.80281e-01   9.49355e-01  -2.62124e-03  -4.02619e-03
   3  gamma_stat_channel1_bin_0   9.81703e-01   4.59715e-02   7.76228e-04   6.64773e-04
   4  gamma_stat_channel1_bin_1   9.65949e-01   7.56088e-02   9.39850e-05  -3.69030e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.6 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1799e-01  8.3726e-01  1.1627e+00  1.2820e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-929.857 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.65642e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.23688e-01   9.38010e-01   3.93800e-03   8.59871e-03
   2  alpha_syst3  -1.80281e-01   9.57729e-01   3.89872e-03  -4.00662e-03
   3  gamma_stat_channel1_bin_0   9.81703e-01   4.60396e-02   1.86460e-03   8.92716e-04
   4  gamma_stat_channel1_bin_1   9.65949e-01   7.56736e-02   2.13283e-03  -3.67413e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.905e-01  2.928e-10 -7.080e-03 -1.851e-11 
  2.928e-10  9.287e-01  4.285e-12 -2.060e-02 
 -7.080e-03  4.285e-12  2.125e-03 -1.697e-12 
 -1.851e-11 -2.060e-02 -1.697e-12  5.748e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16274   1.000  0.000 -0.163 -0.000
        2  0.28201   0.000  1.000  0.000 -0.282
        3  0.16274  -0.163  0.000  1.000 -0.000
        4  0.28201  -0.000 -0.282 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.905e-01  2.928e-10 -7.080e-03 -1.851e-11 
  2.928e-10  9.287e-01  4.285e-12 -2.060e-02 
 -7.080e-03  4.285e-12  2.125e-03 -1.697e-12 
 -1.851e-11 -2.060e-02 -1.697e-12  5.748e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -929.857 for poi fixed at = 2.16	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 12.4113 condNLL = -929.857 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.16 qmu = 2.87267 qmu_A = 12.4113 sigma = 0.61312  CLsplusb = 0.0450476 CLb = 0.96623 CLs = 21.4491
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.22
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  457 **SET PRINT           9
 **********
 **********
 **  458 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  459 **SET ERR         0.5
 **********
 **********
 **  460 **SET PRINT           9
 **********
 **********
 **  461 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  462 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1042.09 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   3.80821e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   2.25367e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   7.61670e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   6.37519e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1042.77 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0161414    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.54372e-01   9.82180e-01  -1.08903e-01   1.82799e-01
   2  alpha_syst3  -2.91175e-01   9.47564e-01  -6.14206e-02  -4.46547e-01
   3  gamma_stat_channel1_bin_0   9.71122e-01   4.93088e-02  -5.54949e-02  -6.72977e-02
   4  gamma_stat_channel1_bin_1   9.60658e-01   8.00639e-02  -6.01574e-02   9.63033e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.0 per cent
 FCN=-1042.78 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000659542    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.90792e-01   9.82180e-01  -7.33225e-03  -2.91361e-02
   2  alpha_syst3  -2.18171e-01   9.47564e-01   1.46200e-02  -2.07324e-02
   3  gamma_stat_channel1_bin_0   9.71214e-01   4.93088e-02   1.76578e-04  -1.12522e-01
   4  gamma_stat_channel1_bin_1   9.60313e-01   8.00639e-02  -4.79253e-04   1.71355e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.3 per cent
 FCN=-1042.78 FROM MIGRAD    STATUS=PROGRESS       36 CALLS          37 TOTAL
                     EDM=5.16021e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.3 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.88247e-01   8.98674e-01   5.12555e-04  -4.98380e-03
   2  alpha_syst3  -2.10140e-01   9.37791e-01   1.60778e-03  -2.78274e-03
   3  gamma_stat_channel1_bin_0   9.71729e-01   4.78192e-02   9.89299e-04   2.17290e-02
   4  gamma_stat_channel1_bin_1   9.58877e-01   7.52271e-02  -1.99412e-03   3.64464e-04
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.5 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2409e-01  8.4900e-01  1.1510e+00  1.2759e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1042.78 FROM MIGRAD    STATUS=CONVERGED      61 CALLS          62 TOTAL
                     EDM=5.49738e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.88247e-01   9.24930e-01   4.13152e-03  -4.97516e-03
   2  alpha_syst3  -2.10140e-01   9.49779e-01   4.10045e-03  -2.77188e-03
   3  gamma_stat_channel1_bin_0   9.71729e-01   4.59560e-02   1.94816e-03   2.19693e-02
   4  gamma_stat_channel1_bin_1   9.58877e-01   7.55861e-02   2.25880e-03   5.51693e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.656e-01  4.099e-10 -6.465e-03 -4.237e-12 
  4.099e-10  9.132e-01  2.638e-12 -1.997e-02 
 -6.465e-03  2.638e-12  2.117e-03 -1.605e-12 
 -4.237e-12 -1.997e-02 -1.605e-12  5.734e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15100   1.000  0.000 -0.151 -0.000
        2  0.27591   0.000  1.000  0.000 -0.276
        3  0.15100  -0.151  0.000  1.000 -0.000
        4  0.27591  -0.000 -0.276 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.656e-01  4.099e-10 -6.465e-03 -4.237e-12 
  4.099e-10  9.132e-01  2.638e-12 -1.997e-02 
 -6.465e-03  2.638e-12  2.117e-03 -1.605e-12 
 -4.237e-12 -1.997e-02 -1.605e-12  5.734e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1042.78 for poi fixed at = 2.22	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 3.20482 condNLL = -1042.78 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  463 **SET PRINT           9
 **********
 **********
 **  464 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -5.88247e-01  9.24930e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -2.10140e-01  9.49779e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.71729e-01  4.59560e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.58877e-01  7.55861e-02    0.00000e+00  1.50000e+00
 **********
 **  465 **SET ERR         0.5
 **********
 **********
 **  466 **SET PRINT           9
 **********
 **********
 **  467 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  468 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-929.485 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.88247e-01   9.24930e-01   1.87422e-01  -9.75942e-01
   2  alpha_syst3  -2.10140e-01   9.49779e-01   1.91295e-01  -2.13392e-01
   3  gamma_stat_channel1_bin_0   9.71729e-01   4.59560e-02   8.86479e-02  -2.51603e+00
   4  gamma_stat_channel1_bin_1   9.58877e-01   7.55861e-02   1.05176e-01  -7.61780e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-929.523 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000540468    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.43599e-01   9.24930e-01   2.90860e-02   2.71401e-02
   2  alpha_syst3  -1.78295e-01   9.49779e-01   6.37372e-03   7.30437e-02
   3  gamma_stat_channel1_bin_0   9.80157e-01   4.59560e-02   1.62969e-02  -9.12763e-02
   4  gamma_stat_channel1_bin_1   9.63696e-01   7.55861e-02   6.69763e-03  -6.75950e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.0 per cent
 FCN=-929.523 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.2482e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.48133e-01   9.24930e-01  -9.10378e-04   8.72749e-03
   2  alpha_syst3  -1.91750e-01   9.49779e-01  -2.69284e-03  -4.03073e-03
   3  gamma_stat_channel1_bin_0   9.80563e-01   4.59560e-02   7.89068e-04   7.05385e-04
   4  gamma_stat_channel1_bin_1   9.63765e-01   7.55861e-02   9.59743e-05  -3.77841e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.6 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1897e-01  8.3837e-01  1.1616e+00  1.2810e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-929.523 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.73321e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.48133e-01   9.35953e-01   3.93103e-03   8.79157e-03
   2  alpha_syst3  -1.91750e-01   9.58002e-01   3.90073e-03  -4.01056e-03
   3  gamma_stat_channel1_bin_0   9.80563e-01   4.60246e-02   1.86109e-03   9.32703e-04
   4  gamma_stat_channel1_bin_1   9.63765e-01   7.56512e-02   2.13050e-03  -3.76230e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.865e-01  3.536e-10 -7.014e-03  7.092e-12 
  3.536e-10  9.292e-01  1.735e-11 -2.053e-02 
 -7.014e-03  1.735e-11  2.124e-03  3.479e-13 
  7.092e-12 -2.053e-02  3.479e-13  5.744e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16163   1.000  0.000 -0.162  0.000
        2  0.28103   0.000  1.000  0.000 -0.281
        3  0.16163  -0.162  0.000  1.000  0.000
        4  0.28103   0.000 -0.281  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.865e-01  3.536e-10 -7.014e-03  7.092e-12 
  3.536e-10  9.292e-01  1.735e-11 -2.053e-02 
 -7.014e-03  1.735e-11  2.124e-03  3.479e-13 
  7.092e-12 -2.053e-02  3.479e-13  5.744e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -929.523 for poi fixed at = 2.22	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 13.0784 condNLL = -929.523 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.22 qmu = 3.20482 qmu_A = 13.0784 sigma = 0.61387  CLsplusb = 0.0367107 CLb = 0.96609 CLs = 26.3163
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.28
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  469 **SET PRINT           9
 **********
 **********
 **  470 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  471 **SET ERR         0.5
 **********
 **********
 **  472 **SET PRINT           9
 **********
 **********
 **  473 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  474 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1041.84 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   3.98261e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   2.36519e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   7.96548e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   6.68930e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1042.6 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0175856    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.79623e-01   9.82180e-01  -1.13986e-01   1.92936e-01
   2  alpha_syst3  -3.06257e-01   9.47564e-01  -6.44424e-02  -4.63970e-01
   3  gamma_stat_channel1_bin_0   9.69740e-01   4.93088e-02  -5.81479e-02  -8.13437e-02
   4  gamma_stat_channel1_bin_1   9.58389e-01   8.00639e-02  -6.33080e-02  -2.78468e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.0 per cent
 FCN=-1042.6 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000708136    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.18144e-01   9.82180e-01  -7.76005e-03  -3.05860e-02
   2  alpha_syst3  -2.30291e-01   9.47564e-01   1.52152e-02  -2.09903e-02
   3  gamma_stat_channel1_bin_0   9.69888e-01   4.93088e-02   2.82799e-04  -1.16089e-01
   4  gamma_stat_channel1_bin_1   9.58055e-01   8.00639e-02  -4.63289e-04   1.77071e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.3 per cent
 FCN=-1042.6 FROM MIGRAD    STATUS=PROGRESS       36 CALLS          37 TOTAL
                     EDM=6.40003e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.3 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.15431e-01   8.99123e-01   5.46836e-04  -5.08746e-03
   2  alpha_syst3  -2.22095e-01   9.37869e-01   1.64097e-03  -3.12469e-03
   3  gamma_stat_channel1_bin_0   9.70426e-01   4.80496e-02   1.03182e-03   2.45217e-02
   4  gamma_stat_channel1_bin_1   9.56564e-01   7.54204e-02  -2.06804e-03  -1.10072e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.5 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2511e-01  8.5015e-01  1.1498e+00  1.2749e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1042.6 FROM MIGRAD    STATUS=CONVERGED      61 CALLS          62 TOTAL
                     EDM=6.64462e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.15431e-01   9.23972e-01   4.13042e-03  -5.08174e-03
   2  alpha_syst3  -2.22095e-01   9.50178e-01   4.10348e-03  -3.11375e-03
   3  gamma_stat_channel1_bin_0   9.70426e-01   4.59403e-02   1.94431e-03   2.47613e-02
   4  gamma_stat_channel1_bin_1   9.56564e-01   7.55627e-02   2.25668e-03  -9.14154e-04
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.638e-01 -5.207e-10 -6.406e-03 -7.759e-11 
 -5.207e-10  9.139e-01  9.540e-12 -1.989e-02 
 -6.406e-03  9.540e-12  2.116e-03 -1.060e-12 
 -7.759e-11 -1.989e-02 -1.060e-12  5.731e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14985   1.000 -0.000 -0.150 -0.000
        2  0.27489  -0.000  1.000  0.000 -0.275
        3  0.14985  -0.150  0.000  1.000 -0.000
        4  0.27489  -0.000 -0.275 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.638e-01 -5.207e-10 -6.406e-03 -7.759e-11 
 -5.207e-10  9.139e-01  9.540e-12 -1.989e-02 
 -6.406e-03  9.540e-12  2.116e-03 -1.060e-12 
 -7.759e-11 -1.989e-02 -1.060e-12  5.731e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1042.6 for poi fixed at = 2.28	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 3.55433 condNLL = -1042.6 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  475 **SET PRINT           9
 **********
 **********
 **  476 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -6.15431e-01  9.23972e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -2.22095e-01  9.50178e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.70426e-01  4.59403e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.56564e-01  7.55627e-02    0.00000e+00  1.50000e+00
 **********
 **  477 **SET ERR         0.5
 **********
 **********
 **  478 **SET PRINT           9
 **********
 **********
 **  479 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  480 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-929.142 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.15431e-01   9.23972e-01   1.87356e-01  -9.99928e-01
   2  alpha_syst3  -2.22095e-01   9.50178e-01   1.91397e-01  -2.18935e-01
   3  gamma_stat_channel1_bin_0   9.70426e-01   4.59403e-02   8.84673e-02  -2.57151e+00
   4  gamma_stat_channel1_bin_1   9.56564e-01   7.55627e-02   1.05044e-01  -7.84227e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-929.182 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000566381    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.67567e-01   9.23972e-01   2.97489e-02   2.73987e-02
   2  alpha_syst3  -1.89357e-01   9.50178e-01   6.55320e-03   7.49714e-02
   3  gamma_stat_channel1_bin_0   9.79025e-01   4.59403e-02   1.66015e-02  -9.32941e-02
   4  gamma_stat_channel1_bin_1   9.61524e-01   7.55627e-02   6.88590e-03  -6.95243e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.0 per cent
 FCN=-929.182 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.34255e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.72115e-01   9.23972e-01  -9.13687e-04   8.90724e-03
   2  alpha_syst3  -2.03167e-01   9.50178e-01  -2.76423e-03  -4.04521e-03
   3  gamma_stat_channel1_bin_0   9.79438e-01   4.59403e-02   8.02555e-04   7.56060e-04
   4  gamma_stat_channel1_bin_1   9.61595e-01   7.55627e-02   9.85294e-05  -3.86460e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.5 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.1995e-01  8.3948e-01  1.1605e+00  1.2801e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-929.182 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.80902e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.72115e-01   9.33826e-01   3.92378e-03   8.97115e-03
   2  alpha_syst3  -2.03167e-01   9.58243e-01   3.90262e-03  -4.02443e-03
   3  gamma_stat_channel1_bin_0   9.79438e-01   4.60093e-02   1.85762e-03   9.82762e-04
   4  gamma_stat_channel1_bin_1   9.61595e-01   7.56283e-02   2.12818e-03  -3.84855e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.825e-01  4.218e-10 -6.947e-03  4.110e-11 
  4.218e-10  9.297e-01  2.856e-11 -2.046e-02 
 -6.947e-03  2.856e-11  2.123e-03 -1.759e-13 
  4.110e-11 -2.046e-02 -1.759e-13  5.741e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.16052   1.000  0.000 -0.161  0.000
        2  0.28005   0.000  1.000  0.000 -0.280
        3  0.16052  -0.161  0.000  1.000 -0.000
        4  0.28005   0.000 -0.280 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.825e-01  4.218e-10 -6.947e-03  4.110e-11 
  4.218e-10  9.297e-01  2.856e-11 -2.046e-02 
 -6.947e-03  2.856e-11  2.123e-03 -1.759e-13 
  4.110e-11 -2.046e-02 -1.759e-13  5.741e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -929.182 for poi fixed at = 2.28	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 13.7612 condNLL = -929.182 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.28 qmu = 3.55433 qmu_A = 13.7612 sigma = 0.61462  CLsplusb = 0.0296951 CLb = 0.965948 CLs = 32.5288
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.34
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  481 **SET PRINT           9
 **********
 **********
 **  482 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  483 **SET ERR         0.5
 **********
 **********
 **  484 **SET PRINT           9
 **********
 **********
 **  485 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  486 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1041.59 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   4.15415e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   2.47563e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   8.30855e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   7.00036e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1042.41 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0190525    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.04446e-01   9.82180e-01  -1.18986e-01   2.02848e-01
   2  alpha_syst3  -3.21165e-01   9.47564e-01  -6.74299e-02  -4.80731e-01
   3  gamma_stat_channel1_bin_0   9.68376e-01   4.93088e-02  -6.07633e-02  -9.58145e-02
   4  gamma_stat_channel1_bin_1   9.56129e-01   8.00639e-02  -6.64434e-02  -6.66037e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.1 per cent
 FCN=-1042.42 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000755667    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.45033e-01   9.82180e-01  -8.18162e-03  -3.20573e-02
   2  alpha_syst3  -2.42339e-01   9.47564e-01   1.57904e-02  -2.11869e-02
   3  gamma_stat_channel1_bin_0   9.68582e-01   4.93088e-02   3.94031e-04  -1.19212e-01
   4  gamma_stat_channel1_bin_1   9.55808e-01   8.00639e-02  -4.45491e-04   1.82480e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.3 per cent
 FCN=-1042.42 FROM MIGRAD    STATUS=PROGRESS       36 CALLS          37 TOTAL
                     EDM=7.8609e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.3 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.42139e-01   8.99481e-01   5.83827e-04  -5.16942e-03
   2  alpha_syst3  -2.34001e-01   9.37958e-01   1.66964e-03  -3.48563e-03
   3  gamma_stat_channel1_bin_0   9.69140e-01   4.82761e-02   1.07088e-03   2.73587e-02
   4  gamma_stat_channel1_bin_1   9.54265e-01   7.56150e-02  -2.13882e-03  -2.66077e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.5 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2614e-01  8.5129e-01  1.1487e+00  1.2739e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1042.42 FROM MIGRAD    STATUS=CONVERGED      61 CALLS          62 TOTAL
                     EDM=7.96818e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.42139e-01   9.23015e-01   4.12938e-03  -5.16734e-03
   2  alpha_syst3  -2.34001e-01   9.50551e-01   4.10641e-03  -3.47456e-03
   3  gamma_stat_channel1_bin_0   9.69140e-01   4.59243e-02   1.94052e-03   2.75977e-02
   4  gamma_stat_channel1_bin_1   9.54265e-01   7.55386e-02   2.25455e-03  -2.47487e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.620e-01  4.557e-10 -6.349e-03 -5.905e-13 
  4.557e-10  9.147e-01 -1.275e-11 -1.982e-02 
 -6.349e-03 -1.275e-11  2.115e-03 -2.816e-12 
 -5.905e-13 -1.982e-02 -2.816e-12  5.727e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14871   1.000  0.000 -0.149 -0.000
        2  0.27386   0.000  1.000 -0.000 -0.274
        3  0.14871  -0.149 -0.000  1.000 -0.000
        4  0.27386  -0.000 -0.274 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.620e-01  4.557e-10 -6.349e-03 -5.905e-13 
  4.557e-10  9.147e-01 -1.275e-11 -1.982e-02 
 -6.349e-03 -1.275e-11  2.115e-03 -2.816e-12 
 -5.905e-13 -1.982e-02 -2.816e-12  5.727e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1042.42 for poi fixed at = 2.34	fit time : Real time 0:00:00, CP time 0.020
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 3.92107 condNLL = -1042.42 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  487 **SET PRINT           9
 **********
 **********
 **  488 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -6.42139e-01  9.23015e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -2.34001e-01  9.50551e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.69140e-01  4.59243e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.54265e-01  7.55386e-02    0.00000e+00  1.50000e+00
 **********
 **  489 **SET ERR         0.5
 **********
 **********
 **  490 **SET PRINT           9
 **********
 **********
 **  491 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  492 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-928.791 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.42139e-01   9.23015e-01   1.87294e-01  -1.02383e+00
   2  alpha_syst3  -2.34001e-01   9.50551e-01   1.91495e-01  -2.24495e-01
   3  gamma_stat_channel1_bin_0   9.69140e-01   4.59243e-02   8.82898e-02  -2.62638e+00
   4  gamma_stat_channel1_bin_1   9.54265e-01   7.55386e-02   1.04914e-01  -8.06772e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-928.833 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000593178    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.91058e-01   9.23015e-01   3.04132e-02   2.77483e-02
   2  alpha_syst3  -2.00368e-01   9.50551e-01   6.73299e-03   7.68680e-02
   3  gamma_stat_channel1_bin_0   9.77908e-01   4.59243e-02   1.68994e-02  -9.53865e-02
   4  gamma_stat_channel1_bin_1   9.59364e-01   7.55386e-02   7.07401e-03  -7.20357e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.0 per cent
 FCN=-928.833 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.43612e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.95639e-01   9.23015e-01  -9.20776e-04   9.07325e-03
   2  alpha_syst3  -2.14532e-01   9.50551e-01  -2.83539e-03  -4.07360e-03
   3  gamma_stat_channel1_bin_0   9.78329e-01   4.59243e-02   8.16929e-04   8.17885e-04
   4  gamma_stat_channel1_bin_1   9.59438e-01   7.55386e-02   1.01785e-04  -3.94869e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.5 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2093e-01  8.4059e-01  1.1594e+00  1.2791e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-928.833 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.8834e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -4.95639e-01   9.31656e-01   3.91637e-03   9.13637e-03
   2  alpha_syst3  -2.14532e-01   9.58452e-01   3.90438e-03  -4.05219e-03
   3  gamma_stat_channel1_bin_0   9.78329e-01   4.59937e-02   1.85420e-03   1.04398e-03
   4  gamma_stat_channel1_bin_1   9.59438e-01   7.56048e-02   2.12587e-03  -3.93270e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.783e-01 -1.073e-10 -6.880e-03  2.006e-11 
 -1.073e-10  9.301e-01  1.256e-11 -2.039e-02 
 -6.880e-03  1.256e-11  2.121e-03 -4.141e-13 
  2.006e-11 -2.039e-02 -4.141e-13  5.737e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15941   1.000 -0.000 -0.159  0.000
        2  0.27907  -0.000  1.000  0.000 -0.279
        3  0.15941  -0.159  0.000  1.000 -0.000
        4  0.27907   0.000 -0.279 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.783e-01 -1.073e-10 -6.880e-03  2.006e-11 
 -1.073e-10  9.301e-01  1.256e-11 -2.039e-02 
 -6.880e-03  1.256e-11  2.121e-03 -4.141e-13 
  2.006e-11 -2.039e-02 -4.141e-13  5.737e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -928.833 for poi fixed at = 2.34	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 14.4596 condNLL = -928.833 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.34 qmu = 3.92107 qmu_A = 14.4596 sigma = 0.615371  CLsplusb = 0.0238422 CLb = 0.965804 CLs = 40.5081
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.4
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  493 **SET PRINT           9
 **********
 **********
 **  494 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  495 **SET ERR         0.5
 **********
 **********
 **  496 **SET PRINT           9
 **********
 **********
 **  497 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  498 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1041.32 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   4.32291e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   2.58501e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   8.64606e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   7.30842e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1042.22 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0205382    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.28845e-01   9.82180e-01  -1.23903e-01   2.12531e-01
   2  alpha_syst3  -3.35901e-01   9.47564e-01  -7.03834e-02  -4.96845e-01
   3  gamma_stat_channel1_bin_0   9.67028e-01   4.93088e-02  -6.33417e-02  -1.10652e-01
   4  gamma_stat_channel1_bin_1   9.53878e-01   8.00639e-02  -6.95635e-02  -1.06504e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.1 per cent
 FCN=-1042.23 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000801888    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.71464e-01   9.82180e-01  -8.59671e-03  -3.35371e-02
   2  alpha_syst3  -2.54315e-01   9.47564e-01   1.63459e-02  -2.13225e-02
   3  gamma_stat_channel1_bin_0   9.67295e-01   4.93088e-02   5.09787e-04  -1.21892e-01
   4  gamma_stat_channel1_bin_1   9.53570e-01   8.00639e-02  -4.25987e-04   1.87593e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.3 per cent
 FCN=-1042.23 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=7.05177e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.3 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.68534e-01   8.99760e-01   5.91304e-04  -6.67534e-03
   2  alpha_syst3  -2.46288e-01   9.38048e-01   1.60738e-03  -4.75492e-03
   3  gamma_stat_channel1_bin_0   9.67844e-01   4.85000e-02   1.04990e-03   2.24635e-02
   4  gamma_stat_channel1_bin_1   9.52058e-01   7.58084e-02  -2.09386e-03   5.51943e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.6 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2713e-01  8.5242e-01  1.1476e+00  1.2729e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1042.23 FROM MIGRAD    STATUS=CONVERGED      60 CALLS          61 TOTAL
                     EDM=7.76451e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.68534e-01   9.22090e-01   4.12854e-03  -6.67774e-03
   2  alpha_syst3  -2.46288e-01   9.50895e-01   4.10922e-03  -4.74371e-03
   3  gamma_stat_channel1_bin_0   9.67844e-01   4.59058e-02   1.93679e-03   2.27019e-02
   4  gamma_stat_channel1_bin_1   9.52058e-01   7.55216e-02   2.25243e-03   5.69754e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.602e-01 -1.025e-09 -6.292e-03  1.751e-11 
 -1.025e-09  9.153e-01  6.399e-11 -1.975e-02 
 -6.292e-03  6.399e-11  2.113e-03  1.650e-13 
  1.751e-11 -1.975e-02  1.650e-13  5.724e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14758   1.000 -0.000 -0.148  0.000
        2  0.27287  -0.000  1.000  0.000 -0.273
        3  0.14758  -0.148  0.000  1.000  0.000
        4  0.27287   0.000 -0.273  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.602e-01 -1.025e-09 -6.292e-03  1.751e-11 
 -1.025e-09  9.153e-01  6.399e-11 -1.975e-02 
 -6.292e-03  6.399e-11  2.113e-03  1.650e-13 
  1.751e-11 -1.975e-02  1.650e-13  5.724e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1042.23 for poi fixed at = 2.4	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 4.30493 condNLL = -1042.23 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  499 **SET PRINT           9
 **********
 **********
 **  500 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -6.68534e-01  9.22090e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -2.46288e-01  9.50895e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.67844e-01  4.59058e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.52058e-01  7.55216e-02    0.00000e+00  1.50000e+00
 **********
 **  501 **SET ERR         0.5
 **********
 **********
 **  502 **SET PRINT           9
 **********
 **********
 **  503 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  504 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-928.432 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.68534e-01   9.22090e-01   1.87242e-01  -1.04908e+00
   2  alpha_syst3  -2.46288e-01   9.50895e-01   1.91589e-01  -2.30914e-01
   3  gamma_stat_channel1_bin_0   9.67844e-01   4.59058e-02   8.81075e-02  -2.68866e+00
   4  gamma_stat_channel1_bin_1   9.52058e-01   7.55216e-02   1.04799e-01  -8.19440e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-928.476 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000609374    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.14006e-01   9.22090e-01   3.11252e-02   2.85260e-02
   2  alpha_syst3  -2.11633e-01   9.50895e-01   6.93828e-03   7.73619e-02
   3  gamma_stat_channel1_bin_0   9.76801e-01   4.59058e-02   1.72399e-02  -9.84026e-02
   4  gamma_stat_channel1_bin_1   9.57237e-01   7.55216e-02   7.17660e-03  -5.73121e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.0 per cent
 FCN=-928.476 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.46284e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.18701e-01   9.22090e-01  -9.44033e-04   9.23353e-03
   2  alpha_syst3  -2.25860e-01   9.50895e-01  -2.84812e-03  -4.10104e-03
   3  gamma_stat_channel1_bin_0   9.77233e-01   4.59058e-02   8.35262e-04   3.22092e-04
   4  gamma_stat_channel1_bin_1   9.57298e-01   7.55216e-02   8.53151e-05  -3.96662e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.5 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2192e-01  8.4170e-01  1.1583e+00  1.2781e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-928.476 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.90567e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.18701e-01   9.29468e-01   3.90891e-03   9.29520e-03
   2  alpha_syst3  -2.25860e-01   9.58630e-01   3.90598e-03  -4.07901e-03
   3  gamma_stat_channel1_bin_0   9.77233e-01   4.59777e-02   1.85078e-03   5.47589e-04
   4  gamma_stat_channel1_bin_1   9.57298e-01   7.55812e-02   2.12363e-03  -3.95068e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.742e-01 -7.791e-10 -6.814e-03  4.954e-11 
 -7.791e-10  9.305e-01 -2.064e-11 -2.031e-02 
 -6.814e-03 -2.064e-11  2.120e-03  1.047e-12 
  4.954e-11 -2.031e-02  1.047e-12  5.734e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15830   1.000 -0.000 -0.158  0.000
        2  0.27808  -0.000  1.000 -0.000 -0.278
        3  0.15830  -0.158 -0.000  1.000  0.000
        4  0.27808   0.000 -0.278  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.742e-01 -7.791e-10 -6.814e-03  4.954e-11 
 -7.791e-10  9.305e-01 -2.064e-11 -2.031e-02 
 -6.814e-03 -2.064e-11  2.120e-03  1.047e-12 
  4.954e-11 -2.031e-02  1.047e-12  5.734e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -928.476 for poi fixed at = 2.4	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 15.1736 condNLL = -928.476 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.4 qmu = 4.30493 qmu_A = 15.1736 sigma = 0.616122  CLsplusb = 0.0190011 CLb = 0.965658 CLs = 50.8213
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.46
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  505 **SET PRINT           9
 **********
 **********
 **  506 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  507 **SET ERR         0.5
 **********
 **********
 **  508 **SET PRINT           9
 **********
 **********
 **  509 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  510 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1041.05 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   4.48895e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   2.69334e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   8.97814e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   7.61353e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1042.02 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0220392    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.52827e-01   9.82180e-01  -1.28739e-01   2.21991e-01
   2  alpha_syst3  -3.50465e-01   9.47564e-01  -7.33032e-02  -5.12329e-01
   3  gamma_stat_channel1_bin_0   9.65698e-01   4.93088e-02  -6.58833e-02  -1.25808e-01
   4  gamma_stat_channel1_bin_1   9.51636e-01   8.00639e-02  -7.26682e-02  -1.47468e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.1 per cent
 FCN=-1042.03 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.00084657    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.97441e-01   9.82180e-01  -9.00536e-03  -3.50094e-02
   2  alpha_syst3  -2.66217e-01   9.47564e-01   1.68820e-02  -2.13973e-02
   3  gamma_stat_channel1_bin_0   9.66027e-01   4.93088e-02   6.29646e-04  -1.24135e-01
   4  gamma_stat_channel1_bin_1   9.51344e-01   8.00639e-02  -4.04845e-04   1.92422e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.3 per cent
 FCN=-1042.03 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=7.99607e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.3 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.94347e-01   8.99984e-01   6.25043e-04  -7.02214e-03
   2  alpha_syst3  -2.58164e-01   9.38144e-01   1.61274e-03  -5.26717e-03
   3  gamma_stat_channel1_bin_0   9.66588e-01   4.87181e-02   1.07124e-03   2.38305e-02
   4  gamma_stat_channel1_bin_1   9.49799e-01   7.60043e-02  -2.13735e-03   5.70306e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.6 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2816e-01  8.5352e-01  1.1465e+00  1.2718e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1042.03 FROM MIGRAD    STATUS=CONVERGED      60 CALLS          61 TOTAL
                     EDM=8.73977e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.94347e-01   9.21230e-01   4.12804e-03  -7.02981e-03
   2  alpha_syst3  -2.58164e-01   9.51212e-01   4.11191e-03  -5.25579e-03
   3  gamma_stat_channel1_bin_0   9.66588e-01   4.58891e-02   1.93311e-03   2.40682e-02
   4  gamma_stat_channel1_bin_1   9.49799e-01   7.54977e-02   2.25030e-03   5.88055e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.586e-01 -1.910e-11 -6.237e-03  2.239e-11 
 -1.910e-11  9.160e-01 -3.181e-11 -1.968e-02 
 -6.237e-03 -3.181e-11  2.111e-03  3.548e-12 
  2.239e-11 -1.968e-02  3.548e-12  5.721e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14648   1.000 -0.000 -0.146  0.000
        2  0.27184  -0.000  1.000 -0.000 -0.272
        3  0.14648  -0.146 -0.000  1.000  0.000
        4  0.27184   0.000 -0.272  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.586e-01 -1.910e-11 -6.237e-03  2.239e-11 
 -1.910e-11  9.160e-01 -3.181e-11 -1.968e-02 
 -6.237e-03 -3.181e-11  2.111e-03  3.548e-12 
  2.239e-11 -1.968e-02  3.548e-12  5.721e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1042.03 for poi fixed at = 2.46	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 4.70577 condNLL = -1042.03 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  511 **SET PRINT           9
 **********
 **********
 **  512 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -6.94347e-01  9.21230e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -2.58164e-01  9.51212e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.66588e-01  4.58891e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.49799e-01  7.54977e-02    0.00000e+00  1.50000e+00
 **********
 **  513 **SET ERR         0.5
 **********
 **********
 **  514 **SET PRINT           9
 **********
 **********
 **  515 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  516 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-928.066 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.94347e-01   9.21230e-01   1.87206e-01  -1.07298e+00
   2  alpha_syst3  -2.58164e-01   9.51212e-01   1.91678e-01  -2.36616e-01
   3  gamma_stat_channel1_bin_0   9.66588e-01   4.58891e-02   8.79347e-02  -2.74390e+00
   4  gamma_stat_channel1_bin_1   9.49799e-01   7.54977e-02   1.04673e-01  -8.40210e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-928.111 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000635777    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.36534e-01   9.21230e-01   3.18058e-02   2.91845e-02
   2  alpha_syst3  -2.22598e-01   9.51212e-01   7.12149e-03   7.89281e-02
   3  gamma_stat_channel1_bin_0   9.75712e-01   4.58891e-02   1.75340e-02  -1.00862e-01
   4  gamma_stat_channel1_bin_1   9.55105e-01   7.54977e-02   7.34745e-03  -5.81532e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.0 per cent
 FCN=-928.111 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.5406e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.41324e-01   9.21230e-01  -9.63628e-04   9.36602e-03
   2  alpha_syst3  -2.37123e-01   9.51212e-01  -2.90814e-03  -4.16512e-03
   3  gamma_stat_channel1_bin_0   9.76153e-01   4.58891e-02   8.52634e-04   3.06185e-04
   4  gamma_stat_channel1_bin_1   9.55168e-01   7.54977e-02   8.67592e-05  -4.03445e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.5 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2291e-01  8.4280e-01  1.1572e+00  1.2771e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-928.111 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=1.96552e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.41324e-01   9.27284e-01   3.90146e-03   9.42560e-03
   2  alpha_syst3  -2.37123e-01   9.58775e-01   3.90748e-03  -4.14245e-03
   3  gamma_stat_channel1_bin_0   9.76153e-01   4.59617e-02   1.84742e-03   5.31099e-04
   4  gamma_stat_channel1_bin_1   9.55168e-01   7.55566e-02   2.12135e-03  -4.01858e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.700e-01 -2.750e-10 -6.748e-03 -2.928e-11 
 -2.750e-10  9.308e-01 -2.132e-11 -2.024e-02 
 -6.748e-03 -2.132e-11  2.118e-03  7.370e-13 
 -2.928e-11 -2.024e-02  7.370e-13  5.730e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15720   1.000 -0.000 -0.157 -0.000
        2  0.27709  -0.000  1.000 -0.000 -0.277
        3  0.15720  -0.157 -0.000  1.000  0.000
        4  0.27709  -0.000 -0.277  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.700e-01 -2.750e-10 -6.748e-03 -2.928e-11 
 -2.750e-10  9.308e-01 -2.132e-11 -2.024e-02 
 -6.748e-03 -2.132e-11  2.118e-03  7.370e-13 
 -2.928e-11 -2.024e-02  7.370e-13  5.730e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -928.111 for poi fixed at = 2.46	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 15.9029 condNLL = -928.111 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.46 qmu = 4.70577 qmu_A = 15.9029 sigma = 0.616874  CLsplusb = 0.0150307 CLb = 0.965511 CLs = 64.2358
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.52
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  517 **SET PRINT           9
 **********
 **********
 **  518 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  519 **SET ERR         0.5
 **********
 **********
 **  520 **SET PRINT           9
 **********
 **********
 **  521 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  522 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1040.76 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   4.65234e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   2.80063e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   9.30491e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   7.91572e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1041.81 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0235527    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.76398e-01   9.82180e-01  -1.33496e-01   2.31237e-01
   2  alpha_syst3  -3.64860e-01   9.47564e-01  -7.61896e-02  -5.27202e-01
   3  gamma_stat_channel1_bin_0   9.64384e-01   4.93088e-02  -6.83887e-02  -1.41241e-01
   4  gamma_stat_channel1_bin_1   9.49403e-01   8.00639e-02  -7.57574e-02  -1.89472e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.1 per cent
 FCN=-1041.82 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000889513    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.22974e-01   9.82180e-01  -9.40785e-03  -3.64552e-02
   2  alpha_syst3  -2.78044e-01   9.47564e-01   1.73994e-02  -2.14106e-02
   3  gamma_stat_channel1_bin_0   9.64779e-01   4.93088e-02   7.53251e-04  -1.25947e-01
   4  gamma_stat_channel1_bin_1   9.49127e-01   8.00639e-02  -3.82077e-04   1.96980e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.3 per cent
 FCN=-1041.82 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=8.9893e-06    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.3 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.19711e-01   9.00171e-01   6.59363e-04  -7.36304e-03
   2  alpha_syst3  -2.69985e-01   9.38237e-01   1.61423e-03  -5.77871e-03
   3  gamma_stat_channel1_bin_0   9.65350e-01   4.89316e-02   1.08905e-03   2.51734e-02
   4  gamma_stat_channel1_bin_1   9.47552e-01   7.62006e-02  -2.17766e-03   5.85834e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.6 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2919e-01  8.5457e-01  1.1454e+00  1.2708e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1041.82 FROM MIGRAD    STATUS=CONVERGED      60 CALLS          61 TOTAL
                     EDM=9.75504e-06    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.19711e-01   9.20466e-01   4.12800e-03  -7.37686e-03
   2  alpha_syst3  -2.69985e-01   9.51502e-01   4.11448e-03  -5.76715e-03
   3  gamma_stat_channel1_bin_0   9.65350e-01   4.58723e-02   1.92949e-03   2.54104e-02
   4  gamma_stat_channel1_bin_1   9.47552e-01   7.54731e-02   2.24818e-03   6.03521e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.572e-01 -7.878e-11 -6.184e-03  6.213e-12 
 -7.878e-11  9.165e-01  2.688e-11 -1.960e-02 
 -6.184e-03  2.688e-11  2.110e-03 -2.119e-12 
  6.213e-12 -1.960e-02 -2.119e-12  5.717e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14543   1.000 -0.000 -0.145  0.000
        2  0.27081  -0.000  1.000  0.000 -0.271
        3  0.14543  -0.145  0.000  1.000 -0.000
        4  0.27081   0.000 -0.271 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.572e-01 -7.878e-11 -6.184e-03  6.213e-12 
 -7.878e-11  9.165e-01  2.688e-11 -1.960e-02 
 -6.184e-03  2.688e-11  2.110e-03 -2.119e-12 
  6.213e-12 -1.960e-02 -2.119e-12  5.717e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1041.82 for poi fixed at = 2.52	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 5.12349 condNLL = -1041.82 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  523 **SET PRINT           9
 **********
 **********
 **  524 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -7.19711e-01  9.20466e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -2.69985e-01  9.51502e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.65350e-01  4.58723e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.47552e-01  7.54731e-02    0.00000e+00  1.50000e+00
 **********
 **  525 **SET ERR         0.5
 **********
 **********
 **  526 **SET PRINT           9
 **********
 **********
 **  527 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  528 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-927.692 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.19711e-01   9.20466e-01   1.87192e-01  -1.09667e+00
   2  alpha_syst3  -2.69985e-01   9.51502e-01   1.91762e-01  -2.42317e-01
   3  gamma_stat_channel1_bin_0   9.65350e-01   4.58723e-02   8.77648e-02  -2.79860e+00
   4  gamma_stat_channel1_bin_1   9.47552e-01   7.54731e-02   1.04548e-01  -8.61004e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-927.739 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000663274    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.58591e-01   9.20466e-01   3.24921e-02   3.00022e-02
   2  alpha_syst3  -2.33512e-01   9.51502e-01   7.30400e-03   8.04437e-02
   3  gamma_stat_channel1_bin_0   9.74637e-01   4.58723e-02   1.78213e-02  -1.03462e-01
   4  gamma_stat_channel1_bin_1   9.52985e-01   7.54731e-02   7.51722e-03  -5.99976e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.0 per cent
 FCN=-927.739 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.61603e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.63509e-01   9.20466e-01  -9.89820e-04   9.47698e-03
   2  alpha_syst3  -2.48334e-01   9.51502e-01  -2.96781e-03  -4.25356e-03
   3  gamma_stat_channel1_bin_0   9.75089e-01   4.58723e-02   8.71607e-04   3.06653e-04
   4  gamma_stat_channel1_bin_1   9.53050e-01   7.54731e-02   8.93849e-05  -4.09958e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2390e-01  8.4387e-01  1.1561e+00  1.2761e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-927.739 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=2.02201e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.63509e-01   9.25129e-01   3.89412e-03   9.53378e-03
   2  alpha_syst3  -2.48334e-01   9.58887e-01   3.90885e-03  -4.23025e-03
   3  gamma_stat_channel1_bin_0   9.75089e-01   4.59455e-02   1.84409e-03   5.30984e-04
   4  gamma_stat_channel1_bin_1   9.53050e-01   7.55314e-02   2.11907e-03  -4.08376e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.659e-01  7.388e-11 -6.684e-03 -7.103e-12 
  7.388e-11  9.310e-01  5.159e-11 -2.016e-02 
 -6.684e-03  5.159e-11  2.117e-03  6.256e-13 
 -7.103e-12 -2.016e-02  6.256e-13  5.726e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15613   1.000  0.000 -0.156 -0.000
        2  0.27610   0.000  1.000  0.000 -0.276
        3  0.15613  -0.156  0.000  1.000  0.000
        4  0.27610  -0.000 -0.276  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.659e-01  7.388e-11 -6.684e-03 -7.103e-12 
  7.388e-11  9.310e-01  5.159e-11 -2.016e-02 
 -6.684e-03  5.159e-11  2.117e-03  6.256e-13 
 -7.103e-12 -2.016e-02  6.256e-13  5.726e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -927.739 for poi fixed at = 2.52	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 16.6475 condNLL = -927.739 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.52 qmu = 5.12349 qmu_A = 16.6475 sigma = 0.617626  CLsplusb = 0.011802 CLb = 0.965363 CLs = 81.7963
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.58
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  529 **SET PRINT           9
 **********
 **********
 **  530 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  531 **SET ERR         0.5
 **********
 **********
 **  532 **SET PRINT           9
 **********
 **********
 **  533 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  534 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1040.47 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   4.81315e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   2.90690e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   9.62651e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   8.21504e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1041.59 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0250765    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.99563e-01   9.82180e-01  -1.38173e-01   2.40285e-01
   2  alpha_syst3  -3.79088e-01   9.47564e-01  -7.90430e-02  -5.41485e-01
   3  gamma_stat_channel1_bin_0   9.63087e-01   4.93088e-02  -7.08582e-02  -1.56920e-01
   4  gamma_stat_channel1_bin_1   9.47180e-01   8.00639e-02  -7.88312e-02  -2.32549e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.1 per cent
 FCN=-1041.6 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.000930533    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.48070e-01   9.82180e-01  -9.80466e-03  -3.78527e-02
   2  alpha_syst3  -2.89797e-01   9.47564e-01   1.78985e-02  -2.13618e-02
   3  gamma_stat_channel1_bin_0   9.63549e-01   4.93088e-02   8.80308e-04  -1.27340e-01
   4  gamma_stat_channel1_bin_1   9.46921e-01   8.00639e-02  -3.57634e-04   2.01279e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.2 per cent
 FCN=-1041.6 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=1.00248e-05    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.2 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.44641e-01   9.00338e-01   6.93566e-04  -7.69679e-03
   2  alpha_syst3  -2.81750e-01   9.38322e-01   1.61200e-03  -6.28662e-03
   3  gamma_stat_channel1_bin_0   9.64129e-01   4.91403e-02   1.10346e-03   2.64878e-02
   4  gamma_stat_channel1_bin_1   9.45318e-01   7.63968e-02  -2.21496e-03   5.98671e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.6 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.3022e-01  8.5559e-01  1.1444e+00  1.2698e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1041.6 FROM MIGRAD    STATUS=CONVERGED      60 CALLS          61 TOTAL
                     EDM=1.08038e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.44641e-01   9.19830e-01   4.12858e-03  -7.71771e-03
   2  alpha_syst3  -2.81750e-01   9.51763e-01   4.11693e-03  -6.27484e-03
   3  gamma_stat_channel1_bin_0   9.64129e-01   4.58555e-02   1.92592e-03   2.67243e-02
   4  gamma_stat_channel1_bin_1   9.45318e-01   7.54479e-02   2.24606e-03   6.16296e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.560e-01  2.329e-10 -6.135e-03  3.059e-11 
  2.329e-10  9.170e-01  2.462e-11 -1.953e-02 
 -6.135e-03  2.462e-11  2.108e-03 -2.291e-12 
  3.059e-11 -1.953e-02 -2.291e-12  5.713e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14441   1.000  0.000 -0.144  0.000
        2  0.26978   0.000  1.000  0.000 -0.270
        3  0.14441  -0.144  0.000  1.000 -0.000
        4  0.26978   0.000 -0.270 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.560e-01  2.329e-10 -6.135e-03  3.059e-11 
  2.329e-10  9.170e-01  2.462e-11 -1.953e-02 
 -6.135e-03  2.462e-11  2.108e-03 -2.291e-12 
  3.059e-11 -1.953e-02 -2.291e-12  5.713e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1041.6 for poi fixed at = 2.58	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 5.55796 condNLL = -1041.6 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  535 **SET PRINT           9
 **********
 **********
 **  536 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -7.44641e-01  9.19830e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -2.81750e-01  9.51763e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.64129e-01  4.58555e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.45318e-01  7.54479e-02    0.00000e+00  1.50000e+00
 **********
 **  537 **SET ERR         0.5
 **********
 **********
 **  538 **SET PRINT           9
 **********
 **********
 **  539 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  540 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-927.31 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.44641e-01   9.19830e-01   1.87208e-01  -1.12010e+00
   2  alpha_syst3  -2.81750e-01   9.51763e-01   1.91842e-01  -2.48015e-01
   3  gamma_stat_channel1_bin_0   9.64129e-01   4.58555e-02   8.75981e-02  -2.85275e+00
   4  gamma_stat_channel1_bin_1   9.45318e-01   7.54479e-02   1.04424e-01  -8.81818e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-927.359 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000692023    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.80182e-01   9.19830e-01   3.31860e-02   3.10023e-02
   2  alpha_syst3  -2.44374e-01   9.51763e-01   7.48553e-03   8.19029e-02
   3  gamma_stat_channel1_bin_0   9.73576e-01   4.58555e-02   1.81018e-02  -1.06225e-01
   4  gamma_stat_channel1_bin_1   9.50878e-01   7.54479e-02   7.68576e-03  -6.30201e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.0 per cent
 FCN=-927.359 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.68843e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.85265e-01   9.19830e-01  -1.02362e-03   9.56189e-03
   2  alpha_syst3  -2.59491e-01   9.51763e-01  -3.02710e-03  -4.36889e-03
   3  gamma_stat_channel1_bin_0   9.74039e-01   4.58555e-02   8.92430e-04   3.26315e-04
   4  gamma_stat_channel1_bin_1   9.50945e-01   7.54479e-02   9.33911e-05  -4.16169e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2490e-01  8.4493e-01  1.1551e+00  1.2751e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-927.359 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=2.07443e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -5.85265e-01   9.23024e-01   3.88699e-03   9.61525e-03
   2  alpha_syst3  -2.59491e-01   9.58967e-01   3.91008e-03  -4.34494e-03
   3  gamma_stat_channel1_bin_0   9.74039e-01   4.59292e-02   1.84079e-03   5.50074e-04
   4  gamma_stat_channel1_bin_1   9.50945e-01   7.55057e-02   2.11680e-03  -4.14592e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.620e-01 -3.426e-10 -6.621e-03 -3.982e-11 
 -3.426e-10  9.312e-01  2.082e-11 -2.008e-02 
 -6.621e-03  2.082e-11  2.115e-03 -1.787e-12 
 -3.982e-11 -2.008e-02 -1.787e-12  5.722e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15507   1.000 -0.000 -0.155 -0.000
        2  0.27510  -0.000  1.000  0.000 -0.275
        3  0.15507  -0.155  0.000  1.000 -0.000
        4  0.27510  -0.000 -0.275 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.620e-01 -3.426e-10 -6.621e-03 -3.982e-11 
 -3.426e-10  9.312e-01  2.082e-11 -2.008e-02 
 -6.621e-03  2.082e-11  2.115e-03 -1.787e-12 
 -3.982e-11 -2.008e-02 -1.787e-12  5.722e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -927.359 for poi fixed at = 2.58	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 17.4073 condNLL = -927.359 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.58 qmu = 5.55796 qmu_A = 17.4073 sigma = 0.618378  CLsplusb = 0.00919843 CLb = 0.965213 CLs = 104.932
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.64
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  541 **SET PRINT           9
 **********
 **********
 **  542 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  543 **SET ERR         0.5
 **********
 **********
 **  544 **SET PRINT           9
 **********
 **********
 **  545 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  546 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1040.16 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   4.97142e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   3.01217e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   9.94305e+00
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   8.51152e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1041.37 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0266092    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.22331e-01   9.82180e-01  -1.42774e-01   2.49158e-01
   2  alpha_syst3  -3.93150e-01   9.47564e-01  -8.18638e-02  -5.55200e-01
   3  gamma_stat_channel1_bin_0   9.61806e-01   4.93088e-02  -7.32924e-02  -1.72820e-01
   4  gamma_stat_channel1_bin_1   9.44966e-01   8.00639e-02  -8.18895e-02  -2.76788e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.2 per cent
 FCN=-1041.37 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.00096947    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.72741e-01   9.82180e-01  -1.01965e-02  -3.91777e-02
   2  alpha_syst3  -3.01473e-01   9.47564e-01   1.83800e-02  -2.12495e-02
   3  gamma_stat_channel1_bin_0   9.62338e-01   4.93088e-02   1.01059e-03  -1.28328e-01
   4  gamma_stat_channel1_bin_1   9.44726e-01   8.00639e-02  -3.31404e-04   2.05335e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.2 per cent
 FCN=-1041.37 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=1.10958e-05    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.2 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.69150e-01   9.00507e-01   7.26882e-04  -8.02186e-03
   2  alpha_syst3  -2.93457e-01   9.38392e-01   1.60620e-03  -6.78817e-03
   3  gamma_stat_channel1_bin_0   9.62924e-01   4.93442e-02   1.11464e-03   2.77699e-02
   4  gamma_stat_channel1_bin_1   9.43096e-01   7.65924e-02  -2.24942e-03   6.09060e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.7 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.3125e-01  8.5656e-01  1.1434e+00  1.2687e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1041.37 FROM MIGRAD    STATUS=CONVERGED      60 CALLS          61 TOTAL
                     EDM=1.18791e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.69150e-01   9.19353e-01   4.12991e-03  -8.05085e-03
   2  alpha_syst3  -2.93457e-01   9.51995e-01   4.11926e-03  -6.77618e-03
   3  gamma_stat_channel1_bin_0   9.62924e-01   4.58388e-02   1.92241e-03   2.80058e-02
   4  gamma_stat_channel1_bin_1   9.43096e-01   7.54221e-02   2.24393e-03   6.26625e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.552e-01 -4.945e-10 -6.088e-03  4.598e-11 
 -4.945e-10  9.175e-01 -1.164e-11 -1.945e-02 
 -6.088e-03 -1.164e-11  2.107e-03 -1.518e-12 
  4.598e-11 -1.945e-02 -1.518e-12  5.709e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14344   1.000 -0.000 -0.143  0.000
        2  0.26875  -0.000  1.000 -0.000 -0.269
        3  0.14344  -0.143 -0.000  1.000 -0.000
        4  0.26875   0.000 -0.269 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.552e-01 -4.945e-10 -6.088e-03  4.598e-11 
 -4.945e-10  9.175e-01 -1.164e-11 -1.945e-02 
 -6.088e-03 -1.164e-11  2.107e-03 -1.518e-12 
  4.598e-11 -1.945e-02 -1.518e-12  5.709e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1041.37 for poi fixed at = 2.64	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 6.00905 condNLL = -1041.37 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  547 **SET PRINT           9
 **********
 **********
 **  548 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -7.69150e-01  9.19353e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -2.93457e-01  9.51995e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.62924e-01  4.58388e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.43096e-01  7.54221e-02    0.00000e+00  1.50000e+00
 **********
 **  549 **SET ERR         0.5
 **********
 **********
 **  550 **SET PRINT           9
 **********
 **********
 **  551 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  552 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-926.921 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.69150e-01   9.19353e-01   1.87259e-01  -1.14323e+00
   2  alpha_syst3  -2.93457e-01   9.51995e-01   1.91916e-01  -2.53705e-01
   3  gamma_stat_channel1_bin_0   9.62924e-01   4.58388e-02   8.74344e-02  -2.90638e+00
   4  gamma_stat_channel1_bin_1   9.43096e-01   7.54221e-02   1.04301e-01  -9.02648e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-926.971 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.00072222    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.01312e-01   9.19353e-01   3.38890e-02   3.22089e-02
   2  alpha_syst3  -2.55185e-01   9.51995e-01   7.66583e-03   8.32991e-02
   3  gamma_stat_channel1_bin_0   9.72528e-01   4.58388e-02   1.83752e-02  -1.09175e-01
   4  gamma_stat_channel1_bin_1   9.48782e-01   7.54221e-02   7.85288e-03  -6.74074e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.0 per cent
 FCN=-926.972 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.75685e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.06604e-01   9.19353e-01  -1.06612e-03   9.61469e-03
   2  alpha_syst3  -2.70593e-01   9.51995e-01  -3.08593e-03  -4.51278e-03
   3  gamma_stat_channel1_bin_0   9.73003e-01   4.58388e-02   9.15367e-04   3.68212e-04
   4  gamma_stat_channel1_bin_1   9.48853e-01   7.54221e-02   9.89945e-05  -4.22032e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2590e-01  8.4597e-01  1.1540e+00  1.2741e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-926.972 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=2.12187e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.06604e-01   9.20990e-01   3.88014e-03   9.66393e-03
   2  alpha_syst3  -2.70593e-01   9.59015e-01   3.91119e-03  -4.48821e-03
   3  gamma_stat_channel1_bin_0   9.73003e-01   4.59129e-02   1.83752e-03   5.91411e-04
   4  gamma_stat_channel1_bin_1   9.48853e-01   7.54795e-02   2.11453e-03  -4.20461e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.581e-01  2.898e-11 -6.560e-03 -1.814e-11 
  2.898e-11  9.312e-01  1.151e-11 -2.000e-02 
 -6.560e-03  1.151e-11  2.114e-03 -1.132e-13 
 -1.814e-11 -2.000e-02 -1.132e-13  5.718e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15403   1.000  0.000 -0.154 -0.000
        2  0.27410   0.000  1.000  0.000 -0.274
        3  0.15403  -0.154  0.000  1.000 -0.000
        4  0.27410  -0.000 -0.274 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.581e-01  2.898e-11 -6.560e-03 -1.814e-11 
  2.898e-11  9.312e-01  1.151e-11 -2.000e-02 
 -6.560e-03  1.151e-11  2.114e-03 -1.132e-13 
 -1.814e-11 -2.000e-02 -1.132e-13  5.718e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -926.972 for poi fixed at = 2.64	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 18.1821 condNLL = -926.972 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.64 qmu = 6.00905 qmu_A = 18.1821 sigma = 0.619131  CLsplusb = 0.00711633 CLb = 0.965061 CLs = 135.612
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.7
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  553 **SET PRINT           9
 **********
 **********
 **  554 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  555 **SET ERR         0.5
 **********
 **********
 **  556 **SET PRINT           9
 **********
 **********
 **  557 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  558 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1039.84 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   5.12723e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   3.11644e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   1.02547e+01
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   8.80522e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1041.13 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0281501    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.44709e-01   9.82180e-01  -1.47298e-01   2.57882e-01
   2  alpha_syst3  -4.07049e-01   9.47564e-01  -8.46526e-02  -5.68370e-01
   3  gamma_stat_channel1_bin_0   9.60542e-01   4.93088e-02  -7.56919e-02  -1.88925e-01
   4  gamma_stat_channel1_bin_1   9.42762e-01   8.00639e-02  -8.49325e-02  -3.22337e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.2 per cent
 FCN=-1041.14 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.00100618    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.96998e-01   9.82180e-01  -1.05844e-02  -4.04038e-02
   2  alpha_syst3  -3.13073e-01   9.47564e-01   1.88444e-02  -2.10722e-02
   3  gamma_stat_channel1_bin_0   9.61145e-01   4.93088e-02   1.14393e-03  -1.28926e-01
   4  gamma_stat_channel1_bin_1   9.42542e-01   8.00639e-02  -3.03217e-04   2.09164e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.2 per cent
 FCN=-1041.14 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=1.21957e-05    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.2 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.93254e-01   9.00697e-01   7.58482e-04  -8.33627e-03
   2  alpha_syst3  -3.05103e-01   9.38443e-01   1.59694e-03  -7.28088e-03
   3  gamma_stat_channel1_bin_0   9.61736e-01   4.95433e-02   1.12274e-03   2.90159e-02
   4  gamma_stat_channel1_bin_1   9.40888e-01   7.67870e-02  -2.28120e-03   6.17351e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.7 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.3229e-01  8.5747e-01  1.1425e+00  1.2677e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1041.14 FROM MIGRAD    STATUS=CONVERGED      60 CALLS          61 TOTAL
                     EDM=1.29735e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.93254e-01   9.19070e-01   4.13215e-03  -8.37438e-03
   2  alpha_syst3  -3.05103e-01   9.52199e-01   4.12146e-03  -7.26865e-03
   3  gamma_stat_channel1_bin_0   9.61736e-01   4.58221e-02   1.91894e-03   2.92512e-02
   4  gamma_stat_channel1_bin_1   9.40888e-01   7.53956e-02   2.24181e-03   6.34856e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.546e-01 -3.160e-10 -6.045e-03  5.986e-11 
 -3.160e-10  9.179e-01  3.260e-11 -1.937e-02 
 -6.045e-03  3.260e-11  2.105e-03  1.959e-12 
  5.986e-11 -1.937e-02  1.959e-12  5.705e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14253   1.000 -0.000 -0.143  0.000
        2  0.26771  -0.000  1.000  0.000 -0.268
        3  0.14253  -0.143  0.000  1.000  0.000
        4  0.26771   0.000 -0.268  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.546e-01 -3.160e-10 -6.045e-03  5.986e-11 
 -3.160e-10  9.179e-01  3.260e-11 -1.937e-02 
 -6.045e-03  3.260e-11  2.105e-03  1.959e-12 
  5.986e-11 -1.937e-02  1.959e-12  5.705e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1041.14 for poi fixed at = 2.7	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 6.47665 condNLL = -1041.14 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  559 **SET PRINT           9
 **********
 **********
 **  560 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -7.93254e-01  9.19070e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -3.05103e-01  9.52199e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.61736e-01  4.58221e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.40888e-01  7.53956e-02    0.00000e+00  1.50000e+00
 **********
 **  561 **SET ERR         0.5
 **********
 **********
 **  562 **SET PRINT           9
 **********
 **********
 **  563 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  564 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-926.524 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.93254e-01   9.19070e-01   1.87352e-01  -1.16600e+00
   2  alpha_syst3  -3.05103e-01   9.52199e-01   1.91986e-01  -2.59387e-01
   3  gamma_stat_channel1_bin_0   9.61736e-01   4.58221e-02   8.72739e-02  -2.95948e+00
   4  gamma_stat_channel1_bin_1   9.40888e-01   7.53956e-02   1.04178e-01  -9.23490e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-926.577 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000754111    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.21988e-01   9.19070e-01   3.46033e-02   3.36472e-02
   2  alpha_syst3  -2.65944e-01   9.52199e-01   7.84461e-03   8.46252e-02
   3  gamma_stat_channel1_bin_0   9.71492e-01   4.58221e-02   1.86413e-02  -1.12338e-01
   4  gamma_stat_channel1_bin_1   9.46697e-01   7.53956e-02   8.01838e-03  -7.33598e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.0 per cent
 FCN=-926.577 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.81997e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.27537e-01   9.19070e-01  -1.11851e-03   9.62737e-03
   2  alpha_syst3  -2.81642e-01   9.52199e-01  -3.14417e-03  -4.68581e-03
   3  gamma_stat_channel1_bin_0   9.71981e-01   4.58221e-02   9.40703e-04   4.35552e-04
   4  gamma_stat_channel1_bin_1   9.46774e-01   7.53956e-02   1.06434e-04  -4.27487e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2690e-01  8.4697e-01  1.1530e+00  1.2731e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-926.577 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=2.1632e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.27537e-01   9.19047e-01   3.87365e-03   9.67181e-03
   2  alpha_syst3  -2.81642e-01   9.59030e-01   3.91216e-03  -4.66061e-03
   3  gamma_stat_channel1_bin_0   9.71981e-01   4.58966e-02   1.83428e-03   6.58191e-04
   4  gamma_stat_channel1_bin_1   9.46774e-01   7.54527e-02   2.11226e-03  -4.25921e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.545e-01  6.238e-10 -6.501e-03 -6.582e-12 
  6.238e-10  9.313e-01  5.888e-12 -1.992e-02 
 -6.501e-03  5.888e-12  2.112e-03  3.225e-12 
 -6.582e-12 -1.992e-02  3.225e-12  5.714e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15303   1.000  0.000 -0.153 -0.000
        2  0.27310   0.000  1.000  0.000 -0.273
        3  0.15303  -0.153  0.000  1.000  0.000
        4  0.27310  -0.000 -0.273  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.545e-01  6.238e-10 -6.501e-03 -6.582e-12 
  6.238e-10  9.313e-01  5.888e-12 -1.992e-02 
 -6.501e-03  5.888e-12  2.112e-03  3.225e-12 
 -6.582e-12 -1.992e-02  3.225e-12  5.714e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -926.577 for poi fixed at = 2.7	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 18.9717 condNLL = -926.577 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.7 qmu = 6.47665 qmu_A = 18.9717 sigma = 0.619884  CLsplusb = 0.00546504 CLb = 0.964909 CLs = 176.56
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.76
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  565 **SET PRINT           9
 **********
 **********
 **  566 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  567 **SET ERR         0.5
 **********
 **********
 **  568 **SET PRINT           9
 **********
 **********
 **  569 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  570 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1039.52 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   5.28062e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   3.21974e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   1.05614e+01
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   9.09616e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1040.89 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0296994    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.66704e-01   9.82180e-01  -1.51748e-01   2.66489e-01
   2  alpha_syst3  -4.20787e-01   9.47564e-01  -8.74098e-02  -5.81021e-01
   3  gamma_stat_channel1_bin_0   9.59294e-01   4.93088e-02  -7.80572e-02  -2.05228e-01
   4  gamma_stat_channel1_bin_1   9.40566e-01   8.00639e-02  -8.79603e-02  -3.69394e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.2 per cent
 FCN=-1040.9 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.00104054    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.20855e-01   9.82180e-01  -1.09694e-02  -4.15025e-02
   2  alpha_syst3  -3.24594e-01   9.47564e-01   1.92926e-02  -2.08281e-02
   3  gamma_stat_channel1_bin_0   9.59969e-01   4.93088e-02   1.28023e-03  -1.29149e-01
   4  gamma_stat_channel1_bin_1   9.40368e-01   8.00639e-02  -2.72837e-04   2.12783e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.2 per cent
 FCN=-1040.9 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=1.33155e-05    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.2 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.16971e-01   9.00929e-01   7.87483e-04  -8.63751e-03
   2  alpha_syst3  -3.16689e-01   9.38467e-01   1.58431e-03  -7.76238e-03
   3  gamma_stat_channel1_bin_0   9.60564e-01   4.97375e-02   1.12796e-03   3.02218e-02
   4  gamma_stat_channel1_bin_1   9.38692e-01   7.69803e-02  -2.31046e-03   6.24003e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.8 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.3333e-01  8.5833e-01  1.1417e+00  1.2667e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1040.9 FROM MIGRAD    STATUS=CONVERGED      60 CALLS          61 TOTAL
                     EDM=1.40791e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.16971e-01   9.19012e-01   4.13545e-03  -8.68583e-03
   2  alpha_syst3  -3.16689e-01   9.52373e-01   4.12354e-03  -7.74992e-03
   3  gamma_stat_channel1_bin_0   9.60564e-01   4.58056e-02   1.91553e-03   3.04565e-02
   4  gamma_stat_channel1_bin_1   9.38692e-01   7.53685e-02   2.23969e-03   6.41448e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.545e-01  6.351e-10 -6.006e-03 -7.099e-11 
  6.351e-10  9.182e-01  1.043e-12 -1.929e-02 
 -6.006e-03  1.043e-12  2.103e-03 -1.128e-12 
 -7.099e-11 -1.929e-02 -1.128e-12  5.701e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14167   1.000  0.000 -0.142 -0.000
        2  0.26667   0.000  1.000  0.000 -0.267
        3  0.14167  -0.142  0.000  1.000 -0.000
        4  0.26667  -0.000 -0.267 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.545e-01  6.351e-10 -6.006e-03 -7.099e-11 
  6.351e-10  9.182e-01  1.043e-12 -1.929e-02 
 -6.006e-03  1.043e-12  2.103e-03 -1.128e-12 
 -7.099e-11 -1.929e-02 -1.128e-12  5.701e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1040.9 for poi fixed at = 2.76	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 6.96063 condNLL = -1040.9 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  571 **SET PRINT           9
 **********
 **********
 **  572 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -8.16971e-01  9.19012e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -3.16689e-01  9.52373e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.60564e-01  4.58056e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.38692e-01  7.53685e-02    0.00000e+00  1.50000e+00
 **********
 **  573 **SET ERR         0.5
 **********
 **********
 **  574 **SET PRINT           9
 **********
 **********
 **  575 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  576 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-926.12 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.16971e-01   9.19012e-01   1.87495e-01  -1.18839e+00
   2  alpha_syst3  -3.16689e-01   9.52373e-01   1.92051e-01  -2.65056e-01
   3  gamma_stat_channel1_bin_0   9.60564e-01   4.58056e-02   8.71165e-02  -3.01206e+00
   4  gamma_stat_channel1_bin_1   9.38692e-01   7.53685e-02   1.04057e-01  -9.44336e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-926.174 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000788007    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.42217e-01   9.19012e-01   3.53309e-02   3.53437e-02
   2  alpha_syst3  -2.76652e-01   9.52373e-01   8.02159e-03   8.58732e-02
   3  gamma_stat_channel1_bin_0   9.70469e-01   4.58056e-02   1.88999e-02  -1.15742e-01
   4  gamma_stat_channel1_bin_1   9.44624e-01   7.53685e-02   8.18202e-03  -8.10950e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.0 per cent
 FCN=-926.175 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.87597e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.48078e-01   9.19012e-01  -1.18212e-03   9.58962e-03
   2  alpha_syst3  -2.92634e-01   9.52373e-01  -3.20163e-03  -4.88698e-03
   3  gamma_stat_channel1_bin_0   9.70974e-01   4.58056e-02   9.68745e-04   5.31553e-04
   4  gamma_stat_channel1_bin_1   9.44708e-01   7.53685e-02   1.15975e-04  -4.32449e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2790e-01  8.4795e-01  1.1521e+00  1.2721e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-926.175 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=2.19703e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.48078e-01   9.17214e-01   3.86760e-03   9.62858e-03
   2  alpha_syst3  -2.92634e-01   9.59013e-01   3.91300e-03  -4.86117e-03
   3  gamma_stat_channel1_bin_0   9.70974e-01   4.58804e-02   1.83107e-03   7.53645e-04
   4  gamma_stat_channel1_bin_1   9.44708e-01   7.54253e-02   2.11000e-03  -4.30889e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.511e-01  5.007e-10 -6.444e-03  1.893e-11 
  5.007e-10  9.313e-01  2.500e-11 -1.984e-02 
 -6.444e-03  2.500e-11  2.110e-03  9.448e-13 
  1.893e-11 -1.984e-02  9.448e-13  5.710e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15205   1.000  0.000 -0.152  0.000
        2  0.27210   0.000  1.000  0.000 -0.272
        3  0.15205  -0.152  0.000  1.000  0.000
        4  0.27210   0.000 -0.272  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.511e-01  5.007e-10 -6.444e-03  1.893e-11 
  5.007e-10  9.313e-01  2.500e-11 -1.984e-02 
 -6.444e-03  2.500e-11  2.110e-03  9.448e-13 
  1.893e-11 -1.984e-02  9.448e-13  5.710e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -926.175 for poi fixed at = 2.76	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 19.7762 condNLL = -926.175 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.76 qmu = 6.96063 qmu_A = 19.7762 sigma = 0.620637  CLsplusb = 0.00416613 CLb = 0.964754 CLs = 231.571
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.82
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  577 **SET PRINT           9
 **********
 **********
 **  578 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  579 **SET ERR         0.5
 **********
 **********
 **  580 **SET PRINT           9
 **********
 **********
 **  581 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  582 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1039.18 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   5.43166e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   3.32208e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   1.08635e+01
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   9.38439e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1040.64 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.031258    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.88324e-01   9.82180e-01  -1.56126e-01   2.75014e-01
   2  alpha_syst3  -4.34368e-01   9.47564e-01  -9.01359e-02  -5.93179e-01
   3  gamma_stat_channel1_bin_0   9.58061e-01   4.93088e-02  -8.03890e-02  -2.21727e-01
   4  gamma_stat_channel1_bin_1   9.38380e-01   8.00639e-02  -9.09732e-02  -4.18212e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.2 per cent
 FCN=-1040.65 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.00107244    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.44326e-01   9.82180e-01  -1.13529e-02  -4.24432e-02
   2  alpha_syst3  -3.36037e-01   9.47564e-01   1.97251e-02  -2.05149e-02
   3  gamma_stat_channel1_bin_0   9.58812e-01   4.93088e-02   1.41945e-03  -1.29017e-01
   4  gamma_stat_channel1_bin_1   9.38206e-01   8.00639e-02  -2.39975e-04   2.16210e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.2 per cent
 FCN=-1040.65 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=1.44449e-05    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.2 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.40320e-01   9.01225e-01   8.12949e-04  -8.92240e-03
   2  alpha_syst3  -3.28213e-01   9.38458e-01   1.56840e-03  -8.23041e-03
   3  gamma_stat_channel1_bin_0   9.59409e-01   4.99268e-02   1.13048e-03   3.13841e-02
   4  gamma_stat_channel1_bin_1   9.36508e-01   7.71716e-02  -2.33736e-03   6.29586e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.8 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.3437e-01  8.5911e-01  1.1409e+00  1.2656e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1040.65 FROM MIGRAD    STATUS=CONVERGED      60 CALLS          61 TOTAL
                     EDM=1.51873e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.40320e-01   9.19214e-01   4.13995e-03  -8.98207e-03
   2  alpha_syst3  -3.28213e-01   9.52518e-01   4.12549e-03  -8.21771e-03
   3  gamma_stat_channel1_bin_0   9.59409e-01   4.57893e-02   1.91216e-03   3.16182e-02
   4  gamma_stat_channel1_bin_1   9.36508e-01   7.53408e-02   2.23756e-03   6.46973e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.549e-01  4.728e-10 -5.972e-03 -2.303e-11 
  4.728e-10  9.185e-01 -1.976e-11 -1.921e-02 
 -5.972e-03 -1.976e-11  2.102e-03  5.039e-12 
 -2.303e-11 -1.921e-02  5.039e-12  5.697e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14089   1.000  0.000 -0.141 -0.000
        2  0.26563   0.000  1.000 -0.000 -0.266
        3  0.14089  -0.141 -0.000  1.000  0.000
        4  0.26563  -0.000 -0.266  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.549e-01  4.728e-10 -5.972e-03 -2.303e-11 
  4.728e-10  9.185e-01 -1.976e-11 -1.921e-02 
 -5.972e-03 -1.976e-11  2.102e-03  5.039e-12 
 -2.303e-11 -1.921e-02  5.039e-12  5.697e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1040.65 for poi fixed at = 2.82	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 7.46087 condNLL = -1040.65 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  583 **SET PRINT           9
 **********
 **********
 **  584 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -8.40320e-01  9.19214e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -3.28213e-01  9.52518e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.59409e-01  4.57893e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.36508e-01  7.53408e-02    0.00000e+00  1.50000e+00
 **********
 **  585 **SET ERR         0.5
 **********
 **********
 **  586 **SET PRINT           9
 **********
 **********
 **  587 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  588 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-925.708 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.40320e-01   9.19214e-01   1.87693e-01  -1.21033e+00
   2  alpha_syst3  -3.28213e-01   9.52518e-01   1.92110e-01  -2.70712e-01
   3  gamma_stat_channel1_bin_0   9.59409e-01   4.57893e-02   8.69623e-02  -3.06413e+00
   4  gamma_stat_channel1_bin_1   9.36508e-01   7.53408e-02   1.03937e-01  -9.65179e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-925.765 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000824308    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.62006e-01   9.19214e-01   3.60743e-02   3.73265e-02
   2  alpha_syst3  -2.87308e-01   9.52518e-01   8.19645e-03   8.70341e-02
   3  gamma_stat_channel1_bin_0   9.69459e-01   4.57893e-02   1.91507e-02  -1.19419e-01
   4  gamma_stat_channel1_bin_1   9.42563e-01   7.53408e-02   8.34354e-03  -9.08517e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-925.765 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.92249e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.68242e-01   9.19214e-01  -1.25845e-03   9.48846e-03
   2  alpha_syst3  -3.03570e-01   9.52518e-01  -3.25803e-03  -5.11323e-03
   3  gamma_stat_channel1_bin_0   9.69980e-01   4.57893e-02   9.99832e-04   6.59147e-04
   4  gamma_stat_channel1_bin_1   9.42655e-01   7.53408e-02   1.27918e-04  -4.36810e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2891e-01  8.4889e-01  1.1511e+00  1.2711e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-925.765 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=2.22165e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.68242e-01   9.15508e-01   3.86204e-03   9.52124e-03
   2  alpha_syst3  -3.03570e-01   9.58965e-01   3.91371e-03  -5.08682e-03
   3  gamma_stat_channel1_bin_0   9.69980e-01   4.58642e-02   1.82788e-03   8.80692e-04
   4  gamma_stat_channel1_bin_1   9.42655e-01   7.53975e-02   2.10774e-03  -4.35255e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.479e-01 -1.659e-10 -6.390e-03 -2.606e-11 
 -1.659e-10  9.312e-01  1.934e-11 -1.976e-02 
 -6.390e-03  1.934e-11  2.109e-03 -1.889e-12 
 -2.606e-11 -1.976e-02 -1.889e-12  5.705e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15111   1.000 -0.000 -0.151 -0.000
        2  0.27109  -0.000  1.000  0.000 -0.271
        3  0.15111  -0.151  0.000  1.000 -0.000
        4  0.27109  -0.000 -0.271 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.479e-01 -1.659e-10 -6.390e-03 -2.606e-11 
 -1.659e-10  9.312e-01  1.934e-11 -1.976e-02 
 -6.390e-03  1.934e-11  2.109e-03 -1.889e-12 
 -2.606e-11 -1.976e-02 -1.889e-12  5.705e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -925.765 for poi fixed at = 2.82	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 20.5953 condNLL = -925.765 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.82 qmu = 7.46087 qmu_A = 20.5953 sigma = 0.621391  CLsplusb = 0.00315273 CLb = 0.964599 CLs = 305.957
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.88
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  589 **SET PRINT           9
 **********
 **********
 **  590 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  591 **SET ERR         0.5
 **********
 **********
 **  592 **SET PRINT           9
 **********
 **********
 **  593 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  594 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1038.84 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   5.58040e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   3.42346e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   1.11610e+01
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   9.66994e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1040.38 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0328275    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.09576e-01   9.82180e-01  -1.60431e-01   2.83507e-01
   2  alpha_syst3  -4.47794e-01   9.47564e-01  -9.28315e-02  -6.04867e-01
   3  gamma_stat_channel1_bin_0   9.56845e-01   4.93088e-02  -8.26878e-02  -2.38412e-01
   4  gamma_stat_channel1_bin_1   9.36202e-01   8.00639e-02  -9.39711e-02  -4.68935e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.2 per cent
 FCN=-1040.39 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.00110178    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.67428e-01   9.82180e-01  -1.17366e-02  -4.31932e-02
   2  alpha_syst3  -3.47400e-01   9.47564e-01   2.01428e-02  -2.01303e-02
   3  gamma_stat_channel1_bin_0   9.57671e-01   4.93088e-02   1.56146e-03  -1.28549e-01
   4  gamma_stat_channel1_bin_1   9.36054e-01   8.00639e-02  -2.04430e-04   2.19465e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.2 per cent
 FCN=-1040.39 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=1.55725e-05    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.2 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.63321e-01   9.01604e-01   8.33877e-04  -9.18729e-03
   2  alpha_syst3  -3.39672e-01   9.38409e-01   1.54929e-03  -8.68279e-03
   3  gamma_stat_channel1_bin_0   9.58269e-01   5.01113e-02   1.13049e-03   3.24977e-02
   4  gamma_stat_channel1_bin_1   9.34337e-01   7.73607e-02  -2.36205e-03   6.34735e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.8 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.3542e-01  8.5983e-01  1.1402e+00  1.2646e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1040.39 FROM MIGRAD    STATUS=CONVERGED      60 CALLS          61 TOTAL
                     EDM=1.62881e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.63321e-01   9.19710e-01   4.14581e-03  -9.25954e-03
   2  alpha_syst3  -3.39672e-01   9.52634e-01   4.12731e-03  -8.66985e-03
   3  gamma_stat_channel1_bin_0   9.58269e-01   4.57732e-02   1.90885e-03   3.27313e-02
   4  gamma_stat_channel1_bin_1   9.34337e-01   7.53125e-02   2.23544e-03   6.52063e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.559e-01  2.606e-10 -5.943e-03  5.667e-11 
  2.606e-10  9.188e-01 -2.251e-11 -1.913e-02 
 -5.943e-03 -2.251e-11  2.100e-03  3.762e-14 
  5.667e-11 -1.913e-02  3.762e-14  5.692e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14017   1.000  0.000 -0.140  0.000
        2  0.26458   0.000  1.000 -0.000 -0.265
        3  0.14017  -0.140 -0.000  1.000  0.000
        4  0.26458   0.000 -0.265  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.559e-01  2.606e-10 -5.943e-03  5.667e-11 
  2.606e-10  9.188e-01 -2.251e-11 -1.913e-02 
 -5.943e-03 -2.251e-11  2.100e-03  3.762e-14 
  5.667e-11 -1.913e-02  3.762e-14  5.692e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1040.39 for poi fixed at = 2.88	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 7.97724 condNLL = -1040.39 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  595 **SET PRINT           9
 **********
 **********
 **  596 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -8.63321e-01  9.19710e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -3.39672e-01  9.52634e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.58269e-01  4.57732e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.34337e-01  7.53125e-02    0.00000e+00  1.50000e+00
 **********
 **  597 **SET ERR         0.5
 **********
 **********
 **  598 **SET PRINT           9
 **********
 **********
 **  599 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  600 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-925.29 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.63321e-01   9.19710e-01   1.87955e-01  -1.23181e+00
   2  alpha_syst3  -3.39672e-01   9.52634e-01   1.92165e-01  -2.76351e-01
   3  gamma_stat_channel1_bin_0   9.58269e-01   4.57732e-02   8.68113e-02  -3.11570e+00
   4  gamma_stat_channel1_bin_1   9.34337e-01   7.53125e-02   1.03817e-01  -9.86011e-01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-925.348 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000863531    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.81362e-01   9.19710e-01   3.68362e-02   3.96264e-02
   2  alpha_syst3  -2.97913e-01   9.52634e-01   8.36887e-03   8.80980e-02
   3  gamma_stat_channel1_bin_0   9.68460e-01   4.57732e-02   1.93933e-02  -1.23406e-01
   4  gamma_stat_channel1_bin_1   9.40512e-01   7.53125e-02   8.50266e-03  -1.02896e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-925.348 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.9565e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.88044e-01   9.19710e-01  -1.34921e-03   9.30784e-03
   2  alpha_syst3  -3.14447e-01   9.52634e-01  -3.31295e-03  -5.35862e-03
   3  gamma_stat_channel1_bin_0   9.69000e-01   4.57732e-02   1.03434e-03   8.20447e-04
   4  gamma_stat_channel1_bin_1   9.40615e-01   7.53125e-02   1.42606e-04  -4.40425e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.2992e-01  8.4979e-01  1.1502e+00  1.2701e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-925.348 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=2.23505e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -6.88044e-01   9.13946e-01   3.85704e-03   9.33374e-03
   2  alpha_syst3  -3.14447e-01   9.58885e-01   3.91429e-03  -5.33163e-03
   3  gamma_stat_channel1_bin_0   9.69000e-01   4.58481e-02   1.82472e-03   1.04145e-03
   4  gamma_stat_channel1_bin_1   9.40615e-01   7.53691e-02   2.10548e-03  -4.38875e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.450e-01 -6.475e-10 -6.339e-03  4.139e-12 
 -6.475e-10  9.310e-01  2.640e-12 -1.968e-02 
 -6.339e-03  2.640e-12  2.107e-03 -2.538e-12 
  4.139e-12 -1.968e-02 -2.538e-12  5.701e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.15021   1.000 -0.000 -0.150  0.000
        2  0.27008  -0.000  1.000  0.000 -0.270
        3  0.15021  -0.150  0.000  1.000 -0.000
        4  0.27008   0.000 -0.270 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.450e-01 -6.475e-10 -6.339e-03  4.139e-12 
 -6.475e-10  9.310e-01  2.640e-12 -1.968e-02 
 -6.339e-03  2.640e-12  2.107e-03 -2.538e-12 
  4.139e-12 -1.968e-02 -2.538e-12  5.701e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -925.348 for poi fixed at = 2.88	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 21.429 condNLL = -925.348 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.88 qmu = 7.97724 qmu_A = 21.429 sigma = 0.622145  CLsplusb = 0.00236846 CLb = 0.964443 CLs = 407.203
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 2.94
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  601 **SET PRINT           9
 **********
 **********
 **  602 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  603 **SET ERR         0.5
 **********
 **********
 **  604 **SET PRINT           9
 **********
 **********
 **  605 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  606 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1038.48 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   5.72689e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   3.52391e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   1.14539e+01
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   9.95285e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1040.11 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0344096    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.30466e-01   9.82180e-01  -1.64667e-01   2.92028e-01
   2  alpha_syst3  -4.61065e-01   9.47564e-01  -9.54968e-02  -6.16099e-01
   3  gamma_stat_channel1_bin_0   9.55644e-01   4.93088e-02  -8.49541e-02  -2.55248e-01
   4  gamma_stat_channel1_bin_1   9.34034e-01   8.00639e-02  -9.69542e-02  -5.21536e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.3 per cent
 FCN=-1040.12 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.0011285    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.90175e-01   9.82180e-01  -1.21226e-02  -4.37181e-02
   2  alpha_syst3  -3.58683e-01   9.47564e-01   2.05460e-02  -1.96720e-02
   3  gamma_stat_channel1_bin_0   9.56548e-01   4.93088e-02   1.70600e-03  -1.27770e-01
   4  gamma_stat_channel1_bin_1   9.33914e-01   8.00639e-02  -1.66166e-04   2.22564e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.2 per cent
 FCN=-1040.12 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=1.66848e-05    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.2 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.85997e-01   9.02087e-01   8.49191e-04  -9.42802e-03
   2  alpha_syst3  -3.51067e-01   9.38314e-01   1.52704e-03  -9.11732e-03
   3  gamma_stat_channel1_bin_0   9.57145e-01   5.02909e-02   1.12822e-03   3.35560e-02
   4  gamma_stat_channel1_bin_1   9.32179e-01   7.75476e-02  -2.38467e-03   6.40138e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.9 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.3647e-01  8.6046e-01  1.1395e+00  1.2635e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1040.12 FROM MIGRAD    STATUS=CONVERGED      60 CALLS          61 TOTAL
                     EDM=1.73702e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.85997e-01   9.20538e-01   4.15320e-03  -9.51413e-03
   2  alpha_syst3  -3.51067e-01   9.52722e-01   4.12902e-03  -9.10414e-03
   3  gamma_stat_channel1_bin_0   9.57145e-01   4.57574e-02   1.90558e-03   3.37891e-02
   4  gamma_stat_channel1_bin_1   9.32179e-01   7.52836e-02   2.23332e-03   6.57407e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.575e-01  3.222e-10 -5.920e-03 -1.103e-11 
  3.222e-10  9.189e-01  3.373e-11 -1.905e-02 
 -5.920e-03  3.373e-11  2.099e-03  8.416e-13 
 -1.103e-11 -1.905e-02  8.416e-13  5.688e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.13954   1.000  0.000 -0.140 -0.000
        2  0.26353   0.000  1.000  0.000 -0.264
        3  0.13954  -0.140  0.000  1.000  0.000
        4  0.26353  -0.000 -0.264  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.575e-01  3.222e-10 -5.920e-03 -1.103e-11 
  3.222e-10  9.189e-01  3.373e-11 -1.905e-02 
 -5.920e-03  3.373e-11  2.099e-03  8.416e-13 
 -1.103e-11 -1.905e-02  8.416e-13  5.688e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1040.12 for poi fixed at = 2.94	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 8.50962 condNLL = -1040.12 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  607 **SET PRINT           9
 **********
 **********
 **  608 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -8.85997e-01  9.20538e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -3.51067e-01  9.52722e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.57145e-01  4.57574e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.32179e-01  7.52836e-02    0.00000e+00  1.50000e+00
 **********
 **  609 **SET ERR         0.5
 **********
 **********
 **  610 **SET PRINT           9
 **********
 **********
 **  611 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  612 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-924.864 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.85997e-01   9.20538e-01   1.88289e-01  -1.25277e+00
   2  alpha_syst3  -3.51067e-01   9.52722e-01   1.92215e-01  -2.81970e-01
   3  gamma_stat_channel1_bin_0   9.57145e-01   4.57574e-02   8.66635e-02  -3.16678e+00
   4  gamma_stat_channel1_bin_1   9.32179e-01   7.52836e-02   1.03698e-01  -1.00682e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-924.924 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000906348    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.00292e-01   9.20538e-01   3.76197e-02   4.22767e-02
   2  alpha_syst3  -3.08468e-01   9.52722e-01   8.53848e-03   8.90537e-02
   3  gamma_stat_channel1_bin_0   9.67472e-01   4.57574e-02   1.96274e-02  -1.27743e-01
   4  gamma_stat_channel1_bin_1   9.38472e-01   7.52836e-02   8.65904e-03  -1.17526e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-924.924 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.97419e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.07501e-01   9.20538e-01  -1.45632e-03   9.02839e-03
   2  alpha_syst3  -3.25263e-01   9.52722e-01  -3.36584e-03  -5.61334e-03
   3  gamma_stat_channel1_bin_0   9.68033e-01   4.57574e-02   1.07269e-03   1.01590e-03
   4  gamma_stat_channel1_bin_1   9.38589e-01   7.52836e-02   1.60430e-04  -4.43110e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.3093e-01  8.5065e-01  1.1494e+00  1.2691e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-924.924 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=2.23485e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.07501e-01   9.12543e-01   3.85265e-03   9.04672e-03
   2  alpha_syst3  -3.25263e-01   9.58775e-01   3.91474e-03  -5.58580e-03
   3  gamma_stat_channel1_bin_0   9.68033e-01   4.58321e-02   1.82158e-03   1.23637e-03
   4  gamma_stat_channel1_bin_1   9.38589e-01   7.53402e-02   2.10322e-03  -4.41566e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.423e-01 -5.480e-11 -6.291e-03  1.593e-11 
 -5.480e-11  9.308e-01 -2.747e-12 -1.959e-02 
 -6.291e-03 -2.747e-12  2.106e-03  7.988e-13 
  1.593e-11 -1.959e-02  7.988e-13  5.697e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14935   1.000 -0.000 -0.149  0.000
        2  0.26907  -0.000  1.000 -0.000 -0.269
        3  0.14935  -0.149 -0.000  1.000  0.000
        4  0.26907   0.000 -0.269  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.423e-01 -5.480e-11 -6.291e-03  1.593e-11 
 -5.480e-11  9.308e-01 -2.747e-12 -1.959e-02 
 -6.291e-03 -2.747e-12  2.106e-03  7.988e-13 
  1.593e-11 -1.959e-02  7.988e-13  5.697e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -924.924 for poi fixed at = 2.94	fit time : Real time 0:00:00, CP time 0.000
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 22.2771 condNLL = -924.924 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 2.94 qmu = 8.50962 qmu_A = 22.2771 sigma = 0.6229  CLsplusb = 0.00176637 CLb = 0.964285 CLs = 545.914
[#1] INFO:ObjectHandling -- RooWorkspace::saveSnaphot(combined) replacing previous snapshot with name ModelConfig__snapshot

[#1] INFO:Eval -- AsymptoticCalculator::GetHypoTest: - perform  an hypothesis test for  POI ( SigXsecOverSM ) = 3
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -  Find  best conditional NLL on OBSERVED data set ..... 
[#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: (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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  613 **SET PRINT           9
 **********
 **********
 **  614 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -1.09987e-02  9.82180e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3   1.57631e-02  9.47564e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.99455e-01  4.93088e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   1.00355e+00  8.00639e-02    0.00000e+00  1.50000e+00
 **********
 **  615 **SET ERR         0.5
 **********
 **********
 **  616 **SET PRINT           9
 **********
 **********
 **  617 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  618 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-1038.12 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -1.09987e-02   9.82180e-01   1.97722e-01   5.87118e+00
   2  alpha_syst3   1.57631e-02   9.47564e-01   1.90667e-01   3.62343e+00
   3  gamma_stat_channel1_bin_0   9.99455e-01   4.93088e-02   9.89717e-02   1.17425e+01
   4  gamma_stat_channel1_bin_1   1.00355e+00   8.00639e-02   1.13771e-01   1.02332e+01
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-1039.84 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.0360065    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -8.51000e-01   9.82180e-01  -1.68833e-01   3.00646e-01
   2  alpha_syst3  -4.74184e-01   9.47564e-01  -9.81322e-02  -6.26887e-01
   3  gamma_stat_channel1_bin_0   9.54458e-01   4.93088e-02  -8.71881e-02  -2.72204e-01
   4  gamma_stat_channel1_bin_1   9.31876e-01   8.00639e-02  -9.99222e-02  -5.75971e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 53.3 per cent
 FCN=-1039.85 FROM MIGRAD    STATUS=PROGRESS       27 CALLS          28 TOTAL
                     EDM=0.00115253    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -9.12586e-01   9.82180e-01  -1.25136e-02  -4.39807e-02
   2  alpha_syst3  -3.69884e-01   9.47564e-01   2.09352e-02  -1.91373e-02
   3  gamma_stat_channel1_bin_0   9.55441e-01   4.93088e-02   1.85281e-03  -1.26706e-01
   4  gamma_stat_channel1_bin_1   9.31785e-01   8.00639e-02  -1.25151e-04   2.25525e-01
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 30.1 per cent
 FCN=-1039.85 FROM MIGRAD    STATUS=PROGRESS       37 CALLS          38 TOTAL
                     EDM=1.7766e-05    STRATEGY= 1  ERROR MATRIX UNCERTAINTY  30.1 per cent
  EXT PARAMETER                APPROXIMATE        STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -9.08369e-01   9.02694e-01   8.57740e-04  -9.63889e-03
   2  alpha_syst3  -3.62395e-01   9.38165e-01   1.50171e-03  -9.53149e-03
   3  gamma_stat_channel1_bin_0   9.56037e-01   5.04654e-02   1.12390e-03   3.45521e-02
   4  gamma_stat_channel1_bin_1   9.30034e-01   7.77321e-02  -2.40534e-03   6.46635e-03
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 16.9 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.3752e-01  8.6101e-01  1.1390e+00  1.2625e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-1039.85 FROM MIGRAD    STATUS=CONVERGED      60 CALLS          61 TOTAL
                     EDM=1.84199e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -9.08369e-01   9.21736e-01   4.16230e-03  -9.74024e-03
   2  alpha_syst3  -3.62395e-01   9.52780e-01   4.13059e-03  -9.51808e-03
   3  gamma_stat_channel1_bin_0   9.56037e-01   4.57420e-02   1.90235e-03   3.47846e-02
   4  gamma_stat_channel1_bin_1   9.30034e-01   7.52541e-02   2.23121e-03   6.63848e-03
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.597e-01  1.146e-09 -5.902e-03  2.991e-11 
  1.146e-09  9.191e-01 -3.939e-11 -1.897e-02 
 -5.902e-03 -3.939e-11  2.098e-03  3.467e-12 
  2.991e-11 -1.897e-02  3.467e-12  5.683e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.13899   1.000  0.000 -0.139  0.000
        2  0.26248   0.000  1.000 -0.000 -0.262
        3  0.13899  -0.139 -0.000  1.000  0.000
        4  0.26248   0.000 -0.262  0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.597e-01  1.146e-09 -5.902e-03  2.991e-11 
  1.146e-09  9.191e-01 -3.939e-11 -1.897e-02 
 -5.902e-03 -3.939e-11  2.098e-03  3.467e-12 
  2.991e-11 -1.897e-02  3.467e-12  5.683e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -1039.85 for poi fixed at = 3	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 OBSERVED DATA :  qmu   = 9.05788 condNLL = -1039.85 uncond -1044.38
[#0] PROGRESS:Eval -- AsymptoticCalculator::GetHypoTest -- Find  best conditional NLL on ASIMOV data set .... 
[#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: (alpha_syst2Constraint,alpha_syst3Constraint,gamma_stat_channel1_bin_0_constraint,gamma_stat_channel1_bin_1_constraint)
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_simPdf_asimovDataFullModel_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:Fitting -- RooAbsTestStatistic::initSimMode: created 1 slave calculators.
[#1] INFO:Minization --  The following expressions have been identified as constant and will be precalculated and cached: (L_x_signal_channel1_overallSyst_x_Exp,background1_channel1_nominal,background2_channel1_nominal)
[#1] INFO:Minization --  The following expressions will be evaluated in cache-and-track mode: (mc_stat_channel1)
AsymptoticCalculator::EvaluateNLL  ........ using Minuit / Migrad with strategy  1 and tolerance 1
 **********
 **  619 **SET PRINT           9
 **********
 **********
 **  620 **SET NOGRAD
 **********
 PARAMETER DEFINITIONS:
    NO.   NAME         VALUE      STEP SIZE      LIMITS
     1 alpha_syst2  -9.08369e-01  9.21736e-01   -5.00000e+00  5.00000e+00
     2 alpha_syst3  -3.62395e-01  9.52780e-01   -5.00000e+00  5.00000e+00
     3 gamma_stat_channel1_bin_0   9.56037e-01  4.57420e-02    0.00000e+00  1.25000e+00
     4 gamma_stat_channel1_bin_1   9.30034e-01  7.52541e-02    0.00000e+00  1.50000e+00
 **********
 **  621 **SET ERR         0.5
 **********
 **********
 **  622 **SET PRINT           9
 **********
 **********
 **  623 **SET STR           1
 **********
 NOW USING STRATEGY  1: TRY TO BALANCE SPEED AGAINST RELIABILITY
 **********
 **  624 **MIGRAD        2000           1
 **********
 FIRST CALL TO USER FUNCTION AT NEW START POINT, WITH IFLAG=4.
 START MIGRAD MINIMIZATION.  STRATEGY  1.  CONVERGENCE WHEN EDM .LT. 1.00e-03
 FCN=-924.43 FROM MIGRAD    STATUS=INITIATE        8 CALLS           9 TOTAL
                     EDM= unknown      STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -9.08369e-01   9.21736e-01   1.88702e-01  -1.27317e+00
   2  alpha_syst3  -3.62395e-01   9.52780e-01   1.92260e-01  -2.87567e-01
   3  gamma_stat_channel1_bin_0   9.56037e-01   4.57420e-02   8.65190e-02  -3.21737e+00
   4  gamma_stat_channel1_bin_1   9.30034e-01   7.52541e-02   1.03580e-01  -1.02761e+00
                               ERR DEF= 0.5
NO ERROR MATRIX       
 FCN=-924.493 FROM MIGRAD    STATUS=PROGRESS       18 CALLS          19 TOTAL
                     EDM=0.000953631    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.18803e-01   9.21736e-01   3.84280e-02   4.53141e-02
   2  alpha_syst3  -3.18972e-01   9.52780e-01   8.70489e-03   8.98882e-02
   3  gamma_stat_channel1_bin_0   9.66496e-01   4.57420e-02   1.98526e-02  -1.32481e-01
   4  gamma_stat_channel1_bin_1   9.36443e-01   7.52541e-02   8.81233e-03  -1.35082e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 52.1 per cent
 FCN=-924.493 FROM MIGRAD    STATUS=PROGRESS       28 CALLS          29 TOTAL
                     EDM=2.97094e-05    STRATEGY= 1      NO ERROR MATRIX       
  EXT PARAMETER               CURRENT GUESS       STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.26630e-01   9.21736e-01  -1.58199e-03   8.62726e-03
   2  alpha_syst3  -3.36015e-01   9.52780e-01  -3.41594e-03  -5.86244e-03
   3  gamma_stat_channel1_bin_0   9.67080e-01   4.57420e-02   1.11535e-03   1.24296e-03
   4  gamma_stat_channel1_bin_1   9.36575e-01   7.52541e-02   1.81842e-04  -4.44634e-02
                               ERR DEF= 0.5
 RELATIVE CHANGE IN COV. MATRIX= 29.4 per cent
 MIGRAD MINIMIZATION HAS CONVERGED.
 MIGRAD WILL VERIFY CONVERGENCE AND ERROR MATRIX.
   START COVARIANCE MATRIX CALCULATION.
 EIGENVALUES OF SECOND-DERIVATIVE MATRIX:
         7.3194e-01  8.5146e-01  1.1485e+00  1.2681e+00
 COVARIANCE MATRIX CALCULATED SUCCESSFULLY
 FCN=-924.493 FROM MIGRAD    STATUS=CONVERGED      53 CALLS          54 TOTAL
                     EDM=2.21842e-05    STRATEGY= 1      ERROR MATRIX ACCURATE 
  EXT PARAMETER                                   STEP         FIRST   
  NO.   NAME      VALUE            ERROR          SIZE      DERIVATIVE 
   1  alpha_syst2  -7.26630e-01   9.11317e-01   3.84892e-03   8.63730e-03
   2  alpha_syst3  -3.36015e-01   9.58634e-01   3.91506e-03  -5.83436e-03
   3  gamma_stat_channel1_bin_0   9.67080e-01   4.58163e-02   1.81847e-03   1.46290e-03
   4  gamma_stat_channel1_bin_1   9.36575e-01   7.53109e-02   2.10097e-03  -4.43095e-02
                               ERR DEF= 0.5
 EXTERNAL ERROR MATRIX.    NDIM=  25    NPAR=  4    ERR DEF=0.5
  8.401e-01 -2.936e-10 -6.246e-03  1.132e-11 
 -2.936e-10  9.305e-01  2.019e-11 -1.951e-02 
 -6.246e-03  2.019e-11  2.105e-03 -2.165e-12 
  1.132e-11 -1.951e-02 -2.165e-12  5.692e-03 
 PARAMETER  CORRELATION COEFFICIENTS  
       NO.  GLOBAL      1      2      3      4
        1  0.14854   1.000 -0.000 -0.149  0.000
        2  0.26806  -0.000  1.000  0.000 -0.268
        3  0.14854  -0.149  0.000  1.000 -0.000
        4  0.26806   0.000 -0.268 -0.000  1.000
Info in <TMinuitMinimizer::Minimize>: Finished to run MIGRAD - status 0
 EXTERNAL ERROR MATRIX.    NDIM=   4    NPAR=  4    ERR DEF=0.5
  8.401e-01 -2.936e-10 -6.246e-03  1.132e-11 
 -2.936e-10  9.305e-01  2.019e-11 -1.951e-02 
 -6.246e-03  2.019e-11  2.105e-03 -2.165e-12 
  1.132e-11 -1.951e-02 -2.165e-12  5.692e-03 
[#1] INFO:Minization -- RooMinimizer::optimizeConst: deactivating const optimization
AsymptoticCalculator::EvaluateNLL -  value = -924.493 for poi fixed at = 3	fit time : Real time 0:00:00, CP time 0.010
[#0] PROGRESS:Eval -- 	 ASIMOV data qmu_A = 23.1395 condNLL = -924.493 uncond -936.063
[#1] INFO:Eval -- Using one-sided limit asymptotic formula (qmu)
[#0] PROGRESS:Eval -- poi = 3 qmu = 9.05788 qmu_A = 23.1395 sigma = 0.623654  CLsplusb = 0.00130782 CLb = 0.964127 CLs = 737.2
[#1] INFO:Eval -- HypoTestInverter::GetInterval - return an already existing interval 
Info in <TCanvas::Print>: pdf file scan.pdf has been created
observed:  2.14004556097
expected -2:  0.628048314475
expected -1:  0.843793334692
expected 0:  1.17948412092
expected 1:  1.65621660718
expected 2:  2.24662004967
