neggert/AndersonDarlingTestStat.cc

## AndersonDarlingTestStat.cc
#include "AndersonDarlingTestStat.h"

#include "RooStats/RooStatsUtils.h"
#include "RooMsgService.h"
#include "TMath.h"
#include <utility>

using namespace std;

typedef pair<Double_t, Double_t> double_pair;

bool sort_pairs (double_pair i, double_pair j) {return (i.first < j.first);}

Double_t RooStats::AndersonDarlingTestStat::Evaluate( RooAbsData& data, RooArgSet& paramsOfInterest) {
    /*
    Find the Anderson-Darling difference between fPdf and the data. This is just
    the maximum over data points of the distance between the CDF and the emprical
    distribution function of the data.
    */

    if (!&data) {
        cout << "problem with data" << endl;
        return 0;
    }


    RooRealVar* poi = dynamic_cast<RooRealVar*>(paramsOfInterest.first());

    RooFit::MsgLevel msglevel = RooMsgService::instance().globalKillBelow();
    RooMsgService::instance().setGlobalKillBelow(RooFit::FATAL);

    // Set POI constant so the fit doesn't adjust them
    // RooRealVar* param;
    // TIterator *param_iter = params.createIterator();
    // while (1) {
    //     param = dynamic_cast<RooRealVar*>(param_iter->Next());
    //     if (!param) break;
    //     param->setConstant(kTRUE);
    // }

    //First, find the best fit values
    RooArgSet* pdfParams = fPdf->getParameters(data);
    RooRealVar* pdfPOI= dynamic_cast<RooRealVar*>(pdfParams->find(poi->GetName()));
    pdfPOI->setVal(poi->getVal());
    pdfPOI->setConstant();
    RooStats::RemoveConstantParameters(pdfParams);
    fPdf->fitTo(data, RooFit::Constrain(*pdfParams), RooFit::PrintLevel(-1), RooFit::Verbose(kFALSE));

    // unet POI constant so the fit doesn't adjust them
    // param_iter = params.createIterator();
    // while (1) {
    //     param = dynamic_cast<RooRealVar*>(param_iter->Next());
    //     if (!param) break;
    //     param->setConstant(kFALSE);
    // }

    Double_t test_stat = 0;

    RooSimultaneous* pdfSim = dynamic_cast<RooSimultaneous*>(fPdf);

    // now check if we have categories to deal with
    if (pdfSim != 0) {
        const RooCategory* cat = dynamic_cast<const RooCategory*>(&(pdfSim->indexCat()));

        // split the data
        TList* datasets = data.split(*cat);
        Int_t num_cats = datasets->GetEntries();

        for(Int_t i= 0; i < num_cats; i++) {
            // set to current category

            const Text_t* cat_name = cat->lookupType(i)->GetName();

            RooAbsData *cat_data = dynamic_cast<RooAbsData*>(datasets->At(i));
            RooAbsPdf *cat_pdf = pdfSim->getPdf(cat_name);

            RooArgSet* observables = cat_pdf->getObservables(cat_data);
            RooRealVar* x = dynamic_cast<RooRealVar*>(observables->first());

            test_stat += EvaluateADDistance(*cat_pdf, *cat_data, *x);

        }
    }
    else {
        RooRealVar* obs = dynamic_cast<RooRealVar*>(fPdf->getObservables(data)->first());
        test_stat = EvaluateADDistance(*fPdf, data, *obs);
    }

    RooMsgService::instance().setGlobalKillBelow(msglevel);

    return test_stat;
}

Double_t RooStats::AndersonDarlingTestStat::EvaluateADDistance( RooAbsPdf& pdf, RooAbsData& data, RooRealVar& observable) {

    vector<double_pair > data_points;
    Int_t n_data = data.numEntries();
    Double_t s_data = data.sumEntries();

    const RooArgSet* datavals;
    RooRealVar* observable_val;

    for (int i = 0; i < n_data; i++) {
        datavals = data.get(i);
        observable_val = (RooRealVar*)(datavals->find(observable.GetName()));
        data_points.push_back(double_pair(observable_val->getVal(), data.weight()));
    }

    sort(data_points.begin(), data_points.end(), sort_pairs);

    Double_t test_stat = 0.;
    Double_t current_cdf_val = 0.;
    Double_t last_cdf_val = 0.;
    Double_t empirical_df = 0.;
    Double_t observableval, bin_prob;

    //CDF of the PDF
    RooAbsReal* cdf;

    for(vector<double_pair>::const_iterator d = data_points.begin();
        d != data_points.end()-1; d++) {
        observableval = ((d+1)->first + d->first)/2.; // d->first is middle of bin, want upper edge.
        observable.setVal(observableval);
        cdf = pdf.createCdf(observable, RooFit::ScanAllCdf());
        current_cdf_val = cdf->getVal();
        empirical_df += d->second/s_data;

        if (current_cdf_val >= 1.0)
            break;

        bin_prob = current_cdf_val-last_cdf_val;

        // from L. Demortier, CDF/ANAL/JET/CDFR/3419
        test_stat += s_data*pow((empirical_df-current_cdf_val), 2)/current_cdf_val/(1.-current_cdf_val)*bin_prob;
        last_cdf_val = current_cdf_val;
    }

    return test_stat;
}

## AndersonDarlingTestStat.h
#define ROOSTATS_AndersonDarlingTestStat

#ifndef ROOT_Rtypes
#include "Rtypes.h"
#endif

#include "RooStats/TestStatistic.h"

#include "RooAbsPdf.h"
#include "RooAbsData.h"
#include "RooFitResult.h"
#include "RooArgSet.h"
#include "RooRealVar.h"
#include "RooCategory.h"
#include "RooSimultaneous.h"

namespace RooStats {
    class AndersonDarlingTestStat : public TestStatistic {
      public:
        AndersonDarlingTestStat(): fPdf(NULL) { fVarName = "Anderson-Darling Test Statistic"; }
        AndersonDarlingTestStat(RooAbsPdf& pdf) {
            fPdf = &pdf;
            fVarName = "Anderson-Darling Test Statistic";
        }

        ~AndersonDarlingTestStat() {}

        Double_t Evaluate(RooAbsData& data, RooArgSet& paramsOfInterest);

        virtual void SetVarName(const char* name) { fVarName = name; }
        virtual const TString GetVarName() const {return fVarName;}


        bool PValueIsRightTail(void) const { return true; }

        Double_t EvaluateADDistance(RooAbsPdf& pdf, RooAbsData& data, RooRealVar& observable);

      private:
        RooAbsPdf* fPdf;
        TString fVarName;

      protected:
        ClassDef(AndersonDarlingTestStat,1)
    };
}

## bkg_fit.C
#include "TFile.h"
#include "RooStats/RooStatsUtils.h"
#include "RooStats/ProofConfig.h"
#include "RooStats/MinNLLTestStat.h"
#include "AndersonDarlingTestStat.h"
#include "RooWorkspace.h"
#include "RooStats/ModelConfig.h"
#include "RooStats/ToyMCSampler.h"
#include "TStopwatch.h"
#include "TROOT.h"

using namespace RooFit;
using namespace RooStats;

void bkg_fit() {

    gROOT->ProcessLineSync(".L AndersonDarlingTestStat.cc+");
    // Setup
    TFile f("sig_chi_600_200_combined_meas_model.root");

    RooWorkspace* ws = (RooWorkspace*)f.Get("combined");

    RooAbsData* data = ws->data("obsData");
    ModelConfig* model = (ModelConfig*)ws->obj("ModelConfig");

    RooRealVar* poi = (RooRealVar*)model->GetParametersOfInterest()->first();


    // Run the fit to get some reasonable parameters
    poi->setVal(0.);
    poi->setConstant(kTRUE);

    RooArgSet constr;
    constr.add(*(model->GetNuisanceParameters()));
    RemoveConstantParameters(&constr);

    model->GetPdf()->fitTo(*data, RooFit::Constrain(constr), RooFit::PrintLevel(0));

    RooArgSet* params = const_cast<RooArgSet*>(model->GetNuisanceParameters());
    params->add(*const_cast<RooArgSet*>(model->GetParametersOfInterest()));
    model->SetSnapshot(*params);

    // Set up the test statistic and sampler

    // This doesn't work
    AndersonDarlingTestStat ad(*model->GetPdf());
    ToyMCSampler* mc = new ToyMCSampler(ad, 10);

    // This does
    // MinNLLTestStat nll_ts(*model->GetPdf());
    // ToyMCSampler* mc = new ToyMCSampler(nll_ts, 10);

    mc->SetPdf(*model->GetPdf());
    mc->SetObservables(*model->GetObservables());
    mc->SetGlobalObservables(*model->GetGlobalObservables());
    mc->SetNuisanceParameters(*model->GetNuisanceParameters());
    mc->SetParametersForTestStat(*model->GetParametersOfInterest());

    ProofConfig* pc = new ProofConfig(*ws, 4, "localhost");
    mc->SetProofConfig(pc);

    TStopwatch t;
    params = const_cast<RooArgSet*>(model->GetSnapshot());
    t.Start();
    mc->GetSamplingDistribution(*params);
    t.Stop();
    t.Print();
}

## error.txt

[#0] PROGRESS:Generation -- RooStudyManager::runProof() opening PROOF session
Starting master: opening connection ...
Starting master: OK
Opening connections to workers: OK (8 workers)
Setting up worker servers: OK (8 workers)
PROOF set to parallel mode (8 workers)
[#0] PROGRESS:Generation -- RooStudyManager::runProof() sending work package to PROOF servers
[#0] PROGRESS:Generation -- RooStudyManager::runProof() starting PROOF processing of 4 experiments
0.0: caught exception triggered by signal '1' check logs for possible stacktrace - last cycle: 0
0.2: caught exception triggered by signal '1' check logs for possible stacktrace - last cycle: 2
Worker 'nic-workstation-0.0' has been removed from the active list

 +++ Message from top master at nic-workstation:1093 : marking nic-workstation:1093 (0.0) as bad
 +++ Reason: received kPROOF_FATAL

 +++ Most likely your code crashed on worker 0.0 at nic-workstation:1093.
 +++ Please check the session logs for error messages either using
 +++ the 'Show logs' button or executing
 +++
 +++ root [] TProof::Mgr("nic-workstation:1093")->GetSessionLogs()->Display("0.0",0)


0.1: caught exception triggered by signal '1' check logs for possible stacktrace - last cycle: 1
Worker 'nic-workstation-0.1' has been removed from the active list

 +++ Message from top master at nic-workstation:1093 : marking nic-workstation:1093 (0.1) as bad
 +++ Reason: received kPROOF_FATAL

 +++ Most likely your code crashed on worker 0.1 at nic-workstation:1093.
 +++ Please check the session logs for error messages either using
 +++ the 'Show logs' button or executing
 +++
 +++ root [] TProof::Mgr("nic-workstation:1093")->GetSessionLogs()->Display("0.1",0)


Worker 'nic-workstation-0.2' has been removed from the active list

 +++ Message from top master at nic-workstation:1093 : marking nic-workstation:1093 (0.2) as bad
 +++ Reason: problems receiving a message in TProof::CollectInputFrom(...)

 +++ Most likely your code crashed on worker 0.2 at nic-workstation:1093.
 +++ Please check the session logs for error messages either using
 +++ the 'Show logs' button or executing
 +++
 +++ root [] TProof::Mgr("nic-workstation:1093")->GetSessionLogs()->Display("0.2",0)


Worker 'nic-workstation-0.5' has been removed from the active list

 +++ Message from top master at nic-workstation:1093 : marking nic-workstation:1093 (0.5) as bad
 +++ Reason: problems receiving a message in TProof::CollectInputFrom(...)

 +++ Most likely your code crashed on worker 0.5 at nic-workstation:1093.
 +++ Please check the session logs for error messages either using
 +++ the 'Show logs' button or executing
 +++
 +++ root [] TProof::Mgr("nic-workstation:1093")->GetSessionLogs()->Display("0.5",0)


Mst-0: merging output objects ... done
Mst-0: grand total: sent 7 objects, size: 577 bytes
[#0] PROGRESS:Generation -- RooStudyManager::runProof() aggregating results data
[#0] PROGRESS:Generation -- RooStudyManager::runProof() cleaning up input list
[#0] PROGRESS:Generation -- merge
[#0] ERROR:Generation -- No detailed output present.
[#0] WARNING:Generation -- no sampling distribution generated
Real time 0:02:06, CP time 0.370
root [3] TProof::Mgr("nic-workstation:1093")->GetSessionLogs()->Display("0.0",0)
Retrieving logs: 1 ok, 0 not ok (0 % processed)
Retrieving logs: 2 ok, 0 not ok (0 % processed)
Retrieving logs: 3 ok, 0 not ok (0 % processed)
Retrieving logs: 4 ok, 0 not ok (0 % processed)
Retrieving logs: 5 ok, 0 not ok (0 % processed)
Retrieving logs: 6 ok, 0 not ok (0 % processed)
Retrieving logs: 7 ok, 0 not ok (0 % processed)
Retrieving logs: 8 ok, 0 not ok (0 % processed)
Retrieving logs: 9 ok, 0 not ok (100 % processed)


// --------- Start of element log -----------------

// Ordinal: 0.0 (role: worker)

// Path: nic@nic-workstation:1093//home/nic/.proof/session-nic-workstation-1364334587-11616/worker-0.0-nic-workstation-1364334587-11628.log
// # of retrieved lines: 504


// ------------------------------------------------

130326 17:49:47 11628 xpd-I: ProofServMgr::CreateFork: srvtype = 0

RooFit v3.55 -- Developed by Wouter Verkerke and David Kirkby
                Copyright (C) 2000-2012 NIKHEF, University of California & Stanford University
                All rights reserved, please read http://roofit.sourceforge.net/license.txt

17:49:51 11628 Wrk-0.0 | Info in <TXProofServ::HandleProcess>: calling fPlayer->Process() with selector name: RooProofDriverSelector
17:49:51 11628 Wrk-0.0 | Info in <TProofPlayerSlave::AssertSelector>: Processing via filename
17:49:51 11628 Wrk-0.0 | Info in <TEventIter::TEventIter>: fPackets list 'ProcessedPackets_0.0' created
17:49:51 11628 Wrk-0.0 | Info in <TProofPlayerSlave::Process>: save partial results? 0  per-packet? 0
workspace contents =

RooWorkspace(combined) combined contents

variables
---------
(Lumi,alpha_HWW_norm,alpha_VVV_norm,alpha_WW_norm,alpha_WZ_norm,alpha_ZZ_norm,alpha_b_veto,alpha_id_and_selection,alpha_jes,alpha_top_ratio,alpha_trigger,alpha_vv_ratio,binWidth_obs_x_of_0,binWidth_obs_x_of_1,binWidth_obs_x_of_2,binWidth_obs_x_of_3,binWidth_obs_x_of_4,binWidth_obs_x_sf_0,binWidth_obs_x_sf_1,binWidth_obs_x_sf_2,binWidth_obs_x_sf_3,binWidth_obs_x_sf_4,channelCat,gamma_stat_of_bin_0,gamma_stat_of_bin_1,gamma_stat_of_bin_10,gamma_stat_of_bin_11,gamma_stat_of_bin_12,gamma_stat_of_bin_13,gamma_stat_of_bin_14,gamma_stat_of_bin_15,gamma_stat_of_bin_16,gamma_stat_of_bin_17,gamma_stat_of_bin_18,gamma_stat_of_bin_19,gamma_stat_of_bin_2,gamma_stat_of_bin_20,gamma_stat_of_bin_21,gamma_stat_of_bin_22,gamma_stat_of_bin_23,gamma_stat_of_bin_24,gamma_stat_of_bin_25,gamma_stat_of_bin_26,gamma_stat_of_bin_27,gamma_stat_of_bin_28,gamma_stat_of_bin_3,gamma_stat_of_bin_4,gamma_stat_of_bin_5,gamma_stat_of_bin_6,gamma_stat_of_bin_7,gamma_stat_of_bin_8,gamma_stat_of_bin_9,gamma_stat_sf_bin_0,gamma_stat_sf_bin_1,gamma_stat_sf_bin_10,gamma_stat_sf_bin_11,gamma_stat_sf_bin_12,gamma_stat_sf_bin_13,gamma_stat_sf_bin_14,gamma_stat_sf_bin_15,gamma_stat_sf_bin_16,gamma_stat_sf_bin_17,gamma_stat_sf_bin_18,gamma_stat_sf_bin_19,gamma_stat_sf_bin_2,gamma_stat_sf_bin_20,gamma_stat_sf_bin_21,gamma_stat_sf_bin_22,gamma_stat_sf_bin_23,gamma_stat_sf_bin_24,gamma_stat_sf_bin_25,gamma_stat_sf_bin_26,gamma_stat_sf_bin_27,gamma_stat_sf_bin_28,gamma_stat_sf_bin_3,gamma_stat_sf_bin_4,gamma_stat_sf_bin_5,gamma_stat_sf_bin_6,gamma_stat_sf_bin_7,gamma_stat_sf_bin_8,gamma_stat_sf_bin_9,gamma_wjets_syst_of_bin_0,gamma_wjets_syst_of_bin_1,gamma_wjets_syst_of_bin_10,gamma_wjets_syst_of_bin_11,gamma_wjets_syst_of_bin_12,gamma_wjets_syst_of_bin_13,gamma_wjets_syst_of_bin_14,gamma_wjets_syst_of_bin_15,gamma_wjets_syst_of_bin_16,gamma_wjets_syst_of_bin_17,gamma_wjets_syst_of_bin_18,gamma_wjets_syst_of_bin_19,gamma_wjets_syst_of_bin_2,gamma_wjets_syst_of_bin_20,gamma_wjets_syst_of_bin_21,gamma_wjets_syst_of_bin_22,gamma_wjets_syst_of_bin_23,gamma_wjets_syst_of_bin_24,gamma_wjets_syst_of_bin_25,gamma_wjets_syst_of_bin_26,gamma_wjets_syst_of_bin_27,gamma_wjets_syst_of_bin_28,gamma_wjets_syst_of_bin_3,gamma_wjets_syst_of_bin_4,gamma_wjets_syst_of_bin_5,gamma_wjets_syst_of_bin_6,gamma_wjets_syst_of_bin_7,gamma_wjets_syst_of_bin_8,gamma_wjets_syst_of_bin_9,gamma_wjets_syst_sf_bin_0,gamma_wjets_syst_sf_bin_1,gamma_wjets_syst_sf_bin_10,gamma_wjets_syst_sf_bin_11,gamma_wjets_syst_sf_bin_12,gamma_wjets_syst_sf_bin_13,gamma_wjets_syst_sf_bin_14,gamma_wjets_syst_sf_bin_15,gamma_wjets_syst_sf_bin_16,gamma_wjets_syst_sf_bin_17,gamma_wjets_syst_sf_bin_18,gamma_wjets_syst_sf_bin_19,gamma_wjets_syst_sf_bin_2,gamma_wjets_syst_sf_bin_20,gamma_wjets_syst_sf_bin_21,gamma_wjets_syst_sf_bin_22,gamma_wjets_syst_sf_bin_23,gamma_wjets_syst_sf_bin_24,gamma_wjets_syst_sf_bin_25,gamma_wjets_syst_sf_bin_26,gamma_wjets_syst_sf_bin_27,gamma_wjets_syst_sf_bin_28,gamma_wjets_syst_sf_bin_3,gamma_wjets_syst_sf_bin_4,gamma_wjets_syst_sf_bin_5,gamma_wjets_syst_sf_bin_6,gamma_wjets_syst_sf_bin_7,gamma_wjets_syst_sf_bin_8,gamma_wjets_syst_sf_bin_9,gamma_ww_syst_of_bin_0,gamma_ww_syst_of_bin_1,gamma_ww_syst_of_bin_10,gamma_ww_syst_of_bin_11,gamma_ww_syst_of_bin_12,gamma_ww_syst_of_bin_13,gamma_ww_syst_of_bin_14,gamma_ww_syst_of_bin_15,gamma_ww_syst_of_bin_16,gamma_ww_syst_of_bin_17,gamma_ww_syst_of_bin_18,gamma_ww_syst_of_bin_19,gamma_ww_syst_of_bin_2,gamma_ww_syst_of_bin_20,gamma_ww_syst_of_bin_21,gamma_ww_syst_of_bin_22,gamma_ww_syst_of_bin_23,gamma_ww_syst_of_bin_24,gamma_ww_syst_of_bin_25,gamma_ww_syst_of_bin_26,gamma_ww_syst_of_bin_27,gamma_ww_syst_of_bin_28,gamma_ww_syst_of_bin_3,gamma_ww_syst_of_bin_4,gamma_ww_syst_of_bin_5,gamma_ww_syst_of_bin_6,gamma_ww_syst_of_bin_7,gamma_ww_syst_of_bin_8,gamma_ww_syst_of_bin_9,gamma_ww_syst_sf_bin_0,gamma_ww_syst_sf_bin_1,gamma_ww_syst_sf_bin_10,gamma_ww_syst_sf_bin_11,gamma_ww_syst_sf_bin_12,gamma_ww_syst_sf_bin_13,gamma_ww_syst_sf_bin_14,gamma_ww_syst_sf_bin_15,gamma_ww_syst_sf_bin_16,gamma_ww_syst_sf_bin_17,gamma_ww_syst_sf_bin_18,gamma_ww_syst_sf_bin_19,gamma_ww_syst_sf_bin_2,gamma_ww_syst_sf_bin_20,gamma_ww_syst_sf_bin_21,gamma_ww_syst_sf_bin_22,gamma_ww_syst_sf_bin_23,gamma_ww_syst_sf_bin_24,gamma_ww_syst_sf_bin_25,gamma_ww_syst_sf_bin_26,gamma_ww_syst_sf_bin_27,gamma_ww_syst_sf_bin_28,gamma_ww_syst_sf_bin_3,gamma_ww_syst_sf_bin_4,gamma_ww_syst_sf_bin_5,gamma_ww_syst_sf_bin_6,gamma_ww_syst_sf_bin_7,gamma_ww_syst_sf_bin_8,gamma_ww_syst_sf_bin_9,gamma_z_syst_of_bin_0,gamma_z_syst_of_bin_1,gamma_z_syst_of_bin_10,gamma_z_syst_of_bin_11,gamma_z_syst_of_bin_12,gamma_z_syst_of_bin_13,gamma_z_syst_of_bin_14,gamma_z_syst_of_bin_15,gamma_z_syst_of_bin_16,gamma_z_syst_of_bin_17,gamma_z_syst_of_bin_18,gamma_z_syst_of_bin_19,gamma_z_syst_of_bin_2,gamma_z_syst_of_bin_20,gamma_z_syst_of_bin_21,gamma_z_syst_of_bin_22,gamma_z_syst_of_bin_23,gamma_z_syst_of_bin_24,gamma_z_syst_of_bin_25,gamma_z_syst_of_bin_26,gamma_z_syst_of_bin_27,gamma_z_syst_of_bin_28,gamma_z_syst_of_bin_3,gamma_z_syst_of_bin_4,gamma_z_syst_of_bin_5,gamma_z_syst_of_bin_6,gamma_z_syst_of_bin_7,gamma_z_syst_of_bin_8,gamma_z_syst_of_bin_9,gamma_z_syst_sf_bin_0,gamma_z_syst_sf_bin_1,gamma_z_syst_sf_bin_10,gamma_z_syst_sf_bin_11,gamma_z_syst_sf_bin_12,gamma_z_syst_sf_bin_13,gamma_z_syst_sf_bin_14,gamma_z_syst_sf_bin_15,gamma_z_syst_sf_bin_16,gamma_z_syst_sf_bin_17,gamma_z_syst_sf_bin_18,gamma_z_syst_sf_bin_19,gamma_z_syst_sf_bin_2,gamma_z_syst_sf_bin_20,gamma_z_syst_sf_bin_21,gamma_z_syst_sf_bin_22,gamma_z_syst_sf_bin_23,gamma_z_syst_sf_bin_24,gamma_z_syst_sf_bin_25,gamma_z_syst_sf_bin_26,gamma_z_syst_sf_bin_27,gamma_z_syst_sf_bin_28,gamma_z_syst_sf_bin_3,gamma_z_syst_sf_bin_4,gamma_z_syst_sf_bin_5,gamma_z_syst_sf_bin_6,gamma_z_syst_sf_bin_7,gamma_z_syst_sf_bin_8,gamma_z_syst_sf_bin_9,n_of_wjets,n_of_z,n_sf_wjets,n_sf_z,n_top_of_scale,n_top_sf,n_vv_of_scale,n_vv_sf,nom_alpha_HWW_norm,nom_alpha_VVV_norm,nom_alpha_WW_norm,nom_alpha_WZ_norm,nom_alpha_ZZ_norm,nom_alpha_b_veto,nom_alpha_id_and_selection,nom_alpha_jes,nom_alpha_top_ratio,nom_alpha_trigger,nom_alpha_vv_ratio,nom_gamma_stat_of_bin_0,nom_gamma_stat_of_bin_1,nom_gamma_stat_of_bin_10,nom_gamma_stat_of_bin_11,nom_gamma_stat_of_bin_12,nom_gamma_stat_of_bin_13,nom_gamma_stat_of_bin_14,nom_gamma_stat_of_bin_15,nom_gamma_stat_of_bin_16,nom_gamma_stat_of_bin_17,nom_gamma_stat_of_bin_18,nom_gamma_stat_of_bin_19,nom_gamma_stat_of_bin_2,nom_gamma_stat_of_bin_20,nom_gamma_stat_of_bin_21,nom_gamma_stat_of_bin_22,nom_gamma_stat_of_bin_23,nom_gamma_stat_of_bin_24,nom_gamma_stat_of_bin_25,nom_gamma_stat_of_bin_26,nom_gamma_stat_of_bin_27,nom_gamma_stat_of_bin_28,nom_gamma_stat_of_bin_3,nom_gamma_stat_of_bin_4,nom_gamma_stat_of_bin_5,nom_gamma_stat_of_bin_6,nom_gamma_stat_of_bin_7,nom_gamma_stat_of_bin_8,nom_gamma_stat_of_bin_9,nom_gamma_stat_sf_bin_0,nom_gamma_stat_sf_bin_1,nom_gamma_stat_sf_bin_10,nom_gamma_stat_sf_bin_11,nom_gamma_stat_sf_bin_12,nom_gamma_stat_sf_bin_13,nom_gamma_stat_sf_bin_14,nom_gamma_stat_sf_bin_15,nom_gamma_stat_sf_bin_16,nom_gamma_stat_sf_bin_17,nom_gamma_stat_sf_bin_18,nom_gamma_stat_sf_bin_19,nom_gamma_stat_sf_bin_2,nom_gamma_stat_sf_bin_20,nom_gamma_stat_sf_bin_21,nom_gamma_stat_sf_bin_22,nom_gamma_stat_sf_bin_23,nom_gamma_stat_sf_bin_24,nom_gamma_stat_sf_bin_25,nom_gamma_stat_sf_bin_26,nom_gamma_stat_sf_bin_27,nom_gamma_stat_sf_bin_28,nom_gamma_stat_sf_bin_3,nom_gamma_stat_sf_bin_4,nom_gamma_stat_sf_bin_5,nom_gamma_stat_sf_bin_6,nom_gamma_stat_sf_bin_7,nom_gamma_stat_sf_bin_8,nom_gamma_stat_sf_bin_9,nom_gamma_wjets_syst_of_bin_0,nom_gamma_wjets_syst_of_bin_1,nom_gamma_wjets_syst_of_bin_10,nom_gamma_wjets_syst_of_bin_11,nom_gamma_wjets_syst_of_bin_12,nom_gamma_wjets_syst_of_bin_13,nom_gamma_wjets_syst_of_bin_14,nom_gamma_wjets_syst_of_bin_15,nom_gamma_wjets_syst_of_bin_16,nom_gamma_wjets_syst_of_bin_17,nom_gamma_wjets_syst_of_bin_18,nom_gamma_wjets_syst_of_bin_19,nom_gamma_wjets_syst_of_bin_2,nom_gamma_wjets_syst_of_bin_20,nom_gamma_wjets_syst_of_bin_21,nom_gamma_wjets_syst_of_bin_22,nom_gamma_wjets_syst_of_bin_23,nom_gamma_wjets_syst_of_bin_24,nom_gamma_wjets_syst_of_bin_25,nom_gamma_wjets_syst_of_bin_26,nom_gamma_wjets_syst_of_bin_27,nom_gamma_wjets_syst_of_bin_28,nom_gamma_wjets_syst_of_bin_3,nom_gamma_wjets_syst_of_bin_4,nom_gamma_wjets_syst_of_bin_5,nom_gamma_wjets_syst_of_bin_6,nom_gamma_wjets_syst_of_bin_7,nom_gamma_wjets_syst_of_bin_8,nom_gamma_wjets_syst_of_bin_9,nom_gamma_wjets_syst_sf_bin_0,nom_gamma_wjets_syst_sf_bin_1,nom_gamma_wjets_syst_sf_bin_10,nom_gamma_wjets_syst_sf_bin_11,nom_gamma_wjets_syst_sf_bin_12,nom_gamma_wjets_syst_sf_bin_13,nom_gamma_wjets_syst_sf_bin_14,nom_gamma_wjets_syst_sf_bin_15,nom_gamma_wjets_syst_sf_bin_16,nom_gamma_wjets_syst_sf_bin_17,nom_gamma_wjets_syst_sf_bin_18,nom_gamma_wjets_syst_sf_bin_19,nom_gamma_wjets_syst_sf_bin_2,nom_gamma_wjets_syst_sf_bin_20,nom_gamma_wjets_syst_sf_bin_21,nom_gamma_wjets_syst_sf_bin_22,nom_gamma_wjets_syst_sf_bin_23,nom_gamma_wjets_syst_sf_bin_24,nom_gamma_wjets_syst_sf_bin_25,nom_gamma_wjets_syst_sf_bin_26,nom_gamma_wjets_syst_sf_bin_27,nom_gamma_wjets_syst_sf_bin_28,nom_gamma_wjets_syst_sf_bin_3,nom_gamma_wjets_syst_sf_bin_4,nom_gamma_wjets_syst_sf_bin_5,nom_gamma_wjets_syst_sf_bin_6,nom_gamma_wjets_syst_sf_bin_7,nom_gamma_wjets_syst_sf_bin_8,nom_gamma_wjets_syst_sf_bin_9,nom_gamma_ww_syst_of_bin_0,nom_gamma_ww_syst_of_bin_1,nom_gamma_ww_syst_of_bin_10,nom_gamma_ww_syst_of_bin_11,nom_gamma_ww_syst_of_bin_12,nom_gamma_ww_syst_of_bin_13,nom_gamma_ww_syst_of_bin_15,nom_gamma_ww_syst_of_bin_16,nom_gamma_ww_syst_of_bin_2,nom_gamma_ww_syst_of_bin_3,nom_gamma_ww_syst_of_bin_4,nom_gamma_ww_syst_of_bin_5,nom_gamma_ww_syst_of_bin_6,nom_gamma_ww_syst_of_bin_7,nom_gamma_ww_syst_of_bin_8,nom_gamma_ww_syst_of_bin_9,nom_gamma_ww_syst_sf_bin_0,nom_gamma_ww_syst_sf_bin_1,nom_gamma_ww_syst_sf_bin_10,nom_gamma_ww_syst_sf_bin_11,nom_gamma_ww_syst_sf_bin_12,nom_gamma_ww_syst_sf_bin_13,nom_gamma_ww_syst_sf_bin_15,nom_gamma_ww_syst_sf_bin_16,nom_gamma_ww_syst_sf_bin_2,nom_gamma_ww_syst_sf_bin_3,nom_gamma_ww_syst_sf_bin_4,nom_gamma_ww_syst_sf_bin_5,nom_gamma_ww_syst_sf_bin_6,nom_gamma_ww_syst_sf_bin_7,nom_gamma_ww_syst_sf_bin_8,nom_gamma_ww_syst_sf_bin_9,nom_gamma_z_syst_of_bin_0,nom_gamma_z_syst_of_bin_1,nom_gamma_z_syst_of_bin_10,nom_gamma_z_syst_of_bin_11,nom_gamma_z_syst_of_bin_12,nom_gamma_z_syst_of_bin_13,nom_gamma_z_syst_of_bin_14,nom_gamma_z_syst_of_bin_15,nom_gamma_z_syst_of_bin_16,nom_gamma_z_syst_of_bin_17,nom_gamma_z_syst_of_bin_18,nom_gamma_z_syst_of_bin_19,nom_gamma_z_syst_of_bin_2,nom_gamma_z_syst_of_bin_20,nom_gamma_z_syst_of_bin_21,nom_gamma_z_syst_of_bin_22,nom_gamma_z_syst_of_bin_23,nom_gamma_z_syst_of_bin_24,nom_gamma_z_syst_of_bin_25,nom_gamma_z_syst_of_bin_26,nom_gamma_z_syst_of_bin_27,nom_gamma_z_syst_of_bin_28,nom_gamma_z_syst_of_bin_3,nom_gamma_z_syst_of_bin_4,nom_gamma_z_syst_of_bin_5,nom_gamma_z_syst_of_bin_6,nom_gamma_z_syst_of_bin_7,nom_gamma_z_syst_of_bin_8,nom_gamma_z_syst_of_bin_9,nom_gamma_z_syst_sf_bin_0,nom_gamma_z_syst_sf_bin_1,nom_gamma_z_syst_sf_bin_10,nom_gamma_z_syst_sf_bin_11,nom_gamma_z_syst_sf_bin_12,nom_gamma_z_syst_sf_bin_13,nom_gamma_z_syst_sf_bin_14,nom_gamma_z_syst_sf_bin_15,nom_gamma_z_syst_sf_bin_16,nom_gamma_z_syst_sf_bin_17,nom_gamma_z_syst_sf_bin_18,nom_gamma_z_syst_sf_bin_19,nom_gamma_z_syst_sf_bin_2,nom_gamma_z_syst_sf_bin_20,nom_gamma_z_syst_sf_bin_21,nom_gamma_z_syst_sf_bin_22,nom_gamma_z_syst_sf_bin_23,nom_gamma_z_syst_sf_bin_24,nom_gamma_z_syst_sf_bin_25,nom_gamma_z_syst_sf_bin_26,nom_gamma_z_syst_sf_bin_27,nom_gamma_z_syst_sf_bin_28,nom_gamma_z_syst_sf_bin_3,nom_gamma_z_syst_sf_bin_4,nom_gamma_z_syst_sf_bin_5,nom_gamma_z_syst_sf_bin_6,nom_gamma_z_syst_sf_bin_7,nom_gamma_z_syst_sf_bin_8,nom_gamma_z_syst_sf_bin_9,nominalLumi,obs_x_of,obs_x_sf,sig_strength,weightVar)

p.d.f.s
-------
RooGaussian::alpha_HWW_normConstraint[ x=alpha_HWW_norm mean=nom_alpha_HWW_norm sigma=1 ] = 0.991551
RooGaussian::alpha_VVV_normConstraint[ x=alpha_VVV_norm mean=nom_alpha_VVV_norm sigma=1 ] = 0.999591
RooGaussian::alpha_WW_normConstraint[ x=alpha_WW_norm mean=nom_alpha_WW_norm sigma=1 ] = 0.967869
RooGaussian::alpha_WZ_normConstraint[ x=alpha_WZ_norm mean=nom_alpha_WZ_norm sigma=1 ] = 0.992657
RooGaussian::alpha_ZZ_normConstraint[ x=alpha_ZZ_norm mean=nom_alpha_ZZ_norm sigma=1 ] = 0.982137
RooGaussian::alpha_b_vetoConstraint[ x=alpha_b_veto mean=nom_alpha_b_veto sigma=1 ] = 1
RooGaussian::alpha_id_and_selectionConstraint[ x=alpha_id_and_selection mean=nom_alpha_id_and_selection sigma=1 ] = 1
RooGaussian::alpha_jesConstraint[ x=alpha_jes mean=nom_alpha_jes sigma=1 ] = 1
RooGaussian::alpha_top_ratioConstraint[ x=alpha_top_ratio mean=nom_alpha_top_ratio sigma=1 ] = 0.966887
RooGaussian::alpha_triggerConstraint[ x=alpha_trigger mean=nom_alpha_trigger sigma=1 ] = 1
RooGaussian::alpha_vv_ratioConstraint[ x=alpha_vv_ratio mean=nom_alpha_vv_ratio sigma=1 ] = 0.826089
RooPoisson::gamma_stat_of_bin_0_constraint[ x=nom_gamma_stat_of_bin_0 mean=gamma_stat_of_bin_0_poisMean ] = 0.0727956
RooPoisson::gamma_stat_of_bin_10_constraint[ x=nom_gamma_stat_of_bin_10 mean=gamma_stat_of_bin_10_poisMean ] = 0.0624714
RooPoisson::gamma_stat_of_bin_11_constraint[ x=nom_gamma_stat_of_bin_11 mean=gamma_stat_of_bin_11_poisMean ] = 0.059866
RooPoisson::gamma_stat_of_bin_12_constraint[ x=nom_gamma_stat_of_bin_12 mean=gamma_stat_of_bin_12_poisMean ] = 0.0550343
RooPoisson::gamma_stat_of_bin_13_constraint[ x=nom_gamma_stat_of_bin_13 mean=gamma_stat_of_bin_13_poisMean ] = 0.0625136
RooPoisson::gamma_stat_of_bin_14_constraint[ x=nom_gamma_stat_of_bin_14 mean=gamma_stat_of_bin_14_poisMean ] = 0.0621675
RooPoisson::gamma_stat_of_bin_15_constraint[ x=nom_gamma_stat_of_bin_15 mean=gamma_stat_of_bin_15_poisMean ] = 0.0614343
RooPoisson::gamma_stat_of_bin_16_constraint[ x=nom_gamma_stat_of_bin_16 mean=gamma_stat_of_bin_16_poisMean ] = 0.0654007
RooPoisson::gamma_stat_of_bin_17_constraint[ x=nom_gamma_stat_of_bin_17 mean=gamma_stat_of_bin_17_poisMean ] = 0.0910756
RooPoisson::gamma_stat_of_bin_18_constraint[ x=nom_gamma_stat_of_bin_18 mean=gamma_stat_of_bin_18_poisMean ] = 0.0811509
RooPoisson::gamma_stat_of_bin_19_constraint[ x=nom_gamma_stat_of_bin_19 mean=gamma_stat_of_bin_19_poisMean ] = 0.0765374
RooPoisson::gamma_stat_of_bin_1_constraint[ x=nom_gamma_stat_of_bin_1 mean=gamma_stat_of_bin_1_poisMean ] = 0.0581536
RooPoisson::gamma_stat_of_bin_20_constraint[ x=nom_gamma_stat_of_bin_20 mean=gamma_stat_of_bin_20_poisMean ] = 0.0847332
RooPoisson::gamma_stat_of_bin_21_constraint[ x=nom_gamma_stat_of_bin_21 mean=gamma_stat_of_bin_21_poisMean ] = 0.0935973
RooPoisson::gamma_stat_of_bin_22_constraint[ x=nom_gamma_stat_of_bin_22 mean=gamma_stat_of_bin_22_poisMean ] = 0.0911195
RooPoisson::gamma_stat_of_bin_23_constraint[ x=nom_gamma_stat_of_bin_23 mean=gamma_stat_of_bin_23_poisMean ] = 0.0911231
RooPoisson::gamma_stat_of_bin_24_constraint[ x=nom_gamma_stat_of_bin_24 mean=gamma_stat_of_bin_24_poisMean ] = 0.10994
RooPoisson::gamma_stat_of_bin_25_constraint[ x=nom_gamma_stat_of_bin_25 mean=gamma_stat_of_bin_25_poisMean ] = 0.102434
RooPoisson::gamma_stat_of_bin_26_constraint[ x=nom_gamma_stat_of_bin_26 mean=gamma_stat_of_bin_26_poisMean ] = 0.149003
RooPoisson::gamma_stat_of_bin_27_constraint[ x=nom_gamma_stat_of_bin_27 mean=gamma_stat_of_bin_27_poisMean ] = 0.12511
RooPoisson::gamma_stat_of_bin_28_constraint[ x=nom_gamma_stat_of_bin_28 mean=gamma_stat_of_bin_28_poisMean ] = 0.105989
RooPoisson::gamma_stat_of_bin_2_constraint[ x=nom_gamma_stat_of_bin_2 mean=gamma_stat_of_bin_2_poisMean ] = 0.0298296
RooPoisson::gamma_stat_of_bin_3_constraint[ x=nom_gamma_stat_of_bin_3 mean=gamma_stat_of_bin_3_poisMean ] = 0.0366653
RooPoisson::gamma_stat_of_bin_4_constraint[ x=nom_gamma_stat_of_bin_4 mean=gamma_stat_of_bin_4_poisMean ] = 0.024647
RooPoisson::gamma_stat_of_bin_5_constraint[ x=nom_gamma_stat_of_bin_5 mean=gamma_stat_of_bin_5_poisMean ] = 0.024373
RooPoisson::gamma_stat_of_bin_6_constraint[ x=nom_gamma_stat_of_bin_6 mean=gamma_stat_of_bin_6_poisMean ] = 0.0336997
RooPoisson::gamma_stat_of_bin_7_constraint[ x=nom_gamma_stat_of_bin_7 mean=gamma_stat_of_bin_7_poisMean ] = 0.0466711
RooPoisson::gamma_stat_of_bin_8_constraint[ x=nom_gamma_stat_of_bin_8 mean=gamma_stat_of_bin_8_poisMean ] = 0.0365822
RooPoisson::gamma_stat_of_bin_9_constraint[ x=nom_gamma_stat_of_bin_9 mean=gamma_stat_of_bin_9_poisMean ] = 0.0546974
RooPoisson::gamma_stat_sf_bin_0_constraint[ x=nom_gamma_stat_sf_bin_0 mean=gamma_stat_sf_bin_0_poisMean ] = 0.0369401
RooPoisson::gamma_stat_sf_bin_10_constraint[ x=nom_gamma_stat_sf_bin_10 mean=gamma_stat_sf_bin_10_poisMean ] = 0.0538106
RooPoisson::gamma_stat_sf_bin_11_constraint[ x=nom_gamma_stat_sf_bin_11 mean=gamma_stat_sf_bin_11_poisMean ] = 0.0592745
RooPoisson::gamma_stat_sf_bin_12_constraint[ x=nom_gamma_stat_sf_bin_12 mean=gamma_stat_sf_bin_12_poisMean ] = 0.0713568
RooPoisson::gamma_stat_sf_bin_13_constraint[ x=nom_gamma_stat_sf_bin_13 mean=gamma_stat_sf_bin_13_poisMean ] = 0.0686506
RooPoisson::gamma_stat_sf_bin_14_constraint[ x=nom_gamma_stat_sf_bin_14 mean=gamma_stat_sf_bin_14_poisMean ] = 0.0650163
RooPoisson::gamma_stat_sf_bin_15_constraint[ x=nom_gamma_stat_sf_bin_15 mean=gamma_stat_sf_bin_15_poisMean ] = 0.0643027
RooPoisson::gamma_stat_sf_bin_16_constraint[ x=nom_gamma_stat_sf_bin_16 mean=gamma_stat_sf_bin_16_poisMean ] = 0.076438
RooPoisson::gamma_stat_sf_bin_17_constraint[ x=nom_gamma_stat_sf_bin_17 mean=gamma_stat_sf_bin_17_poisMean ] = 0.0713164
RooPoisson::gamma_stat_sf_bin_18_constraint[ x=nom_gamma_stat_sf_bin_18 mean=gamma_stat_sf_bin_18_poisMean ] = 0.0719848
RooPoisson::gamma_stat_sf_bin_19_constraint[ x=nom_gamma_stat_sf_bin_19 mean=gamma_stat_sf_bin_19_poisMean ] = 0.0794782
RooPoisson::gamma_stat_sf_bin_1_constraint[ x=nom_gamma_stat_sf_bin_1 mean=gamma_stat_sf_bin_1_poisMean ] = 0.03255
RooPoisson::gamma_stat_sf_bin_20_constraint[ x=nom_gamma_stat_sf_bin_20 mean=gamma_stat_sf_bin_20_poisMean ] = 0.0909346
RooPoisson::gamma_stat_sf_bin_21_constraint[ x=nom_gamma_stat_sf_bin_21 mean=gamma_stat_sf_bin_21_poisMean ] = 0.07795
RooPoisson::gamma_stat_sf_bin_22_constraint[ x=nom_gamma_stat_sf_bin_22 mean=gamma_stat_sf_bin_22_poisMean ] = 0.0992257
RooPoisson::gamma_stat_sf_bin_23_constraint[ x=nom_gamma_stat_sf_bin_23 mean=gamma_stat_sf_bin_23_poisMean ] = 0.0829389
RooPoisson::gamma_stat_sf_bin_24_constraint[ x=nom_gamma_stat_sf_bin_24 mean=gamma_stat_sf_bin_24_poisMean ] = 0.0963981
RooPoisson::gamma_stat_sf_bin_25_constraint[ x=nom_gamma_stat_sf_bin_25 mean=gamma_stat_sf_bin_25_poisMean ] = 0.093634
RooPoisson::gamma_stat_sf_bin_26_constraint[ x=nom_gamma_stat_sf_bin_26 mean=gamma_stat_sf_bin_26_poisMean ] = 0.114308
RooPoisson::gamma_stat_sf_bin_27_constraint[ x=nom_gamma_stat_sf_bin_27 mean=gamma_stat_sf_bin_27_poisMean ] = 0.131736
RooPoisson::gamma_stat_sf_bin_28_constraint[ x=nom_gamma_stat_sf_bin_28 mean=gamma_stat_sf_bin_28_poisMean ] = 0.175397
RooPoisson::gamma_stat_sf_bin_2_constraint[ x=nom_gamma_stat_sf_bin_2 mean=gamma_stat_sf_bin_2_poisMean ] = 0.0306229
RooPoisson::gamma_stat_sf_bin_3_constraint[ x=nom_gamma_stat_sf_bin_3 mean=gamma_stat_sf_bin_3_poisMean ] = 0.0275516
RooPoisson::gamma_stat_sf_bin_4_constraint[ x=nom_gamma_stat_sf_bin_4 mean=gamma_stat_sf_bin_4_poisMean ] = 0.0240704
RooPoisson::gamma_stat_sf_bin_5_constraint[ x=nom_gamma_stat_sf_bin_5 mean=gamma_stat_sf_bin_5_poisMean ] = 0.0259263
RooPoisson::gamma_stat_sf_bin_6_constraint[ x=nom_gamma_stat_sf_bin_6 mean=gamma_stat_sf_bin_6_poisMean ] = 0.0346278
RooPoisson::gamma_stat_sf_bin_7_constraint[ x=nom_gamma_stat_sf_bin_7 mean=gamma_stat_sf_bin_7_poisMean ] = 0.0386203
RooPoisson::gamma_stat_sf_bin_8_constraint[ x=nom_gamma_stat_sf_bin_8 mean=gamma_stat_sf_bin_8_poisMean ] = 0.0602172
RooPoisson::gamma_stat_sf_bin_9_constraint[ x=nom_gamma_stat_sf_bin_9 mean=gamma_stat_sf_bin_9_poisMean ] = 0.0559913
RooGaussian::gamma_wjets_syst_of_bin_0_constraint[ x=nom_gamma_wjets_syst_of_bin_0 mean=gamma_wjets_syst_of_bin_0 sigma=gamma_wjets_syst_of_bin_0_sigma ] = 0.999998
RooGaussian::gamma_wjets_syst_of_bin_10_constraint[ x=nom_gamma_wjets_syst_of_bin_10 mean=gamma_wjets_syst_of_bin_10 sigma=gamma_wjets_syst_of_bin_10_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_11_constraint[ x=nom_gamma_wjets_syst_of_bin_11 mean=gamma_wjets_syst_of_bin_11 sigma=gamma_wjets_syst_of_bin_11_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_12_constraint[ x=nom_gamma_wjets_syst_of_bin_12 mean=gamma_wjets_syst_of_bin_12 sigma=gamma_wjets_syst_of_bin_12_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_13_constraint[ x=nom_gamma_wjets_syst_of_bin_13 mean=gamma_wjets_syst_of_bin_13 sigma=gamma_wjets_syst_of_bin_13_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_14_constraint[ x=nom_gamma_wjets_syst_of_bin_14 mean=gamma_wjets_syst_of_bin_14 sigma=gamma_wjets_syst_of_bin_14_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_15_constraint[ x=nom_gamma_wjets_syst_of_bin_15 mean=gamma_wjets_syst_of_bin_15 sigma=gamma_wjets_syst_of_bin_15_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_16_constraint[ x=nom_gamma_wjets_syst_of_bin_16 mean=gamma_wjets_syst_of_bin_16 sigma=gamma_wjets_syst_of_bin_16_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_17_constraint[ x=nom_gamma_wjets_syst_of_bin_17 mean=gamma_wjets_syst_of_bin_17 sigma=gamma_wjets_syst_of_bin_17_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_18_constraint[ x=nom_gamma_wjets_syst_of_bin_18 mean=gamma_wjets_syst_of_bin_18 sigma=gamma_wjets_syst_of_bin_18_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_19_constraint[ x=nom_gamma_wjets_syst_of_bin_19 mean=gamma_wjets_syst_of_bin_19 sigma=gamma_wjets_syst_of_bin_19_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_1_constraint[ x=nom_gamma_wjets_syst_of_bin_1 mean=gamma_wjets_syst_of_bin_1 sigma=gamma_wjets_syst_of_bin_1_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_20_constraint[ x=nom_gamma_wjets_syst_of_bin_20 mean=gamma_wjets_syst_of_bin_20 sigma=gamma_wjets_syst_of_bin_20_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_21_constraint[ x=nom_gamma_wjets_syst_of_bin_21 mean=gamma_wjets_syst_of_bin_21 sigma=gamma_wjets_syst_of_bin_21_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_22_constraint[ x=nom_gamma_wjets_syst_of_bin_22 mean=gamma_wjets_syst_of_bin_22 sigma=gamma_wjets_syst_of_bin_22_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_23_constraint[ x=nom_gamma_wjets_syst_of_bin_23 mean=gamma_wjets_syst_of_bin_23 sigma=gamma_wjets_syst_of_bin_23_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_24_constraint[ x=nom_gamma_wjets_syst_of_bin_24 mean=gamma_wjets_syst_of_bin_24 sigma=gamma_wjets_syst_of_bin_24_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_25_constraint[ x=nom_gamma_wjets_syst_of_bin_25 mean=gamma_wjets_syst_of_bin_25 sigma=gamma_wjets_syst_of_bin_25_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_26_constraint[ x=nom_gamma_wjets_syst_of_bin_26 mean=gamma_wjets_syst_of_bin_26 sigma=gamma_wjets_syst_of_bin_26_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_27_constraint[ x=nom_gamma_wjets_syst_of_bin_27 mean=gamma_wjets_syst_of_bin_27 sigma=gamma_wjets_syst_of_bin_27_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_28_constraint[ x=nom_gamma_wjets_syst_of_bin_28 mean=gamma_wjets_syst_of_bin_28 sigma=gamma_wjets_syst_of_bin_28_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_2_constraint[ x=nom_gamma_wjets_syst_of_bin_2 mean=gamma_wjets_syst_of_bin_2 sigma=gamma_wjets_syst_of_bin_2_sigma ] = 0.999981
RooGaussian::gamma_wjets_syst_of_bin_3_constraint[ x=nom_gamma_wjets_syst_of_bin_3 mean=gamma_wjets_syst_of_bin_3 sigma=gamma_wjets_syst_of_bin_3_sigma ] = 0.999994
RooGaussian::gamma_wjets_syst_of_bin_4_constraint[ x=nom_gamma_wjets_syst_of_bin_4 mean=gamma_wjets_syst_of_bin_4 sigma=gamma_wjets_syst_of_bin_4_sigma ] = 0.999991
RooGaussian::gamma_wjets_syst_of_bin_5_constraint[ x=nom_gamma_wjets_syst_of_bin_5 mean=gamma_wjets_syst_of_bin_5 sigma=gamma_wjets_syst_of_bin_5_sigma ] = 0.999999
RooGaussian::gamma_wjets_syst_of_bin_6_constraint[ x=nom_gamma_wjets_syst_of_bin_6 mean=gamma_wjets_syst_of_bin_6 sigma=gamma_wjets_syst_of_bin_6_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_7_constraint[ x=nom_gamma_wjets_syst_of_bin_7 mean=gamma_wjets_syst_of_bin_7 sigma=gamma_wjets_syst_of_bin_7_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_8_constraint[ x=nom_gamma_wjets_syst_of_bin_8 mean=gamma_wjets_syst_of_bin_8 sigma=gamma_wjets_syst_of_bin_8_sigma ] = 1
RooGaussian::gamma_wjets_syst_of_bin_9_constraint[ x=nom_gamma_wjets_syst_of_bin_9 mean=gamma_wjets_syst_of_bin_9 sigma=gamma_wjets_syst_of_bin_9_sigma ] = 0.999998
RooGaussian::gamma_wjets_syst_sf_bin_0_constraint[ x=nom_gamma_wjets_syst_sf_bin_0 mean=gamma_wjets_syst_sf_bin_0 sigma=gamma_wjets_syst_sf_bin_0_sigma ] = 0.998152
RooGaussian::gamma_wjets_syst_sf_bin_10_constraint[ x=nom_gamma_wjets_syst_sf_bin_10 mean=gamma_wjets_syst_sf_bin_10 sigma=gamma_wjets_syst_sf_bin_10_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_11_constraint[ x=nom_gamma_wjets_syst_sf_bin_11 mean=gamma_wjets_syst_sf_bin_11 sigma=gamma_wjets_syst_sf_bin_11_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_12_constraint[ x=nom_gamma_wjets_syst_sf_bin_12 mean=gamma_wjets_syst_sf_bin_12 sigma=gamma_wjets_syst_sf_bin_12_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_13_constraint[ x=nom_gamma_wjets_syst_sf_bin_13 mean=gamma_wjets_syst_sf_bin_13 sigma=gamma_wjets_syst_sf_bin_13_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_14_constraint[ x=nom_gamma_wjets_syst_sf_bin_14 mean=gamma_wjets_syst_sf_bin_14 sigma=gamma_wjets_syst_sf_bin_14_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_15_constraint[ x=nom_gamma_wjets_syst_sf_bin_15 mean=gamma_wjets_syst_sf_bin_15 sigma=gamma_wjets_syst_sf_bin_15_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_16_constraint[ x=nom_gamma_wjets_syst_sf_bin_16 mean=gamma_wjets_syst_sf_bin_16 sigma=gamma_wjets_syst_sf_bin_16_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_17_constraint[ x=nom_gamma_wjets_syst_sf_bin_17 mean=gamma_wjets_syst_sf_bin_17 sigma=gamma_wjets_syst_sf_bin_17_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_18_constraint[ x=nom_gamma_wjets_syst_sf_bin_18 mean=gamma_wjets_syst_sf_bin_18 sigma=gamma_wjets_syst_sf_bin_18_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_19_constraint[ x=nom_gamma_wjets_syst_sf_bin_19 mean=gamma_wjets_syst_sf_bin_19 sigma=gamma_wjets_syst_sf_bin_19_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_1_constraint[ x=nom_gamma_wjets_syst_sf_bin_1 mean=gamma_wjets_syst_sf_bin_1 sigma=gamma_wjets_syst_sf_bin_1_sigma ] = 0.999986
RooGaussian::gamma_wjets_syst_sf_bin_20_constraint[ x=nom_gamma_wjets_syst_sf_bin_20 mean=gamma_wjets_syst_sf_bin_20 sigma=gamma_wjets_syst_sf_bin_20_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_21_constraint[ x=nom_gamma_wjets_syst_sf_bin_21 mean=gamma_wjets_syst_sf_bin_21 sigma=gamma_wjets_syst_sf_bin_21_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_22_constraint[ x=nom_gamma_wjets_syst_sf_bin_22 mean=gamma_wjets_syst_sf_bin_22 sigma=gamma_wjets_syst_sf_bin_22_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_23_constraint[ x=nom_gamma_wjets_syst_sf_bin_23 mean=gamma_wjets_syst_sf_bin_23 sigma=gamma_wjets_syst_sf_bin_23_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_24_constraint[ x=nom_gamma_wjets_syst_sf_bin_24 mean=gamma_wjets_syst_sf_bin_24 sigma=gamma_wjets_syst_sf_bin_24_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_25_constraint[ x=nom_gamma_wjets_syst_sf_bin_25 mean=gamma_wjets_syst_sf_bin_25 sigma=gamma_wjets_syst_sf_bin_25_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_26_constraint[ x=nom_gamma_wjets_syst_sf_bin_26 mean=gamma_wjets_syst_sf_bin_26 sigma=gamma_wjets_syst_sf_bin_26_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_27_constraint[ x=nom_gamma_wjets_syst_sf_bin_27 mean=gamma_wjets_syst_sf_bin_27 sigma=gamma_wjets_syst_sf_bin_27_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_28_constraint[ x=nom_gamma_wjets_syst_sf_bin_28 mean=gamma_wjets_syst_sf_bin_28 sigma=gamma_wjets_syst_sf_bin_28_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_2_constraint[ x=nom_gamma_wjets_syst_sf_bin_2 mean=gamma_wjets_syst_sf_bin_2 sigma=gamma_wjets_syst_sf_bin_2_sigma ] = 0.852558
RooGaussian::gamma_wjets_syst_sf_bin_3_constraint[ x=nom_gamma_wjets_syst_sf_bin_3 mean=gamma_wjets_syst_sf_bin_3 sigma=gamma_wjets_syst_sf_bin_3_sigma ] = 0.928316
RooGaussian::gamma_wjets_syst_sf_bin_4_constraint[ x=nom_gamma_wjets_syst_sf_bin_4 mean=gamma_wjets_syst_sf_bin_4 sigma=gamma_wjets_syst_sf_bin_4_sigma ] = 0.990735
RooGaussian::gamma_wjets_syst_sf_bin_5_constraint[ x=nom_gamma_wjets_syst_sf_bin_5 mean=gamma_wjets_syst_sf_bin_5 sigma=gamma_wjets_syst_sf_bin_5_sigma ] = 0.995951
RooGaussian::gamma_wjets_syst_sf_bin_6_constraint[ x=nom_gamma_wjets_syst_sf_bin_6 mean=gamma_wjets_syst_sf_bin_6 sigma=gamma_wjets_syst_sf_bin_6_sigma ] = 0.995757
RooGaussian::gamma_wjets_syst_sf_bin_7_constraint[ x=nom_gamma_wjets_syst_sf_bin_7 mean=gamma_wjets_syst_sf_bin_7 sigma=gamma_wjets_syst_sf_bin_7_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_8_constraint[ x=nom_gamma_wjets_syst_sf_bin_8 mean=gamma_wjets_syst_sf_bin_8 sigma=gamma_wjets_syst_sf_bin_8_sigma ] = 1
RooGaussian::gamma_wjets_syst_sf_bin_9_constraint[ x=nom_gamma_wjets_syst_sf_bin_9 mean=gamma_wjets_syst_sf_bin_9 sigma=gamma_wjets_syst_sf_bin_9_sigma ] = 1
RooGaussian::gamma_ww_syst_of_bin_0_constraint[ x=nom_gamma_ww_syst_of_bin_0 mean=gamma_ww_syst_of_bin_0 sigma=gamma_ww_syst_of_bin_0_sigma ] = 1
RooGaussian::gamma_ww_syst_of_bin_10_constraint[ x=nom_gamma_ww_syst_of_bin_10 mean=gamma_ww_syst_of_bin_10 sigma=gamma_ww_syst_of_bin_10_sigma ] = 0.711305
RooGaussian::gamma_ww_syst_of_bin_11_constraint[ x=nom_gamma_ww_syst_of_bin_11 mean=gamma_ww_syst_of_bin_11 sigma=gamma_ww_syst_of_bin_11_sigma ] = 0.997326
RooGaussian::gamma_ww_syst_of_bin_12_constraint[ x=nom_gamma_ww_syst_of_bin_12 mean=gamma_ww_syst_of_bin_12 sigma=gamma_ww_syst_of_bin_12_sigma ] = 0.635685
RooGaussian::gamma_ww_syst_of_bin_13_constraint[ x=nom_gamma_ww_syst_of_bin_13 mean=gamma_ww_syst_of_bin_13 sigma=gamma_ww_syst_of_bin_13_sigma ] = 0.982162
RooGaussian::gamma_ww_syst_of_bin_15_constraint[ x=nom_gamma_ww_syst_of_bin_15 mean=gamma_ww_syst_of_bin_15 sigma=gamma_ww_syst_of_bin_15_sigma ] = 1
RooGaussian::gamma_ww_syst_of_bin_16_constraint[ x=nom_gamma_ww_syst_of_bin_16 mean=gamma_ww_syst_of_bin_16 sigma=gamma_ww_syst_of_bin_16_sigma ] = 0.99696
RooGaussian::gamma_ww_syst_of_bin_1_constraint[ x=nom_gamma_ww_syst_of_bin_1 mean=gamma_ww_syst_of_bin_1 sigma=gamma_ww_syst_of_bin_1_sigma ] = 0.995979
RooGaussian::gamma_ww_syst_of_bin_2_constraint[ x=nom_gamma_ww_syst_of_bin_2 mean=gamma_ww_syst_of_bin_2 sigma=gamma_ww_syst_of_bin_2_sigma ] = 0.969956
RooGaussian::gamma_ww_syst_of_bin_3_constraint[ x=nom_gamma_ww_syst_of_bin_3 mean=gamma_ww_syst_of_bin_3 sigma=gamma_ww_syst_of_bin_3_sigma ] = 0.979812
RooGaussian::gamma_ww_syst_of_bin_4_constraint[ x=nom_gamma_ww_syst_of_bin_4 mean=gamma_ww_syst_of_bin_4 sigma=gamma_ww_syst_of_bin_4_sigma ] = 0.88545
RooGaussian::gamma_ww_syst_of_bin_5_constraint[ x=nom_gamma_ww_syst_of_bin_5 mean=gamma_ww_syst_of_bin_5 sigma=gamma_ww_syst_of_bin_5_sigma ] = 0.970919
RooGaussian::gamma_ww_syst_of_bin_6_constraint[ x=nom_gamma_ww_syst_of_bin_6 mean=gamma_ww_syst_of_bin_6 sigma=gamma_ww_syst_of_bin_6_sigma ] = 0.937572
RooGaussian::gamma_ww_syst_of_bin_7_constraint[ x=nom_gamma_ww_syst_of_bin_7 mean=gamma_ww_syst_of_bin_7 sigma=gamma_ww_syst_of_bin_7_sigma ] = 0.99138
RooGaussian::gamma_ww_syst_of_bin_8_constraint[ x=nom_gamma_ww_syst_of_bin_8 mean=gamma_ww_syst_of_bin_8 sigma=gamma_ww_syst_of_bin_8_sigma ] = 0.451468
RooGaussian::gamma_ww_syst_of_bin_9_constraint[ x=nom_gamma_ww_syst_of_bin_9 mean=gamma_ww_syst_of_bin_9 sigma=gamma_ww_syst_of_bin_9_sigma ] = 0.979452
RooGaussian::gamma_ww_syst_sf_bin_0_constraint[ x=nom_gamma_ww_syst_sf_bin_0 mean=gamma_ww_syst_sf_bin_0 sigma=gamma_ww_syst_sf_bin_0_sigma ] = 0.996982
RooGaussian::gamma_ww_syst_sf_bin_10_constraint[ x=nom_gamma_ww_syst_sf_bin_10 mean=gamma_ww_syst_sf_bin_10 sigma=gamma_ww_syst_sf_bin_10_sigma ] = 0.98099
RooGaussian::gamma_ww_syst_sf_bin_11_constraint[ x=nom_gamma_ww_syst_sf_bin_11 mean=gamma_ww_syst_sf_bin_11 sigma=gamma_ww_syst_sf_bin_11_sigma ] = 0.999765
RooGaussian::gamma_ww_syst_sf_bin_12_constraint[ x=nom_gamma_ww_syst_sf_bin_12 mean=gamma_ww_syst_sf_bin_12 sigma=gamma_ww_syst_sf_bin_12_sigma ] = 0.925266
RooGaussian::gamma_ww_syst_sf_bin_13_constraint[ x=nom_gamma_ww_syst_sf_bin_13 mean=gamma_ww_syst_sf_bin_13 sigma=gamma_ww_syst_sf_bin_13_sigma ] = 0.997193
RooGaussian::gamma_ww_syst_sf_bin_15_constraint[ x=nom_gamma_ww_syst_sf_bin_15 mean=gamma_ww_syst_sf_bin_15 sigma=gamma_ww_syst_sf_bin_15_sigma ] = 1
RooGaussian::gamma_ww_syst_sf_bin_16_constraint[ x=nom_gamma_ww_syst_sf_bin_16 mean=gamma_ww_syst_sf_bin_16 sigma=gamma_ww_syst_sf_bin_16_sigma ] = 0.997435
RooGaussian::gamma_ww_syst_sf_bin_1_constraint[ x=nom_gamma_ww_syst_sf_bin_1 mean=gamma_ww_syst_sf_bin_1 sigma=gamma_ww_syst_sf_bin_1_sigma ] = 0.99995
RooGaussian::gamma_ww_syst_sf_bin_2_constraint[ x=nom_gamma_ww_syst_sf_bin_2 mean=gamma_ww_syst_sf_bin_2 sigma=gamma_ww_syst_sf_bin_2_sigma ] = 0.929625
RooGaussian::gamma_ww_syst_sf_bin_3_constraint[ x=nom_gamma_ww_syst_sf_bin_3 mean=gamma_ww_syst_sf_bin_3 sigma=gamma_ww_syst_sf_bin_3_sigma ] = 0.939575
RooGaussian::gamma_ww_syst_sf_bin_4_constraint[ x=nom_gamma_ww_syst_sf_bin_4 mean=gamma_ww_syst_sf_bin_4 sigma=gamma_ww_syst_sf_bin_4_sigma ] = 0.974847
RooGaussian::gamma_ww_syst_sf_bin_5_constraint[ x=nom_gamma_ww_syst_sf_bin_5 mean=gamma_ww_syst_sf_bin_5 sigma=gamma_ww_syst_sf_bin_5_sigma ] = 0.984712
RooGaussian::gamma_ww_syst_sf_bin_6_constraint[ x=nom_gamma_ww_syst_sf_bin_6 mean=gamma_ww_syst_sf_bin_6 sigma=gamma_ww_syst_sf_bin_6_sigma ] = 0.932419
RooGaussian::gamma_ww_syst_sf_bin_7_constraint[ x=nom_gamma_ww_syst_sf_bin_7 mean=gamma_ww_syst_sf_bin_7 sigma=gamma_ww_syst_sf_bin_7_sigma ] = 0.913075
RooGaussian::gamma_ww_syst_sf_bin_8_constraint[ x=nom_gamma_ww_syst_sf_bin_8 mean=gamma_ww_syst_sf_bin_8 sigma=gamma_ww_syst_sf_bin_8_sigma ] = 0.992653
RooGaussian::gamma_ww_syst_sf_bin_9_constraint[ x=nom_gamma_ww_syst_sf_bin_9 mean=gamma_ww_syst_sf_bin_9 sigma=gamma_ww_syst_sf_bin_9_sigma ] = 0.997855
RooGaussian::gamma_z_syst_of_bin_0_constraint[ x=nom_gamma_z_syst_of_bin_0 mean=gamma_z_syst_of_bin_0 sigma=gamma_z_syst_of_bin_0_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_10_constraint[ x=nom_gamma_z_syst_of_bin_10 mean=gamma_z_syst_of_bin_10 sigma=gamma_z_syst_of_bin_10_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_11_constraint[ x=nom_gamma_z_syst_of_bin_11 mean=gamma_z_syst_of_bin_11 sigma=gamma_z_syst_of_bin_11_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_12_constraint[ x=nom_gamma_z_syst_of_bin_12 mean=gamma_z_syst_of_bin_12 sigma=gamma_z_syst_of_bin_12_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_13_constraint[ x=nom_gamma_z_syst_of_bin_13 mean=gamma_z_syst_of_bin_13 sigma=gamma_z_syst_of_bin_13_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_14_constraint[ x=nom_gamma_z_syst_of_bin_14 mean=gamma_z_syst_of_bin_14 sigma=gamma_z_syst_of_bin_14_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_15_constraint[ x=nom_gamma_z_syst_of_bin_15 mean=gamma_z_syst_of_bin_15 sigma=gamma_z_syst_of_bin_15_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_16_constraint[ x=nom_gamma_z_syst_of_bin_16 mean=gamma_z_syst_of_bin_16 sigma=gamma_z_syst_of_bin_16_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_17_constraint[ x=nom_gamma_z_syst_of_bin_17 mean=gamma_z_syst_of_bin_17 sigma=gamma_z_syst_of_bin_17_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_18_constraint[ x=nom_gamma_z_syst_of_bin_18 mean=gamma_z_syst_of_bin_18 sigma=gamma_z_syst_of_bin_18_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_19_constraint[ x=nom_gamma_z_syst_of_bin_19 mean=gamma_z_syst_of_bin_19 sigma=gamma_z_syst_of_bin_19_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_1_constraint[ x=nom_gamma_z_syst_of_bin_1 mean=gamma_z_syst_of_bin_1 sigma=gamma_z_syst_of_bin_1_sigma ] = 0.999971
RooGaussian::gamma_z_syst_of_bin_20_constraint[ x=nom_gamma_z_syst_of_bin_20 mean=gamma_z_syst_of_bin_20 sigma=gamma_z_syst_of_bin_20_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_21_constraint[ x=nom_gamma_z_syst_of_bin_21 mean=gamma_z_syst_of_bin_21 sigma=gamma_z_syst_of_bin_21_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_22_constraint[ x=nom_gamma_z_syst_of_bin_22 mean=gamma_z_syst_of_bin_22 sigma=gamma_z_syst_of_bin_22_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_23_constraint[ x=nom_gamma_z_syst_of_bin_23 mean=gamma_z_syst_of_bin_23 sigma=gamma_z_syst_of_bin_23_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_24_constraint[ x=nom_gamma_z_syst_of_bin_24 mean=gamma_z_syst_of_bin_24 sigma=gamma_z_syst_of_bin_24_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_25_constraint[ x=nom_gamma_z_syst_of_bin_25 mean=gamma_z_syst_of_bin_25 sigma=gamma_z_syst_of_bin_25_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_26_constraint[ x=nom_gamma_z_syst_of_bin_26 mean=gamma_z_syst_of_bin_26 sigma=gamma_z_syst_of_bin_26_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_27_constraint[ x=nom_gamma_z_syst_of_bin_27 mean=gamma_z_syst_of_bin_27 sigma=gamma_z_syst_of_bin_27_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_28_constraint[ x=nom_gamma_z_syst_of_bin_28 mean=gamma_z_syst_of_bin_28 sigma=gamma_z_syst_of_bin_28_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_2_constraint[ x=nom_gamma_z_syst_of_bin_2 mean=gamma_z_syst_of_bin_2 sigma=gamma_z_syst_of_bin_2_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_3_constraint[ x=nom_gamma_z_syst_of_bin_3 mean=gamma_z_syst_of_bin_3 sigma=gamma_z_syst_of_bin_3_sigma ] = 0.999983
RooGaussian::gamma_z_syst_of_bin_4_constraint[ x=nom_gamma_z_syst_of_bin_4 mean=gamma_z_syst_of_bin_4 sigma=gamma_z_syst_of_bin_4_sigma ] = 0.999987
RooGaussian::gamma_z_syst_of_bin_5_constraint[ x=nom_gamma_z_syst_of_bin_5 mean=gamma_z_syst_of_bin_5 sigma=gamma_z_syst_of_bin_5_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_6_constraint[ x=nom_gamma_z_syst_of_bin_6 mean=gamma_z_syst_of_bin_6 sigma=gamma_z_syst_of_bin_6_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_7_constraint[ x=nom_gamma_z_syst_of_bin_7 mean=gamma_z_syst_of_bin_7 sigma=gamma_z_syst_of_bin_7_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_8_constraint[ x=nom_gamma_z_syst_of_bin_8 mean=gamma_z_syst_of_bin_8 sigma=gamma_z_syst_of_bin_8_sigma ] = 1
RooGaussian::gamma_z_syst_of_bin_9_constraint[ x=nom_gamma_z_syst_of_bin_9 mean=gamma_z_syst_of_bin_9 sigma=gamma_z_syst_of_bin_9_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_0_constraint[ x=nom_gamma_z_syst_sf_bin_0 mean=gamma_z_syst_sf_bin_0 sigma=gamma_z_syst_sf_bin_0_sigma ] = 0.994668
RooGaussian::gamma_z_syst_sf_bin_10_constraint[ x=nom_gamma_z_syst_sf_bin_10 mean=gamma_z_syst_sf_bin_10 sigma=gamma_z_syst_sf_bin_10_sigma ] = 0.998622
RooGaussian::gamma_z_syst_sf_bin_11_constraint[ x=nom_gamma_z_syst_sf_bin_11 mean=gamma_z_syst_sf_bin_11 sigma=gamma_z_syst_sf_bin_11_sigma ] = 0.999989
RooGaussian::gamma_z_syst_sf_bin_12_constraint[ x=nom_gamma_z_syst_sf_bin_12 mean=gamma_z_syst_sf_bin_12 sigma=gamma_z_syst_sf_bin_12_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_13_constraint[ x=nom_gamma_z_syst_sf_bin_13 mean=gamma_z_syst_sf_bin_13 sigma=gamma_z_syst_sf_bin_13_sigma ] = 0.999999
RooGaussian::gamma_z_syst_sf_bin_14_constraint[ x=nom_gamma_z_syst_sf_bin_14 mean=gamma_z_syst_sf_bin_14 sigma=gamma_z_syst_sf_bin_14_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_15_constraint[ x=nom_gamma_z_syst_sf_bin_15 mean=gamma_z_syst_sf_bin_15 sigma=gamma_z_syst_sf_bin_15_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_16_constraint[ x=nom_gamma_z_syst_sf_bin_16 mean=gamma_z_syst_sf_bin_16 sigma=gamma_z_syst_sf_bin_16_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_17_constraint[ x=nom_gamma_z_syst_sf_bin_17 mean=gamma_z_syst_sf_bin_17 sigma=gamma_z_syst_sf_bin_17_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_18_constraint[ x=nom_gamma_z_syst_sf_bin_18 mean=gamma_z_syst_sf_bin_18 sigma=gamma_z_syst_sf_bin_18_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_19_constraint[ x=nom_gamma_z_syst_sf_bin_19 mean=gamma_z_syst_sf_bin_19 sigma=gamma_z_syst_sf_bin_19_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_1_constraint[ x=nom_gamma_z_syst_sf_bin_1 mean=gamma_z_syst_sf_bin_1 sigma=gamma_z_syst_sf_bin_1_sigma ] = 0.999948
RooGaussian::gamma_z_syst_sf_bin_20_constraint[ x=nom_gamma_z_syst_sf_bin_20 mean=gamma_z_syst_sf_bin_20 sigma=gamma_z_syst_sf_bin_20_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_21_constraint[ x=nom_gamma_z_syst_sf_bin_21 mean=gamma_z_syst_sf_bin_21 sigma=gamma_z_syst_sf_bin_21_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_22_constraint[ x=nom_gamma_z_syst_sf_bin_22 mean=gamma_z_syst_sf_bin_22 sigma=gamma_z_syst_sf_bin_22_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_23_constraint[ x=nom_gamma_z_syst_sf_bin_23 mean=gamma_z_syst_sf_bin_23 sigma=gamma_z_syst_sf_bin_23_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_24_constraint[ x=nom_gamma_z_syst_sf_bin_24 mean=gamma_z_syst_sf_bin_24 sigma=gamma_z_syst_sf_bin_24_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_25_constraint[ x=nom_gamma_z_syst_sf_bin_25 mean=gamma_z_syst_sf_bin_25 sigma=gamma_z_syst_sf_bin_25_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_26_constraint[ x=nom_gamma_z_syst_sf_bin_26 mean=gamma_z_syst_sf_bin_26 sigma=gamma_z_syst_sf_bin_26_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_27_constraint[ x=nom_gamma_z_syst_sf_bin_27 mean=gamma_z_syst_sf_bin_27 sigma=gamma_z_syst_sf_bin_27_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_28_constraint[ x=nom_gamma_z_syst_sf_bin_28 mean=gamma_z_syst_sf_bin_28 sigma=gamma_z_syst_sf_bin_28_sigma ] = 1
RooGaussian::gamma_z_syst_sf_bin_2_constraint[ x=nom_gamma_z_syst_sf_bin_2 mean=gamma_z_syst_sf_bin_2 sigma=gamma_z_syst_sf_bin_2_sigma ] = 0.947091
RooGaussian::gamma_z_syst_sf_bin_3_constraint[ x=nom_gamma_z_syst_sf_bin_3 mean=gamma_z_syst_sf_bin_3 sigma=gamma_z_syst_sf_bin_3_sigma ] = 0.983113
RooGaussian::gamma_z_syst_sf_bin_4_constraint[ x=nom_gamma_z_syst_sf_bin_4 mean=gamma_z_syst_sf_bin_4 sigma=gamma_z_syst_sf_bin_4_sigma ] = 0.991367
RooGaussian::gamma_z_syst_sf_bin_5_constraint[ x=nom_gamma_z_syst_sf_bin_5 mean=gamma_z_syst_sf_bin_5 sigma=gamma_z_syst_sf_bin_5_sigma ] = 0.995006
RooGaussian::gamma_z_syst_sf_bin_6_constraint[ x=nom_gamma_z_syst_sf_bin_6 mean=gamma_z_syst_sf_bin_6 sigma=gamma_z_syst_sf_bin_6_sigma ] = 0.999766
RooGaussian::gamma_z_syst_sf_bin_7_constraint[ x=nom_gamma_z_syst_sf_bin_7 mean=gamma_z_syst_sf_bin_7 sigma=gamma_z_syst_sf_bin_7_sigma ] = 0.998198
RooGaussian::gamma_z_syst_sf_bin_8_constraint[ x=nom_gamma_z_syst_sf_bin_8 mean=gamma_z_syst_sf_bin_8 sigma=gamma_z_syst_sf_bin_8_sigma ] = 0.999707
RooGaussian::gamma_z_syst_sf_bin_9_constraint[ x=nom_gamma_z_syst_sf_bin_9 mean=gamma_z_syst_sf_bin_9 sigma=gamma_z_syst_sf_bin_9_sigma ] = 1
RooGaussian::lumiConstraint[ x=Lumi mean=nominalLumi sigma=0.04 ] = 1
RooProdPdf::model_of[ lumiConstraint * alpha_triggerConstraint * alpha_id_and_selectionConstraint * alpha_b_vetoConstraint * alpha_jesConstraint * alpha_top_ratioConstraint * alpha_vv_ratioConstraint * alpha_WW_normConstraint * alpha_WZ_normConstraint * alpha_ZZ_normConstraint * alpha_VVV_normConstraint * alpha_HWW_normConstraint * gamma_ww_syst_of_bin_0_constraint * gamma_ww_syst_of_bin_1_constraint * gamma_ww_syst_of_bin_2_constraint * gamma_ww_syst_of_bin_3_constraint * gamma_ww_syst_of_bin_4_constraint * gamma_ww_syst_of_bin_5_constraint * gamma_ww_syst_of_bin_6_constraint * gamma_ww_syst_of_bin_7_constraint * gamma_ww_syst_of_bin_8_constraint * gamma_ww_syst_of_bin_9_constraint * gamma_ww_syst_of_bin_10_constraint * gamma_ww_syst_of_bin_11_constraint * gamma_ww_syst_of_bin_12_constraint * gamma_ww_syst_of_bin_13_constraint * gamma_ww_syst_of_bin_15_constraint * gamma_ww_syst_of_bin_16_constraint * gamma_wjets_syst_of_bin_0_constraint * gamma_wjets_syst_of_bin_1_constraint * gamma_wjets_syst_of_bin_2_constraint * gamma_wjets_syst_of_bin_3_constraint * gamma_wjets_syst_of_bin_4_constraint * gamma_wjets_syst_of_bin_5_constraint * gamma_wjets_syst_of_bin_6_constraint * gamma_wjets_syst_of_bin_7_constraint * gamma_wjets_syst_of_bin_8_constraint * gamma_wjets_syst_of_bin_9_constraint * gamma_wjets_syst_of_bin_10_constraint * gamma_wjets_syst_of_bin_11_constraint * gamma_wjets_syst_of_bin_12_constraint * gamma_wjets_syst_of_bin_13_constraint * gamma_wjets_syst_of_bin_14_constraint * gamma_wjets_syst_of_bin_15_constraint * gamma_wjets_syst_of_bin_16_constraint * gamma_wjets_syst_of_bin_17_constraint * gamma_wjets_syst_of_bin_18_constraint * gamma_wjets_syst_of_bin_19_constraint * gamma_wjets_syst_of_bin_20_constraint * gamma_wjets_syst_of_bin_21_constraint * gamma_wjets_syst_of_bin_22_constraint * gamma_wjets_syst_of_bin_23_constraint * gamma_wjets_syst_of_bin_24_constraint * gamma_wjets_syst_of_bin_25_constraint * gamma_wjets_syst_of_bin_26_constraint * gamma_wjets_syst_of_bin_27_constraint * gamma_wjets_syst_of_bin_28_constraint * gamma_z_syst_of_bin_0_constraint * gamma_z_syst_of_bin_1_constraint * gamma_z_syst_of_bin_2_constraint * gamma_z_syst_of_bin_3_constraint * gamma_z_syst_of_bin_4_constraint * gamma_z_syst_of_bin_5_constraint * gamma_z_syst_of_bin_6_constraint * gamma_z_syst_of_bin_7_constraint * gamma_z_syst_of_bin_8_constraint * gamma_z_syst_of_bin_9_constraint * gamma_z_syst_of_bin_10_constraint * gamma_z_syst_of_bin_11_constraint * gamma_z_syst_of_bin_12_constraint * gamma_z_syst_of_bin_13_constraint * gamma_z_syst_of_bin_14_constraint * gamma_z_syst_of_bin_15_constraint * gamma_z_syst_of_bin_16_constraint * gamma_z_syst_of_bin_17_constraint * gamma_z_syst_of_bin_18_constraint * gamma_z_syst_of_bin_19_constraint * gamma_z_syst_of_bin_20_constraint * gamma_z_syst_of_bin_21_constraint * gamma_z_syst_of_bin_22_constraint * gamma_z_syst_of_bin_23_constraint * gamma_z_syst_of_bin_24_constraint * gamma_z_syst_of_bin_25_constraint * gamma_z_syst_of_bin_26_constraint * gamma_z_syst_of_bin_27_constraint * gamma_z_syst_of_bin_28_constraint * gamma_stat_of_bin_0_constraint * gamma_stat_of_bin_1_constraint * gamma_stat_of_bin_2_constraint * gamma_stat_of_bin_3_constraint * gamma_stat_of_bin_4_constraint * gamma_stat_of_bin_5_constraint * gamma_stat_of_bin_6_constraint * gamma_stat_of_bin_7_constraint * gamma_stat_of_bin_8_constraint * gamma_stat_of_bin_9_constraint * gamma_stat_of_bin_10_constraint * gamma_stat_of_bin_11_constraint * gamma_stat_of_bin_12_constraint * gamma_stat_of_bin_13_constraint * gamma_stat_of_bin_14_constraint * gamma_stat_of_bin_15_constraint * gamma_stat_of_bin_16_constraint * gamma_stat_of_bin_17_constraint * gamma_stat_of_bin_18_constraint * gamma_stat_of_bin_19_constraint * gamma_stat_of_bin_20_constraint * gamma_stat_of_bin_21_constraint * gamma_stat_of_bin_22_constraint * gamma_stat_of_bin_23_constraint * gamma_stat_of_bin_24_constraint * gamma_stat_of_bin_25_constraint * gamma_stat_of_bin_26_constraint * gamma_stat_of_bin_27_constraint * gamma_stat_of_bin_28_constraint * of_model(obs_x_of) ] = 0
RooProdPdf::model_sf[ lumiConstraint * alpha_triggerConstraint * alpha_id_and_selectionConstraint * alpha_b_vetoConstraint * alpha_jesConstraint * alpha_top_ratioConstraint * alpha_vv_ratioConstraint * alpha_WW_normConstraint * alpha_WZ_normConstraint * alpha_ZZ_normConstraint * alpha_VVV_normConstraint * alpha_HWW_normConstraint * gamma_ww_syst_sf_bin_0_constraint * gamma_ww_syst_sf_bin_1_constraint * gamma_ww_syst_sf_bin_2_constraint * gamma_ww_syst_sf_bin_3_constraint * gamma_ww_syst_sf_bin_4_constraint * gamma_ww_syst_sf_bin_5_constraint * gamma_ww_syst_sf_bin_6_constraint * gamma_ww_syst_sf_bin_7_constraint * gamma_ww_syst_sf_bin_8_constraint * gamma_ww_syst_sf_bin_9_constraint * gamma_ww_syst_sf_bin_10_constraint * gamma_ww_syst_sf_bin_11_constraint * gamma_ww_syst_sf_bin_12_constraint * gamma_ww_syst_sf_bin_13_constraint * gamma_ww_syst_sf_bin_15_constraint * gamma_ww_syst_sf_bin_16_constraint * gamma_wjets_syst_sf_bin_0_constraint * gamma_wjets_syst_sf_bin_1_constraint * gamma_wjets_syst_sf_bin_2_constraint * gamma_wjets_syst_sf_bin_3_constraint * gamma_wjets_syst_sf_bin_4_constraint * gamma_wjets_syst_sf_bin_5_constraint * gamma_wjets_syst_sf_bin_6_constraint * gamma_wjets_syst_sf_bin_7_constraint * gamma_wjets_syst_sf_bin_8_constraint * gamma_wjets_syst_sf_bin_9_constraint * gamma_wjets_syst_sf_bin_10_constraint * gamma_wjets_syst_sf_bin_11_constraint * gamma_wjets_syst_sf_bin_12_constraint * gamma_wjets_syst_sf_bin_13_constraint * gamma_wjets_syst_sf_bin_14_constraint * gamma_wjets_syst_sf_bin_15_constraint * gamma_wjets_syst_sf_bin_16_constraint * gamma_wjets_syst_sf_bin_17_constraint * gamma_wjets_syst_sf_bin_18_constraint * gamma_wjets_syst_sf_bin_19_constraint * gamma_wjets_syst_sf_bin_20_constraint * gamma_wjets_syst_sf_bin_21_constraint * gamma_wjets_syst_sf_bin_22_constraint * gamma_wjets_syst_sf_bin_23_constraint * gamma_wjets_syst_sf_bin_24_constraint * gamma_wjets_syst_sf_bin_25_constraint * gamma_wjets_syst_sf_bin_26_constraint * gamma_wjets_syst_sf_bin_27_constraint * gamma_wjets_syst_sf_bin_28_constraint * gamma_z_syst_sf_bin_0_constraint * gamma_z_syst_sf_bin_1_constraint * gamma_z_syst_sf_bin_2_constraint * gamma_z_syst_sf_bin_3_constraint * gamma_z_syst_sf_bin_4_constraint * gamma_z_syst_sf_bin_5_constraint * gamma_z_syst_sf_bin_6_constraint * gamma_z_syst_sf_bin_7_constraint * gamma_z_syst_sf_bin_8_constraint * gamma_z_syst_sf_bin_9_constraint * gamma_z_syst_sf_bin_10_constraint * gamma_z_syst_sf_bin_11_constraint * gamma_z_syst_sf_bin_12_constraint * gamma_z_syst_sf_bin_13_constraint * gamma_z_syst_sf_bin_14_constraint * gamma_z_syst_sf_bin_15_constraint * gamma_z_syst_sf_bin_16_constraint * gamma_z_syst_sf_bin_17_constraint * gamma_z_syst_sf_bin_18_constraint * gamma_z_syst_sf_bin_19_constraint * gamma_z_syst_sf_bin_20_constraint * gamma_z_syst_sf_bin_21_constraint * gamma_z_syst_sf_bin_22_constraint * gamma_z_syst_sf_bin_23_constraint * gamma_z_syst_sf_bin_24_constraint * gamma_z_syst_sf_bin_25_constraint * gamma_z_syst_sf_bin_26_constraint * gamma_z_syst_sf_bin_27_constraint * gamma_z_syst_sf_bin_28_constraint * gamma_stat_sf_bin_0_constraint * gamma_stat_sf_bin_1_constraint * gamma_stat_sf_bin_2_constraint * gamma_stat_sf_bin_3_constraint * gamma_stat_sf_bin_4_constraint * gamma_stat_sf_bin_5_constraint * gamma_stat_sf_bin_6_constraint * gamma_stat_sf_bin_7_constraint * gamma_stat_sf_bin_8_constraint * gamma_stat_sf_bin_9_constraint * gamma_stat_sf_bin_10_constraint * gamma_stat_sf_bin_11_constraint * gamma_stat_sf_bin_12_constraint * gamma_stat_sf_bin_13_constraint * gamma_stat_sf_bin_14_constraint * gamma_stat_sf_bin_15_constraint * gamma_stat_sf_bin_16_constraint * gamma_stat_sf_bin_17_constraint * gamma_stat_sf_bin_18_constraint * gamma_stat_sf_bin_19_constraint * gamma_stat_sf_bin_20_constraint * gamma_stat_sf_bin_21_constraint * gamma_stat_sf_bin_22_constraint * gamma_stat_sf_bin_23_constraint * gamma_stat_sf_bin_24_constraint * gamma_stat_sf_bin_25_constraint * gamma_stat_sf_bin_26_constraint * gamma_stat_sf_bin_27_constraint * gamma_stat_sf_bin_28_constraint * sf_model(obs_x_sf) ] = 5.81889e-39
RooRealSumPdf::of_model[ binWidth_obs_x_of_0 * L_x_signal_of_of_overallSyst_x_StatUncert + binWidth_obs_x_of_1 * L_x_top_of_of_overallSyst_x_StatUncert + binWidth_obs_x_of_2 * L_x_vv_of_of_overallSyst_x_StatUncert_x_of_ww_syst_of_ShapeSys + binWidth_obs_x_of_3 * L_x_wjets_of_of_overallSyst_x_StatUncert_x_of_wjets_syst_of_ShapeSys + binWidth_obs_x_of_4 * L_x_z_of_of_overallSyst_x_StatUncert_x_of_z_syst_of_ShapeSys ] = 0
RooRealSumPdf::sf_model[ binWidth_obs_x_sf_0 * L_x_signal_sf_sf_overallSyst_x_StatUncert + binWidth_obs_x_sf_1 * L_x_top_sf_sf_overallSyst_x_StatUncert + binWidth_obs_x_sf_2 * L_x_vv_sf_sf_overallSyst_x_StatUncert_x_sf_ww_syst_sf_ShapeSys + binWidth_obs_x_sf_3 * L_x_wjets_sf_sf_overallSyst_x_StatUncert_x_sf_wjets_syst_sf_ShapeSys + binWidth_obs_x_sf_4 * L_x_z_sf_sf_overallSyst_x_StatUncert_x_sf_z_syst_sf_ShapeSys ] = 0.00214291
RooSimultaneous::simPdf[ indexCat=channelCat of=model_of sf=model_sf ] = 0

functions
--------
RooProduct::L_x_signal_of_of_overallSyst_x_StatUncert[ Lumi * signal_of_of_overallSyst_x_StatUncert ] = 0
RooProduct::L_x_signal_sf_sf_overallSyst_x_StatUncert[ Lumi * signal_sf_sf_overallSyst_x_StatUncert ] = 0
RooProduct::L_x_top_of_of_overallSyst_x_StatUncert[ 1 * top_of_of_overallSyst_x_StatUncert ] = 0
RooProduct::L_x_top_sf_sf_overallSyst_x_StatUncert[ 1 * top_sf_sf_overallSyst_x_StatUncert ] = 0
RooProduct::L_x_vv_of_of_overallSyst_x_StatUncert_x_of_ww_syst_of_ShapeSys[ 1 * vv_of_of_overallSyst_x_StatUncert_x_of_ww_syst_of_ShapeSys ] = 0
RooProduct::L_x_vv_sf_sf_overallSyst_x_StatUncert_x_sf_ww_syst_sf_ShapeSys[ 1 * vv_sf_sf_overallSyst_x_StatUncert_x_sf_ww_syst_sf_ShapeSys ] = 0.0214291
RooProduct::L_x_wjets_of_of_overallSyst_x_StatUncert_x_of_wjets_syst_of_ShapeSys[ 1 * wjets_of_of_overallSyst_x_StatUncert_x_of_wjets_syst_of_ShapeSys ] = 0
RooProduct::L_x_wjets_sf_sf_overallSyst_x_StatUncert_x_sf_wjets_syst_sf_ShapeSys[ 1 * wjets_sf_sf_overallSyst_x_StatUncert_x_sf_wjets_syst_sf_ShapeSys ] = 0
RooProduct::L_x_z_of_of_overallSyst_x_StatUncert_x_of_z_syst_of_ShapeSys[ 1 * z_of_of_overallSyst_x_StatUncert_x_of_z_syst_of_ShapeSys ] = 0
RooProduct::L_x_z_sf_sf_overallSyst_x_StatUncert_x_sf_z_syst_sf_ShapeSys[ 1 * z_sf_sf_overallSyst_x_StatUncert_x_sf_z_syst_sf_ShapeSys ] = 0
RooProduct::gamma_stat_of_bin_0_poisMean[ gamma_stat_of_bin_0 * gamma_stat_of_bin_0_tau ] = 29.8042
RooProduct::gamma_stat_of_bin_10_poisMean[ gamma_stat_of_bin_10 * gamma_stat_of_bin_10_tau ] = 38.347
RooProduct::gamma_stat_of_bin_11_poisMean[ gamma_stat_of_bin_11 * gamma_stat_of_bin_11_tau ] = 44.3385
RooProduct::gamma_stat_of_bin_12_poisMean[ gamma_stat_of_bin_12 * gamma_stat_of_bin_12_tau ] = 50.1838
RooProduct::gamma_stat_of_bin_13_poisMean[ gamma_stat_of_bin_13 * gamma_stat_of_bin_13_tau ] = 40.7716
RooProduct::gamma_stat_of_bin_14_poisMean[ gamma_stat_of_bin_14 * gamma_stat_of_bin_14_tau ] = 40.9889
RooProduct::gamma_stat_of_bin_15_poisMean[ gamma_stat_of_bin_15 * gamma_stat_of_bin_15_tau ] = 41.9987
RooProduct::gamma_stat_of_bin_16_poisMean[ gamma_stat_of_bin_16 * gamma_stat_of_bin_16_tau ] = 36.9303
RooProduct::gamma_stat_of_bin_17_poisMean[ gamma_stat_of_bin_17 * gamma_stat_of_bin_17_tau ] = 18.9598
RooProduct::gamma_stat_of_bin_18_poisMean[ gamma_stat_of_bin_18 * gamma_stat_of_bin_18_tau ] = 24.0034
RooProduct::gamma_stat_of_bin_19_poisMean[ gamma_stat_of_bin_19 * gamma_stat_of_bin_19_tau ] = 27
RooProduct::gamma_stat_of_bin_1_poisMean[ gamma_stat_of_bin_1 * gamma_stat_of_bin_1_tau ] = 45.7625
RooProduct::gamma_stat_of_bin_20_poisMean[ gamma_stat_of_bin_20 * gamma_stat_of_bin_20_tau ] = 22.0042
RooProduct::gamma_stat_of_bin_21_poisMean[ gamma_stat_of_bin_21 * gamma_stat_of_bin_21_tau ] = 18.0039
RooProduct::gamma_stat_of_bin_22_poisMean[ gamma_stat_of_bin_22 * gamma_stat_of_bin_22_tau ] = 18.9998
RooProduct::gamma_stat_of_bin_23_poisMean[ gamma_stat_of_bin_23 * gamma_stat_of_bin_23_tau ] = 19.004
RooProduct::gamma_stat_of_bin_24_poisMean[ gamma_stat_of_bin_24 * gamma_stat_of_bin_24_tau ] = 13.0035
RooProduct::gamma_stat_of_bin_25_poisMean[ gamma_stat_of_bin_25 * gamma_stat_of_bin_25_tau ] = 15.0018
RooProduct::gamma_stat_of_bin_26_poisMean[ gamma_stat_of_bin_26 * gamma_stat_of_bin_26_tau ] = 7.00286
RooProduct::gamma_stat_of_bin_27_poisMean[ gamma_stat_of_bin_27 * gamma_stat_of_bin_27_tau ] = 10.0032
RooProduct::gamma_stat_of_bin_28_poisMean[ gamma_stat_of_bin_28 * gamma_stat_of_bin_28_tau ] = 14.0036
RooProduct::gamma_stat_of_bin_2_poisMean[ gamma_stat_of_bin_2 * gamma_stat_of_bin_2_tau ] = 178.698
RooProduct::gamma_stat_of_bin_3_poisMean[ gamma_stat_of_bin_3 * gamma_stat_of_bin_3_tau ] = 118.222
RooProduct::gamma_stat_of_bin_4_poisMean[ gamma_stat_of_bin_4 * gamma_stat_of_bin_4_tau ] = 261.828
RooProduct::gamma_stat_of_bin_5_poisMean[ gamma_stat_of_bin_5 * gamma_stat_of_bin_5_tau ] = 267.752
RooProduct::gamma_stat_of_bin_6_poisMean[ gamma_stat_of_bin_6 * gamma_stat_of_bin_6_tau ] = 139.975
RooProduct::gamma_stat_of_bin_7_poisMean[ gamma_stat_of_bin_7 * gamma_stat_of_bin_7_tau ] = 70.6744
RooProduct::gamma_stat_of_bin_8_poisMean[ gamma_stat_of_bin_8 * gamma_stat_of_bin_8_tau ] = 50.6878
RooProduct::gamma_stat_of_bin_9_poisMean[ gamma_stat_of_bin_9 * gamma_stat_of_bin_9_tau ] = 53.2696
RooProduct::gamma_stat_sf_bin_0_poisMean[ gamma_stat_sf_bin_0 * gamma_stat_sf_bin_0_tau ] = 116.467
RooProduct::gamma_stat_sf_bin_10_poisMean[ gamma_stat_sf_bin_10 * gamma_stat_sf_bin_10_tau ] = 51.5509
RooProduct::gamma_stat_sf_bin_11_poisMean[ gamma_stat_sf_bin_11 * gamma_stat_sf_bin_11_tau ] = 45.0124
RooProduct::gamma_stat_sf_bin_12_poisMean[ gamma_stat_sf_bin_12 * gamma_stat_sf_bin_12_tau ] = 28.1439
RooProduct::gamma_stat_sf_bin_13_poisMean[ gamma_stat_sf_bin_13 * gamma_stat_sf_bin_13_tau ] = 31.1824
RooProduct::gamma_stat_sf_bin_14_poisMean[ gamma_stat_sf_bin_14 * gamma_stat_sf_bin_14_tau ] = 36.516
RooProduct::gamma_stat_sf_bin_15_poisMean[ gamma_stat_sf_bin_15 * gamma_stat_sf_bin_15_tau ] = 38.574
RooProduct::gamma_stat_sf_bin_16_poisMean[ gamma_stat_sf_bin_16 * gamma_stat_sf_bin_16_tau ] = 26.7637
RooProduct::gamma_stat_sf_bin_17_poisMean[ gamma_stat_sf_bin_17 * gamma_stat_sf_bin_17_tau ] = 30.6963
RooProduct::gamma_stat_sf_bin_18_poisMean[ gamma_stat_sf_bin_18 * gamma_stat_sf_bin_18_tau ] = 30.7319
RooProduct::gamma_stat_sf_bin_19_poisMean[ gamma_stat_sf_bin_19 * gamma_stat_sf_bin_19_tau ] = 24.8302
RooProduct::gamma_stat_sf_bin_1_poisMean[ gamma_stat_sf_bin_1 * gamma_stat_sf_bin_1_tau ] = 150.05
RooProduct::gamma_stat_sf_bin_20_poisMean[ gamma_stat_sf_bin_20 * gamma_stat_sf_bin_20_tau ] = 18.7496
RooProduct::gamma_stat_sf_bin_21_poisMean[ gamma_stat_sf_bin_21 * gamma_stat_sf_bin_21_tau ] = 25.8088
RooProduct::gamma_stat_sf_bin_22_poisMean[ gamma_stat_sf_bin_22 * gamma_stat_sf_bin_22_tau ] = 15.8836
RooProduct::gamma_stat_sf_bin_23_poisMean[ gamma_stat_sf_bin_23 * gamma_stat_sf_bin_23_tau ] = 22.9055
RooProduct::gamma_stat_sf_bin_24_poisMean[ gamma_stat_sf_bin_24 * gamma_stat_sf_bin_24_tau ] = 16.9334
RooProduct::gamma_stat_sf_bin_25_poisMean[ gamma_stat_sf_bin_25 * gamma_stat_sf_bin_25_tau ] = 17.9187
RooProduct::gamma_stat_sf_bin_26_poisMean[ gamma_stat_sf_bin_26 * gamma_stat_sf_bin_26_tau ] = 11.9591
RooProduct::gamma_stat_sf_bin_27_poisMean[ gamma_stat_sf_bin_27 * gamma_stat_sf_bin_27_tau ] = 8.9456
RooProduct::gamma_stat_sf_bin_28_poisMean[ gamma_stat_sf_bin_28 * gamma_stat_sf_bin_28_tau ] = 4.98495
RooProduct::gamma_stat_sf_bin_2_poisMean[ gamma_stat_sf_bin_2 * gamma_stat_sf_bin_2_tau ] = 169.551
RooProduct::gamma_stat_sf_bin_3_poisMean[ gamma_stat_sf_bin_3 * gamma_stat_sf_bin_3_tau ] = 209.498
RooProduct::gamma_stat_sf_bin_4_poisMean[ gamma_stat_sf_bin_4 * gamma_stat_sf_bin_4_tau ] = 274.531
RooProduct::gamma_stat_sf_bin_5_poisMean[ gamma_stat_sf_bin_5 * gamma_stat_sf_bin_5_tau ] = 236.609
RooProduct::gamma_stat_sf_bin_6_poisMean[ gamma_stat_sf_bin_6 * gamma_stat_sf_bin_6_tau ] = 132.564
RooProduct::gamma_stat_sf_bin_7_poisMean[ gamma_stat_sf_bin_7 * gamma_stat_sf_bin_7_tau ] = 76.4328
RooProduct::gamma_stat_sf_bin_8_poisMean[ gamma_stat_sf_bin_8 * gamma_stat_sf_bin_8_tau ] = 42.766
RooProduct::gamma_stat_sf_bin_9_poisMean[ gamma_stat_sf_bin_9 * gamma_stat_sf_bin_9_tau ] = 50.3385
ParamHistFunc::mc_stat_of[ ] = 1.00026
ParamHistFunc::mc_stat_sf[ ] = 0.996232
ParamHistFunc::of_wjets_syst_of_ShapeSys[ ] = 0.999901
ParamHistFunc::of_ww_syst_of_ShapeSys[ ] = 1
ParamHistFunc::of_z_syst_of_ShapeSys[ ] = 0.999964
ParamHistFunc::sf_wjets_syst_sf_ShapeSys[ ] = 0.999901
ParamHistFunc::sf_ww_syst_sf_ShapeSys[ ] = 1
ParamHistFunc::sf_z_syst_sf_ShapeSys[ ] = 0.999964
PiecewiseInterpolation::signal_of_of_Hist_alpha[ ] = 0.0537528
RooHistFunc::signal_of_of_Hist_alpha_0high[ depList=(obs_x_of) ] = 0.0460739
RooHistFunc::signal_of_of_Hist_alpha_0low[ depList=(obs_x_of) ] = 0.0422344
RooHistFunc::signal_of_of_Hist_alphanominal[ depList=(obs_x_of) ] = 0.0537528
RooStats::HistFactory::FlexibleInterpVar::signal_of_of_epsilon[ paramList=(alpha_trigger,alpha_id_and_selection,alpha_b_veto) ] = 1
RooProduct::signal_of_of_overallNorm_x_sigma_epsilon[ sig_strength * signal_of_of_epsilon ] = 0
RooProduct::signal_of_of_overallSyst_x_HistSyst[ signal_of_of_Hist_alpha * signal_of_of_overallNorm_x_sigma_epsilon ] = 0
RooProduct::signal_of_of_overallSyst_x_StatUncert[ mc_stat_of * signal_of_of_overallSyst_x_HistSyst ] = 0
PiecewiseInterpolation::signal_sf_sf_Hist_alpha[ ] = 0.018991
RooHistFunc::signal_sf_sf_Hist_alpha_0high[ depList=(obs_x_sf) ] = 0.018991
RooHistFunc::signal_sf_sf_Hist_alpha_0low[ depList=(obs_x_sf) ] = 0.018991
RooHistFunc::signal_sf_sf_Hist_alphanominal[ depList=(obs_x_sf) ] = 0.018991
RooStats::HistFactory::FlexibleInterpVar::signal_sf_sf_epsilon[ paramList=(alpha_trigger,alpha_id_and_selection,alpha_b_veto) ] = 1
RooProduct::signal_sf_sf_overallNorm_x_sigma_epsilon[ sig_strength * signal_sf_sf_epsilon ] = 0
RooProduct::signal_sf_sf_overallSyst_x_HistSyst[ signal_sf_sf_Hist_alpha * signal_sf_sf_overallNorm_x_sigma_epsilon ] = 0
RooProduct::signal_sf_sf_overallSyst_x_StatUncert[ mc_stat_sf * signal_sf_sf_overallSyst_x_HistSyst ] = 0
RooStats::HistFactory::FlexibleInterpVar::top_of_of_epsilon[ paramList=(alpha_top_ratio) ] = 0.973028
RooHistFunc::top_of_of_nominal[ depList=(obs_x_of) ] = 0
RooProduct::top_of_of_overallNorm_x_sigma_epsilon[ n_top_sf * n_top_of_scale * top_of_of_epsilon ] = 3308.36
RooProduct::top_of_of_overallSyst_x_Exp[ top_of_of_nominal * top_of_of_overallNorm_x_sigma_epsilon ] = 0
RooProduct::top_of_of_overallSyst_x_StatUncert[ mc_stat_of * top_of_of_overallSyst_x_Exp ] = 0
RooStats::HistFactory::FlexibleInterpVar::top_sf_sf_epsilon[ paramList=(alpha_top_ratio) ] = 1.02504
RooHistFunc::top_sf_sf_nominal[ depList=(obs_x_sf) ] = 0
RooProduct::top_sf_sf_overallNorm_x_sigma_epsilon[ n_top_sf * top_sf_sf_epsilon ] = 2576.39
RooProduct::top_sf_sf_overallSyst_x_Exp[ top_sf_sf_nominal * top_sf_sf_overallNorm_x_sigma_epsilon ] = 0
RooProduct::top_sf_sf_overallSyst_x_StatUncert[ mc_stat_sf * top_sf_sf_overallSyst_x_Exp ] = 0
PiecewiseInterpolation::vv_of_of_Hist_alpha[ ] = 0
RooHistFunc::vv_of_of_Hist_alpha_0high[ depList=(obs_x_of) ] = 0
RooHistFunc::vv_of_of_Hist_alpha_0low[ depList=(obs_x_of) ] = 0
RooHistFunc::vv_of_of_Hist_alpha_1high[ depList=(obs_x_of) ] = 0
RooHistFunc::vv_of_of_Hist_alpha_1low[ depList=(obs_x_of) ] = 0
RooHistFunc::vv_of_of_Hist_alpha_2high[ depList=(obs_x_of) ] = 0
RooHistFunc::vv_of_of_Hist_alpha_2low[ depList=(obs_x_of) ] = 0
RooHistFunc::vv_of_of_Hist_alpha_3high[ depList=(obs_x_of) ] = 0
RooHistFunc::vv_of_of_Hist_alpha_3low[ depList=(obs_x_of) ] = 0
RooHistFunc::vv_of_of_Hist_alpha_4high[ depList=(obs_x_of) ] = 0
RooHistFunc::vv_of_of_Hist_alpha_4low[ depList=(obs_x_of) ] = 0
RooHistFunc::vv_of_of_Hist_alphanominal[ depList=(obs_x_of) ] = 0
RooStats::HistFactory::FlexibleInterpVar::vv_of_of_epsilon[ paramList=(alpha_vv_ratio) ] = 1.06069
RooProduct::vv_of_of_overallNorm_x_sigma_epsilon[ n_vv_sf * n_vv_of_scale * vv_of_of_epsilon ] = 1930.57
RooProduct::vv_of_of_overallSyst_x_HistSyst[ vv_of_of_Hist_alpha * vv_of_of_overallNorm_x_sigma_epsilon ] = 0
RooProduct::vv_of_of_overallSyst_x_StatUncert[ mc_stat_of * vv_of_of_overallSyst_x_HistSyst ] = 0
RooProduct::vv_of_of_overallSyst_x_StatUncert_x_of_ww_syst_of_ShapeSys[ vv_of_of_overallSyst_x_StatUncert * of_ww_syst_of_ShapeSys ] = 0
PiecewiseInterpolation::vv_sf_sf_Hist_alpha[ ] = 1.34416e-05
RooHistFunc::vv_sf_sf_Hist_alpha_0high[ depList=(obs_x_sf) ] = 1.51937e-05
RooHistFunc::vv_sf_sf_Hist_alpha_0low[ depList=(obs_x_sf) ] = 1.29064e-05
RooHistFunc::vv_sf_sf_Hist_alpha_1high[ depList=(obs_x_sf) ] = 1.32868e-05
RooHistFunc::vv_sf_sf_Hist_alpha_1low[ depList=(obs_x_sf) ] = 1.46177e-05
RooHistFunc::vv_sf_sf_Hist_alpha_2high[ depList=(obs_x_sf) ] = 1.33624e-05
RooHistFunc::vv_sf_sf_Hist_alpha_2low[ depList=(obs_x_sf) ] = 1.45483e-05
RooHistFunc::vv_sf_sf_Hist_alpha_3high[ depList=(obs_x_sf) ] = 1.42144e-05
RooHistFunc::vv_sf_sf_Hist_alpha_3low[ depList=(obs_x_sf) ] = 1.37087e-05
RooHistFunc::vv_sf_sf_Hist_alpha_4high[ depList=(obs_x_sf) ] = 1.43247e-05
RooHistFunc::vv_sf_sf_Hist_alpha_4low[ depList=(obs_x_sf) ] = 1.36077e-05
RooHistFunc::vv_sf_sf_Hist_alphanominal[ depList=(obs_x_sf) ] = 1.3957e-05
RooStats::HistFactory::FlexibleInterpVar::vv_sf_sf_epsilon[ paramList=(alpha_vv_ratio) ] = 0.936947
RooProduct::vv_sf_sf_overallNorm_x_sigma_epsilon[ n_vv_sf * vv_sf_sf_epsilon ] = 1600.26
RooProduct::vv_sf_sf_overallSyst_x_HistSyst[ vv_sf_sf_Hist_alpha * vv_sf_sf_overallNorm_x_sigma_epsilon ] = 0.0215101
RooProduct::vv_sf_sf_overallSyst_x_StatUncert[ mc_stat_sf * vv_sf_sf_overallSyst_x_HistSyst ] = 0.0214291
RooProduct::vv_sf_sf_overallSyst_x_StatUncert_x_sf_ww_syst_sf_ShapeSys[ vv_sf_sf_overallSyst_x_StatUncert * sf_ww_syst_sf_ShapeSys ] = 0.0214291
RooHistFunc::wjets_of_of_nominal[ depList=(obs_x_of) ] = 0
RooProduct::wjets_of_of_overallNorm_x_sigma_epsilon[ n_of_wjets * wjets_of_of_epsilon ] = 0.0845847
RooProduct::wjets_of_of_overallSyst_x_Exp[ wjets_of_of_nominal * wjets_of_of_overallNorm_x_sigma_epsilon ] = 0
RooProduct::wjets_of_of_overallSyst_x_StatUncert[ mc_stat_of * wjets_of_of_overallSyst_x_Exp ] = 0
RooProduct::wjets_of_of_overallSyst_x_StatUncert_x_of_wjets_syst_of_ShapeSys[ wjets_of_of_overallSyst_x_StatUncert * of_wjets_syst_of_ShapeSys ] = 0
RooHistFunc::wjets_sf_sf_nominal[ depList=(obs_x_sf) ] = 0
RooProduct::wjets_sf_sf_overallNorm_x_sigma_epsilon[ n_sf_wjets * wjets_sf_sf_epsilon ] = 611.052
RooProduct::wjets_sf_sf_overallSyst_x_Exp[ wjets_sf_sf_nominal * wjets_sf_sf_overallNorm_x_sigma_epsilon ] = 0
RooProduct::wjets_sf_sf_overallSyst_x_StatUncert[ mc_stat_sf * wjets_sf_sf_overallSyst_x_Exp ] = 0
RooProduct::wjets_sf_sf_overallSyst_x_StatUncert_x_sf_wjets_syst_sf_ShapeSys[ wjets_sf_sf_overallSyst_x_StatUncert * sf_wjets_syst_sf_ShapeSys ] = 0
RooHistFunc::z_of_of_nominal[ depList=(obs_x_of) ] = 0
RooProduct::z_of_of_overallNorm_x_sigma_epsilon[ n_of_z * z_of_of_epsilon ] = 58.1129
RooProduct::z_of_of_overallSyst_x_Exp[ z_of_of_nominal * z_of_of_overallNorm_x_sigma_epsilon ] = 0
RooProduct::z_of_of_overallSyst_x_StatUncert[ mc_stat_of * z_of_of_overallSyst_x_Exp ] = 0
RooProduct::z_of_of_overallSyst_x_StatUncert_x_of_z_syst_of_ShapeSys[ z_of_of_overallSyst_x_StatUncert * of_z_syst_of_ShapeSys ] = 0
RooHistFunc::z_sf_sf_nominal[ depList=(obs_x_sf) ] = 0
RooProduct::z_sf_sf_overallNorm_x_sigma_epsilon[ n_sf_z * z_sf_sf_epsilon ] = 607.348
RooProduct::z_sf_sf_overallSyst_x_Exp[ z_sf_sf_nominal * z_sf_sf_overallNorm_x_sigma_epsilon ] = 0
RooProduct::z_sf_sf_overallSyst_x_StatUncert[ mc_stat_sf * z_sf_sf_overallSyst_x_Exp ] = 0
RooProduct::z_sf_sf_overallSyst_x_StatUncert_x_sf_z_syst_sf_ShapeSys[ z_sf_sf_overallSyst_x_StatUncert * sf_z_syst_sf_ShapeSys ] = 0

datasets
--------
RooDataSet::(channelCat,obs_x_of,obs_x_sf)
RooDataSet::(channelCat,obs_x_of,obs_x_sf)

parameter snapshots
-------------------
ModelConfig__snapshot = (Lumi=0.999995 +/- 0.0399989,alpha_trigger=0 +/- 0.993433,alpha_id_and_selection=0 +/- 0.993433,alpha_b_veto=0 +/- 0.993433,alpha_jes=0 +/- 0.993433,alpha_top_ratio=-0.259514 +/- 0.683237,alpha_vv_ratio=0.618147 +/- 0.885718,alpha_WW_norm=-0.255574 +/- 0.995202,alpha_WZ_norm=0.121405 +/- 0.993512,alpha_ZZ_norm=0.189864 +/- 0.993862,alpha_VVV_norm=-0.0285863 +/- 0.984651,alpha_HWW_norm=-0.130267 +/- 0.964717,gamma_ww_syst_of_bin_0=0.999945 +/- 0.147445,gamma_ww_syst_of_bin_1=1.01342 +/- 0.139663,gamma_ww_syst_of_bin_2=0.973712 +/- 0.081906,gamma_ww_syst_of_bin_3=1.02161 +/- 0.0794252,gamma_ww_syst_of_bin_4=0.944498 +/- 0.078418,gamma_ww_syst_of_bin_5=1.02816 +/- 0.0842934,gamma_ww_syst_of_bin_6=0.906065 +/- 0.153316,gamma_ww_syst_of_bin_7=1.03469 +/- 0.241445,gamma_ww_syst_of_bin_8=2.09224 +/- 0.619463,gamma_ww_syst_of_bin_9=1.17348 +/- 0.609445,gamma_ww_syst_of_bin_10=0.383573 +/- 0.730397,gamma_ww_syst_of_bin_11=1.05447 +/- 0.605784,gamma_ww_syst_of_bin_12=1.8039 +/- 0.652119,gamma_ww_syst_of_bin_13=1.05513 +/- 0.277834,gamma_ww_syst_of_bin_15=1.00001 +/- 0.0341989,gamma_ww_syst_of_bin_16=0.947102 +/- 0.662562,gamma_wjets_syst_of_bin_0=0.99939 +/- 0.297061,gamma_wjets_syst_of_bin_1=1.00029 +/- 0.297041,gamma_wjets_syst_of_bin_2=0.998135 +/- 0.297184,gamma_wjets_syst_of_bin_3=0.998987 +/- 0.297085,gamma_wjets_syst_of_bin_4=1.00125 +/- 0.297135,gamma_wjets_syst_of_bin_5=0.999633 +/- 0.297062,gamma_wjets_syst_of_bin_6=0.999711 +/- 0.29706,gamma_wjets_syst_of_bin_7=0.99989 +/- 0.297049,gamma_wjets_syst_of_bin_8=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_9=0.999387 +/- 0.297066,gamma_wjets_syst_of_bin_10=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_11=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_12=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_13=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_14=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_15=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_16=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_17=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_18=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_19=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_20=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_21=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_22=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_23=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_24=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_25=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_26=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_27=0.999901 +/- 0.297049,gamma_wjets_syst_of_bin_28=0.999901 +/- 0.297049,gamma_z_syst_of_bin_0=1.00022 +/- 0.259098,gamma_z_syst_of_bin_1=1.00186 +/- 0.242274,gamma_z_syst_of_bin_2=0.999851 +/- 0.24231,gamma_z_syst_of_bin_3=1.00141 +/- 0.242297,gamma_z_syst_of_bin_4=0.998765 +/- 0.24233,gamma_z_syst_of_bin_5=1.00014 +/- 0.242311,gamma_z_syst_of_bin_6=0.999883 +/- 0.242311,gamma_z_syst_of_bin_7=0.999995 +/- 0.242311,gamma_z_syst_of_bin_8=0.999999 +/- 0.242311,gamma_z_syst_of_bin_9=0.999968 +/- 0.242311,gamma_z_syst_of_bin_10=0.999889 +/- 0.242311,gamma_z_syst_of_bin_11=0.999965 +/- 0.242311,gamma_z_syst_of_bin_12=1.00005 +/- 0.242311,gamma_z_syst_of_bin_13=0.999964 +/- 0.242311,gamma_z_syst_of_bin_14=0.99993 +/- 0.242311,gamma_z_syst_of_bin_15=0.999964 +/- 0.242311,gamma_z_syst_of_bin_16=0.999953 +/- 0.242311,gamma_z_syst_of_bin_17=0.999964 +/- 0.242311,gamma_z_syst_of_bin_18=0.999964 +/- 0.242311,gamma_z_syst_of_bin_19=0.999964 +/- 0.242311,gamma_z_syst_of_bin_20=0.999964 +/- 0.242311,gamma_z_syst_of_bin_21=0.999964 +/- 0.242311,gamma_z_syst_of_bin_22=0.999964 +/- 0.242311,gamma_z_syst_of_bin_23=0.999964 +/- 0.242311,gamma_z_syst_of_bin_24=0.999964 +/- 0.242311,gamma_z_syst_of_bin_25=0.999964 +/- 0.242311,gamma_z_syst_of_bin_26=0.999964 +/- 0.242311,gamma_z_syst_of_bin_27=0.999964 +/- 0.242311,gamma_z_syst_of_bin_28=0.999964 +/- 0.242311,gamma_stat_of_bin_0=0.998027 +/- 0.244333,gamma_stat_of_bin_1=1.03773 +/- 0.0714204,gamma_stat_of_bin_7=1.02996 +/- 0.0862389,gamma_stat_of_bin_8=1.15858 +/- 0.140775,gamma_stat_of_bin_9=1.01147 +/- 0.132837,gamma_stat_of_bin_10=0.972791 +/- 0.155688,gamma_stat_of_bin_11=1.00248 +/- 0.148815,gamma_stat_of_bin_12=1.04237 +/- 0.145271,gamma_stat_of_bin_13=1.01734 +/- 0.157915,gamma_stat_of_bin_14=0.999408 +/- 0.155243,gamma_stat_of_bin_15=0.999908 +/- 0.153489,gamma_stat_of_bin_16=0.997249 +/- 0.162995,gamma_stat_of_bin_17=0.997007 +/- 0.226886,gamma_stat_of_bin_18=1.00012 +/- 0.202752,gamma_stat_of_bin_19=0.999934 +/- 0.191191,gamma_stat_of_bin_20=1.00019 +/- 0.211718,gamma_stat_of_bin_21=1.00022 +/- 0.233891,gamma_stat_of_bin_22=0.999911 +/- 0.227623,gamma_stat_of_bin_23=1.00021 +/- 0.2277,gamma_stat_of_bin_24=1.00027 +/- 0.274843,gamma_stat_of_bin_25=1.00008 +/- 0.255978,gamma_stat_of_bin_26=1.00041 +/- 0.373317,gamma_stat_of_bin_27=1.00032 +/- 0.312971,gamma_stat_of_bin_28=1.00026 +/- 0.264933,sig_strength=0[C],n_top_sf=2513.45 +/- 387.372,n_top_of_scale=1.35275 +/- 0,n_vv_sf=1707.95 +/- 459.095,n_vv_of_scale=1.06567 +/- 0,n_of_wjets=0.0845847 +/- 299.966,n_of_z=58.1129 +/- 159.107,gamma_ww_syst_sf_bin_0=1.01365 +/- 0.171059,gamma_ww_syst_sf_bin_1=1.00174 +/- 0.14916,gamma_ww_syst_sf_bin_2=0.952084 +/- 0.113732,gamma_ww_syst_sf_bin_3=1.04639 +/- 0.130341,gamma_ww_syst_sf_bin_4=1.0301 +/- 0.107457,gamma_ww_syst_sf_bin_5=0.975925 +/- 0.114049,gamma_ww_syst_sf_bin_6=0.888428 +/- 0.20443,gamma_ww_syst_sf_bin_7=1.12569 +/- 0.268122,gamma_ww_syst_sf_bin_8=0.927853 +/- 0.478826,gamma_ww_syst_sf_bin_9=0.965418 +/- 0.415738,gamma_ww_syst_sf_bin_10=0.950896 +/- 0.24181,gamma_ww_syst_sf_bin_11=0.994377 +/- 0.246753,gamma_ww_syst_sf_bin_12=0.890428 +/- 0.277754,gamma_ww_syst_sf_bin_13=0.994958 +/- 0.0671185,gamma_ww_syst_sf_bin_15=1 +/- 0.000628542,gamma_ww_syst_sf_bin_16=0.979971 +/- 0.276984,gamma_wjets_syst_sf_bin_0=1.01825 +/- 0.29309,gamma_wjets_syst_sf_bin_1=1.00159 +/- 0.274661,gamma_wjets_syst_sf_bin_2=0.830552 +/- 0.320796,gamma_wjets_syst_sf_bin_3=1.11571 +/- 0.273855,gamma_wjets_syst_sf_bin_4=1.04093 +/- 0.279082,gamma_wjets_syst_sf_bin_5=0.972977 +/- 0.282783,gamma_wjets_syst_sf_bin_6=0.972335 +/- 0.294643,gamma_wjets_syst_sf_bin_7=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_8=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_9=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_10=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_11=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_12=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_13=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_14=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_15=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_16=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_17=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_18=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_19=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_20=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_21=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_22=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_23=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_24=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_25=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_26=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_27=0.999901 +/- 0.297049,gamma_wjets_syst_sf_bin_28=0.999901 +/- 0.297049,gamma_z_syst_sf_bin_0=1.02526 +/- 0.243303,gamma_z_syst_sf_bin_1=1.0025 +/- 0.227739,gamma_z_syst_sf_bin_2=0.919458 +/- 0.2341,gamma_z_syst_sf_bin_3=1.04508 +/- 0.246737,gamma_z_syst_sf_bin_4=1.03217 +/- 0.22793,gamma_z_syst_sf_bin_5=0.975556 +/- 0.233246,gamma_z_syst_sf_bin_6=0.99472 +/- 0.242088,gamma_z_syst_sf_bin_7=1.01467 +/- 0.241987,gamma_z_syst_sf_bin_8=0.994084 +/- 0.240853,gamma_z_syst_sf_bin_9=0.999881 +/- 0.24231,gamma_z_syst_sf_bin_10=0.98717 +/- 0.241967,gamma_z_syst_sf_bin_11=0.998841 +/- 0.241872,gamma_z_syst_sf_bin_12=0.999811 +/- 0.242311,gamma_z_syst_sf_bin_13=0.999719 +/- 0.242311,gamma_z_syst_sf_bin_14=0.999864 +/- 0.242311,gamma_z_syst_sf_bin_15=1.00002 +/- 0.242311,gamma_z_syst_sf_bin_16=0.999889 +/- 0.242311,gamma_z_syst_sf_bin_17=0.999933 +/- 0.242311,gamma_z_syst_sf_bin_18=1.00009 +/- 0.242311,gamma_z_syst_sf_bin_19=0.999933 +/- 0.242311,gamma_z_syst_sf_bin_20=0.999917 +/- 0.242311,gamma_z_syst_sf_bin_21=0.999964 +/- 0.242311,gamma_z_syst_sf_bin_22=0.999964 +/- 0.242311,gamma_z_syst_sf_bin_23=0.999949 +/- 0.242311,gamma_z_syst_sf_bin_24=0.999964 +/- 0.242311,gamma_z_syst_sf_bin_25=0.999964 +/- 0.242311,gamma_z_syst_sf_bin_26=0.999955 +/- 0.242311,gamma_z_syst_sf_bin_27=0.999964 +/- 0.242311,gamma_z_syst_sf_bin_28=0.999964 +/- 0.242311,gamma_stat_sf_bin_7=1.07758 +/- 0.0986587,gamma_stat_sf_bin_8=0.986244 +/- 0.13496,gamma_stat_sf_bin_9=0.995749 +/- 0.133591,gamma_stat_sf_bin_10=0.974462 +/- 0.12987,gamma_stat_sf_bin_11=0.997616 +/- 0.144143,gamma_stat_sf_bin_12=0.957184 +/- 0.1763,gamma_stat_sf_bin_13=0.96547 +/- 0.16925,gamma_stat_sf_bin_14=0.983827 +/- 0.160699,gamma_stat_sf_bin_15=1.0137 +/- 0.161372,gamma_stat_sf_bin_16=0.990856 +/- 0.189483,gamma_stat_sf_bin_17=0.989581 +/- 0.17666,gamma_stat_sf_bin_18=1.02526 +/- 0.183083,gamma_stat_sf_bin_19=0.993231 +/- 0.197346,gamma_stat_sf_bin_20=0.986289 +/- 0.224551,gamma_stat_sf_bin_21=0.992951 +/- 0.193515,gamma_stat_sf_bin_22=0.993557 +/- 0.246442,gamma_stat_sf_bin_23=0.997372 +/- 0.206676,gamma_stat_sf_bin_24=0.998492 +/- 0.240496,gamma_stat_sf_bin_25=0.996496 +/- 0.233153,gamma_stat_sf_bin_26=0.995749 +/- 0.284569,gamma_stat_sf_bin_27=0.993978 +/- 0.327664,gamma_stat_sf_bin_28=0.996232 +/- 0.438707,n_sf_wjets=611.052 +/- 516.306,n_sf_z=607.348 +/- 372.276)

named sets
----------
ModelConfig_GlobalObservables:(nominalLumi,nom_alpha_trigger,nom_alpha_id_and_selection,nom_alpha_b_veto,nom_alpha_jes,nom_alpha_top_ratio,nom_alpha_vv_ratio,nom_alpha_WW_norm,nom_alpha_WZ_norm,nom_alpha_ZZ_norm,nom_alpha_VVV_norm,nom_alpha_HWW_norm,nom_gamma_ww_syst_of_bin_0,nom_gamma_ww_syst_of_bin_1,nom_gamma_ww_syst_of_bin_2,nom_gamma_ww_syst_of_bin_3,nom_gamma_ww_syst_of_bin_4,nom_gamma_ww_syst_of_bin_5,nom_gamma_ww_syst_of_bin_6,nom_gamma_ww_syst_of_bin_7,nom_gamma_ww_syst_of_bin_8,nom_gamma_ww_syst_of_bin_9,nom_gamma_ww_syst_of_bin_10,nom_gamma_ww_syst_of_bin_11,nom_gamma_ww_syst_of_bin_12,nom_gamma_ww_syst_of_bin_13,nom_gamma_ww_syst_of_bin_15,nom_gamma_ww_syst_of_bin_16,nom_gamma_wjets_syst_of_bin_0,nom_gamma_wjets_syst_of_bin_1,nom_gamma_wjets_syst_of_bin_2,nom_gamma_wjets_syst_of_bin_3,nom_gamma_wjets_syst_of_bin_4,nom_gamma_wjets_syst_of_bin_5,nom_gamma_wjets_syst_of_bin_6,nom_gamma_wjets_syst_of_bin_7,nom_gamma_wjets_syst_of_bin_8,nom_gamma_wjets_syst_of_bin_9,nom_gamma_wjets_syst_of_bin_10,nom_gamma_wjets_syst_of_bin_11,nom_gamma_wjets_syst_of_bin_12,nom_gamma_wjets_syst_of_bin_13,nom_gamma_wjets_syst_of_bin_14,nom_gamma_wjets_syst_of_bin_15,nom_gamma_wjets_syst_of_bin_16,nom_gamma_wjets_syst_of_bin_17,nom_gamma_wjets_syst_of_bin_18,nom_gamma_wjets_syst_of_bin_19,nom_gamma_wjets_syst_of_bin_20,nom_gamma_wjets_syst_of_bin_21,nom_gamma_wjets_syst_of_bin_22,nom_gamma_wjets_syst_of_bin_23,nom_gamma_wjets_syst_of_bin_24,nom_gamma_wjets_syst_of_bin_25,nom_gamma_wjets_syst_of_bin_26,nom_gamma_wjets_syst_of_bin_27,nom_gamma_wjets_syst_of_bin_28,nom_gamma_z_syst_of_bin_0,nom_gamma_z_syst_of_bin_1,nom_gamma_z_syst_of_bin_2,nom_gamma_z_syst_of_bin_3,nom_gamma_z_syst_of_bin_4,nom_gamma_z_syst_of_bin_5,nom_gamma_z_syst_of_bin_6,nom_gamma_z_syst_of_bin_7,nom_gamma_z_syst_of_bin_8,nom_gamma_z_syst_of_bin_9,nom_gamma_z_syst_of_bin_10,nom_gamma_z_syst_of_bin_11,nom_gamma_z_syst_of_bin_12,nom_gamma_z_syst_of_bin_13,nom_gamma_z_syst_of_bin_14,nom_gamma_z_syst_of_bin_15,nom_gamma_z_syst_of_bin_16,nom_gamma_z_syst_of_bin_17,nom_gamma_z_syst_of_bin_18,nom_gamma_z_syst_of_bin_19,nom_gamma_z_syst_of_bin_20,nom_gamma_z_syst_of_bin_21,nom_gamma_z_syst_of_bin_22,nom_gamma_z_syst_of_bin_23,nom_gamma_z_syst_of_bin_24,nom_gamma_z_syst_of_bin_25,nom_gamma_z_syst_of_bin_26,nom_gamma_z_syst_of_bin_27,nom_gamma_z_syst_of_bin_28,nom_gamma_stat_of_bin_0,nom_gamma_stat_of_bin_1,nom_gamma_stat_of_bin_2,nom_gamma_stat_of_bin_3,nom_gamma_stat_of_bin_4,nom_gamma_stat_of_bin_5,nom_gamma_stat_of_bin_6,nom_gamma_stat_of_bin_7,nom_gamma_stat_of_bin_8,nom_gamma_stat_of_bin_9,nom_gamma_stat_of_bin_10,nom_gamma_stat_of_bin_11,nom_gamma_stat_of_bin_12,nom_gamma_stat_of_bin_13,nom_gamma_stat_of_bin_14,nom_gamma_stat_of_bin_15,nom_gamma_stat_of_bin_16,nom_gamma_stat_of_bin_17,nom_gamma_stat_of_bin_18,nom_gamma_stat_of_bin_19,nom_gamma_stat_of_bin_20,nom_gamma_stat_of_bin_21,nom_gamma_stat_of_bin_22,nom_gamma_stat_of_bin_23,nom_gamma_stat_of_bin_24,nom_gamma_stat_of_bin_25,nom_gamma_stat_of_bin_26,nom_gamma_stat_of_bin_27,nom_gamma_stat_of_bin_28,nom_gamma_ww_syst_sf_bin_0,nom_gamma_ww_syst_sf_bin_1,nom_gamma_ww_syst_sf_bin_2,nom_gamma_ww_syst_sf_bin_3,nom_gamma_ww_syst_sf_bin_4,nom_gamma_ww_syst_sf_bin_5,nom_gamma_ww_syst_sf_bin_6,nom_gamma_ww_syst_sf_bin_7,nom_gamma_ww_syst_sf_bin_8,nom_gamma_ww_syst_sf_bin_9,nom_gamma_ww_syst_sf_bin_10,nom_gamma_ww_syst_sf_bin_11,nom_gamma_ww_syst_sf_bin_12,nom_gamma_ww_syst_sf_bin_13,nom_gamma_ww_syst_sf_bin_15,nom_gamma_ww_syst_sf_bin_16,nom_gamma_wjets_syst_sf_bin_0,nom_gamma_wjets_syst_sf_bin_1,nom_gamma_wjets_syst_sf_bin_2,nom_gamma_wjets_syst_sf_bin_3,nom_gamma_wjets_syst_sf_bin_4,nom_gamma_wjets_syst_sf_bin_5,nom_gamma_wjets_syst_sf_bin_6,nom_gamma_wjets_syst_sf_bin_7,nom_gamma_wjets_syst_sf_bin_8,nom_gamma_wjets_syst_sf_bin_9,nom_gamma_wjets_syst_sf_bin_10,nom_gamma_wjets_syst_sf_bin_11,nom_gamma_wjets_syst_sf_bin_12,nom_gamma_wjets_syst_sf_bin_13,nom_gamma_wjets_syst_sf_bin_14,nom_gamma_wjets_syst_sf_bin_15,nom_gamma_wjets_syst_sf_bin_16,nom_gamma_wjets_syst_sf_bin_17,nom_gamma_wjets_syst_sf_bin_18,nom_gamma_wjets_syst_sf_bin_19,nom_gamma_wjets_syst_sf_bin_20,nom_gamma_wjets_syst_sf_bin_21,nom_gamma_wjets_syst_sf_bin_22,nom_gamma_wjets_syst_sf_bin_23,nom_gamma_wjets_syst_sf_bin_24,nom_gamma_wjets_syst_sf_bin_25,nom_gamma_wjets_syst_sf_bin_26,nom_gamma_wjets_syst_sf_bin_27,nom_gamma_wjets_syst_sf_bin_28,nom_gamma_z_syst_sf_bin_0,nom_gamma_z_syst_sf_bin_1,nom_gamma_z_syst_sf_bin_2,nom_gamma_z_syst_sf_bin_3,nom_gamma_z_syst_sf_bin_4,nom_gamma_z_syst_sf_bin_5,nom_gamma_z_syst_sf_bin_6,nom_gamma_z_syst_sf_bin_7,nom_gamma_z_syst_sf_bin_8,nom_gamma_z_syst_sf_bin_9,nom_gamma_z_syst_sf_bin_10,nom_gamma_z_syst_sf_bin_11,nom_gamma_z_syst_sf_bin_12,nom_gamma_z_syst_sf_bin_13,nom_gamma_z_syst_sf_bin_14,nom_gamma_z_syst_sf_bin_15,nom_gamma_z_syst_sf_bin_16,nom_gamma_z_syst_sf_bin_17,nom_gamma_z_syst_sf_bin_18,nom_gamma_z_syst_sf_bin_19,nom_gamma_z_syst_sf_bin_20,nom_gamma_z_syst_sf_bin_21,nom_gamma_z_syst_sf_bin_22,nom_gamma_z_syst_sf_bin_23,nom_gamma_z_syst_sf_bin_24,nom_gamma_z_syst_sf_bin_25,nom_gamma_z_syst_sf_bin_26,nom_gamma_z_syst_sf_bin_27,nom_gamma_z_syst_sf_bin_28,nom_gamma_stat_sf_bin_0,nom_gamma_stat_sf_bin_1,nom_gamma_stat_sf_bin_2,nom_gamma_stat_sf_bin_3,nom_gamma_stat_sf_bin_4,nom_gamma_stat_sf_bin_5,nom_gamma_stat_sf_bin_6,nom_gamma_stat_sf_bin_7,nom_gamma_stat_sf_bin_8,nom_gamma_stat_sf_bin_9,nom_gamma_stat_sf_bin_10,nom_gamma_stat_sf_bin_11,nom_gamma_stat_sf_bin_12,nom_gamma_stat_sf_bin_13,nom_gamma_stat_sf_bin_14,nom_gamma_stat_sf_bin_15,nom_gamma_stat_sf_bin_16,nom_gamma_stat_sf_bin_17,nom_gamma_stat_sf_bin_18,nom_gamma_stat_sf_bin_19,nom_gamma_stat_sf_bin_20,nom_gamma_stat_sf_bin_21,nom_gamma_stat_sf_bin_22,nom_gamma_stat_sf_bin_23,nom_gamma_stat_sf_bin_24,nom_gamma_stat_sf_bin_25,nom_gamma_stat_sf_bin_26,nom_gamma_stat_sf_bin_27,nom_gamma_stat_sf_bin_28)
ModelConfig_NuisParams:(Lumi,alpha_trigger,alpha_id_and_selection,alpha_b_veto,alpha_jes,alpha_top_ratio,alpha_vv_ratio,alpha_WW_norm,alpha_WZ_norm,alpha_ZZ_norm,alpha_VVV_norm,alpha_HWW_norm,gamma_ww_syst_of_bin_0,gamma_ww_syst_of_bin_1,gamma_ww_syst_of_bin_2,gamma_ww_syst_of_bin_3,gamma_ww_syst_of_bin_4,gamma_ww_syst_of_bin_5,gamma_ww_syst_of_bin_6,gamma_ww_syst_of_bin_7,gamma_ww_syst_of_bin_8,gamma_ww_syst_of_bin_9,gamma_ww_syst_of_bin_10,gamma_ww_syst_of_bin_11,gamma_ww_syst_of_bin_12,gamma_ww_syst_of_bin_13,gamma_ww_syst_of_bin_15,gamma_ww_syst_of_bin_16,gamma_wjets_syst_of_bin_0,gamma_wjets_syst_of_bin_1,gamma_wjets_syst_of_bin_2,gamma_wjets_syst_of_bin_3,gamma_wjets_syst_of_bin_4,gamma_wjets_syst_of_bin_5,gamma_wjets_syst_of_bin_6,gamma_wjets_syst_of_bin_7,gamma_wjets_syst_of_bin_8,gamma_wjets_syst_of_bin_9,gamma_wjets_syst_of_bin_10,gamma_wjets_syst_of_bin_11,gamma_wjets_syst_of_bin_12,gamma_wjets_syst_of_bin_13,gamma_wjets_syst_of_bin_14,gamma_wjets_syst_of_bin_15,gamma_wjets_syst_of_bin_16,gamma_wjets_syst_of_bin_17,gamma_wjets_syst_of_bin_18,gamma_wjets_syst_of_bin_19,gamma_wjets_syst_of_bin_20,gamma_wjets_syst_of_bin_21,gamma_wjets_syst_of_bin_22,gamma_wjets_syst_of_bin_23,gamma_wjets_syst_of_bin_24,gamma_wjets_syst_of_bin_25,gamma_wjets_syst_of_bin_26,gamma_wjets_syst_of_bin_27,gamma_wjets_syst_of_bin_28,gamma_z_syst_of_bin_0,gamma_z_syst_of_bin_1,gamma_z_syst_of_bin_2,gamma_z_syst_of_bin_3,gamma_z_syst_of_bin_4,gamma_z_syst_of_bin_5,gamma_z_syst_of_bin_6,gamma_z_syst_of_bin_7,gamma_z_syst_of_bin_8,gamma_z_syst_of_bin_9,gamma_z_syst_of_bin_10,gamma_z_syst_of_bin_11,gamma_z_syst_of_bin_12,gamma_z_syst_of_bin_13,gamma_z_syst_of_bin_14,gamma_z_syst_of_bin_15,gamma_z_syst_of_bin_16,gamma_z_syst_of_bin_17,gamma_z_syst_of_bin_18,gamma_z_syst_of_bin_19,gamma_z_syst_of_bin_20,gamma_z_syst_of_bin_21,gamma_z_syst_of_bin_22,gamma_z_syst_of_bin_23,gamma_z_syst_of_bin_24,gamma_z_syst_of_bin_25,gamma_z_syst_of_bin_26,gamma_z_syst_of_bin_27,gamma_z_syst_of_bin_28,gamma_stat_of_bin_0,gamma_stat_of_bin_1,gamma_stat_of_bin_7,gamma_stat_of_bin_8,gamma_stat_of_bin_9,gamma_stat_of_bin_10,gamma_stat_of_bin_11,gamma_stat_of_bin_12,gamma_stat_of_bin_13,gamma_stat_of_bin_14,gamma_stat_of_bin_15,gamma_stat_of_bin_16,gamma_stat_of_bin_17,gamma_stat_of_bin_18,gamma_stat_of_bin_19,gamma_stat_of_bin_20,gamma_stat_of_bin_21,gamma_stat_of_bin_22,gamma_stat_of_bin_23,gamma_stat_of_bin_24,gamma_stat_of_bin_25,gamma_stat_of_bin_26,gamma_stat_of_bin_27,gamma_stat_of_bin_28,sig_strength,n_top_sf,n_top_of_scale,n_vv_sf,n_vv_of_scale,n_of_wjets,n_of_z,gamma_ww_syst_sf_bin_0,gamma_ww_syst_sf_bin_1,gamma_ww_syst_sf_bin_2,gamma_ww_syst_sf_bin_3,gamma_ww_syst_sf_bin_4,gamma_ww_syst_sf_bin_5,gamma_ww_syst_sf_bin_6,gamma_ww_syst_sf_bin_7,gamma_ww_syst_sf_bin_8,gamma_ww_syst_sf_bin_9,gamma_ww_syst_sf_bin_10,gamma_ww_syst_sf_bin_11,gamma_ww_syst_sf_bin_12,gamma_ww_syst_sf_bin_13,gamma_ww_syst_sf_bin_15,gamma_ww_syst_sf_bin_16,gamma_wjets_syst_sf_bin_0,gamma_wjets_syst_sf_bin_1,gamma_wjets_syst_sf_bin_2,gamma_wjets_syst_sf_bin_3,gamma_wjets_syst_sf_bin_4,gamma_wjets_syst_sf_bin_5,gamma_wjets_syst_sf_bin_6,gamma_wjets_syst_sf_bin_7,gamma_wjets_syst_sf_bin_8,gamma_wjets_syst_sf_bin_9,gamma_wjets_syst_sf_bin_10,gamma_wjets_syst_sf_bin_11,gamma_wjets_syst_sf_bin_12,gamma_wjets_syst_sf_bin_13,gamma_wjets_syst_sf_bin_14,gamma_wjets_syst_sf_bin_15,gamma_wjets_syst_sf_bin_16,gamma_wjets_syst_sf_bin_17,gamma_wjets_syst_sf_bin_18,gamma_wjets_syst_sf_bin_19,gamma_wjets_syst_sf_bin_20,gamma_wjets_syst_sf_bin_21,gamma_wjets_syst_sf_bin_22,gamma_wjets_syst_sf_bin_23,gamma_wjets_syst_sf_bin_24,gamma_wjets_syst_sf_bin_25,gamma_wjets_syst_sf_bin_26,gamma_wjets_syst_sf_bin_27,gamma_wjets_syst_sf_bin_28,gamma_z_syst_sf_bin_0,gamma_z_syst_sf_bin_1,gamma_z_syst_sf_bin_2,gamma_z_syst_sf_bin_3,gamma_z_syst_sf_bin_4,gamma_z_syst_sf_bin_5,gamma_z_syst_sf_bin_6,gamma_z_syst_sf_bin_7,gamma_z_syst_sf_bin_8,gamma_z_syst_sf_bin_9,gamma_z_syst_sf_bin_10,gamma_z_syst_sf_bin_11,gamma_z_syst_sf_bin_12,gamma_z_syst_sf_bin_13,gamma_z_syst_sf_bin_14,gamma_z_syst_sf_bin_15,gamma_z_syst_sf_bin_16,gamma_z_syst_sf_bin_17,gamma_z_syst_sf_bin_18,gamma_z_syst_sf_bin_19,gamma_z_syst_sf_bin_20,gamma_z_syst_sf_bin_21,gamma_z_syst_sf_bin_22,gamma_z_syst_sf_bin_23,gamma_z_syst_sf_bin_24,gamma_z_syst_sf_bin_25,gamma_z_syst_sf_bin_26,gamma_z_syst_sf_bin_27,gamma_z_syst_sf_bin_28,gamma_stat_sf_bin_7,gamma_stat_sf_bin_8,gamma_stat_sf_bin_9,gamma_stat_sf_bin_10,gamma_stat_sf_bin_11,gamma_stat_sf_bin_12,gamma_stat_sf_bin_13,gamma_stat_sf_bin_14,gamma_stat_sf_bin_15,gamma_stat_sf_bin_16,gamma_stat_sf_bin_17,gamma_stat_sf_bin_18,gamma_stat_sf_bin_19,gamma_stat_sf_bin_20,gamma_stat_sf_bin_21,gamma_stat_sf_bin_22,gamma_stat_sf_bin_23,gamma_stat_sf_bin_24,gamma_stat_sf_bin_25,gamma_stat_sf_bin_26,gamma_stat_sf_bin_27,gamma_stat_sf_bin_28,n_sf_wjets,n_sf_z)
ModelConfig_Observables:(channelCat,weightVar,obs_x_of,obs_x_sf)
ModelConfig_POI:(sig_strength)
ModelConfig__snapshot:(Lumi,alpha_trigger,alpha_id_and_selection,alpha_b_veto,alpha_jes,alpha_top_ratio,alpha_vv_ratio,alpha_WW_norm,alpha_WZ_norm,alpha_ZZ_norm,alpha_VVV_norm,alpha_HWW_norm,gamma_ww_syst_of_bin_0,gamma_ww_syst_of_bin_1,gamma_ww_syst_of_bin_2,gamma_ww_syst_of_bin_3,gamma_ww_syst_of_bin_4,gamma_ww_syst_of_bin_5,gamma_ww_syst_of_bin_6,gamma_ww_syst_of_bin_7,gamma_ww_syst_of_bin_8,gamma_ww_syst_of_bin_9,gamma_ww_syst_of_bin_10,gamma_ww_syst_of_bin_11,gamma_ww_syst_of_bin_12,gamma_ww_syst_of_bin_13,gamma_ww_syst_of_bin_15,gamma_ww_syst_of_bin_16,gamma_wjets_syst_of_bin_0,gamma_wjets_syst_of_bin_1,gamma_wjets_syst_of_bin_2,gamma_wjets_syst_of_bin_3,gamma_wjets_syst_of_bin_4,gamma_wjets_syst_of_bin_5,gamma_wjets_syst_of_bin_6,gamma_wjets_syst_of_bin_7,gamma_wjets_syst_of_bin_8,gamma_wjets_syst_of_bin_9,gamma_wjets_syst_of_bin_10,gamma_wjets_syst_of_bin_11,gamma_wjets_syst_of_bin_12,gamma_wjets_syst_of_bin_13,gamma_wjets_syst_of_bin_14,gamma_wjets_syst_of_bin_15,gamma_wjets_syst_of_bin_16,gamma_wjets_syst_of_bin_17,gamma_wjets_syst_of_bin_18,gamma_wjets_syst_of_bin_19,gamma_wjets_syst_of_bin_20,gamma_wjets_syst_of_bin_21,gamma_wjets_syst_of_bin_22,gamma_wjets_syst_of_bin_23,gamma_wjets_syst_of_bin_24,gamma_wjets_syst_of_bin_25,gamma_wjets_syst_of_bin_26,gamma_wjets_syst_of_bin_27,gamma_wjets_syst_of_bin_28,gamma_z_syst_of_bin_0,gamma_z_syst_of_bin_1,gamma_z_syst_of_bin_2,gamma_z_syst_of_bin_3,gamma_z_syst_of_bin_4,gamma_z_syst_of_bin_5,gamma_z_syst_of_bin_6,gamma_z_syst_of_bin_7,gamma_z_syst_of_bin_8,gamma_z_syst_of_bin_9,gamma_z_syst_of_bin_10,gamma_z_syst_of_bin_11,gamma_z_syst_of_bin_12,gamma_z_syst_of_bin_13,gamma_z_syst_of_bin_14,gamma_z_syst_of_bin_15,gamma_z_syst_of_bin_16,gamma_z_syst_of_bin_17,gamma_z_syst_of_bin_18,gamma_z_syst_of_bin_19,gamma_z_syst_of_bin_20,gamma_z_syst_of_bin_21,gamma_z_syst_of_bin_22,gamma_z_syst_of_bin_23,gamma_z_syst_of_bin_24,gamma_z_syst_of_bin_25,gamma_z_syst_of_bin_26,gamma_z_syst_of_bin_27,gamma_z_syst_of_bin_28,gamma_stat_of_bin_0,gamma_stat_of_bin_1,gamma_stat_of_bin_7,gamma_stat_of_bin_8,gamma_stat_of_bin_9,gamma_stat_of_bin_10,gamma_stat_of_bin_11,gamma_stat_of_bin_12,gamma_stat_of_bin_13,gamma_stat_of_bin_14,gamma_stat_of_bin_15,gamma_stat_of_bin_16,gamma_stat_of_bin_17,gamma_stat_of_bin_18,gamma_stat_of_bin_19,gamma_stat_of_bin_20,gamma_stat_of_bin_21,gamma_stat_of_bin_22,gamma_stat_of_bin_23,gamma_stat_of_bin_24,gamma_stat_of_bin_25,gamma_stat_of_bin_26,gamma_stat_of_bin_27,gamma_stat_of_bin_28,sig_strength,n_top_sf,n_top_of_scale,n_vv_sf,n_vv_of_scale,n_of_wjets,n_of_z,gamma_ww_syst_sf_bin_0,gamma_ww_syst_sf_bin_1,gamma_ww_syst_sf_bin_2,gamma_ww_syst_sf_bin_3,gamma_ww_syst_sf_bin_4,gamma_ww_syst_sf_bin_5,gamma_ww_syst_sf_bin_6,gamma_ww_syst_sf_bin_7,gamma_ww_syst_sf_bin_8,gamma_ww_syst_sf_bin_9,gamma_ww_syst_sf_bin_10,gamma_ww_syst_sf_bin_11,gamma_ww_syst_sf_bin_12,gamma_ww_syst_sf_bin_13,gamma_ww_syst_sf_bin_15,gamma_ww_syst_sf_bin_16,gamma_wjets_syst_sf_bin_0,gamma_wjets_syst_sf_bin_1,gamma_wjets_syst_sf_bin_2,gamma_wjets_syst_sf_bin_3,gamma_wjets_syst_sf_bin_4,gamma_wjets_syst_sf_bin_5,gamma_wjets_syst_sf_bin_6,gamma_wjets_syst_sf_bin_7,gamma_wjets_syst_sf_bin_8,gamma_wjets_syst_sf_bin_9,gamma_wjets_syst_sf_bin_10,gamma_wjets_syst_sf_bin_11,gamma_wjets_syst_sf_bin_12,gamma_wjets_syst_sf_bin_13,gamma_wjets_syst_sf_bin_14,gamma_wjets_syst_sf_bin_15,gamma_wjets_syst_sf_bin_16,gamma_wjets_syst_sf_bin_17,gamma_wjets_syst_sf_bin_18,gamma_wjets_syst_sf_bin_19,gamma_wjets_syst_sf_bin_20,gamma_wjets_syst_sf_bin_21,gamma_wjets_syst_sf_bin_22,gamma_wjets_syst_sf_bin_23,gamma_wjets_syst_sf_bin_24,gamma_wjets_syst_sf_bin_25,gamma_wjets_syst_sf_bin_26,gamma_wjets_syst_sf_bin_27,gamma_wjets_syst_sf_bin_28,gamma_z_syst_sf_bin_0,gamma_z_syst_sf_bin_1,gamma_z_syst_sf_bin_2,gamma_z_syst_sf_bin_3,gamma_z_syst_sf_bin_4,gamma_z_syst_sf_bin_5,gamma_z_syst_sf_bin_6,gamma_z_syst_sf_bin_7,gamma_z_syst_sf_bin_8,gamma_z_syst_sf_bin_9,gamma_z_syst_sf_bin_10,gamma_z_syst_sf_bin_11,gamma_z_syst_sf_bin_12,gamma_z_syst_sf_bin_13,gamma_z_syst_sf_bin_14,gamma_z_syst_sf_bin_15,gamma_z_syst_sf_bin_16,gamma_z_syst_sf_bin_17,gamma_z_syst_sf_bin_18,gamma_z_syst_sf_bin_19,gamma_z_syst_sf_bin_20,gamma_z_syst_sf_bin_21,gamma_z_syst_sf_bin_22,gamma_z_syst_sf_bin_23,gamma_z_syst_sf_bin_24,gamma_z_syst_sf_bin_25,gamma_z_syst_sf_bin_26,gamma_z_syst_sf_bin_27,gamma_z_syst_sf_bin_28,gamma_stat_sf_bin_7,gamma_stat_sf_bin_8,gamma_stat_sf_bin_9,gamma_stat_sf_bin_10,gamma_stat_sf_bin_11,gamma_stat_sf_bin_12,gamma_stat_sf_bin_13,gamma_stat_sf_bin_14,gamma_stat_sf_bin_15,gamma_stat_sf_bin_16,gamma_stat_sf_bin_17,gamma_stat_sf_bin_18,gamma_stat_sf_bin_19,gamma_stat_sf_bin_20,gamma_stat_sf_bin_21,gamma_stat_sf_bin_22,gamma_stat_sf_bin_23,gamma_stat_sf_bin_24,gamma_stat_sf_bin_25,gamma_stat_sf_bin_26,gamma_stat_sf_bin_27,gamma_stat_sf_bin_28,n_sf_wjets,n_sf_z)
globalObservables:(nominalLumi,nom_alpha_trigger,nom_alpha_id_and_selection,nom_alpha_b_veto,nom_alpha_jes,nom_alpha_top_ratio,nom_alpha_vv_ratio,nom_alpha_WW_norm,nom_alpha_WZ_norm,nom_alpha_ZZ_norm,nom_alpha_VVV_norm,nom_alpha_HWW_norm,nom_gamma_ww_syst_of_bin_0,nom_gamma_ww_syst_of_bin_1,nom_gamma_ww_syst_of_bin_2,nom_gamma_ww_syst_of_bin_3,nom_gamma_ww_syst_of_bin_4,nom_gamma_ww_syst_of_bin_5,nom_gamma_ww_syst_of_bin_6,nom_gamma_ww_syst_of_bin_7,nom_gamma_ww_syst_of_bin_8,nom_gamma_ww_syst_of_bin_9,nom_gamma_ww_syst_of_bin_10,nom_gamma_ww_syst_of_bin_11,nom_gamma_ww_syst_of_bin_12,nom_gamma_ww_syst_of_bin_13,nom_gamma_ww_syst_of_bin_15,nom_gamma_ww_syst_of_bin_16,nom_gamma_wjets_syst_of_bin_0,nom_gamma_wjets_syst_of_bin_1,nom_gamma_wjets_syst_of_bin_2,nom_gamma_wjets_syst_of_bin_3,nom_gamma_wjets_syst_of_bin_4,nom_gamma_wjets_syst_of_bin_5,nom_gamma_wjets_syst_of_bin_6,nom_gamma_wjets_syst_of_bin_7,nom_gamma_wjets_syst_of_bin_8,nom_gamma_wjets_syst_of_bin_9,nom_gamma_wjets_syst_of_bin_10,nom_gamma_wjets_syst_of_bin_11,nom_gamma_wjets_syst_of_bin_12,nom_gamma_wjets_syst_of_bin_13,nom_gamma_wjets_syst_of_bin_14,nom_gamma_wjets_syst_of_bin_15,nom_gamma_wjets_syst_of_bin_16,nom_gamma_wjets_syst_of_bin_17,nom_gamma_wjets_syst_of_bin_18,nom_gamma_wjets_syst_of_bin_19,nom_gamma_wjets_syst_of_bin_20,nom_gamma_wjets_syst_of_bin_21,nom_gamma_wjets_syst_of_bin_22,nom_gamma_wjets_syst_of_bin_23,nom_gamma_wjets_syst_of_bin_24,nom_gamma_wjets_syst_of_bin_25,nom_gamma_wjets_syst_of_bin_26,nom_gamma_wjets_syst_of_bin_27,nom_gamma_wjets_syst_of_bin_28,nom_gamma_z_syst_of_bin_0,nom_gamma_z_syst_of_bin_1,nom_gamma_z_syst_of_bin_2,nom_gamma_z_syst_of_bin_3,nom_gamma_z_syst_of_bin_4,nom_gamma_z_syst_of_bin_5,nom_gamma_z_syst_of_bin_6,nom_gamma_z_syst_of_bin_7,nom_gamma_z_syst_of_bin_8,nom_gamma_z_syst_of_bin_9,nom_gamma_z_syst_of_bin_10,nom_gamma_z_syst_of_bin_11,nom_gamma_z_syst_of_bin_12,nom_gamma_z_syst_of_bin_13,nom_gamma_z_syst_of_bin_14,nom_gamma_z_syst_of_bin_15,nom_gamma_z_syst_of_bin_16,nom_gamma_z_syst_of_bin_17,nom_gamma_z_syst_of_bin_18,nom_gamma_z_syst_of_bin_19,nom_gamma_z_syst_of_bin_20,nom_gamma_z_syst_of_bin_21,nom_gamma_z_syst_of_bin_22,nom_gamma_z_syst_of_bin_23,nom_gamma_z_syst_of_bin_24,nom_gamma_z_syst_of_bin_25,nom_gamma_z_syst_of_bin_26,nom_gamma_z_syst_of_bin_27,nom_gamma_z_syst_of_bin_28,nom_gamma_stat_of_bin_0,nom_gamma_stat_of_bin_1,nom_gamma_stat_of_bin_2,nom_gamma_stat_of_bin_3,nom_gamma_stat_of_bin_4,nom_gamma_stat_of_bin_5,nom_gamma_stat_of_bin_6,nom_gamma_stat_of_bin_7,nom_gamma_stat_of_bin_8,nom_gamma_stat_of_bin_9,nom_gamma_stat_of_bin_10,nom_gamma_stat_of_bin_11,nom_gamma_stat_of_bin_12,nom_gamma_stat_of_bin_13,nom_gamma_stat_of_bin_14,nom_gamma_stat_of_bin_15,nom_gamma_stat_of_bin_16,nom_gamma_stat_of_bin_17,nom_gamma_stat_of_bin_18,nom_gamma_stat_of_bin_19,nom_gamma_stat_of_bin_20,nom_gamma_stat_of_bin_21,nom_gamma_stat_of_bin_22,nom_gamma_stat_of_bin_23,nom_gamma_stat_of_bin_24,nom_gamma_stat_of_bin_25,nom_gamma_stat_of_bin_26,nom_gamma_stat_of_bin_27,nom_gamma_stat_of_bin_28,nom_gamma_ww_syst_sf_bin_0,nom_gamma_ww_syst_sf_bin_1,nom_gamma_ww_syst_sf_bin_2,nom_gamma_ww_syst_sf_bin_3,nom_gamma_ww_syst_sf_bin_4,nom_gamma_ww_syst_sf_bin_5,nom_gamma_ww_syst_sf_bin_6,nom_gamma_ww_syst_sf_bin_7,nom_gamma_ww_syst_sf_bin_8,nom_gamma_ww_syst_sf_bin_9,nom_gamma_ww_syst_sf_bin_10,nom_gamma_ww_syst_sf_bin_11,nom_gamma_ww_syst_sf_bin_12,nom_gamma_ww_syst_sf_bin_13,nom_gamma_ww_syst_sf_bin_15,nom_gamma_ww_syst_sf_bin_16,nom_gamma_wjets_syst_sf_bin_0,nom_gamma_wjets_syst_sf_bin_1,nom_gamma_wjets_syst_sf_bin_2,nom_gamma_wjets_syst_sf_bin_3,nom_gamma_wjets_syst_sf_bin_4,nom_gamma_wjets_syst_sf_bin_5,nom_gamma_wjets_syst_sf_bin_6,nom_gamma_wjets_syst_sf_bin_7,nom_gamma_wjets_syst_sf_bin_8,nom_gamma_wjets_syst_sf_bin_9,nom_gamma_wjets_syst_sf_bin_10,nom_gamma_wjets_syst_sf_bin_11,nom_gamma_wjets_syst_sf_bin_12,nom_gamma_wjets_syst_sf_bin_13,nom_gamma_wjets_syst_sf_bin_14,nom_gamma_wjets_syst_sf_bin_15,nom_gamma_wjets_syst_sf_bin_16,nom_gamma_wjets_syst_sf_bin_17,nom_gamma_wjets_syst_sf_bin_18,nom_gamma_wjets_syst_sf_bin_19,nom_gamma_wjets_syst_sf_bin_20,nom_gamma_wjets_syst_sf_bin_21,nom_gamma_wjets_syst_sf_bin_22,nom_gamma_wjets_syst_sf_bin_23,nom_gamma_wjets_syst_sf_bin_24,nom_gamma_wjets_syst_sf_bin_25,nom_gamma_wjets_syst_sf_bin_26,nom_gamma_wjets_syst_sf_bin_27,nom_gamma_wjets_syst_sf_bin_28,nom_gamma_z_syst_sf_bin_0,nom_gamma_z_syst_sf_bin_1,nom_gamma_z_syst_sf_bin_2,nom_gamma_z_syst_sf_bin_3,nom_gamma_z_syst_sf_bin_4,nom_gamma_z_syst_sf_bin_5,nom_gamma_z_syst_sf_bin_6,nom_gamma_z_syst_sf_bin_7,nom_gamma_z_syst_sf_bin_8,nom_gamma_z_syst_sf_bin_9,nom_gamma_z_syst_sf_bin_10,nom_gamma_z_syst_sf_bin_11,nom_gamma_z_syst_sf_bin_12,nom_gamma_z_syst_sf_bin_13,nom_gamma_z_syst_sf_bin_14,nom_gamma_z_syst_sf_bin_15,nom_gamma_z_syst_sf_bin_16,nom_gamma_z_syst_sf_bin_17,nom_gamma_z_syst_sf_bin_18,nom_gamma_z_syst_sf_bin_19,nom_gamma_z_syst_sf_bin_20,nom_gamma_z_syst_sf_bin_21,nom_gamma_z_syst_sf_bin_22,nom_gamma_z_syst_sf_bin_23,nom_gamma_z_syst_sf_bin_24,nom_gamma_z_syst_sf_bin_25,nom_gamma_z_syst_sf_bin_26,nom_gamma_z_syst_sf_bin_27,nom_gamma_z_syst_sf_bin_28,nom_gamma_stat_sf_bin_0,nom_gamma_stat_sf_bin_1,nom_gamma_stat_sf_bin_2,nom_gamma_stat_sf_bin_3,nom_gamma_stat_sf_bin_4,nom_gamma_stat_sf_bin_5,nom_gamma_stat_sf_bin_6,nom_gamma_stat_sf_bin_7,nom_gamma_stat_sf_bin_8,nom_gamma_stat_sf_bin_9,nom_gamma_stat_sf_bin_10,nom_gamma_stat_sf_bin_11,nom_gamma_stat_sf_bin_12,nom_gamma_stat_sf_bin_13,nom_gamma_stat_sf_bin_14,nom_gamma_stat_sf_bin_15,nom_gamma_stat_sf_bin_16,nom_gamma_stat_sf_bin_17,nom_gamma_stat_sf_bin_18,nom_gamma_stat_sf_bin_19,nom_gamma_stat_sf_bin_20,nom_gamma_stat_sf_bin_21,nom_gamma_stat_sf_bin_22,nom_gamma_stat_sf_bin_23,nom_gamma_stat_sf_bin_24,nom_gamma_stat_sf_bin_25,nom_gamma_stat_sf_bin_26,nom_gamma_stat_sf_bin_27,nom_gamma_stat_sf_bin_28)
observables:(channelCat,weightVar,obs_x_of,obs_x_sf)

generic objects
---------------
RooStats::ModelConfig::ModelConfig

[#0] PROGRESS:Generation -- initialize
[#1] INFO:InputArguments -- Seed is: 542268
[#1] INFO:InputArguments -- Using given ToyMCSampler.
RooProofDriverSelector::Process(0)
Test statistic not set.
17:49:51 11628 Wrk-0.0 | *** Break ***: segmentation violation


===========================================================
There was a crash.
This is the entire stack trace of all threads:
===========================================================

Thread 2 (Thread 0x7fa4b27f1700 (LWP 11635)):
#0  0x00007fa4b724d303 in poll () from /lib/x86_64-linux-gnu/libc.so.6
#1  0x00007fa4b30422cc in XrdClientSock::RecvRaw (this=0x2586480, buffer=0x7fa4ac000970, length=8, substreamid=<optimized out>, usedsubstreamid=<optimized out>) at /home/nic/xrootd-3.2.0/src/XrdClient/XrdClientSock.cc:133
#2  0x00007fa4b30675b3 in XrdClientPhyConnection::ReadRaw (this=0x2584c20, buf=0x7fa4ac000970, len=8, substreamid=-1, usedsubstreamid=0x7fa4b27f097c) at /home/nic/xrootd-3.2.0/src/XrdClient/XrdClientPhyConnection.cc:359
#3  0x00007fa4b306efcd in XrdClientMessage::ReadRaw (this=0x7fa4ac000930, phy=0x2584c20) at /home/nic/xrootd-3.2.0/src/XrdClient/XrdClientMessage.cc:152
#4  0x00007fa4b30630a5 in XrdClientPhyConnection::BuildMessage (this=0x2584c20, IgnoreTimeouts=true, Enqueue=true) at /home/nic/xrootd-3.2.0/src/XrdClient/XrdClientPhyConnection.cc:440
#6  0x00007fa4b32cdb2f in XrdSysThread_Xeq (myargs=0x2586450) at /home/nic/xrootd-3.2.0/src/XrdSys/XrdSysPthread.cc:67
#7  0x00007fa4b752be9a in start_thread () from /lib/x86_64-linux-gnu/libpthread.so.0
#8  0x00007fa4b7258cbd in clone () from /lib/x86_64-linux-gnu/libc.so.6
#9  0x0000000000000000 in ?? ()

Thread 1 (Thread 0x7fa4b87f5740 (LWP 11628)):
#0  0x00007fa4b722447d in waitpid () from /lib/x86_64-linux-gnu/libc.so.6
#1  0x00007fa4b71aa29e in ?? () from /lib/x86_64-linux-gnu/libc.so.6
#2  0x00007fa4b71aa6b0 in system () from /lib/x86_64-linux-gnu/libc.so.6
#3  0x00007fa4b7ead2b7 in TUnixSystem::StackTrace() () from /usr/local/root/lib/libCore.so
#4  0x00007fa4b7eafb93 in TUnixSystem::DispatchSignals(ESignals) () from /usr/local/root/lib/libCore.so
#5  <signal handler called>
#6  0x00007fa4aa58be1d in RooStats::ToyMCSampler::GetSamplingDistributionsSingleWorker(RooArgSet&) () from /usr/local/root/lib/libRooStats.so
#7  0x00007fa4aa58d7ec in RooStats::ToyMCStudy::execute() () from /usr/local/root/lib/libRooStats.so
#8  0x00007fa4ab8f6d15 in RooStudyPackage::runOne() () from /usr/local/root/lib/libRooFitCore.so
#9  0x00007fa4ab8bf721 in RooProofDriverSelector::Process(long long) () from /usr/local/root/lib/libRooFitCore.so
#10 0x00007fa4a9d897d1 in TProofPlayer::Process(TDSet*, char const*, char const*, long long, long long) () from /usr/local/root/lib/libProofPlayer.so
#11 0x00007fa4b38806ee in TProofServ::HandleProcess(TMessage*, TString*) () from /usr/local/root/lib/libProof.so
#12 0x00007fa4b3879365 in TProofServ::HandleSocketInput(TMessage*, bool) () from /usr/local/root/lib/libProof.so
#13 0x00007fa4b386bc57 in TProofServ::HandleSocketInput() () from /usr/local/root/lib/libProof.so
#14 0x00007fa4b35424f2 in TXProofServ::HandleInput(void const*) () from /usr/local/root/lib/libProofx.so
#15 0x00007fa4b35512cd in TXSocketHandler::Notify() () from /usr/local/root/lib/libProofx.so
#16 0x00007fa4b7eaeb5c in TUnixSystem::CheckDescriptors() () from /usr/local/root/lib/libCore.so
#17 0x00007fa4b7eb0306 in TUnixSystem::DispatchOneEvent(bool) () from /usr/local/root/lib/libCore.so
#18 0x00007fa4b7e339d6 in TSystem::InnerLoop() () from /usr/local/root/lib/libCore.so
#19 0x00007fa4b7e356a4 in TSystem::Run() () from /usr/local/root/lib/libCore.so
#20 0x00007fa4b7dd95df in TApplication::Run(bool) () from /usr/local/root/lib/libCore.so
#21 0x0000000000401999 in main ()
===========================================================


The lines below might hint at the cause of the crash.
If they do not help you then please submit a bug report at
http://root.cern.ch/bugs. Please post the ENTIRE stack trace
from above as an attachment in addition to anything else
that might help us fixing this issue.
===========================================================
#6  0x00007fa4aa58be1d in RooStats::ToyMCSampler::GetSamplingDistributionsSingleWorker(RooArgSet&) () from /usr/local/root/lib/libRooStats.so
#7  0x00007fa4aa58d7ec in RooStats::ToyMCStudy::execute() () from /usr/local/root/lib/libRooStats.so
#8  0x00007fa4ab8f6d15 in RooStudyPackage::runOne() () from /usr/local/root/lib/libRooFitCore.so
#9  0x00007fa4ab8bf721 in RooProofDriverSelector::Process(long long) () from /usr/local/root/lib/libRooFitCore.so
#10 0x00007fa4a9d897d1 in TProofPlayer::Process(TDSet*, char const*, char const*, long long, long long) () from /usr/local/root/lib/libProofPlayer.so
#11 0x00007fa4b38806ee in TProofServ::HandleProcess(TMessage*, TString*) () from /usr/local/root/lib/libProof.so
#12 0x00007fa4b3879365 in TProofServ::HandleSocketInput(TMessage*, bool) () from /usr/local/root/lib/libProof.so
#13 0x00007fa4b386bc57 in TProofServ::HandleSocketInput() () from /usr/local/root/lib/libProof.so
#14 0x00007fa4b35424f2 in TXProofServ::HandleInput(void const*) () from /usr/local/root/lib/libProofx.so
#15 0x00007fa4b35512cd in TXSocketHandler::Notify() () from /usr/local/root/lib/libProofx.so
#16 0x00007fa4b7eaeb5c in TUnixSystem::CheckDescriptors() () from /usr/local/root/lib/libCore.so
#17 0x00007fa4b7eb0306 in TUnixSystem::DispatchOneEvent(bool) () from /usr/local/root/lib/libCore.so
#18 0x00007fa4b7e339d6 in TSystem::InnerLoop() () from /usr/local/root/lib/libCore.so
#19 0x00007fa4b7e356a4 in TSystem::Run() () from /usr/local/root/lib/libCore.so
#20 0x00007fa4b7dd95df in TApplication::Run(bool) () from /usr/local/root/lib/libCore.so
#21 0x0000000000401999 in main ()
===========================================================


17:49:52 11628 Wrk-0.0 | Error in <TXProofServ::HandleException>: caugth exception triggered by signal '1' check logs for possible stacktrace - last cycle: 0
// --------- End of element log -------------------


root [4]

## sig_chi_600_200_combined_meas_model.root

      
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              sig_chi_600_200_combined_meas_model.root
            
          
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	#include "AndersonDarlingTestStat.h"

	#include "RooStats/RooStatsUtils.h"
	#include "RooMsgService.h"
	#include "TMath.h"
	#include <utility>

	using namespace std;

	typedef pair<Double_t, Double_t> double_pair;

	bool sort_pairs (double_pair i, double_pair j) {return (i.first < j.first);}

	Double_t RooStats::AndersonDarlingTestStat::Evaluate( RooAbsData& data, RooArgSet& paramsOfInterest) {
	/*
	Find the Anderson-Darling difference between fPdf and the data. This is just
	the maximum over data points of the distance between the CDF and the emprical
	distribution function of the data.
	*/

	if (!&data) {
	cout << "problem with data" << endl;
	return 0;
	}


	RooRealVar* poi = dynamic_cast<RooRealVar*>(paramsOfInterest.first());

	RooFit::MsgLevel msglevel = RooMsgService::instance().globalKillBelow();
	RooMsgService::instance().setGlobalKillBelow(RooFit::FATAL);

	// Set POI constant so the fit doesn't adjust them
	// RooRealVar* param;
	// TIterator *param_iter = params.createIterator();
	// while (1) {
	// param = dynamic_cast<RooRealVar*>(param_iter->Next());
	// if (!param) break;
	// param->setConstant(kTRUE);
	// }

	//First, find the best fit values
	RooArgSet* pdfParams = fPdf->getParameters(data);
	RooRealVar* pdfPOI= dynamic_cast<RooRealVar*>(pdfParams->find(poi->GetName()));
	pdfPOI->setVal(poi->getVal());
	pdfPOI->setConstant();
	RooStats::RemoveConstantParameters(pdfParams);
	fPdf->fitTo(data, RooFit::Constrain(*pdfParams), RooFit::PrintLevel(-1), RooFit::Verbose(kFALSE));

	// unet POI constant so the fit doesn't adjust them
	// param_iter = params.createIterator();
	// while (1) {
	// param = dynamic_cast<RooRealVar*>(param_iter->Next());
	// if (!param) break;
	// param->setConstant(kFALSE);
	// }

	Double_t test_stat = 0;

	RooSimultaneous* pdfSim = dynamic_cast<RooSimultaneous*>(fPdf);

	// now check if we have categories to deal with
	if (pdfSim != 0) {
	const RooCategory* cat = dynamic_cast<const RooCategory*>(&(pdfSim->indexCat()));

	// split the data
	TList* datasets = data.split(*cat);
	Int_t num_cats = datasets->GetEntries();

	for(Int_t i= 0; i < num_cats; i++) {
	// set to current category

	const Text_t* cat_name = cat->lookupType(i)->GetName();

	RooAbsData cat_data = dynamic_cast<RooAbsData>(datasets->At(i));
	RooAbsPdf *cat_pdf = pdfSim->getPdf(cat_name);

	RooArgSet* observables = cat_pdf->getObservables(cat_data);
	RooRealVar* x = dynamic_cast<RooRealVar*>(observables->first());

	test_stat += EvaluateADDistance(cat_pdf, cat_data, *x);

	}
	}
	else {
	RooRealVar* obs = dynamic_cast<RooRealVar*>(fPdf->getObservables(data)->first());
	test_stat = EvaluateADDistance(fPdf, data, obs);
	}

	RooMsgService::instance().setGlobalKillBelow(msglevel);

	return test_stat;
	}

	Double_t RooStats::AndersonDarlingTestStat::EvaluateADDistance( RooAbsPdf& pdf, RooAbsData& data, RooRealVar& observable) {

	vector<double_pair > data_points;
	Int_t n_data = data.numEntries();
	Double_t s_data = data.sumEntries();

	const RooArgSet* datavals;
	RooRealVar* observable_val;

	for (int i = 0; i < n_data; i++) {
	datavals = data.get(i);
	observable_val = (RooRealVar*)(datavals->find(observable.GetName()));
	data_points.push_back(double_pair(observable_val->getVal(), data.weight()));
	}

	sort(data_points.begin(), data_points.end(), sort_pairs);

	Double_t test_stat = 0.;
	Double_t current_cdf_val = 0.;
	Double_t last_cdf_val = 0.;
	Double_t empirical_df = 0.;
	Double_t observableval, bin_prob;

	//CDF of the PDF
	RooAbsReal* cdf;

	for(vector<double_pair>::const_iterator d = data_points.begin();
	d != data_points.end()-1; d++) {
	observableval = ((d+1)->first + d->first)/2.; // d->first is middle of bin, want upper edge.
	observable.setVal(observableval);
	cdf = pdf.createCdf(observable, RooFit::ScanAllCdf());
	current_cdf_val = cdf->getVal();
	empirical_df += d->second/s_data;

	if (current_cdf_val >= 1.0)
	break;

	bin_prob = current_cdf_val-last_cdf_val;

	// from L. Demortier, CDF/ANAL/JET/CDFR/3419
	test_stat += s_datapow((empirical_df-current_cdf_val), 2)/current_cdf_val/(1.-current_cdf_val)bin_prob;
	last_cdf_val = current_cdf_val;
	}

	return test_stat;
	}
	#define ROOSTATS_AndersonDarlingTestStat

	#ifndef ROOT_Rtypes
	#include "Rtypes.h"
	#endif

	#include "RooStats/TestStatistic.h"

	#include "RooAbsPdf.h"
	#include "RooAbsData.h"
	#include "RooFitResult.h"
	#include "RooArgSet.h"
	#include "RooRealVar.h"
	#include "RooCategory.h"
	#include "RooSimultaneous.h"

	namespace RooStats {
	class AndersonDarlingTestStat : public TestStatistic {
	public:
	AndersonDarlingTestStat(): fPdf(NULL) { fVarName = "Anderson-Darling Test Statistic"; }
	AndersonDarlingTestStat(RooAbsPdf& pdf) {
	fPdf = &pdf;
	fVarName = "Anderson-Darling Test Statistic";
	}

	~AndersonDarlingTestStat() {}

	Double_t Evaluate(RooAbsData& data, RooArgSet& paramsOfInterest);

	virtual void SetVarName(const char* name) { fVarName = name; }
	virtual const TString GetVarName() const {return fVarName;}


	bool PValueIsRightTail(void) const { return true; }

	Double_t EvaluateADDistance(RooAbsPdf& pdf, RooAbsData& data, RooRealVar& observable);

	private:
	RooAbsPdf* fPdf;
	TString fVarName;

	protected:
	ClassDef(AndersonDarlingTestStat,1)
	};
	}
	#include "TFile.h"
	#include "RooStats/RooStatsUtils.h"
	#include "RooStats/ProofConfig.h"
	#include "RooStats/MinNLLTestStat.h"
	#include "AndersonDarlingTestStat.h"
	#include "RooWorkspace.h"
	#include "RooStats/ModelConfig.h"
	#include "RooStats/ToyMCSampler.h"
	#include "TStopwatch.h"
	#include "TROOT.h"

	using namespace RooFit;
	using namespace RooStats;

	void bkg_fit() {

	gROOT->ProcessLineSync(".L AndersonDarlingTestStat.cc+");
	// Setup
	TFile f("sig_chi_600_200_combined_meas_model.root");

	RooWorkspace* ws = (RooWorkspace*)f.Get("combined");

	RooAbsData* data = ws->data("obsData");
	ModelConfig* model = (ModelConfig*)ws->obj("ModelConfig");

	RooRealVar* poi = (RooRealVar*)model->GetParametersOfInterest()->first();


	// Run the fit to get some reasonable parameters
	poi->setVal(0.);
	poi->setConstant(kTRUE);

	RooArgSet constr;
	constr.add(*(model->GetNuisanceParameters()));
	RemoveConstantParameters(&constr);

	model->GetPdf()->fitTo(*data, RooFit::Constrain(constr), RooFit::PrintLevel(0));

	RooArgSet* params = const_cast<RooArgSet*>(model->GetNuisanceParameters());
	params->add(const_cast<RooArgSet>(model->GetParametersOfInterest()));
	model->SetSnapshot(*params);

	// Set up the test statistic and sampler

	// This doesn't work
	AndersonDarlingTestStat ad(*model->GetPdf());
	ToyMCSampler* mc = new ToyMCSampler(ad, 10);

	// This does
	// MinNLLTestStat nll_ts(*model->GetPdf());
	// ToyMCSampler* mc = new ToyMCSampler(nll_ts, 10);

	mc->SetPdf(*model->GetPdf());
	mc->SetObservables(*model->GetObservables());
	mc->SetGlobalObservables(*model->GetGlobalObservables());
	mc->SetNuisanceParameters(*model->GetNuisanceParameters());
	mc->SetParametersForTestStat(*model->GetParametersOfInterest());

	ProofConfig* pc = new ProofConfig(*ws, 4, "localhost");
	mc->SetProofConfig(pc);

	TStopwatch t;
	params = const_cast<RooArgSet*>(model->GetSnapshot());
	t.Start();
	mc->GetSamplingDistribution(*params);
	t.Stop();
	t.Print();
	}