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BackgroundPrediction_Kinematic_Split_MMR.c
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BackgroundPrediction_Kinematic_Split_MMR.c
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#include <TH1F.h>
#include <TROOT.h>
#include <TFile.h>
#include <TLegend.h>
#include <TCanvas.h>
#include <TProfile.h>
#include <iostream>
#include <TStyle.h>
#include <TPaveText.h>
#include <THStack.h>
#include <TF1.h>
#include <TSystem.h>
#include <TGraphErrors.h>
#include <TF1.h>
#include <TLine.h>
#include <RooPolynomial.h>
int iPeriod = 4;
int iPos = 11;
#include "CMS_lumi.h"
#include <iostream>
void
CMS_lumi( TPad* pad, int iPeriod, int iPosX )
{
bool outOfFrame = false;
if( iPosX/10==0 )
{
outOfFrame = true;
}
int alignY_=3;
int alignX_=2;
if( iPosX/10==0 ) alignX_=1;
if( iPosX==0 ) alignX_=1;
if( iPosX==0 ) alignY_=1;
if( iPosX/10==1 ) alignX_=1;
if( iPosX/10==2 ) alignX_=2;
if( iPosX/10==3 ) alignX_=3;
if( iPosX == 0 ) relPosX = 0.14;
int align_ = 10*alignX_ + alignY_;
float H = pad->GetWh();
float W = pad->GetWw();
float l = pad->GetLeftMargin();
float t = pad->GetTopMargin();
float r = pad->GetRightMargin();
float b = pad->GetBottomMargin();
pad->cd();
TString lumiText;
if( iPeriod==1 )
{
lumiText += lumi_7TeV;
lumiText += " (7 TeV)";
}
else if ( iPeriod==2 )
{
lumiText += lumi_8TeV;
lumiText += " (8 TeV)";
}
else if( iPeriod==3 )
{
lumiText = lumi_8TeV;
lumiText += " (8 TeV)";
lumiText += " + ";
lumiText += lumi_7TeV;
lumiText += " (7 TeV)";
}
else if ( iPeriod==4 )
{
lumiText += lumi_13TeV;
lumiText += " (13 TeV)";
}
else if ( iPeriod==7 )
{
if( outOfFrame ) lumiText += "#scale[0.85]{";
lumiText += lumi_13TeV;
lumiText += " (13 TeV)";
lumiText += " + ";
lumiText += lumi_8TeV;
lumiText += " (8 TeV)";
lumiText += " + ";
lumiText += lumi_7TeV;
lumiText += " (7 TeV)";
if( outOfFrame) lumiText += "}";
}
else if ( iPeriod==12 )
{
lumiText += "8 TeV";
}
else if ( iPeriod==0 )
{
lumiText += lumi_sqrtS;
}
std::cout << lumiText << endl;
TLatex latex;
latex.SetNDC();
latex.SetTextAngle(0);
latex.SetTextColor(kBlack);
float extraTextSize = extraOverCmsTextSize*cmsTextSize;
latex.SetTextFont(42);
latex.SetTextAlign(31);
latex.SetTextSize(lumiTextSize*t);
latex.DrawLatex(1-r,1-t+lumiTextOffset*t,lumiText);
if( outOfFrame )
{
latex.SetTextFont(cmsTextFont);
latex.SetTextAlign(11);
latex.SetTextSize(cmsTextSize*t);
latex.DrawLatex(l,1-t+lumiTextOffset*t,cmsText);
}
pad->cd();
float posX_=0;
if( iPosX%10<=1 )
{
posX_ = l + relPosX*(1-l-r);
}
else if( iPosX%10==2 )
{
posX_ = l + 0.5*(1-l-r);
}
else if( iPosX%10==3 )
{
posX_ = 1-r - relPosX*(1-l-r);
}
float posY_ = 1-t - relPosY*(1-t-b);
if( !outOfFrame )
{
if( drawLogo )
{
posX_ = l + 0.045*(1-l-r)*W/H;
posY_ = 1-t - 0.045*(1-t-b);
float xl_0 = posX_;
float yl_0 = posY_ - 0.15;
float xl_1 = posX_ + 0.15*H/W;
float yl_1 = posY_;
TASImage* CMS_logo = new TASImage("CMS-BW-label.png");
TPad* pad_logo = new TPad("logo","logo", xl_0, yl_0, xl_1, yl_1 );
pad_logo->Draw();
pad_logo->cd();
CMS_logo->Draw("X");
pad_logo->Modified();
pad->cd();
}
else
{
latex.SetTextFont(cmsTextFont);
latex.SetTextSize(cmsTextSize*t);
latex.SetTextAlign(align_);
latex.DrawLatex(posX_, posY_, cmsText);
if( writeExtraText )
{
latex.SetTextFont(extraTextFont);
latex.SetTextAlign(align_);
latex.SetTextSize(extraTextSize*t);
latex.DrawLatex(posX_, posY_- relExtraDY*cmsTextSize*t, extraText);
}
}
}
else if( writeExtraText )
{
if( iPosX==0)
{
posX_ = l + relPosX*(1-l-r);
posY_ = 1-t+lumiTextOffset*t;
}
latex.SetTextFont(extraTextFont);
latex.SetTextSize(extraTextSize*t);
latex.SetTextAlign(align_);
latex.DrawLatex(posX_, posY_, extraText);
}
return;
}
std::string itoa(int i)
{
char res[10];
sprintf(res, "%d", i);
std::string ret(res);
return ret;
}
void BackgroundPrediction_Kinematic_Split_MMR(int range_lo_1, int range_hi_1, double rebin,
int range_lo_2, int range_hi_2,
std::string hist="h_mX_SB_kinFit",
std::string log="lin",
std::string filename="Histograms_MMR_BTagTotal.root",
std::string dest_dir="")
{
gROOT->SetStyle("Plain");
gStyle->SetPadGridX(0);
gStyle->SetPadGridY(0);
gStyle->SetOptStat(0000);
writeExtraText = true;
extraText = "Preliminary";
lumi_13TeV = "35.9 fb^{-1}";
TFile *f_data=new TFile((dest_dir+"/"+filename).c_str());
TH1F *h_mX_SR=(TH1F*)f_data->Get(hist.c_str());
h_mX_SR->Rebin(rebin);
TH1F *h_SR=(TH1F*)f_data->Get("h_mX_SR_kinFit");
double nEventsSR= h_SR->Integral();
char value[1000];
RooRealVar *x_1 = new RooRealVar("x", "m_{X} (GeV)", range_lo_1, range_hi_1);
RooRealVar *x_2 = new RooRealVar("x", "m_{X} (GeV)", range_lo_2, range_hi_2);
RooDataHist pred_1("pred_1", "Data", RooArgList(*x_1), h_mX_SR);
RooDataHist pred_2("pred_2", "Data", RooArgList(*x_2), h_mX_SR);
string type;
RooRealVar par_crystal_0("par_crystal_0", "par_crystal_0", 0.01, 5.1);
RooRealVar par_crystal_1("par_crystal_1", "par_crystal_1", 0.01, 5.1);
RooRealVar par_crystal_2("par_crystal_2", "par_crystal_2", 400, 600);
RooRealVar par_crystal_3("par_crystal_3", "par_crystal_3", 10, 200);
RevCrystalBall f_crystal("f_crystal","f_crystal", *x_1, par_crystal_0, par_crystal_1, par_crystal_2, par_crystal_3);
RooFitResult *r_crystal=f_crystal.fitTo(pred_1, RooFit::Range(range_lo_1, range_hi_1), RooFit::Save());
RooPlot *frame_crystal=x_1->frame();
pred_1.plotOn(frame_crystal, RooFit::LineColor(kBlack), RooFit::MarkerColor(kBlack));
f_crystal.plotOn(frame_crystal, RooFit::VisualizeError(*r_crystal, 1.), RooFit::FillColor(kGray+1), RooFit::FillStyle(3001));
f_crystal.plotOn(frame_crystal, RooFit::LineColor(kBlue+1));
double fitChi2_crystal=frame_crystal->chiSquare();
RooAbsReal* chi2_crystal = f_crystal.createChi2(pred_1);
double pvalue_crystal=TMath::Prob(chi2_crystal->getVal(),int((range_hi_1-range_lo_1)/rebin)-3);
TCanvas *c_crystal=new TCanvas("c_crystal", "c_crystal", 700, 700);
frame_crystal->Draw();
TPaveText *pave_crystal = new TPaveText(0.55,0.7,0.82,0.9,"NDC");
pave_crystal->SetBorderSize(0);
pave_crystal->SetTextSize(0.03);
pave_crystal->SetLineColor(1);
pave_crystal->SetLineStyle(1);
pave_crystal->SetLineWidth(2);
pave_crystal->SetFillColor(0);
pave_crystal->SetFillStyle(0);
pave_crystal->AddText("RevCrystal");
sprintf(value,"par_crystal_0 = %2.3f +- %2.3f",par_crystal_0.getVal(),par_crystal_0.getError());
pave_crystal->AddText(value);
sprintf(value,"par_crystal_1 = %2.3f +- %2.3f",par_crystal_1.getVal(),par_crystal_1.getError());
pave_crystal->AddText(value);
sprintf(value,"par_crystal_2 = %2.3f +- %2.3f",par_crystal_2.getVal(),par_crystal_2.getError());
pave_crystal->AddText(value);
sprintf(value,"par_crystal_3 = %2.3f +- %2.3f",par_crystal_3.getVal(),par_crystal_3.getError());
pave_crystal->AddText(value);
sprintf(value,"range [%d,%d]",range_lo_1,range_hi_1);
pave_crystal->AddText(value);
sprintf(value,"chi^2 %2.1f",fitChi2_crystal);
pave_crystal->AddText(value);
pave_crystal->Draw();
type= "SB_crystal_"+to_string(range_lo_1)+"_"+to_string(range_hi_1);
c_crystal->SaveAs((dest_dir+"/"+"BackgroundFit_"+type+".png").c_str());
RooRealVar par_gaus_exp_0("par_gaus_exp_0", "par_gaus_exp_0", 400, 700);
RooRealVar par_gaus_exp_1("par_gaus_exp_1", "par_gaus_exp_1", 9, 100);
RooRealVar par_gaus_exp_2("par_gaus_exp_2", "par_gaus_exp_2", 0.05, 3.1);
GaussExp f_gaus_exp("f_gaus_exp", "Background Prediction PDF", *x_1, par_gaus_exp_0, par_gaus_exp_1, par_gaus_exp_2);
RooFitResult *r_gaus_exp=f_gaus_exp.fitTo(pred_1, RooFit::Range(range_lo_1, range_hi_1), RooFit::Save());
RooPlot *frame_gaus_exp=x_1->frame();
pred_1.plotOn(frame_gaus_exp, RooFit::LineColor(kBlack), RooFit::MarkerColor(kBlack));
f_gaus_exp.plotOn(frame_gaus_exp, RooFit::VisualizeError(*r_gaus_exp, 1), RooFit::FillColor(kGray+1), RooFit::FillStyle(3001));
f_gaus_exp.plotOn(frame_gaus_exp, RooFit::LineColor(kBlue+1));
double fitChi2_gaus_exp=frame_gaus_exp->chiSquare();
RooAbsReal* chi2_gaus_exp = f_gaus_exp.createChi2(pred_1);
double pvalue_gaus_exp=TMath::Prob(chi2_gaus_exp->getVal(),int((range_hi_1-range_lo_1)/rebin)-3);
TCanvas *c_gaus_exp=new TCanvas("c_gaus_exp", "c_gaus_exp", 700, 700);
frame_gaus_exp->Draw();
TPaveText *pave_gaus_exp = new TPaveText(0.55,0.7,0.82,0.9,"NDC");
pave_gaus_exp->SetBorderSize(0);
pave_gaus_exp->SetTextSize(0.03);
pave_gaus_exp->SetLineColor(1);
pave_gaus_exp->SetLineStyle(1);
pave_gaus_exp->SetLineWidth(2);
pave_gaus_exp->SetFillColor(0);
pave_gaus_exp->SetFillStyle(0);
pave_gaus_exp->AddText("Gaus_Exp");
sprintf(value,"par_gaus_exp_0= %2.3f +- %2.3f",par_gaus_exp_0.getVal(),par_gaus_exp_0.getError());
pave_gaus_exp->AddText(value);
sprintf(value,"par_gaus_exp_1= %2.3f +- %2.3f",par_gaus_exp_1.getVal(),par_gaus_exp_1.getError());
pave_gaus_exp->AddText(value);
sprintf(value,"par_gaus_exp_2= %2.3f +- %2.3f",par_gaus_exp_2.getVal(),par_gaus_exp_2.getError());
pave_gaus_exp->AddText(value);
sprintf(value,"chi^2 %2.1f",fitChi2_gaus_exp);
pave_gaus_exp->AddText(value);
pave_gaus_exp->Draw();
type= "SB_gaus_exp_"+to_string(range_lo_1)+"_"+to_string(range_hi_1);
c_gaus_exp->SaveAs((dest_dir+"/"+"BackgroundFit_"+type+".png").c_str());
RooRealVar par_novo_0("par_novo_0", "par_novo_0", 500, 650);
RooRealVar par_novo_1("par_novo_1", "par_novo_1", 0, 200);
RooRealVar par_novo_2("par_novo_2", "par_novo_2", -100, 100);
RooNovosibirsk f_novo("f_novo", "Background Prediction PDF", *x_2, par_novo_0, par_novo_1, par_novo_2);
RooFitResult *r_novo=f_novo.fitTo(pred_2, RooFit::Range(range_lo_2, range_hi_2), RooFit::Save());
RooPlot *frame_novo=x_2->frame();
pred_2.plotOn(frame_novo, RooFit::LineColor(kBlack), RooFit::MarkerColor(kBlack));
f_novo.plotOn(frame_novo, RooFit::VisualizeError(*r_novo, 1), RooFit::FillColor(kGray+1), RooFit::FillStyle(3001));
f_novo.plotOn(frame_novo, RooFit::LineColor(kBlue+1));
double fitChi2_Novo=frame_novo->chiSquare();
RooAbsReal* chi2_novo = f_novo.createChi2(pred_2);
double pvalue_novo=TMath::Prob(chi2_novo->getVal(),int((range_hi_2-range_lo_2)/rebin)-3);
TCanvas *c_novo=new TCanvas("c_novo", "c_novo", 700, 700);
frame_novo->Draw();
TPaveText *pave_novo = new TPaveText(0.55,0.7,0.82,0.9,"NDC");
pave_novo->SetBorderSize(0);
pave_novo->SetTextSize(0.03);
pave_novo->SetLineColor(1);
pave_novo->SetLineStyle(1);
pave_novo->SetLineWidth(2);
pave_novo->SetFillColor(0);
pave_novo->SetFillStyle(0);
pave_novo->AddText("Novo");
sprintf(value,"par_novo_0= %2.3f +- %2.3f",par_novo_0.getVal(),par_novo_0.getError());
pave_novo->AddText(value);
sprintf(value,"par_novo_1= %2.3f +- %2.3f",par_novo_1.getVal(),par_novo_1.getError());
pave_novo->AddText(value);
sprintf(value,"par_novo_2= %2.3f +- %2.3f",par_novo_2.getVal(),par_novo_2.getError());
pave_novo->AddText(value);
sprintf(value,"range [%d,%d]",range_lo_2,range_hi_2);
pave_novo->AddText(value);
sprintf(value,"chi^2 %2.1f",fitChi2_Novo);
pave_novo->AddText(value);
pave_novo->Draw();
type= "SB_novo_"+to_string(range_lo_2)+"_"+to_string(range_hi_2);
c_novo->SaveAs((dest_dir+"/"+"BackgroundFit_"+type+".png").c_str());
RooRealVar par_crystal_1_0("par_crystal_1_0", "par_crystal_1_0", 0.01, 5.1);
RooRealVar par_crystal_1_1("par_crystal_1_1", "par_crystal_1_1", 0.01, 5.1);
RooRealVar par_crystal_1_2("par_crystal_1_2", "par_crystal_1_2", 400, 700);
RooRealVar par_crystal_1_3("par_crystal_1_3", "par_crystal_1_3", 9, 200);
RevCrystalBall f_crystal_1("f_crystal_1","f_crystal_1", *x_2, par_crystal_1_0, par_crystal_1_1, par_crystal_1_2, par_crystal_1_3);
RooFitResult *r_crystal_1=f_crystal_1.fitTo(pred_2, RooFit::Range(range_lo_2, range_hi_2), RooFit::Save());
RooPlot *frame_crystal_1=x_2->frame();
pred_2.plotOn(frame_crystal_1, RooFit::LineColor(kBlack), RooFit::MarkerColor(kBlack));
f_crystal_1.plotOn(frame_crystal_1, RooFit::VisualizeError(*r_crystal_1, 1), RooFit::FillColor(kGray+1), RooFit::FillStyle(3001));
f_crystal_1.plotOn(frame_crystal_1, RooFit::LineColor(kBlue+1));
double fitChi2_crystal_1=frame_crystal_1->chiSquare();
RooAbsReal* chi2_crystal_1 = f_crystal_1.createChi2(pred_2);
double pvalue_crystal_1=TMath::Prob(chi2_crystal_1->getVal(),int((range_hi_2-range_lo_2)/rebin)-3);
TCanvas *c_crystal_1=new TCanvas("c_crystal_1", "c_crystal_1", 700, 700);
frame_crystal_1->Draw();
TPaveText *pave_crystal_1 = new TPaveText(0.55,0.7,0.82,0.9,"NDC");
pave_crystal_1->SetBorderSize(0);
pave_crystal_1->SetTextSize(0.03);
pave_crystal_1->SetLineColor(1);
pave_crystal_1->SetLineStyle(1);
pave_crystal_1->SetLineWidth(2);
pave_crystal_1->SetFillColor(0);
pave_crystal_1->SetFillStyle(0);
pave_crystal_1->AddText("Revcrystal_1");
sprintf(value,"par_crystal_1_0= %2.3f +- %2.3f",par_crystal_1_0.getVal(),par_crystal_1_0.getError());
pave_crystal_1->AddText(value);
sprintf(value,"par_crystal_1_1= %2.3f +- %2.3f",par_crystal_1_1.getVal(),par_crystal_1_1.getError());
pave_crystal_1->AddText(value);
sprintf(value,"par_crystal_1_2= %2.3f +- %2.3f",par_crystal_1_2.getVal(),par_crystal_1_2.getError());
pave_crystal_1->AddText(value);
sprintf(value,"par_crystal_1_3= %2.3f +- %2.3f",par_crystal_1_3.getVal(),par_crystal_1_3.getError());
pave_crystal_1->AddText(value);
sprintf(value,"range [%d,%d]",range_lo_2,range_hi_2);
pave_crystal_1->AddText(value);
sprintf(value,"chi^2 %2.1f",fitChi2_crystal_1);
pave_crystal_1->AddText(value);
pave_crystal_1->Draw();
type= "SB_crystal_1_"+to_string(range_lo_2)+"_"+to_string(range_hi_2);
c_crystal_1->SaveAs((dest_dir+"/"+"BackgroundFit_"+type+".png").c_str());
/*
RooRealVar par_gaus_bern_0("par_gaus_bern_0", "par_gaus_bern_0", 0.);
par_gaus_bern_0.setConstant(1);
RooRealVar par_gaus_bern_1("par_gaus_bern_1", "par_gaus_bern_1", 10, 1. , 100.);
RooRealVar par_gaus_bern_2("par_gaus_bern_2", "par_gaus_bern_2", 260, 160., 600. );
RooRealVar *par_gaus_bern_3, *par_gaus_bern_4, *par_gaus_bern_5, *par_gaus_bern_6, *par_gaus_bern_7, *bpar_gaus_bern_8;
par_gaus_bern_3=new RooRealVar("par_gaus_bern_3", "par_gaus_bern_3", 5.);
par_gaus_bern_3->setConstant(1);
par_gaus_bern_4=new RooRealVar("par_gaus_bern_4", "par_gaus_bern_4", 3, -10., 10.);
par_gaus_bern_5=new RooRealVar("par_gaus_bern_5", "par_gaus_bern_5", 1, -10., 10.);
par_gaus_bern_6=new RooRealVar("par_gaus_bern_6", "par_gaus_bern_6", -10., 10.);
par_gaus_bern_7=new RooRealVar("par_gaus_bern_7", "par_gaus_bern_7", -10., 10.);
par_gaus_bern_8=new RooRealVar("par_gaus_bern_8", "par_gaus_bern_8", -10., 5.);
RooGaussStepBernstein f_gaus_bern("f_gaus_bern","f_gaus_bern",*x_2, par_gaus_bern_0, par_gaus_bern_1, par_gaus_bern_2, RooArgList(*par_gaus_bern_3, *par_gaus_bern_4, *par_gaus_bern_5)); //, *par_gaus_bern_6));
RooFitResult *r_gaus_bern=f_gaus_bern.fitTo(pred_2, RooFit::Range(range_lo_2, range_hi_2), RooFit::Save());
RooPlot *frame_gaus_bern=x_2->frame();
pred_2.plotOn(frame_gaus_bern, RooFit::LineColor(kBlack), RooFit::MarkerColor(kBlack));
f_gaus_bern.plotOn(frame_gaus_bern, RooFit::VisualizeError(*r_gaus_bern, 1), RooFit::FillColor(kGray+1), RooFit::FillStyle(3001));
f_gaus_bern.plotOn(frame_gaus_bern, RooFit::LineColor(kBlue+1));
double fitChi2_gaus_bern=frame_gaus_bern->chiSquare();
RooAbsReal* chi2_gaus_bern = f_gaus_bern.createChi2(pred_2);
double pvalue_gaus_bern=TMath::Prob(chi2_gaus_bern->getVal(),int((range_hi_2-range_lo_2)/rebin)-3);
TCanvas *c_gaus_bern=new TCanvas("c_gaus_bern", "c_gaus_bern", 700, 700);
frame_gaus_bern->Draw();
TPaveText *pave_gaus_bern = new TPaveText(0.55,0.7,0.82,0.9,"NDC");
pave_gaus_bern->SetBorderSize(0);
pave_gaus_bern->SetTextSize(0.03);
pave_gaus_bern->SetLineColor(1);
pave_gaus_bern->SetLineStyle(1);
pave_gaus_bern->SetLineWidth(2);
pave_gaus_bern->SetFillColor(0);
pave_gaus_bern->SetFillStyle(0);
pave_gaus_bern->AddText("Gaus_bern");
sprintf(value,"par_gaus_bern_0= %2.3f +- %2.3f",par_gaus_bern_0.getVal(),par_gaus_bern_0.getError());
pave_gaus_bern->AddText(value);
sprintf(value,"par_gaus_bern_1= %2.3f +- %2.3f",par_gaus_bern_1.getVal(),par_gaus_bern_1.getError());
pave_gaus_bern->AddText(value);
sprintf(value,"par_gaus_bern_2= %2.3f +- %2.3f",par_gaus_bern_2.getVal(),par_gaus_bern_2.getError());
pave_gaus_bern->AddText(value);
sprintf(value,"par_gaus_bern_3= %2.3f +- %2.3f",par_gaus_bern_3->getVal(),par_gaus_bern_3->getError());
pave_gaus_bern->AddText(value);
sprintf(value,"par_gaus_bern_4= %2.3f +- %2.3f",par_gaus_bern_4->getVal(),par_gaus_bern_4->getError());
pave_gaus_bern->AddText(value);
sprintf(value,"par_gaus_bern_5= %2.3f +- %2.3f",par_gaus_bern_5->getVal(),par_gaus_bern_5->getError());
pave_gaus_bern->AddText(value);
sprintf(value,"par_gaus_bern_6= %2.3f +- %2.3f",par_gaus_bern_6->getVal(),par_gaus_bern_6->getError());
pave_gaus_bern->AddText(value);
sprintf(value,"range [%d,%d]",range_lo_2,range_hi_2);
pave_gaus_bern->AddText(value);
sprintf(value,"chi^2 %2.1f",fitChi2_gaus_bern);
pave_gaus_bern->AddText(value);
pave_gaus_bern->Draw();
type= "SB_gaus_bern_"+to_string(range_lo_2)+"_"+to_string(range_hi_2);
c_gaus_bern->SaveAs((dest_dir+"/"+"BackgroundFit_"+type+".png").c_str());
RooRealVar par_landau_0("par_landau_0","par_landau_0",5.54e+02,4.5e+02,6e+02) ;
RooRealVar par_landau_1("par_landau_1","par_landau_1",2.5e+01,18,30) ;
RooLandau f_landau("f_landau","f_landau",*x_2, par_landau_0, par_landau_1);
RooFitResult *r_landau=f_landau.fitTo(pred_2, RooFit::Range(range_lo_2, range_hi_2), RooFit::Save());
RooPlot *frame_landau=x_2->frame();
pred_2.plotOn(frame_landau, RooFit::LineColor(kBlack), RooFit::MarkerColor(kBlack));
f_landau.plotOn(frame_landau, RooFit::VisualizeError(*r_landau, 1), RooFit::FillColor(kGray+1), RooFit::FillStyle(3001));
f_landau.plotOn(frame_landau, RooFit::LineColor(kBlue+1));
double fitChi2_landau=frame_landau->chiSquare();
RooAbsReal* chi2_landau = f_landau.createChi2(pred_2);
double pvalue_landau=TMath::Prob(chi2_landau->getVal(),int((range_hi_2-range_lo_2)/rebin)-3);
TCanvas *c_landau=new TCanvas("c_landau", "c_landau", 700, 700);
frame_landau->Draw();
TPaveText *pave_landau = new TPaveText(0.55,0.7,0.82,0.9,"NDC");
pave_landau->SetBorderSize(0);
pave_landau->SetTextSize(0.03);
pave_landau->SetLineColor(1);
pave_landau->SetLineStyle(1);
pave_landau->SetLineWidth(2);
pave_landau->SetFillColor(0);
pave_landau->SetFillStyle(0);
pave_landau->AddText("Landau");
sprintf(value,"par_landau_0= %2.3f +- %2.3f",par_landau_0.getVal(),par_landau_0.getError());
pave_landau->AddText(value);
sprintf(value,"par_landau_1= %2.3f +- %2.3f",par_landau_1.getVal(),par_landau_1.getError());
pave_landau->AddText(value);
sprintf(value,"range [%d,%d]",range_lo_2,range_hi_2);
pave_landau->AddText(value);
sprintf(value,"chi^2 %2.1f",fitChi2_landau);
pave_landau->AddText(value);
pave_landau->Draw();
type= "SB_landau_"+to_string(range_lo_2)+"_"+to_string(range_hi_2);
c_landau->SaveAs((dest_dir+"/"+"BackgroundFit_"+type+".png").c_str());
*/
TH1* hh_pdf = f_gaus_exp.createHistogram("hh", *x_1, RooFit::Binning(1000,range_hi_1, range_hi_1)) ;
TH1* hh_pdf_11 = f_crystal.createHistogram("hh1", *x_1, RooFit::Binning(1000,range_hi_1, range_hi_1)) ;
//TH1* hh_pdf_11 = f_novo.createHistogram("hh1", *x_1, RooFit::Binning(1000,range_hi_1, range_hi_1)) ;
TH1* hh_pdf_2 = f_gaus_exp.createHistogram("difference_1", *x_1, RooFit::Binning(1000,range_hi_1, range_hi_1)) ;
TH1* hh_pdf_4 = f_gaus_exp.createHistogram("sum", *x_1, RooFit::Binning(1000,range_hi_1, range_hi_1)) ;
TH1* hh_pdf_5 = f_gaus_exp.createHistogram("ratio", *x_1, RooFit::Binning(1000,range_hi_1, range_hi_1)) ;
hh_pdf_5->SetLineColor(kRed);
hh_pdf_2->Add(hh_pdf_11,-1);
hh_pdf_4->Add(hh_pdf_11,1);
hh_pdf_4->Scale(0.5);
hh_pdf_5->Add(hh_pdf,-1);
hh_pdf_5->Add(hh_pdf_2,1);
hh_pdf_5->Divide(hh_pdf_4);
hh_pdf_5->GetYaxis()->SetRangeUser(-1,1);
new TCanvas; hh_pdf_5->Draw();
TH1* hh_pdf_1 = f_novo.createHistogram("hh_1", *x_2, RooFit::Binning(1000,range_hi_2, range_hi_2)) ;
TH1* hh_pdf_1_1 = f_crystal_1.createHistogram("hh1_1", *x_2, RooFit::Binning(1000,range_hi_2, range_hi_2)) ;
//TH1* hh_pdf_1_1 = f_gaus_bern.createHistogram("hh1_1", *x_2, RooFit::Binning(1000,range_hi_2, range_hi_2)) ;
//TH1* hh_pdf_1_1 = f_gaus_exp.createHistogram("hh1_1", *x_2, RooFit::Binning(1000,range_hi_2, range_hi_2)) ;
//TH1* hh_pdf_1_1 = f_landau.createHistogram("hh1_1", *x_2, RooFit::Binning(1000,range_hi_2, range_hi_2)) ;
TH1* hh_pdf_2_1 = f_novo.createHistogram("difference_1_1", *x_2, RooFit::Binning(1000,range_hi_2, range_hi_2)) ;
TH1* hh_pdf_4_1 = f_novo.createHistogram("sum_1", *x_2, RooFit::Binning(1000,range_hi_2, range_hi_2)) ;
TH1* hh_pdf_5_1 = f_novo.createHistogram("ratio_1", *x_2, RooFit::Binning(1000,range_hi_2, range_hi_2)) ;
hh_pdf_5_1->SetLineColor(kRed);
hh_pdf_2_1->Add(hh_pdf_1_1,-1);
hh_pdf_4_1->Add(hh_pdf_1_1,1);
hh_pdf_4_1->Scale(0.5);
hh_pdf_5_1->Add(hh_pdf_1,-1);
hh_pdf_5_1->Add(hh_pdf_2_1,1);
hh_pdf_5_1->Divide(hh_pdf_4_1);
hh_pdf_5_1->GetYaxis()->SetRangeUser(-1,1);
new TCanvas; hh_pdf_5_1->Draw();
double xPad = 0.3;
TCanvas *c_gaus_exp_1=new TCanvas("c_gaus_exp_1", "c_gaus_exp_1", 700*(1.-xPad), 700);
c_gaus_exp_1->SetFillStyle(4000);
c_gaus_exp_1->SetFrameFillColor(0);
TPad *p_1=new TPad("p_1", "p_1", 0, xPad, 1, 1);
p_1->SetFillStyle(4000);
p_1->SetFrameFillColor(0);
p_1->SetBottomMargin(0.02);
TPad* p_2 = new TPad("p_2", "p_2",0,0,1,xPad);
p_2->SetBottomMargin((1.-xPad)/xPad*0.13);
p_2->SetTopMargin(0.03);
p_2->SetFillColor(0);
p_2->SetBorderMode(0);
p_2->SetBorderSize(2);
p_2->SetFrameBorderMode(0);
p_2->SetFrameBorderMode(0);
p_1->Draw();
p_2->Draw();
p_1->cd();
RooPlot *frame_gaus_exp_1=x_1->frame();
pred_1.plotOn(frame_gaus_exp_1, RooFit::LineColor(kBlack), RooFit::MarkerColor(kBlack));
f_gaus_exp.plotOn(frame_gaus_exp_1, RooFit::VisualizeError(*r_gaus_exp, 1), RooFit::FillColor(kBlack), RooFit::FillStyle(3004));
f_crystal.plotOn(frame_gaus_exp_1, RooFit::VisualizeError(*r_crystal, 1), RooFit::FillColor(kRed+1), RooFit::FillStyle(3001));
f_gaus_exp.plotOn(frame_gaus_exp_1, RooFit::LineColor(kBlack), RooFit::LineWidth(6));
f_crystal.plotOn(frame_gaus_exp_1, RooFit::LineColor(kRed), RooFit::LineWidth(3), RooFit::LineStyle(kDashed) );
if (log=="log") frame_gaus_exp_1->GetYaxis()->SetRangeUser(1e-4, h_mX_SR->GetMaximum()*5.);
else frame_gaus_exp_1->GetYaxis()->SetRangeUser(0, h_mX_SR->GetMaximum()*1.2);
frame_gaus_exp_1->GetXaxis()->SetLabelOffset(0.03);
frame_gaus_exp_1->GetYaxis()->SetLabelFont(42);
frame_gaus_exp_1->GetYaxis()->SetTitleFont(42);
frame_gaus_exp_1->GetYaxis()->SetTitleOffset(1.25);
frame_gaus_exp_1->Draw("same");
frame_gaus_exp_1->SetTitle(("; m_{X} (GeV); Events / "+itoa(h_mX_SR->GetBinWidth(1))+" GeV").c_str());
if (log=="log") p_1->SetLogy();
TPaveText *pave = new TPaveText(0.65,0.57,0.83,0.72,"NDC");
pave->SetBorderSize(0);
pave->SetTextSize(0.03);
pave->SetLineColor(1);
pave->SetLineStyle(1);
pave->SetLineWidth(2);
pave->SetFillColor(0);
pave->SetFillStyle(0);
char name[1000];
char name1[1000];
if (hist.substr(0,7)=="h_mX_SB") {
sprintf(name,"SB_gaus_exp #chi^{2}/n = %.2f",fitChi2_gaus_exp);
sprintf(name1,"p-value_gaus_exp = %.2f",pvalue_gaus_exp);
}
else sprintf(name,"SR_gaus_exp #chi^{2}/n = %.2f",fitChi2_gaus_exp);
pave->AddText(name);
pave->AddText(name1);
if (hist.substr(0,7)=="h_mX_SB") {
sprintf(name,"SB_crystal #chi^{2}/n = %.2f",fitChi2_crystal);
sprintf(name1,"p-value_crystal = %.2f",pvalue_crystal);
}
else sprintf(name,"SR_crystal #chi^{2}/n = %.2f",fitChi2_crystal);
pave->AddText(name);
pave->AddText(name1);
pave->Draw();
TLatex * tPrel = new TLatex();
tPrel->SetNDC();
tPrel->SetTextColor(kBlack);
tPrel->SetTextSize(0.04);
TLegend *leg = new TLegend(0.61, 0.72,0.75,0.89,NULL,"brNDC");
leg->SetBorderSize(0);
leg->SetTextSize(0.035);
leg->SetLineColor(1);
leg->SetLineStyle(1);
leg->SetLineWidth(2);
leg->SetFillColor(0);
leg->SetFillStyle(0);
h_mX_SR->SetMarkerStyle(20);
if (hist.substr(0,7)=="h_mX_SB"){
h_mX_SR->SetLineColor(kBlack);
h_mX_SR->SetMarkerColor(kBlack);
leg->AddEntry(h_mX_SR, "Data in SB", "ep");
}
else leg->AddEntry(h_mX_SR, "Data in SR", "ep");
TH1F * temp = new TH1F("temp", "temp", 100, 0,1); temp->SetLineWidth(2); temp->SetLineColor(kBlack);
leg->AddEntry(temp, "GaussExp fit", "l");
TH1F * temp1 = new TH1F("temp1", "temp1", 100, 0,1); temp1->SetLineWidth(2);
temp1->SetLineColor(kRed);
leg->AddEntry(temp1, "CrystalBall fit", "l");
leg->Draw();
CMS_lumi( p_1, iPeriod, iPos );
p_2->cd();
RooHist *hpull, *hpull1;
hpull = frame_gaus_exp->pullHist();
hpull->SetLineWidth(2);
hpull1 = frame_crystal->pullHist();
hpull1->SetMarkerColor(kRed);
hpull1->SetLineStyle(kDashed);
hpull1->SetMarkerSize(0.6);
hpull1->SetLineColor(kRed);
RooPlot* frameP = x_1->frame() ;
frameP->SetTitle("; m_{X} (GeV); Pull");
frameP->addPlotable(hpull,"P");
frameP->addPlotable(hpull1,"P same");
frameP->GetYaxis()->SetTitleSize(0.07);
frameP->GetYaxis()->SetTitleOffset(0.5);
frameP->GetXaxis()->SetTitleSize(0.09);
frameP->GetXaxis()->SetTitleOffset(1.0);
frameP->GetXaxis()->SetLabelSize(0.07);
frameP->GetYaxis()->SetLabelSize(0.06);
frameP->Draw();
TLine *line=new TLine(range_lo_1, 0, range_hi_1, 0);
line->SetLineWidth(2);
line->Draw();
string tag;
if (hist.substr(0,7)=="h_mX_SB") tag="SB";
else tag="SR";
c_gaus_exp_1->SaveAs((dest_dir+"/"+"BackgroundFit_"+tag+"_Split_1.png").c_str());
c_gaus_exp_1->SaveAs((dest_dir+"/"+"BackgroundFit_"+tag+"_Split_1.pdf").c_str());
TCanvas *c_novo_1=new TCanvas("c_novo_1", "c_novo_1", 700*(1.-xPad), 700);
c_novo_1->SetFillStyle(4000);
c_novo_1->SetFrameFillColor(0);
TPad *p_3=new TPad("p_3", "p_3", 0, xPad, 1, 1);
p_3->SetFillStyle(4000);
p_3->SetFrameFillColor(0);
p_3->SetBottomMargin(0.02);
TPad* p_4 = new TPad("p_4", "p_4",0,0,1,xPad);
p_4->SetBottomMargin((1.-xPad)/xPad*0.13);
p_4->SetTopMargin(0.03);
p_4->SetFillColor(0);
p_4->SetBorderMode(0);
p_4->SetBorderSize(2);
p_4->SetFrameBorderMode(0);
p_4->SetFrameBorderMode(0);
p_3->Draw();
p_4->Draw();
p_3->cd();
RooPlot *frame_novo_1=x_2->frame();
pred_2.plotOn(frame_novo_1, RooFit::LineColor(kBlack), RooFit::MarkerColor(kBlack));
f_crystal_1.plotOn(frame_novo_1, RooFit::VisualizeError(*r_crystal_1, 1), RooFit::FillColor(kBlack), RooFit::FillStyle(3001));
f_novo.plotOn(frame_novo_1, RooFit::VisualizeError(*r_novo, 1), RooFit::FillColor(kRed+1), RooFit::FillStyle(3004));
f_crystal_1.plotOn(frame_novo_1, RooFit::LineColor(kBlack), RooFit::LineWidth(6));
f_novo.plotOn(frame_novo_1, RooFit::LineColor(kRed), RooFit::LineWidth(3), RooFit::LineStyle(kDashed) );
if (log=="log") frame_novo_1->GetYaxis()->SetRangeUser(1e-4, h_mX_SR->GetMaximum()*5);
else frame_novo_1->GetYaxis()->SetRangeUser(0, h_mX_SR->GetMaximum()*1.2);
frame_novo_1->GetXaxis()->SetLabelOffset(0.03);
frame_novo_1->GetYaxis()->SetLabelFont(42);
frame_novo_1->GetYaxis()->SetTitleFont(42);
frame_novo_1->GetYaxis()->SetTitleOffset(1.25);
frame_novo_1->Draw("same");
frame_novo_1->SetTitle(("; m_{X} (GeV); Events / "+itoa(h_mX_SR->GetBinWidth(1))+" GeV").c_str());
if (log=="log") p_3->SetLogy();
TPaveText *pave_1 = new TPaveText(0.65,0.57,0.85,0.72,"NDC");
pave_1->SetBorderSize(0);
pave_1->SetTextSize(0.03);
pave_1->SetLineColor(1);
pave_1->SetLineStyle(1);
pave_1->SetLineWidth(2);
pave_1->SetFillColor(0);
pave_1->SetFillStyle(0);
char name_1[1000];
char name_11[1000];
if (hist.substr(0,7)=="h_mX_SB") {
sprintf(name_1,"SB_crystal #chi^{2}/n = %.2f",fitChi2_crystal_1);
sprintf(name_11,"p-value_crystal = %.2f",pvalue_crystal_1);
}
else sprintf(name_1,"SR_crystal #chi^{2}/n = %.2f",fitChi2_crystal_1);
pave_1->AddText(name_1);
pave_1->AddText(name_11);
if (hist.substr(0,7)=="h_mX_SB") {
sprintf(name_1,"SB_novo #chi^{2}/n = %.2f",fitChi2_Novo);
sprintf(name_11,"p-value_novo = %.2f",pvalue_novo);
}
else sprintf(name_1,"SR_novo #chi^{2}/n = %.2f",fitChi2_Novo);
pave_1->AddText(name_1);
pave_1->AddText(name_11);
pave_1->Draw();
TLatex * tPrel_1 = new TLatex();
tPrel_1->SetNDC();
tPrel_1->SetTextColor(kBlack);
tPrel_1->SetTextSize(0.04);
TLegend *leg_1 = new TLegend(0.61, 0.72,0.75,0.89,NULL,"brNDC");
leg_1->SetBorderSize(0);
leg_1->SetTextSize(0.035);
leg_1->SetLineColor(1);
leg_1->SetLineStyle(1);
leg_1->SetLineWidth(2);
leg_1->SetFillColor(0);
leg_1->SetFillStyle(0);
h_mX_SR->SetMarkerStyle(20);
if (hist.substr(0,7)=="h_mX_SB"){
h_mX_SR->SetLineColor(kBlack);
h_mX_SR->SetMarkerColor(kBlack);
leg_1->AddEntry(h_mX_SR, "Data in SB", "ep");
}
else leg_1->AddEntry(h_mX_SR, "Data in SR", "ep");
TH1F* temp_1 = new TH1F("temp_1", "temp_1", 100, 0,1); temp_1->SetLineWidth(2); temp_1->SetLineColor(kRed);
TH1F* temp_11 = new TH1F("temp_11", "temp_11", 100, 0,1); temp_11->SetLineWidth(2);
temp_11->SetLineColor(kBlack);
leg_1->AddEntry(temp_11, "CrystalBall fit", "l");
leg_1->AddEntry(temp_1, "Novorsibisk fit", "l");
leg_1->Draw();
CMS_lumi( p_3, iPeriod, iPos );
p_4->cd();
RooHist *hpull_1, *hpull_11;
hpull_1 = frame_novo->pullHist();
hpull_1->SetLineWidth(2);
hpull_11 = frame_crystal_1->pullHist();
hpull_11->SetLineStyle(kDashed);
hpull_11->SetLineColor(kRed);
hpull_11->SetMarkerSize(0.6);
hpull_11->SetMarkerColor(kRed);
RooPlot* frameP_1 = x_2->frame() ;
frameP_1->SetTitle("; m_{X} (GeV); Pull");
frameP_1->addPlotable(hpull_1,"P");
frameP_1->addPlotable(hpull_11,"P same");
frameP_1->GetYaxis()->SetTitleSize(0.07);
frameP_1->GetYaxis()->SetTitleOffset(0.5);
frameP_1->GetXaxis()->SetTitleSize(0.09);
frameP_1->GetXaxis()->SetTitleOffset(1.0);
frameP_1->GetXaxis()->SetLabelSize(0.07);
frameP_1->GetYaxis()->SetLabelSize(0.06);
frameP_1->Draw();
TLine *line_1=new TLine(range_lo_2, 0, range_hi_2, 0);
line_1->SetLineWidth(2);
line_1->Draw();
c_novo_1->SaveAs((dest_dir+"/"+"BackgroundFit_"+tag+"_Split_2.png").c_str());
c_novo_1->SaveAs((dest_dir+"/"+"BackgroundFit_"+tag+"_Split_2.pdf").c_str());
TH1F *h_mX_SR_fakeData=(TH1F*)h_mX_SR->Clone("h_mX_SR_fakeData");
h_mX_SR_fakeData->Scale(nEventsSR/h_mX_SR_fakeData->GetSumOfWeights());
RooDataHist data_obs_crystal(Form("data_obs_crystal_%d_%d",range_lo_1, range_hi_1), "Data", RooArgList(*x_1), h_mX_SR_fakeData);
RooDataHist data_obs_gaus_exp(Form("data_obs_gaus_exp_%d_%d",range_lo_1, range_hi_1), "Data", RooArgList(*x_1), h_mX_SR_fakeData);
RooDataHist data_obs_novo(Form("data_obs_novo_%d_%d",range_lo_2, range_hi_2), "Data", RooArgList(*x_2), h_mX_SR_fakeData);
RooDataHist data_obs_crystal_1(Form("data_obs_crystal_1_%d_%d",range_lo_2, range_hi_2), "Data", RooArgList(*x_2), h_mX_SR_fakeData);
//RooDataHist data_obs_gaus_bern(Form("data_obs_gaus_bern_%d_%d",range_lo_2, range_hi_2), "Data", RooArgList(*x_2), h_mX_SR_fakeData);
//RooDataHist data_obs_landau(Form("data_obs_landau_%d_%d",range_lo_2, range_hi_2), "Data", RooArgList(*x_2), h_mX_SR_fakeData);
RooRealVar f_crystal_norm("f_crystal_norm","f_crystal_norm",h_mX_SR_fakeData->Integral(h_mX_SR_fakeData->FindBin(range_lo_1),h_mX_SR_fakeData->FindBin(range_hi_1)));
RooWorkspace *w_background_crystal=new RooWorkspace("HbbHbb");
w_background_crystal->import(data_obs_crystal);
w_background_crystal->import(f_crystal);
//w_background_crystal->import(f_crystal_norm);
w_background_crystal->SaveAs((dest_dir+"/"+Form("w_background_crystal_%d_%d.root",range_lo_1,range_hi_1)).c_str());
RooRealVar f_gaus_exp_norm("f_gaus_exp_norm","f_gaus_exp_norm",h_mX_SR_fakeData->Integral(h_mX_SR_fakeData->FindBin(range_lo_1),h_mX_SR_fakeData->FindBin(range_hi_1)));
RooWorkspace *w_background_gaus_exp=new RooWorkspace("HbbHbb");
w_background_gaus_exp->import(data_obs_gaus_exp);
w_background_gaus_exp->import(f_gaus_exp);
//w_background_gaus_exp->import(f_gaus_exp_norm);
w_background_gaus_exp->SaveAs((dest_dir+"/"+Form("w_background_gaus_exp_%d_%d.root",range_lo_1,range_hi_1)).c_str());
RooRealVar f_novo_norm("f_novo_norm","f_novo_norm",h_mX_SR_fakeData->Integral(h_mX_SR_fakeData->FindBin(range_lo_2),h_mX_SR_fakeData->FindBin(range_hi_2)));
RooWorkspace *w_background_novo=new RooWorkspace("HbbHbb");
w_background_novo->import(data_obs_novo);
w_background_novo->import(f_novo);
//w_background_novo->import(f_novo_norm);
w_background_novo->SaveAs((dest_dir+"/"+Form("w_background_novo_%d_%d.root",range_lo_2,range_hi_2)).c_str());
RooRealVar f_crystal_1_norm("f_crystal_1_norm","f_crystal_1_norm",h_mX_SR_fakeData->Integral(h_mX_SR_fakeData->FindBin(range_lo_2),h_mX_SR_fakeData->FindBin(range_hi_2)));
RooWorkspace *w_background_crystal_1=new RooWorkspace("HbbHbb");
w_background_crystal_1->import(data_obs_crystal_1);
w_background_crystal_1->import(f_crystal_1);
//w_background_crystal_1->import(f_crystal_1_norm);
w_background_crystal_1->SaveAs((dest_dir+"/"+Form("w_background_crystal_1_%d_%d.root",range_lo_2,range_hi_2)).c_str());
/*
RooWorkspace *w_background_gaus_bern=new RooWorkspace("HbbHbb");
w_background_gaus_bern->import(data_obs_gaus_bern);
w_background_gaus_bern->import(f_gaus_bern);
w_background_gaus_bern->SaveAs((dest_dir+"/"+Form("w_background_gaus_bern_%d_%d.root",range_lo_2,range_hi_2)).c_str());
RooWorkspace *w_background_landau=new RooWorkspace("HbbHbb");
w_background_landau->import(data_obs_landau);
w_background_landau->import(f_landau);
w_background_landau->SaveAs((dest_dir+"/"+Form("w_background_landau_%d_%d.root",range_lo_2,range_hi_2)).c_str());
*/
std::cout<<" === RooFit data fit result to be entered in datacard === "<<std::endl;
std::cout<<Form(" Background number of crystal_%d_%d = ", range_lo_1, range_hi_1)<<h_mX_SR_fakeData->Integral(h_mX_SR_fakeData->FindBin(range_lo_1),h_mX_SR_fakeData->FindBin(range_hi_1))<<std::endl;
std::cout<<Form(" Background number of gaus_exp_%d_%d = ", range_lo_1, range_hi_1)<<h_mX_SR_fakeData->Integral(h_mX_SR_fakeData->FindBin(range_lo_1),h_mX_SR_fakeData->FindBin(range_hi_1))<<std::endl;
std::cout<<Form(" Background number of novo_%d_%d = ", range_lo_2, range_hi_2)<<h_mX_SR_fakeData->Integral(h_mX_SR_fakeData->FindBin(range_lo_2),h_mX_SR_fakeData->FindBin(range_hi_2))<<std::endl;
std::cout<<Form(" Background number of crystal_1_%d_%d = ", range_lo_2, range_hi_2)<<h_mX_SR_fakeData->Integral(h_mX_SR_fakeData->FindBin(range_lo_2),h_mX_SR_fakeData->FindBin(range_hi_2))<<std::endl;
std::cout<<"par_crystal_0 param "<<par_crystal_0.getVal()<<" "<<par_crystal_0.getError()<<std::endl;
std::cout<<"par_crystal_1 param "<<par_crystal_1.getVal()<<" "<<par_crystal_1.getError()<<std::endl;
std::cout<<"par_crystal_2 param "<<par_crystal_2.getVal()<<" "<<par_crystal_2.getError()<<std::endl;
std::cout<<"par_crystal_3 param "<<par_crystal_3.getVal()<<" "<<par_crystal_3.getError()<<std::endl;
std::cout<<"par_crystal_1_0 param "<<par_crystal_1_0.getVal()<<" "<<par_crystal_1_0.getError()<<std::endl;
std::cout<<"par_crystal_1_1 param "<<par_crystal_1_1.getVal()<<" "<<par_crystal_1_1.getError()<<std::endl;
std::cout<<"par_crystal_1_2 param "<<par_crystal_1_2.getVal()<<" "<<par_crystal_1_2.getError()<<std::endl;
std::cout<<"par_crystal_1_3 param "<<par_crystal_1_3.getVal()<<" "<<par_crystal_1_3.getError()<<std::endl;
std::cout<<"par_gaus_exp_0 param "<<par_gaus_exp_0.getVal()<<" "<<par_gaus_exp_0.getError()<<std::endl;
std::cout<<"par_gaus_exp_1 param "<<par_gaus_exp_1.getVal()<<" "<<par_gaus_exp_1.getError()<<std::endl;
std::cout<<"par_gaus_exp_2 param "<<par_gaus_exp_2.getVal()<<" "<<par_gaus_exp_2.getError()<<std::endl;
std::cout<<"par_novo_0 param "<<par_novo_0.getVal()<<" "<<par_novo_0.getError()<<std::endl;
std::cout<<"par_novo_1 param "<<par_novo_1.getVal()<<" "<<par_novo_1.getError()<<std::endl;
std::cout<<"par_novo_2 param "<<par_novo_2.getVal()<<" "<<par_novo_2.getError()<<std::endl;
}