示例#1
0
TGraphErrors *ReadMWGraph(const char *name, Int_t flag)
{
  Double_t xreject = 0.49;

  TGraphErrors *g = new TGraphErrors(name);
  if (g->IsZombie()) return 0;
  while (g->GetX()[0] < xreject)
    g->RemovePoint(0);

  TGraphErrors *g2 = new TGraphErrors(name);
  if (g2->IsZombie()) return 0;
  while (g2->GetX()[0] < xreject)
    g2->RemovePoint(0);
  g2->SetMarkerStyle(4);
  g2->SetMarkerSize(1.00);
  g2->SetMarkerColor(kBlack);
  g2->SetLineColor(kBlack);

  TGraphErrors *gsys = new TGraphErrors(name, "%lg %lg %lg %*lg %lg");
  if (gsys->IsZombie()) return 0;
  while (gsys->GetX()[0] < xreject)
    gsys->RemovePoint(0);
  for (Int_t i = 0; i < gsys->GetN(); i++)
    gsys->SetPointError(i, gsys->GetErrorX(i)*0.75, gsys->GetErrorY(i));
  gsys->SetFillColor(kGray+2);
  gsys->SetLineColor(kGray+2);
  gsys->SetFillStyle(3000);

  if (flag == 1 || flag == 3) {
    TGraphErrors *gt = new TGraphErrors(Form("%s_%s", name, "trues"));
    if (gt->IsZombie()) return 0;
    while (gt->GetX()[0] < xreject)
      gt->RemovePoint(0);
    gt->SetMarkerStyle(20);
    gt->SetMarkerSize(0.75);
    gt->SetMarkerColor(kGreen+1);
    gt->SetLineColor(kGreen+1);

    TGraphErrors *gbw = new TGraphErrors(Form("%s_%s", name, "gen"));
    if (gbw->IsZombie()) return 0;
    while (gbw->GetX()[0] < xreject)
      gbw->RemovePoint(0);
    gbw->SetMarkerStyle(20);
    gbw->SetMarkerSize(0.75);
    gbw->SetMarkerColor(kBlue+1);
    gbw->SetLineColor(kBlue+1);

    for (Int_t i = 0; i < g->GetN(); i++) {
      g->SetPointError(i, g->GetEX()[i], 0.);
      gt->SetPointError(i, gt->GetEX()[i], 0.);
      gbw->SetPointError(i, gbw->GetEX()[i], 0.);
    }

    for (Int_t i = 0; i < g2->GetN(); i++) {
      g2->SetPoint(i, g2->GetX()[i], g2->GetY()[i] - gt->GetY()[i] + gbw->GetY()[i]);
      g2->SetPointError(i, g2->GetEX()[i], TMath::Sqrt(g2->GetEY()[i]*g2->GetEY()[i] + gt->GetEY()[i]*gt->GetEY()[i] +
                                                       gbw->GetEY()[i]*gbw->GetEY()[i]));

      //      g2->SetPoint(i, g2->GetX()[i], g2->GetY()[i] - gt->GetY()[i] + 1.01947);
      //      g2->SetPointError(i, g2->GetEX()[i], TMath::Sqrt(g2->GetEY()[i]*g2->GetEY()[i] + gt->GetEY()[i]*gt->GetEY()[i] +
      //                                                       7.78680e-06*7.78680e-06));

      gsys->SetPoint(i, gsys->GetX()[i], g2->GetY()[i]);
    }
  }

  g->SetTitle();
  g->SetName(name);
  g->GetXaxis()->SetTitle("p_{T}, GeV/c");
  g->SetMarkerStyle(20);
  g->SetMarkerSize(0.95);
  g->SetMarkerColor(kRed+1);
  g->SetLineColor(kRed+1);

  const Double_t mass = 1.019455;
  const Double_t mass_delta = 0.000020;
  const Double_t width = 0.00426;
  const Double_t width_delta = 0.00004;
  if (flag == 1) { // mass
    g->GetYaxis()->SetTitleOffset(1.50);
    g->GetYaxis()->SetTitle("mass, GeV/c^{2}");
    g->SetMaximum(mass+0.0015);
    g->SetMinimum(mass-0.0015);
    TBox *box = new TBox(g->GetXaxis()->GetXmin(), mass - mass_delta, g->GetXaxis()->GetXmax(), mass + mass_delta);
    box->SetFillColor(kGray+1);
    box->SetFillStyle(3001);
    g->GetListOfFunctions()->Add(box);
    g->GetListOfFunctions()->Add(g2, "CP");
    g->GetListOfFunctions()->Add(gt, "CP");
    g->GetListOfFunctions()->Add(gbw, "CP");
  }
  else if (flag == 3) { // mass simple
    g2->SetTitle();
    g2->SetName(Form("%s_only", name));
    g2->GetXaxis()->SetTitle("p_{T}, GeV/c");
    g2->SetMarkerStyle(20);
    g2->SetMarkerSize(0.75);
    g2->SetMarkerColor(kBlack);
    g2->SetLineColor(kBlack);
    g2->GetYaxis()->SetTitleOffset(1.50);
    g2->GetYaxis()->SetTitle("mass, GeV/c^{2}");
    g2->SetMaximum(mass+0.0015);
    g2->SetMinimum(mass-0.0015);
    TBox *box = new TBox(g->GetXaxis()->GetXmin(), mass - mass_delta, g2->GetXaxis()->GetXmax(), mass + mass_delta);
    box->SetFillColor(kGray+1);
    box->SetFillStyle(3001);
    g2->GetListOfFunctions()->Add(box);
    g2->GetListOfFunctions()->Add(gsys, "E5");
    return g2;
  }
  else if (flag == 2) { // width
    g->SetTitle();
    g->SetName(name);
    g->GetXaxis()->SetTitle("p_{T}, GeV/c");
    g->SetMarkerStyle(20);
    g->SetMarkerSize(0.75);
    g->SetMarkerColor(kBlack);
    g->SetLineColor(kBlack);
    g->GetYaxis()->SetTitleOffset(1.50);
    g->GetYaxis()->SetTitle("width, GeV/c^{2}");
    g->SetMaximum(0.01);
    g->SetMinimum(0.0);
    TBox *box = new TBox(g->GetXaxis()->GetXmin(), width - width_delta, g->GetXaxis()->GetXmax(), width + width_delta);
    box->SetFillColor(kGray+1);
    box->SetFillStyle(3001);
    g->GetListOfFunctions()->Add(box);
    g->GetListOfFunctions()->Add(gsys, "E5");
  }

  return g;
}
示例#2
0
void disceff(TString filename) {
	gROOT->SetStyle("Plain");
	
	TString cmssw;
	// 167
	
	cmssw = "$3.1.0_pre9$";
		
	TFile *f = TFile::Open(filename);

	std::vector< TString > taggers;
	taggers.push_back( "TC2" );
	taggers.push_back( "TC3" );
	taggers.push_back( "TP" );
	taggers.push_back( "BTP" );
	taggers.push_back( "SSV" );
	taggers.push_back( "CSV" );
	taggers.push_back( "MSV" );
	taggers.push_back( "SMT" );
	taggers.push_back( "SETbyIP3d" );
	taggers.push_back( "SETbyPt" );
	taggers.push_back( "SMTbyIP3d" );
	taggers.push_back( "SMTbyPt" );

	std::vector< TString > discriminators;
	for ( size_t itagger = 0; itagger < taggers.size(); ++itagger ) {
		discriminators.push_back( "disc"+taggers[itagger]+"_udsg" );
	}
//	discriminators.push_back( "discTC3_udsg" );
//	discriminators.push_back( "discTP_udsg" );

	const int dim=taggers.size();
        TCanvas *cv[dim];
	TMultiGraph* mg[dim];
	for ( size_t itagger = 0; itagger < taggers.size(); ++itagger ) {
		TString tag = "g"+taggers[itagger]+"_udsg";
		TString tagb = "g"+taggers[itagger]+"_b";
		TString tagc = "g"+taggers[itagger]+"_c";
		cv[itagger] = new TCanvas("cv_"+taggers[itagger],"cv_"+taggers[itagger],700,700);
		TLegend *legend0 = new TLegend(0.68,0.70,0.88,0.90);

		TGraphErrors *agraph = (TGraphErrors*) gDirectory->Get("BTagPATAnalyzer"+taggers[itagger]+"/"+taggers[itagger]+"/"+tag);
		TGraphErrors *bgraph = (TGraphErrors*) gDirectory->Get("BTagPATAnalyzer"+taggers[itagger]+"/"+taggers[itagger]+"/"+tagb);
		TGraphErrors *cgraph = (TGraphErrors*) gDirectory->Get("BTagPATAnalyzer"+taggers[itagger]+"/"+taggers[itagger]+"/"+tagc);

		TGraph *dgraph = (TGraph*) gDirectory->Get("BTagPATAnalyzer"+taggers[itagger]+"/"+taggers[itagger]+"/"+discriminators[itagger]);
		TGraph *bvsdgraph = new TGraph(dgraph->GetN(),dgraph->GetY(),bgraph->GetY());
		TGraph *cvsdgraph = new TGraph(dgraph->GetN(),dgraph->GetY(),cgraph->GetY());
		TGraph *lvsdgraph = new TGraph(dgraph->GetN(),dgraph->GetY(),agraph->GetY());
		TGraph *udsgvsdgraph = new TGraph(dgraph->GetN(),dgraph->GetY(),dgraph->GetX());
		dgraph->Sort();
//		udsgvsdgraph->Sort();
//		udsgvsdgraph->SetLineColor(1);
//              legend0 -> AddEntry(udsgvsdgraph,"control","l");
		lvsdgraph->Sort();
		lvsdgraph->SetLineColor(2);
                legend0 -> AddEntry(lvsdgraph,tag,"l");
		cvsdgraph->Sort();
		cvsdgraph->SetLineColor(3);
                legend0 -> AddEntry(cvsdgraph,tagc,"l");
		bvsdgraph->Sort();
		bvsdgraph->SetLineColor(4);
                legend0 -> AddEntry(bvsdgraph,tagb,"l");
		mg[itagger]= new TMultiGraph();
//		mg[itagger]->Add(udsgvsdgraph);
		mg[itagger]->Add(lvsdgraph);
		mg[itagger]->Add(cvsdgraph);
		mg[itagger]->Add(bvsdgraph);
//		mg[itagger]->Add(dgraph);

		cv[itagger]->cd(1);
		mg[itagger]->Draw("ALP");
		mg[itagger]->GetYaxis()->SetTitle("eff");
		mg[itagger]->GetXaxis()->SetTitle("discriminant");
		legend0 -> Draw();
		cv[itagger]->Update();
	        cv[itagger]->cd(0);
		cv[itagger]-> Print ("BTagPATeff_vs_disc"+taggers[itagger]+".eps");
		cv[itagger]-> Print ("BTagPATeff_vs_disc"+taggers[itagger]+".ps");

		TGraphErrors *g = new TGraphErrors(agraph->GetN(),agraph->GetY(),agraph->GetX(),agraph->GetEY(),agraph->GetEX());
		g->Sort();
		g->SetLineColor(itagger+1);

		std::cout << " Tagger: " << tag << std::endl;
		std::cout << " Loose(10%): " << " cut > " << std::setprecision(4) << dgraph->Eval(0.1) << " b-eff = " << g->Eval(0.1) << std::endl;
		std::cout << " Medium(1%):  " << " cut > " << std::setprecision(4) << dgraph->Eval(0.01) << " b-eff = " << g->Eval(0.01) << std::endl;
		std::cout << " Tight(0.1%) = " << " cut > " << std::setprecision(4) << dgraph->Eval(0.001) << " b-eff = " << g->Eval(0.001) << std::endl;

	}//end for
 
	
}
void AnalyzeClipping(TString inputWaveName = "sum trigger input ch5 960mV",
TString outputWaveName = "sum trigger output ch5 - 2V clip - 960mV input", 
Double_t inputDelay = 1.1E-8, Double_t lowerCut = 16E-9, Double_t upperCut = 23E-9,
const char *inFile = "Data.root",const char *WaveformsFile = "Waveforms.root") {
	
	//try to access data file and in case of failure return
	if(gSystem->AccessPathName(inFile,kFileExists)) {
		cout << "Error: file " << inFile << " does not exsist. Run .x DataParse.C to create it" << endl;
		return;
	}

	TFile *f = TFile::Open(inFile);
	TFolder *dataSet;
	
	TString dataFolderS = "SumTriggerBoardData";
	dataFolderS.Append(";1");

	dataSet = (TFolder*)f->Get(dataFolderS);
	
	cout << dataSet << endl;

	cout << dataSet->GetName() << endl;
	
	Int_t nScope = 150; // number of measurements done by the scope evey time
	
	//try to access waveforms file and in case of failure return
	if(gSystem->AccessPathName(WaveformsFile,kFileExists)) {
		cout << "Error: file " << WaveformsFile << " does not exsist. Run .x WaveformsFileMaker.C to create it" << endl;
		return;
	}
	
	TFile *f = TFile::Open(WaveformsFile);
	TList *listOfKeys = f->GetListOfKeys();
	Int_t numberOfKeys = listOfKeys->GetEntries();
	TList *listOfGraphs = new TList();
	
	// if the waveform file name begins with the string "comparator" it goes in this list
	TList *listOfCompWaves = new TList();
	// if the waveform file name begins with the string "sum output" it goes in this list
	TList *listOfAdderWaves = new TList();

	for(Int_t i = 0; i < numberOfKeys; i++) {
		TString *keyName = new TString(listOfKeys->At(i)->GetName());
		TTree *tree = (TTree*)f->Get(keyName->Data());
		Float_t x = 0;
		Float_t y = 0;
		tree->SetBranchAddress("x",&x);
		tree->SetBranchAddress("y",&y);
		Int_t nentries = tree->GetEntries();

		TString *gName = new TString(keyName->Data());
		gName->Append(" graph");
		TGraphErrors *gWave = new TGraphErrors(nentries);
		gWave->SetName(gName->Data());
		gWave->SetTitle(gName->Data());
		gWave->GetXaxis()->SetTitle("Time");
		gWave->GetYaxis()->SetTitle("Voltage");

		for (Int_t j = 0; j < nentries; j++) {
			tree->GetEntry(j);
			gWave->SetPoint(j,x,y);
		}

		listOfGraphs->Add(gWave);
	}
	
	// Global variables
	
	Double_t *xInput, *xOutput, *yInput, *yOutput;
	
	// V input 960 mV
	
	TString path = "Clipping/Output width analysis/Channel 5/V input 960mV/";
	
	TGraphErrors *gClip960mV = TBGraphErrors(dataSet,path,"V clip","Output FWHM",1,nScope);
	
	gClip960mV->SetMarkerStyle(20);
	gClip960mV->SetMarkerSize(0.8);
	gClip960mV->GetXaxis()->SetTitle("V clipping (mV)");
	gClip960mV->GetYaxis()->SetTitle("Output FWHM (ns)");
	
	TCanvas *cClip960mV = new TCanvas("cClip960mV","Output FWHM in function of V clipping",800,600);
	gClip960mV->Draw("APEL");
	
	// Expected output FWHM
	
	TGraphErrors *gInput960mV = listOfGraphs->FindObject("sum trigger input ch5 960mV graph");
	
	Double_t *xClip = gClip960mV->GetX();
	Int_t nClip = gClip960mV->GetN();
	cout << "nClip = " << nClip << endl;
	Long64_t graphPoints = gInput960mV->GetN();
	yInput = gInput960mV->GetY();
	xInput = gInput960mV->GetX();
	
	vector<double> xFirst(nClip);
	vector<double> xLast(nClip);
	Double_t half;
	
	Int_t flag = 0;
	
	vector<double> yConv(graphPoints);
	for(Int_t i = 0; i < graphPoints; i++) {
		yConv[i] = -(yInput[i]);
		yConv[i] *= 1000;
		if(xInput[i] + inputDelay < lowerCut || xInput[i] + inputDelay > upperCut) 
			yConv[i] = 0;
	}
	
	Double_t yInput960mVMax = TMath::MaxElement(graphPoints,&yConv[0]);
	
	for(Int_t i = 0; i < nClip; i++) {
		if(xClip[i] > yInput960mVMax) half = yInput960mVMax;
		else half = xClip[i];
		
		half /=2;
		cout << half << endl;
		
		flag = 0;
		
		for(Int_t j = 0; j < graphPoints - 3; j++) {
			if((yConv[j + 1] - half)*(yConv[j] - half) < 0 && flag == 0) {
				xFirst[i] = xInput[j];
				flag = 1;
				cout << "found first point! " << xFirst[i] << endl;
				continue;
			}
			if((yConv[j + 1] - half)*(yConv[j] - half) < 0 && flag == 1) {
				xLast[i] = xInput[j];
				cout << "found last point! " << xLast[i] << endl;
				break;
			}
		}
	}
	
	vector<double> expectedFWHM960mV(nClip);
	for(Int_t i = 0; i < expectedFWHM960mV.size(); i++) {
		expectedFWHM960mV[i] = xLast[i] - xFirst[i];
		// convert from seconds to nanoseconds
		expectedFWHM960mV[i] *= 10E8;
		cout << "expectedFWHM960mV[" << i << "] = " << expectedFWHM960mV[i] << endl;
	}
	
	// expected FWHM 960 mV graph
	
	TGraphErrors *gExpClip960mV = new TGraphErrors(nClip,xClip,&expectedFWHM960mV[0],0,0);
	gExpClip960mV->SetLineStyle(7);
	gExpClip960mV->SetMarkerStyle(20);
	gExpClip960mV->SetMarkerSize(0.8);
	
	// V input 1.9 V
	
	path = "Clipping/Output width analysis/Channel 5/V input 1.9V/";
	
	TGraphErrors *gClip1Point9V = TBGraphErrors(dataSet,path,"V clip","Output FWHM",1,nScope);
	
	gClip1Point9V->SetMarkerStyle(20);
	gClip1Point9V->SetMarkerSize(0.8);
	gClip1Point9V->SetLineColor(kRed);
	gClip1Point9V->GetXaxis()->SetTitle("V clipping (mV)");
	gClip1Point9V->GetYaxis()->SetTitle("Output FWHM (ns)");
	TCanvas *cClip1Point9V = new TCanvas("cClip1Point9V","Output FWHM in function of V clipping",800,600);
	gClip1Point9V->Draw("APEL");
	
	// Expected output FWHM
	
	TGraphErrors *gInput1Point9V = listOfGraphs->FindObject("sum trigger input ch5 1900mV graph");
	
	xClip = gClip1Point9V->GetX();
	nClip = gClip1Point9V->GetN();
	cout << "nClip = " << nClip << endl;
	graphPoints = gInput1Point9V->GetN();
	yInput = gInput1Point9V->GetY();
	xInput = gInput1Point9V->GetX();
	
	vector<double> xFirst(nClip);
	vector<double> xLast(nClip);
	
	flag = 0;
	
	vector<double> yConv(graphPoints);
	for(Int_t i = 0; i < graphPoints; i++) {
		yConv[i] = -(yInput[i]);
		yConv[i] *= 1000;
		if(xInput[i] + inputDelay < lowerCut || xInput[i] + inputDelay > upperCut) yConv[i] = 0;
	}
	
	Double_t yInput1Point9VMax = TMath::MaxElement(graphPoints,&yConv[0]);
	
	for(Int_t i = 0; i < nClip; i++) {
		if(xClip[i] > yInput1Point9VMax) half = yInput1Point9VMax;
		else half = xClip[i];
		
		half /= 2;
		cout << half << endl;
		
		flag = 0;
		
		for(Int_t j = 0; j < graphPoints - 3; j++) {
			if((yConv[j + 1] - half)*(yConv[j] - half) < 0 && flag == 0) {
				xFirst[i] = xInput[j];
				flag = 1;
				cout << "found first point! " << xFirst[i] << endl;
				continue;
			}
			if((yConv[j + 1] - half)*(yConv[j] - half) < 0 && flag == 1) {
				xLast[i] = xInput[j];
				cout << "found last point! " << xLast[i] << endl;
				break;
			}
		}
	}
	
	vector<double> expectedFWHM1Point9V(nClip);
	for(Int_t i = 0; i < expectedFWHM1Point9V.size(); i++) {
		expectedFWHM1Point9V[i] = xLast[i] - xFirst[i];
		// convert from seconds to nanoseconds
		expectedFWHM1Point9V[i] *= 10E8;
		cout << "expectedFWHM1Point9V[" << i << "] = " << expectedFWHM1Point9V[i] << endl;
	}
	
	// expected FWHM 960 mV graph
	
	TGraphErrors *gExpClip1Point9V = new TGraphErrors(nClip,xClip,&expectedFWHM1Point9V[0],0,0);
	gExpClip1Point9V->SetLineStyle(7);
	gExpClip1Point9V->SetLineColor(kRed);
	gExpClip1Point9V->SetMarkerStyle(20);
	gExpClip1Point9V->SetMarkerSize(0.8);
	
	// Collection of Output FWHM graphs, 2 amplitudes, serveral V clipping
	
	TMultiGraph *mgClipOutputFWHM = new TMultiGraph();
	mgClipOutputFWHM->SetTitle("Collection of Output FWHM graphs, 2 amplitudes, serveral V clipping");
	
	mgClipOutputFWHM->Add(gClip1Point9V);
	mgClipOutputFWHM->Add(gClip960mV);
	mgClipOutputFWHM->Add(gExpClip960mV);
	mgClipOutputFWHM->Add(gExpClip1Point9V);
	
	
	TCanvas *cmgClipOutputFWHM = new TCanvas("cmgClipOutputFWHM","Collection of Output FWHM graphs, 2 amplitudes, serveral V clipping");
	mgClipOutputFWHM->Draw("APEL");
	
	cmgClipOutputFWHM->Modified();
	mgClipOutputFWHM->GetXaxis()->SetTitle("V clipping (mV)");
	mgClipOutputFWHM->GetYaxis()->SetTitle("Output FWHM (ns)");
	cmgClipOutputFWHM->Update();
		
	legend = new TLegend(0.6,0.67,0.89,0.86,"V input");
	legend->AddEntry(gClip1Point9V, "1.9 V", "lp");
	legend->AddEntry(gClip960mV, "960 mV", "lp");
	legend->AddEntry(gExpClip960mV, "Exp 960 mV", "lp");
	legend->AddEntry(gExpClip1Point9V, "Exp 1.9 V", "lp");
	legend->SetTextSize(0.04);
	legend->SetMargin(0.5);
	legend->Draw();
	
	// Hysteresis plot: V output (t) in function of V input (t) for several clipping values
	
	// variables used in the analysis
	
	Long64_t iInputMax, iOutputMax;
	Float_t xInputMax, xOutputMax, xInputHalf, xOutputHalf;
	Double_t InputMax, OutputMax, InputHalf, OutputHalf;
	
	Long64_t firstIndex = 0;
	Long64_t lastIndex = 0;
	Long64_t inputGraphPoints = 0;
	Long64_t outputGraphPoints = 0;
	
	// hard coded values to cut the x axis of both waves
	// Input wave
	
	inputWaveName += " graph";
	
	TGraphErrors *gInput = listOfGraphs->FindObject(inputWaveName);
	gInput->SetLineColor(kRed);
	gInput->SetLineWidth(2);
	
	xInput = gInput->GetX();
	yInput = gInput->GetY();
	inputGraphPoints = gInput->GetN();
	
	cout << inputGraphPoints << endl;
	
	// Invert the input wave
	
	for(Int_t i = 0; i < inputGraphPoints; i++) {
		yInput[i] = -(yInput[i]);
	}
	
	// find the x at which the graph reaches the max value
	
	iInputMax = TMath::LocMax(inputGraphPoints, yInput);
	xInputMax = xInput[iInputMax];
	cout << "iInputMax = " << iInputMax << endl;
	cout << "xInputMax = " << xInputMax << endl;
	InputMax = gInput->Eval(xInput[iInputMax]);
	cout << "InputMax = " << InputMax << endl;
	
	// Output wave
	
	outputWaveName += " graph";
	
	TGraphErrors *gOutput = listOfGraphs->FindObject(outputWaveName);
	gOutput->SetLineWidth(2);
	
	xOutput = gOutput->GetX();
	yOutput = gOutput->GetY();
	outputGraphPoints = gOutput->GetN();
	
	// find the x at which the graph reaches the max value
	
	iOutputMax = TMath::LocMax(outputGraphPoints, yOutput);
	xOutputMax = xOutput[iOutputMax];
	cout << "iOutputMax = " << iOutputMax << endl;
	cout << "xOutputMax = " << xOutputMax << endl;
	OutputMax = gOutput->Eval(xOutput[iOutputMax]);
	cout << "OutputMax = " << OutputMax << endl;
	
	// compute x delay between max points
	
	Double_t delay = xOutputMax - xInputMax;
	cout << "delay = " << delay << endl;
	
	// Shift the x axis of the input graph and create a new graph with only a portion of the first graph
	
	for(Int_t i = 0; i < inputGraphPoints; i++) {
		xInput[i] += inputDelay;
		
		if(xInput[i] >= lowerCut) {
			if(firstIndex == 0) firstIndex = i;
		}

		if(xInput[i] <= upperCut)
			lastIndex = i;
	}
	
	cout << "firstIndex = " << firstIndex << endl;
	cout << "lastIndex = " << lastIndex << endl;
	cout << "xInput[firstIndex] = " << xInput[firstIndex] << endl;
	cout << lastIndex - firstIndex << endl;
	
	Long64_t input2GraphPoints = lastIndex - firstIndex;
	
	TGraphErrors *gInput2 = new TGraphErrors(input2GraphPoints);
	gInput2->SetTitle(inputWaveName);
	
	for(Int_t i = firstIndex; i <= lastIndex; i++) {
		gInput2->SetPoint(i - firstIndex,xInput[i],yInput[i]);
	}
	
	TCanvas *cgInput2 = new TCanvas("cgInput2", "cgInput2", 1200,800);
	gInput2->Draw("AL");
	
	// create a new graph with only a portion of the first graph
	
	firstIndex = 0;
	lastIndex = 0;
	
	for(Int_t i = 0; i < outputGraphPoints; i++) {
		if(xOutput[i] >= lowerCut) {
			if(firstIndex == 0) firstIndex = i;
		}

		if(xOutput[i] <= upperCut)
			lastIndex = i;
	}
	
	cout << "firstIndex = " << firstIndex << endl;
	cout << "lastIndex = " << lastIndex << endl;
	cout << "xOutput[firstIndex] = " << xOutput[firstIndex] << endl;
	cout << lastIndex - firstIndex << endl;
	
	Long64_t output2GraphPoints = lastIndex - firstIndex;
	
	TGraphErrors *gOutput2 = new TGraphErrors(output2GraphPoints);
	gOutput2->SetTitle(outputWaveName);
	
	for(Int_t i = firstIndex; i <= lastIndex; i++) {
		gOutput2->SetPoint(i - firstIndex,xOutput[i],yOutput[i]);
	}
	
	TCanvas *cgOutput2 = new TCanvas("cgOutput2", "cgOutput2", 1200,800);
	gOutput2->Draw("AL");
	
	// first hysteresis plot
	
	Double_t step;
	
	Double_t *xInput2;
	xInput2 = gInput2->GetX();
	
	cout << "xInput2[input2GraphPoints - 1] = " << xInput2[input2GraphPoints - 1] << endl;
	cout << "xInput2[0] = " << xInput2[0] << endl;
	
	step = (xInput2[input2GraphPoints - 1] - xInput2[0])/output2GraphPoints;
	
	cout << "step = " << step << endl;
	
	// in case gInput2 and gOutput2 contain a different number of points create the hysteresis plot with gOutput2 points
	// and modify the yInput2 to match the number of points of yOutput2
	
	vector<double> yInput2;
	
	for(Int_t i = 0; i < output2GraphPoints; i++) {
		yInput2.push_back(gInput2->Eval(xInput2[0] + i*step));
	}
	
	Double_t *yOutput2;
	yOutput2 = gOutput2->GetY();
	
	TGraphErrors *gHyst = new TGraphErrors(output2GraphPoints, &yInput2.at(0),yOutput2);
	gHyst->SetTitle("Hysteresis plot");
	
	gHyst->GetXaxis()->SetTitle("Vin(t) [mV]");
	gHyst->GetYaxis()->SetTitle("Vout(t) [mV]");
	gHyst->GetYaxis()->SetTitleOffset(1.4);
	
	TCanvas *cgHyst = new TCanvas("cgHyst", "cgHyst", 1200,800);
	cgHyst->SetLeftMargin(0.12);
	gHyst->Draw("AL");
	
	// collection of graphs
	
	TMultiGraph *mgInputOutput = new TMultiGraph();
	mgInputOutput->Add(gInput);
	mgInputOutput->Add(gOutput);
	mgInputOutput->SetTitle("Input and output");
	
	TCanvas *cmgInputOutput = new TCanvas("cmgInputOutput", "Input and output", 1200,800);
	mgInputOutput->Draw("AL");
	cmgInputOutput->Update();
	legend = new TLegend(0.65,0.68,0.86,0.86);
	legend->AddEntry(gInput, "Input", "lp");
	legend->AddEntry(gOutput, "Output", "lp");
	legend->SetMargin(0.4);
	legend->SetTextSize(0.04);
	legend->Draw();
	cmgInputOutput->Modified();

	
}
示例#4
0
void DrawCosmicResult(){
  
  TFile* tf = new TFile("Cosmic3Out.root");
  TTree* trin = (TTree*)tf->Get("trOut");


  const int nCSI = 2716;
  Int_t    RunNumber;
  Int_t    EventNumber;
  Double_t ScintiSignal = 0;
  Double_t ScintiHHTime = -500.;
  Double_t ScintiTime   =-500.;
  Int_t    nCSIDigi     = 0;
  Double_t CSIDigiE[nCSI];//nCSIDigi
  Double_t CSIDigiTime[nCSI];//nCSIDigi
  Double_t CSIDigiHHTime[nCSI];//nCSIDigi
  Int_t    CSIDigiID[nCSI];//nCSIDigi
  Double_t CSIDigiSignal[nCSI];//nCSIDigi
  Double_t FitP0[2];
  Double_t FitP1[2];
  Double_t FitChisq[2];
  Double_t CSIDigiDeltaT0[nCSI];//nCSIDigi
  Double_t CSIDigiDeltaT1[nCSI];//nCSIDigi
  Int_t    CosmicTrigUp;
  Int_t    CosmicTrigDn;
  Double_t Roh;
  Double_t Theta;

  trin->SetBranchAddress( "RunNumber"     , &RunNumber      );
  trin->SetBranchAddress( "EventNumber"   , &EventNumber    );
  trin->SetBranchAddress( "ScintiSignal"  , &ScintiSignal   );
  trin->SetBranchAddress( "ScintiHHTimne" , &ScintiHHTime   );
  trin->SetBranchAddress( "ScintiTime"    , &ScintiTime     );
  trin->SetBranchAddress( "nCSIDigi"      , &nCSIDigi       );
  trin->SetBranchAddress( "CSIDigiE"      , CSIDigiE        );
  trin->SetBranchAddress( "CSIDigiTime"   , CSIDigiTime     );
  trin->SetBranchAddress( "CSIDigiHHTime" , CSIDigiHHTime   );
  trin->SetBranchAddress( "CSIDigiID"     , CSIDigiID       );
  trin->SetBranchAddress( "CSIDigiSignal" , CSIDigiSignal   );
  trin->SetBranchAddress( "CSIDigiDeltaT0" , CSIDigiDeltaT0 );
  trin->SetBranchAddress( "CSIDigiDeltaT1" , CSIDigiDeltaT1 );
  trin->SetBranchAddress( "FitP0"         , FitP0           );
  trin->SetBranchAddress( "FitP1"         , FitP1           );
  trin->SetBranchAddress( "FitChisq"      , FitChisq        );
  trin->SetBranchAddress( "CosmicTrigUp"  , &CosmicTrigUp   );
  trin->SetBranchAddress( "CosmicTrigDn"  , &CosmicTrigDn   );
  trin->SetBranchAddress( "Roh"           , &Roh            );
  trin->SetBranchAddress( "Theta"         , &Theta          );

  TFile* tfout = new TFile("CosmicOut_hist3.root", "recreate");
  TH2D* hisDeltaChannel = new TH2D("hisDeltaChannel","hisDeltaChannel",2716,0,2716,100,-10,10);
  TH1D* hisDelta[2716];
  TGraphErrors* grDelta = new TGraphErrors();
  TGraphErrors* grRES   = new TGraphErrors(); 
  TCanvas *can = new TCanvas("can","",800,800);


  for( int i = 0; i< 2716; i++){
    hisDelta[i] = new TH1D(Form("hisDelta%d",i ),Form("hisDelta%d",i),100,-10,10);
  }

  for( int ievent = 0; ievent < trin->GetEntries(); ievent++){

    trin->GetEntry(ievent);
    
    for( int idigi = 0; idigi < nCSIDigi ; idigi++){
      hisDelta[ CSIDigiID[ idigi ] ]->Fill( CSIDigiDeltaT1[ idigi ] );
      hisDeltaChannel->Fill( CSIDigiID[ idigi  ] , CSIDigiDeltaT1[ idigi ] );
      //std::cout  << CSIDigiID[ idigi ] << std::endl;
    }
  }
  for( int i = 0; i< 2716; i++){
    //std::cout << hisDelta[i]->GetEntries() << std::endl;
    if( hisDelta[i]->GetEntries() > 10){
      int rst = hisDelta[i]->Fit("gaus","Q","",hisDelta[i]->GetBinCenter( hisDelta[i]->GetMaximumBin() ) - 3, hisDelta[i]->GetBinCenter( hisDelta[i]->GetMaximumBin() )+3);
      TF1* func = NULL;
      func = hisDelta[i]->GetFunction("gaus");
      if( func != NULL ){
	grDelta->SetPoint( grDelta->GetN(), i, func->GetParameter(1));
	grDelta->SetPointError( grDelta->GetN()-1, 0, func->GetParError(2));
	grRES->SetPoint( grRES->GetN() , i , func->GetParameter(2));
      }
    }
    /*
    hisDelta[i]->Draw();
    can->Modified();
    can->Update();
    getchar();
    */
    hisDelta[ i ]  ->Write(); 
  }

  std::ofstream ofs("TimeResolutionCosmic3.dat");
  int    ID[2716];
  double Delta[2716];
  double Resolution[2716];
  for( int i = 0; i< 2716; i++){
    Resolution[i] = 0xFFFF;
    Delta[i]      = 0xFFFF;
  }
  for( int i = 0; i< grRES->GetN(); i++){
    Delta[(int)(grDelta->GetX()[i])] = grDelta->GetY()[i];
    Resolution[(int)(grRES->GetX()[i])] = grRES->GetY()[i] ;
  }
  for( int i = 0; i< 2716; i++){
    ofs << i             << "\t" 
	<< Delta[i]      << "\t"
	<< Resolution[i] << "\n";
  }
  
  grDelta->SetNameTitle("grDelta","grDelta");
  grRES->SetNameTitle("grRES","grRES");
  grDelta->Write();
  grRES->Write();
  hisDeltaChannel->Write();
  tfout->Close();
  ofs.close();
}
示例#5
0
void Drawmethodcomp(){ 
 const int nDil = 8;
 const double centDil[nDil+1] = {1.0,0.7,0.6,0.5,0.4,0.3,0.2,0.1,0};
 double centDilbin[nDil];
for(int i=0;i<nDil;i++)
  centDilbin[i]=0.29+i+N-1-nDil;
 const double NpartDil[nDil] = {8.75,30.51,53.30,86.23,130.06,187.35,261.49,355.45};
 const double NpartDilerr[nDil] = {1.13,3.02,3.95,4.35,4.60,4.44,3.96,2.83};
 const double NcollDil[nDil] = {8.01,38.86,86.85,175.76,326.06,563.21,926.79,1484.49};
 const double NcollDilerr[nDil] = {1.41,6.41,12.48,21.13,34.27,52.66,81.37,120.0};
 TGraphErrors *graphNpartDil = new TGraphErrors(nDil,centDilbin,NpartDil,0,NpartDilerr);
 TGraphErrors *graphNcollDil = new TGraphErrors(nDil,centDilbin,NcollDil,0,NcollDilerr);
 TCanvas *c1 = new TCanvas("c1","c1",1,1,550,460);
 c1->SetLogy();
  c1->SetFillColor(10);
  c1->SetFrameFillColor(0);
  c1->SetFrameBorderSize(0);
  c1->SetFrameBorderMode(0);
  c1->SetLeftMargin(0.15);
  c1->SetBottomMargin(0.15);
  c1->SetTopMargin(0.02);
  c1->SetRightMargin(0.02);
  gStyle->SetOptStat(0);
  c1->SetTicks(-1);

	N=N-1;
 TString str="Ncoll";
 TH1D* hist = new TH1D("","",N,0,N);
 hist->GetXaxis()->SetNdivisions(502);
if(method==0)
 hist->SetXTitle("Centrality");
else
 hist->SetXTitle("HF #Sigma E_{T} |#eta|>3");
 hist->SetYTitle(Form("<%s> and systematic errors",str.Data()));
 hist->SetMinimum(1);
 hist->SetMaximum(3999.99);
 hist->GetXaxis()->CenterTitle(0);
 hist->GetYaxis()->CenterTitle(1);
 hist->GetYaxis()->SetTitleOffset(1.1);
 hist->GetXaxis()->SetTitleOffset(1.1);
 hist->GetXaxis()->SetTitleSize(0.056);
 hist->GetYaxis()->SetTitleSize(0.056);
 hist->GetXaxis()->SetLabelSize(0.05);
 hist->GetYaxis()->SetLabelSize(0.05);
hist->GetXaxis()->SetLabelOffset(99);
hist->Draw();
	
	TFile *f=TFile::Open(outG);
	TGraphErrors* graph = (TGraphErrors*)f->Get(Form("std/%s_graph",str.Data()));
//	TGraphErrors* Gri055_graph = (TGraphErrors*)f->Get(Form("Gri055/%s_graph",str.Data()));
//	TGraphErrors* Gri101_graph = (TGraphErrors*)f->Get(Form("Gri101/%s_graph",str.Data()));
        TVectorD *centbin = (TVectorD*)f->Get(Form("std/G0/centbin"));
        TVectorD *kpoint = (TVectorD*)f->Get(Form("std/G0/kpoint"));

	TFile *f1=TFile::Open(Form("../../OneComp/double_side/%s",outG.Data()));
	TGraphErrors* graph1 = (TGraphErrors*)f1->Get(Form("std/%s_graph",str.Data()));
//	TGraphErrors* Gri055_graph = (TGraphErrors*)f->Get(Form("Gri055/%s_graph",str.Data()));
//	TGraphErrors* Gri101_graph = (TGraphErrors*)f->Get(Form("Gri101/%s_graph",str.Data()));
        TVectorD *centbin1 = (TVectorD*)f1->Get(Form("std/G0/centbin"));
        TVectorD *kpoint1 = (TVectorD*)f1->Get(Form("std/G0/kpoint"));

graph->SetTitle("g1");
graph->SetMarkerStyle(20);
graph->SetMarkerColor(1);
graph->SetLineColor(1);
graph->SetLineWidth(2);
graph->SetMarkerSize(1.2);
graph->Draw("Psameez");

graph1->SetMarkerStyle(24);
graph1->SetMarkerColor(4);
graph1->SetLineColor(4);
graph1->SetLineWidth(2);
graph1->SetMarkerSize(1.2);
graph1->Draw("Psameez");
/*
Gri055_graph->SetTitle("g2");
Gri055_graph->SetMarkerStyle(33);
Gri055_graph->SetMarkerColor(2);
Gri055_graph->SetLineColor(2);
Gri055_graph->SetLineWidth(2);
Gri055_graph->SetMarkerSize(1.2);
Gri055_graph->Draw("Psameez");

Gri101_graph->SetTitle("g3");
Gri101_graph->SetMarkerStyle(34);
Gri101_graph->SetMarkerColor(4);
Gri101_graph->SetLineColor(4);
Gri101_graph->SetLineWidth(2);
Gri101_graph->SetMarkerSize(1.2);
Gri101_graph->Draw("Psameez");
*/
 graphNpartDil->SetMarkerSize(1.2);
 graphNpartDil->SetLineColor(2);
 graphNpartDil->SetLineWidth(2);
 graphNpartDil->SetMarkerStyle(33);
 graphNpartDil->SetMarkerColor(2);
 graphNcollDil->SetMarkerSize(1.2);
 graphNcollDil->SetLineColor(2);
 graphNcollDil->SetLineWidth(2);
 graphNcollDil->SetMarkerStyle(33);
 graphNcollDil->SetMarkerColor(2);
if(str=="Npart") graphNpartDil->Draw("Psame");
if(str=="Ncoll") graphNcollDil->Draw("Psame");
std::vector<TString> label(N);
for(int i=0;i<N;i++)
        if(method==0)label[i] = Form("%.2f-%.2f%%",(*centbin)[i]*100,(*centbin)[i+1]*100);
        else label[i] = Form("%.2f-%.2f",(*kpoint)[i],(*kpoint)[i+1]);

    TLatex *tex1= new TLatex(0.2,0.9,"CMS Preliminary PbPb #sqrt{s_{NN}} = 2.76 TeV");
    tex1->SetNDC();
    tex1->SetTextColor(1);
    tex1->SetTextFont(42);
    tex1->SetTextSize(0.05);
    tex1->Draw();

double y = gPad->GetUymin();
// - 0.2*h->GetYaxis()->GetBinWidth(1);
   TText t;
   t.SetTextAngle(45);
   t.SetTextSize(0.03);
   t.SetTextAlign(33);
   for (int i=0;i<N;i++) {
      double x = hist->GetXaxis()->GetBinCenter(i+1);
      t.DrawText(x,y,label[i]);
   }
TLegend *leg0 = new TLegend(0.18,0.70,0.50,0.85);
    leg0->SetFillColor(10);
    leg0->SetBorderSize(0);
    leg0->SetTextFont(42);
    leg0->SetTextSize(0.047);
    leg0->AddEntry(graph,"From Ancestor fitting","p");
    leg0->AddEntry(graph1,"From One Comp fitting","p");
//    leg0->AddEntry(Gri055_graph,"Gribov #Omega=0.55","p");
//    leg0->AddEntry(Gri101_graph,"Gribov #Omega=1.01","p");
 if(str=="Npart")   leg0->AddEntry(graphNpartDil,"Npart from run I","p");
 if(str=="Ncoll")   leg0->AddEntry(graphNcollDil,"Ncoll from run I","p");
	leg0->Draw();	
c1->SaveAs(Form("%sGri.png",str.Data()));
c1->SaveAs(Form("%sGri.pdf",str.Data()));


 TCanvas *c2 = new TCanvas("c2","c2",1,1,550,460);
  c2->SetFillColor(10);
  c2->SetFrameFillColor(0);
  c2->SetFrameBorderSize(0);
  c2->SetFrameBorderMode(0);
  c2->SetLeftMargin(0.15);
  c2->SetBottomMargin(0.15);
  c2->SetTopMargin(0.02);
  c2->SetRightMargin(0.02);
  c2->SetTicks(-1);
c2->cd();
TGraphErrors* fdvf1 = (TGraphErrors*)graph->Clone("fdvf1");
TGraphErrors* f1dvDil = (TGraphErrors*)graph->Clone("f1dvDil");
TGraphErrors* fdvDil = (TGraphErrors*)graph->Clone("fdvDil");
TGraphErrors* Dilsys = (TGraphErrors*)graph->Clone("Dilsys");
TGraphErrors* Dilsys2 = (TGraphErrors*)graph->Clone("Dilsys2");
for(int ip = 0;ip<fdvf1->GetN();ip++){
    double x = graph->GetX()[ip];
    double ey = graph->GetEY()[ip];
    double y = graph->GetY()[ip];
    double ey1 = graph1->GetEY()[ip];
    double y1 = graph1->GetY()[ip];
    double eyNcoll = graphNcollDil->GetEY()[ip];
    double yNcoll = graphNcollDil->GetY()[ip];
    double eyNpart = graphNpartDil->GetEY()[ip];
    double yNpart = graphNpartDil->GetY()[ip];
    if(y1!=0 && y!=0){
        fdvf1->SetPoint(ip,x,y/y1);
        fdvf1->SetPointError(ip,0,y/y1*sqrt((ey/y)**2+(ey1/y1)**2));
        if(str=="Ncoll"){
        fdvDil->SetPoint(ip,x,y/yNcoll);
        double yerr = y/yNcoll*sqrt((ey/y)**2+(eyNcoll/yNcoll)**2);
        fdvDil->SetPointError(ip,0,0);
        f1dvDil->SetPoint(ip,x,y1/yNcoll);
        double y1err = y1/yNcoll*sqrt((ey1/y1)**2+(eyNcoll/yNcoll)**2);
        f1dvDil->SetPointError(ip,0,0);
        Dilsys->SetPoint(ip,x,1.);
        Dilsys->SetPointError(ip,0,TMath::Max(fabs(y1/yNcoll-1),fabs(y/yNcoll-1)));
        Dilsys2->SetPoint(ip,x,1.);
        Dilsys2->SetPointError(ip,0,TMath::Max(yerr,y1err));
        }
        else if(str=="Npart"){
        fdvDil->SetPoint(ip,x,y/yNpart);
        double yerr = y/yNpart*sqrt((ey/y)**2+(eyNcoll/yNpart)**2);
        fdvDil->SetPointError(ip,0,0);
        f1dvDil->SetPoint(ip,x,y1/yNpart);
        double y1err = y1/yNpart*sqrt((ey1/y1)**2+(eyNcoll/yNcoll)**2);
        f1dvDil->SetPointError(ip,0,0);
        Dilsys->SetPoint(ip,x,1.);
        Dilsys->SetPointError(ip,0,TMath::Max(fabs(y1/yNpart-1),fabs(y/yNpart-1)));
        Dilsys2->SetPoint(ip,x,1.);
        Dilsys2->SetPointError(ip,0,TMath::Max(yerr,y1err));
        }
}
}
hist->SetMinimum(0.5);
hist->SetMaximum(1.5);
hist->SetYTitle(Form("<%s> ratio",str.Data()));
hist->Draw();
fdvf1->SetMarkerStyle(20);
fdvf1->SetMarkerColor(1);
fdvf1->SetLineColor(1);
fdvf1->SetLineWidth(2);
fdvf1->SetMarkerSize(1.4);
//fdvf1->Draw("Psameez");
f1dvDil->SetMarkerStyle(24);
f1dvDil->SetMarkerColor(2);
f1dvDil->SetLineColor(2);
f1dvDil->SetLineWidth(2);
f1dvDil->SetMarkerSize(1.4);
fdvDil->SetMarkerStyle(20);
fdvDil->SetMarkerColor(4);
fdvDil->SetLineColor(4);
fdvDil->SetLineWidth(2);
fdvDil->SetMarkerSize(1.4);
Dilsys->SetFillColor(kYellow+2);
Dilsys2->SetFillColor(kYellow+1);
//Dilsys2->Draw("e3same");
Dilsys->Draw("e3same");
fdvDil->Draw("Psameez");
f1dvDil->Draw("Psameez");
tex1->Draw();
TLine *l = new TLine(0,1,N,1);
l->SetLineStyle(2);
l->SetLineWidth(3);
l->Draw("same");
TLegend *leg1 = new TLegend(0.38,0.72,0.75,0.86);
    leg1->SetFillColor(10);
    leg1->SetBorderSize(0);
    leg1->SetTextFont(42);
    leg1->SetTextSize(0.04);
    //leg1->AddEntry(fdvf1,"Ancestor fitting/One Comp fitting","p");
    leg1->AddEntry(f1dvDil,"One Component fitting/Run I fitting","p");
    leg1->AddEntry(fdvDil,"Two Component fitting/Run I fitting","p");
    leg1->AddEntry(Dilsys,"RunI fitting systematics","f");
  //  leg1->AddEntry(Dilsys2,"RunI fitting ratio systematics","f");
    double y = gPad->GetUymin()+0.5;
   for (int i=0;i<N;i++) {
      double x = hist->GetXaxis()->GetBinCenter(i+1);
      t.DrawText(x,y,label[i]);
   }
   leg1->Draw();
c2->SaveAs(Form("%sGriratio.png",str.Data()));
c2->SaveAs(Form("%sGriratio.pdf",str.Data()));
}
示例#6
0
文件: drawXS.C 项目: piedraj/usercode
//------------------------------------------------------------------------------
//
// drawXS
//
//------------------------------------------------------------------------------
void drawXS(UInt_t theCharge = WInclusive)
{
  gStyle->SetEndErrorSize(5);


  // 7 TeV inclusive
  //----------------------------------------------------------------------------
  xs_value[WInclusive][EEE] = 23.00;
  xs_value[WInclusive][EEM] = 19.67;
  xs_value[WInclusive][MME] = 19.81;
  xs_value[WInclusive][MMM] = 21.02;
  xs_value[WInclusive][all] = 20.76;
  
  xs_stat[WInclusive][EEE] = 3.10;
  xs_stat[WInclusive][EEM] = 2.73;
  xs_stat[WInclusive][MME] = 2.60;
  xs_stat[WInclusive][MMM] = 2.30;
  xs_stat[WInclusive][all] = 1.32;
  
  xs_syst[WInclusive][EEE] = 1.39;
  xs_syst[WInclusive][EEM] = 1.50;
  xs_syst[WInclusive][MME] = 1.55;
  xs_syst[WInclusive][MMM] = 1.47;
  xs_syst[WInclusive][all] = 1.13;
  
  xs_lumi[WInclusive][EEE] = 0.51;
  xs_lumi[WInclusive][EEM] = 0.43;
  xs_lumi[WInclusive][MME] = 0.44;
  xs_lumi[WInclusive][MMM] = 0.46;
  xs_lumi[WInclusive][all] = 0.46;
  
  
  // 7 TeV W+
  //----------------------------------------------------------------------------
  xs_value[WPlus][EEE] = 13.39;
  xs_value[WPlus][EEM] = 13.18;
  xs_value[WPlus][MME] = 14.14;
  xs_value[WPlus][MMM] = 11.43;
  xs_value[WPlus][all] = 12.73;
  
  xs_stat[WPlus][EEE] = 2.39;
  xs_stat[WPlus][EEM] = 2.24;
  xs_stat[WPlus][MME] = 2.19;
  xs_stat[WPlus][MMM] = 1.71;
  xs_stat[WPlus][all] = 1.04;
  
  xs_syst[WPlus][EEE] = 0.75;
  xs_syst[WPlus][EEM] = 0.64;
  xs_syst[WPlus][MME] = 0.74;
  xs_syst[WPlus][MMM] = 0.53;
  xs_syst[WPlus][all] = 0.59;
  
  xs_lumi[WPlus][EEE] = 0.29;
  xs_lumi[WPlus][EEM] = 0.29;
  xs_lumi[WPlus][MME] = 0.31;
  xs_lumi[WPlus][MMM] = 0.25;
  xs_lumi[WPlus][all] = 0.28;
  
  
  // 7 TeV W-
  //----------------------------------------------------------------------------
  xs_value[WMinus][EEE] = 9.49;
  xs_value[WMinus][EEM] = 6.51;
  xs_value[WMinus][MME] = 5.73;
  xs_value[WMinus][MMM] = 9.48;
  xs_value[WMinus][all] = 7.46;
  
  xs_stat[WMinus][EEE] = 1.95;
  xs_stat[WMinus][EEM] = 1.58;
  xs_stat[WMinus][MME] = 1.40;
  xs_stat[WMinus][MMM] = 1.52;
  xs_stat[WMinus][all] = 0.79;
  
  xs_syst[WMinus][EEE] = 0.60;
  xs_syst[WMinus][EEM] = 0.37;
  xs_syst[WMinus][MME] = 0.37;
  xs_syst[WMinus][MMM] = 0.50;
  xs_syst[WMinus][all] = 0.40;
  
  xs_lumi[WMinus][EEE] = 0.21;
  xs_lumi[WMinus][EEM] = 0.14;
  xs_lumi[WMinus][MME] = 0.13;
  xs_lumi[WMinus][MMM] = 0.21;
  xs_lumi[WMinus][all] = 0.16;


  // Do the work
  //----------------------------------------------------------------------------
  TGraphErrors* gStat = new TGraphErrors(nChannel);
  TGraphErrors* gSyst = new TGraphErrors(nChannel);
  TGraphErrors* gLumi = new TGraphErrors(nChannel);

  for (UInt_t i=0; i<nChannel; i++)
    {
      Double_t errorSquared = (xs_stat[theCharge][i] * xs_stat[theCharge][i]);

      gStat->SetPointError(i, sqrt(errorSquared) / xs_nlo[theCharge], 0.0);
      
      errorSquared += (xs_syst[theCharge][i] * xs_syst[theCharge][i]);

      gSyst->SetPointError(i, sqrt(errorSquared) / xs_nlo[theCharge], 0.0);

      errorSquared += (xs_lumi[theCharge][i] * xs_lumi[theCharge][i]);

      gLumi->SetPointError(i, sqrt(errorSquared) / xs_nlo[theCharge], 0.0);

      gStat->SetPoint(i, xs_value[theCharge][i] / xs_nlo[theCharge], nChannel-i-1);
      gSyst->SetPoint(i, xs_value[theCharge][i] / xs_nlo[theCharge], nChannel-i-1);
      gLumi->SetPoint(i, xs_value[theCharge][i] / xs_nlo[theCharge], nChannel-i-1);
    }


  // Cosmetics
  //----------------------------------------------------------------------------
  gStat->SetLineWidth  (2);
  gStat->SetMarkerSize (1.3);
  gStat->SetMarkerStyle(kFullCircle);

  gSyst->SetLineColor  (kRed);
  gSyst->SetLineWidth  (2);
  gSyst->SetMarkerSize (1.3);
  gSyst->SetMarkerStyle(kFullCircle);

  gLumi->SetLineColor  (kBlue);
  gLumi->SetLineWidth  (2);
  gLumi->SetMarkerSize (1.3);
  gLumi->SetMarkerStyle(kFullCircle);


  // Draw
  //----------------------------------------------------------------------------
  TString suffix = "7TeV_" + sCharge[theCharge];

  TCanvas* canvas = new TCanvas("ratioNLO_" + suffix, "ratioNLO_" + suffix);

  canvas->SetLeftMargin(canvas->GetRightMargin());

  Double_t xmin    =  0.0;
  Double_t xmax    =  2.0;
  Double_t ylegend =  1.2;
  Double_t ymin    = -0.6;
  Double_t ymax    = nChannel + ymin + ylegend;
  
  TH2F* h2 = new TH2F("h2_" + suffix, "", 100, xmin, xmax, 100, ymin, ymax);

  h2->Draw();
  
  
  // NLO WZ cross-section
  //----------------------------------------------------------------------------
  TBox* nlo = new TBox(1. - xs_nlo_left [theCharge] / xs_nlo[theCharge], ymin,
		       1. + xs_nlo_right[theCharge] / xs_nlo[theCharge], ymax - ylegend);

  nlo->SetLineColor(0);
  nlo->SetFillColor(kGray);
  nlo->SetFillStyle(1001);

  nlo->Draw("e2,same");

  TLine* line = new TLine(1., ymin, 1., ymax - ylegend);

  line->SetLineColor(kGray+1);
  line->SetLineWidth(2);

  line->Draw("same");


  // Cross sections
  //----------------------------------------------------------------------------
  gLumi->Draw("p,same");
  gSyst->Draw("p,same");
  gStat->Draw("p,same");


  // Labels
  //----------------------------------------------------------------------------
  for (UInt_t i=0; i<nChannel; i++) {

    Double_t x = gStat->GetX()[i];
    Double_t y = gStat->GetY()[i];

    Double_t gStatError = gStat->GetErrorX(i);
    Double_t gSystError = gSyst->GetErrorX(i);
    Double_t gLumiError = gLumi->GetErrorX(i);

    DrawTLatex(42, xmin+0.06, y+0.15, 0.035, 12,
	       Form("%s %.2f #pm %.2f",
		    lChannel[i].Data(), x, gLumiError), 0);

    gLumiError = sqrt(gLumiError*gLumiError - gSystError*gSystError);
    gSystError = sqrt(gSystError*gSystError - gStatError*gStatError);

    DrawTLatex(42, xmin+0.06, y-0.15, 0.025, 12,
	       Form("%.2f #pm %.2f #pm %.2f #pm %.2f",
		    x, gStatError, gSystError, gLumiError), 0);
  }

  DrawTLatex(42, 0.050, 0.975, _bigLabelSize, 13, "CMS Preliminary");

  DrawTLatex(42, 0.940, 0.983, _bigLabelSize, 33, 
	     Form("#sqrt{s} = 7 TeV, L = %.1f fb^{-1}", luminosity/1e3));

  TString swz = "";

  if      (theCharge == WPlus)  swz = "W^{+}Z";
  else if (theCharge == WMinus) swz = "W^{-}Z";
  else                          swz = "W^{#pm}Z";
  
  h2->GetXaxis()->CenterTitle();
  h2->GetXaxis()->SetTitleOffset(1.4);
  h2->GetXaxis()->SetTitle(Form("#sigma_{%s}^{exp} / #sigma_{%s}^{theory}",
				   swz.Data(),
				   swz.Data()));

  h2->GetYaxis()->SetTitle("");


  // Remove y-axis labels
  //----------------------------------------------------------------------------
  TAxis* yaxis = h2->GetYaxis();
  
  for (Int_t j=1; j<yaxis->GetNbins(); j++) yaxis->SetBinLabel(j, "");


  // Additional legend
  //----------------------------------------------------------------------------
  DrawLegend(0.645, 0.840, gStat, " stat.",  "lp");
  DrawLegend(0.645, 0.795, nlo,   " theory", "f");
  DrawLegend(0.800, 0.840, gSyst, " syst.",  "l");
  DrawLegend(0.800, 0.795, gLumi, " lumi.",  "l");


  // Save
  //----------------------------------------------------------------------------
  canvas->Update();
  canvas->GetFrame()->DrawClone();
  canvas->RedrawAxis();

  canvas->SaveAs(Form("pdf/ratioNLO_%s.pdf", suffix.Data()));
  canvas->SaveAs(Form("png/ratioNLO_%s.png", suffix.Data()));
}
int postprocessingSysError(){

  cout<<endl<<endl<<endl<<"%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Postproccess all systematic uncertainties! %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%"<<endl<<endl;
  gErrorIgnoreLevel = 1001;

  const TString method  = "RMS99";
  const TString type    = "PFCHS";

  const int nEta =4;
  double eta_bins[5] = {0., 0.5, 1.1, 1.7, 2.3};
  // For looking at different systematic uncertainties independently
  const bool QCD    = true;
  const bool JEC    = true;
  const bool flavor = true;
  const bool PU     = true;
  const bool MC     = true;
  

  TString etaString, filename;   

  TString rootFiles, AuxString;  
  TString JetType = "PFCHS";
  TString Method  = "RMS99";   

  double *ratioEtaBinnedX  = new double[nEta];
  double *ratioEtaBinnedY  = new double[nEta];
  double *ratioEtaBinnedEX = new double[nEta];
  double *ratioEtaBinnedEY = new double[nEta];

  double *ratioEtaBinnedQCDUpY   = new double[nEta];
  double *ratioEtaBinnedQCDDownY = new double[nEta];

  TF1 *QCDuncertainty;

  if(QCD){
    rootFiles   = (TString) "scripts/plotsQCD/FinalErrorsQCD_" + type + (TString) "_" + method + (TString) ".root";
    TFile *_file = TFile::Open(rootFiles);    
    _file->GetObject("function",QCDuncertainty);
  }
  
  for(int eta = 0; eta < nEta; eta++){
    
    //cout<< endl<<endl<<endl<<eta+1<<". eta Bin!!"<<endl;

    // Read the MC and data results 
    rootFiles = (TString) "root_files_FINAL_data/Resolution_for_" + (long) (eta+1) + (TString) "_eta_bin_" + JetType + (TString) "_data_" + Method + (TString) ".root";
    TGraphErrors* JERData = readTGraphErrors(rootFiles,"Graph;1","Graph");
    rootFiles = (TString) "root_files_FINAL_mc/Resolution_for_" + (long) (eta+1) + (TString) "_eta_bin_" + JetType + (TString) "_mc_" + Method + (TString) ".root";
    TGraphErrors* JERMC = readTGraphErrors(rootFiles,"Graph","Graph");
    
    if(eta+1 == 1) etaString = Form("JER for |#eta| < %4.1f",etaBins[eta+1]);
    else           etaString = Form("JER for %4.1f <|#eta|< %4.1f",etaBins[eta+1],etaBins[eta+2]);
 
    //%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
    // 1.) Calculate the ratio w/o systematic Uncertainties  


    int nData    = JERData->GetN();

    double *dataX  = JERData->GetX();
    double *dataY  = JERData->GetY();
    double *dataEX = JERData->GetEX();
    double *dataEY = JERData->GetEY();
    
    double *mcX  = new double[nData];
    double *mcY  = new double[nData];
    double *mcEX = new double[nData];
    double *mcEY = new double[nData];
    
    double *ratioX  = new double[nData];
    double *ratioY  = new double[nData];
    double *ratioEX = new double[nData];
    double *ratioEY = new double[nData];


    //%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
    // Initialize some stuff for QCD uncertainty
    double *ratioQCDUpY    = new double[nData];
    double *ratioQCDDownY  = new double[nData];    
    //%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

 
    int idx = 0;
    for(int i=0; i<nData; i++){

      JERMC   -> GetPoint(idx,mcX[i],mcY[i]);
      mcEX[i] = JERMC -> GetErrorX(idx);
      mcEY[i] = JERMC -> GetErrorY(idx);

      idx += 1;

      if(TMath::Abs(dataX[i]/mcX[i] - 1.) > 0.1){
	i -= 1;
	continue;
      }
     
      ratioX[i]  = 1./2.*(dataX[i] + mcX[i]);
      ratioY[i]  = dataY[i]/mcY[i];
      ratioEX[i] = 1./2.*TMath::Sqrt(TMath::Power(dataEX[i],2)+TMath::Power(mcEX[i],2));
      ratioEY[i] = TMath::Sqrt(TMath::Power((1./mcY[i]),2)*TMath::Power(dataEY[i],2)+TMath::Power((dataY[i]/(TMath::Power(mcY[i],2))),2)*TMath::Power(mcEY[i],2));
      if(QCD){
	// For QCD
	ratioQCDUpY[i]   = ratioY[i]*(1. + QCDuncertainty->Eval(ratioX[i]));
	ratioQCDDownY[i] = ratioY[i]*(1. - QCDuncertainty->Eval(ratioX[i]));
	//cout<<"QCDuncertainty->Eval(ratioX[i]) = "<<QCDuncertainty->Eval(ratioX[i])<<endl;
      }
    }
    
    TGraphErrors *Ratio = new TGraphErrors(nData,ratioX,ratioY,ratioEX,ratioEY);


    // For QCD
    TGraphErrors *QCDUp   = new TGraphErrors(nData,ratioX,ratioQCDUpY,ratioEX,ratioEY);
    TGraphErrors *QCDDown = new TGraphErrors(nData,ratioX,ratioQCDDownY,ratioEX,ratioEY);
    

    if(eta+1 == 1 ) AuxString = Form("Ratio between Data and MC for |#eta| < %4.1f",etaBins[eta+1]);
    else            AuxString = Form("Ratio between Data and MC for %4.1f <|#eta|<%4.1f",etaBins[eta+1],etaBins[eta+2]);
 
    Ratio -> SetTitle(AuxString); 
    Ratio -> GetXaxis() -> SetTitle("Photon pT");
    Ratio -> GetXaxis() -> SetTitleOffset(1.1); 
    Ratio -> GetYaxis() -> SetTitle("Ratio of JER (DATA/MC)");
    Ratio -> GetYaxis() -> SetTitleOffset(1.2);   
    Ratio -> GetXaxis() -> SetLimits(0,600);
    TF1* f1 = new TF1("name","pol0",0,600);   
    Ratio -> Fit("name","QR");
    

    TF1* fitQCDUp  = new TF1("fitQCDUp","pol0",0,600); 
    TF1* fitQCDDown = new TF1("fitQCDDown","pol0",0,600); 
    if(QCD){
      // For QCD
      QCDUp   -> Fit("fitQCDUp","QR");
      QCDDown -> Fit("fitQCDDown","QR");
    }
    
    TLegend *legend  = 0;
    legend = new TLegend(0.55,0.8,0.9,0.9);
    legend -> SetFillColor(0);

    legend -> SetHeader(Form(" %4.3f #pm %4.3f", f1 -> GetParameter(0), f1->GetParError(0)));
    TCanvas *c11 = new TCanvas("c11",AuxString,200,10,500,500);
    c11 -> cd();
    Ratio -> SetMinimum(0.5);
    Ratio -> SetMaximum(2.0);
  
    Ratio  -> Draw("AP"); 
    legend -> Draw("same");
  
    TLatex*  info   = new TLatex();
    info-> SetNDC();
    info->SetTextSize(0.045); 
    info->DrawLatex(0.22,0.84,Form("#splitline{#chi^{2} = %4.2f}{dof = %i}",f1 -> GetChisquare(),f1 -> GetNDF()));
  
    filename = (TString) "plots/Ratio_Resolution_for_" + (long) (eta+1) + (TString) "_eta_bin_" + type + (TString) "_data_comparison_" + method + (TString) ".pdf";
    c11 -> SaveAs(filename);
    delete c11;
    
    ratioEtaBinnedX[eta]  = (eta_bins[eta+1] + eta_bins[eta])/2.; 
    ratioEtaBinnedY[eta]  = f1 -> GetParameter(0);
    ratioEtaBinnedEX[0]=0.25;
    ratioEtaBinnedEX[1]=0.3;
    ratioEtaBinnedEX[2]=0.3;
    ratioEtaBinnedEX[3]=0.3;
    ratioEtaBinnedEY[eta] = f1->GetParError(0);

    if(QCD){
      ratioEtaBinnedQCDUpY[eta]  = fitQCDUp   -> GetParameter(0);
      ratioEtaBinnedQCDDownY[eta]= fitQCDDown -> GetParameter(0);



      // Some additional stuff for QCD uncertainty
      TCanvas *plotsQCD = new TCanvas("plotsQCD","plotsQCD",200,10,500,500);
      plotsQCD -> cd();

      Ratio -> SetMarkerColor(1);
      Ratio -> SetLineColor(1);
      Ratio -> SetMarkerStyle(20);
      Ratio -> GetFunction("name")->SetLineColor(1);
      QCDUp -> SetMarkerColor(3);
      QCDDown -> SetMarkerColor(3);
      QCDUp  -> SetLineColor(3);
      QCDDown  -> SetLineColor(3);
      QCDUp -> SetMarkerStyle(20);
      QCDDown -> SetMarkerStyle(20);
      QCDUp -> SetMarkerSize(0.8);
      QCDDown -> SetMarkerSize(0.8);
      QCDUp   -> GetFunction("fitQCDUp")->SetLineColor(3);
      QCDDown -> GetFunction("fitQCDDown")->SetLineColor(3);
      Ratio -> Draw("AP");
      QCDUp -> Draw("sameP");
      QCDDown -> Draw("sameP");

      delete legend;
      legend = new TLegend(0.4,0.8,0.9,0.9);
      legend -> SetFillColor(0);
      legend -> SetTextSize(0.045);
      legend -> AddEntry(Ratio,"Central Value","l");
      legend -> AddEntry(QCDUp,Form("Upward variation: + %4.3f",abs(ratioEtaBinnedQCDUpY[eta]/ratioEtaBinnedY[eta]-1.)),"l");
      legend -> AddEntry(QCDDown,Form("Downward variation: - %4.3f",abs(ratioEtaBinnedQCDDownY[eta]/ratioEtaBinnedY[eta]-1.)),"l");
   
      legend -> Draw("same");
      filename = (TString) "plots/plotsQCD_for_" + (long) (eta+1) + (TString) "_bin_"  + type + (TString) "_" + method + (TString) ".pdf";
      plotsQCD -> SaveAs(filename);
      delete plotsQCD;
    }


  }

  TGraphErrors* ratioEtaBinned = new TGraphErrors(nEta,ratioEtaBinnedX,ratioEtaBinnedY,ratioEtaBinnedEX,ratioEtaBinnedEY);
  filename = (TString) "plots/RatioEtaBinned_" + type + (TString) "_" + method + (TString) ".root";
  TFile *f = new TFile(filename,"RECREATE");
  f -> WriteTObject(ratioEtaBinned,"Graph");
  f->Close();
  delete f;

  //%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
  // 1.) Calculate sys Error from QCD contamination
  //cout<<endl;
    
  double deltaRatioUpQCD[nEta]      = {0.};
  double deltaRatioDownQCD[nEta]    = {0.};
 
  if(QCD){
    
    for(int eta = 0; eta<nEta; eta++){

      deltaRatioUpQCD[eta]     = abs(ratioEtaBinnedQCDUpY[eta]/ratioEtaBinnedY[eta]-1.); 
      deltaRatioDownQCD[eta]   = abs(ratioEtaBinnedQCDDownY[eta]/ratioEtaBinnedY[eta]-1.); 
      
      //cout<<"ratioEtaBinnedQCDDownY[eta]"<<ratioEtaBinnedQCDDownY[eta]<<endl;
      //cout<<"ratioEtaBinnedY[eta]"<<ratioEtaBinnedY[eta]<<endl;
      //cout<<"deltaRatioUpQCD["<<eta<<"] = "<<deltaRatioUpQCD[eta]<<endl;
      //cout<<"deltaRatioDownQCD["<<eta<<"] = "<<deltaRatioDownQCD[eta]<<endl;
    }

  } 
  
  

  //%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
  // 2.) Calculate sys Error from JEC uncertainty (percentage change of MC result)
  //cout<<endl;

  double deltaRatioUpJEC[nEta]      = {0.};
  double deltaRatioDownJEC[nEta]    = {0.};
    
  if(JEC){

    rootFiles                          = (TString) "scripts/plotsJEC/FinalEtaBinnedErrorsJECUp_" + type + (TString) "_" + method + (TString) ".root"; 
    TGraphErrors *JECuncertaintyUp  = readTGraphErrors(rootFiles,"graph","Graph");
    double       *sysRelJECUp       = JECuncertaintyUp -> GetY();

    rootFiles                          = (TString) "scripts/plotsJEC/FinalEtaBinnedErrorsJECLow_" + type + (TString) "_" + method + (TString) ".root"; 
    TGraphErrors *JECuncertaintyLow = readTGraphErrors(rootFiles,"graph","Graph");
    double       *sysRelJECLow      = JECuncertaintyLow -> GetY();
      
    for(int eta = 0; eta<nEta; eta++){

      deltaRatioUpJEC[eta]   = sysRelJECUp[eta];
      deltaRatioDownJEC[eta] = sysRelJECLow[eta];

      //cout<<"deltaRatioUpJEC["<<eta<<"] = "<<deltaRatioUpJEC[eta]<<endl;
      //cout<<"deltaRatioDownJEC["<<eta<<"] = "<<deltaRatioDownJEC[eta]<<endl;     

    }

  }
 
  //%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
  // 3.) Calculate sys Error from Flavor uncertainty (percentage change of MC result)
  //cout<<endl;
  
  // Multiply on mc (as symmetric Error)
  // ratioUp  = 1/(1 - delta) * ratio
  // ratioLow = 1/(1 + delta) * ratio

  double deltaRatioUpFlavor[nEta]      = {0.};
  double deltaRatioDownFlavor[nEta]    = {0.};

  if(flavor){

    rootFiles                          = (TString) "scripts/plotsFlavor/FinalEtaBinnedErrorsFlavorUp_" + type + (TString) "_" + method + (TString) ".root"; 
    TGraphErrors *FlavoruncertaintyUp  = readTGraphErrors(rootFiles,"graph","Graph");
    double       *sysRelFlavorUp       = FlavoruncertaintyUp -> GetY();
    
    rootFiles                          = (TString) "scripts/plotsFlavor/FinalEtaBinnedErrorsFlavorLow_" + type + (TString) "_" + method + (TString) ".root"; 
    TGraphErrors *FlavoruncertaintyLow = readTGraphErrors(rootFiles,"graph","Graph");
    double       *sysRelFlavorLow      = FlavoruncertaintyLow -> GetY();
  
    
    for(int eta = 0; eta<nEta; eta++){

      deltaRatioUpFlavor[eta]   = sysRelFlavorUp[eta];
      deltaRatioDownFlavor[eta] = sysRelFlavorLow[eta];

      //cout<<"deltaRatioUpFlavor["<<eta<<"] = "<<deltaRatioUpFlavor[eta]<<endl;
      //cout<<"deltaRatioDownFlavor["<<eta<<"] = "<<deltaRatioDownFlavor[eta]<<endl;
    }

  }
 
  //%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
  // 4.) Calculate sys Error from PU uncertainty (percentage change of MC result)
  //cout<<endl;

  double deltaRatioUpPU[nEta]      = {0.};
  double deltaRatioDownPU[nEta]    = {0.};
  
  if(PU){
    
    rootFiles                          = (TString) "scripts/plotsPU/FinalEtaBinnedErrorsPUUp_" + type + (TString) "_" + method + (TString) ".root"; 
    TGraphErrors *PUuncertaintyUp  = readTGraphErrors(rootFiles,"graph","Graph");
    double       *sysRelPUUp       = PUuncertaintyUp -> GetY();

    rootFiles                          = (TString) "scripts/plotsPU/FinalEtaBinnedErrorsPULow_" + type + (TString) "_" + method + (TString) ".root"; 
    TGraphErrors *PUuncertaintyLow = readTGraphErrors(rootFiles,"graph","Graph");
    double       *sysRelPULow      = PUuncertaintyLow -> GetY();
  
    // Multiply on mc (as symmetric Error)
    // ratioUp = 1/(1 - delta) * ratio
    // ratioUp = 1/(1 + delta) * ratio
        
    for(int eta = 0; eta<nEta; eta++){
    
      deltaRatioUpPU[eta]   = sysRelPUUp[eta];
      deltaRatioDownPU[eta] = sysRelPULow[eta];

      //cout<<"deltaRatioUpPU["<<eta<<"] = "<<deltaRatioUpPU[eta]<<endl;
      //cout<<"deltaRatioDownPU["<<eta<<"] = "<<deltaRatioDownPU[eta]<<endl;
    }

  } 
  
  //%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
  // 5.) Calculate sys Error from Out-of Cone showering simulation (percentage change of full ratio result)
  //cout<<endl;
  
  double deltaRatioUpMC[nEta]      = {0.};
  double deltaRatioDownMC[nEta]    = {0.};
  

  if(MC){

    rootFiles                   = (TString) "scripts/plotsMC/FinalErrorsMC_" + type + (TString) "_" + method + (TString) ".root";  
    TGraphErrors *MCuncertainty = readTGraphErrors(rootFiles,"graph","Graph");
    double       *sysRelMC      = MCuncertainty -> GetY();
  
    // Percentage change is only in one direction, to take this into account keep deltaRatioDownMC = 0

    for(int eta = 0; eta<nEta; eta++){

      deltaRatioUpMC[eta]   = sysRelMC[eta];
      deltaRatioDownMC[eta] = sysRelMC[eta];

      //cout<<"deltaRatioUpMC["<<eta<<"] = "<<deltaRatioUpMC[eta]<<endl;
      //cout<<"deltaRatioDownMC["<<eta<<"] = "<<deltaRatioDownMC[eta]<<endl;
    }

  } 
  
  //%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
  // Take all systematic Uncertainties together and plot
  //cout<<endl;

  double *deltaTotalSysUp   = new double[nEta];
  double *deltaTotalSysDown = new double[nEta];
  double *DeltaTotalSysUp   = new double[nEta];
  double *DeltaTotalSysDown = new double[nEta];
  double *DeltaTotalDown = new double[nEta];
  double *DeltaTotalUp = new double[nEta];
  for(int eta = 0; eta<nEta; eta++){

    // Add all systematic Uncertainties in quadrature (delta is relative Uncertainty)
    deltaTotalSysUp[eta]   = sqrt(TMath::Power(deltaRatioUpJEC[eta],2)   + TMath::Power(deltaRatioUpFlavor[eta],2)   + TMath::Power(deltaRatioUpPU[eta],2)   +                                                               TMath::Power(deltaRatioUpMC[eta],2)    + TMath::Power(deltaRatioUpQCD[eta],2));
    deltaTotalSysDown[eta] = sqrt(TMath::Power(deltaRatioDownJEC[eta],2) + TMath::Power(deltaRatioDownFlavor[eta],2) + TMath::Power(deltaRatioDownPU[eta],2) +                                                               TMath::Power(deltaRatioDownMC[eta],2)  + TMath::Power(deltaRatioDownQCD[eta],2));

    // Calculation of the absolute Uncertainty with Delta = ratio * delta
    DeltaTotalSysUp[eta]   = deltaTotalSysUp[eta] * ratioEtaBinnedY[eta];
    DeltaTotalSysDown[eta] = deltaTotalSysDown[eta] * ratioEtaBinnedY[eta];

    // Calculate Systematic plus staistical Uncertainty
    DeltaTotalUp[eta] = sqrt(pow(DeltaTotalSysUp[eta],2) + pow(ratioEtaBinnedEY[eta],2));
    DeltaTotalDown[eta] = sqrt(pow(DeltaTotalSysDown[eta],2) + pow(ratioEtaBinnedEY[eta],2));

    cout<<endl<<"relative: deltaTotalSysUp["<<eta<<"]   = "<<fixed<<setprecision(3)<<deltaTotalSysUp[eta]<<endl;
    cout<<"relative: deltaTotalSysDown["<<eta<<"] = "<<deltaTotalSysDown[eta]<<endl;

    cout<<endl<<"absolute: DeltaTotalSysUp["<<eta<<"]   = "<<DeltaTotalSysUp[eta]<<endl;
    cout<<"absolute: DeltaTotalSysDown["<<eta<<"] = "<<DeltaTotalSysDown[eta]<<endl;


  }

  double ex[nEta] ={0.25,0.3,0.3,0.3};

  TGraphAsymmErrors* ratioEtaBinnedSys = new TGraphAsymmErrors(nEta,ratioEtaBinnedX,ratioEtaBinnedY,ex,ex,DeltaTotalSysDown,DeltaTotalSysUp);

  double *TotalSysUp   = new double[nEta];
  double *TotalSysDown = new double[nEta];
 

  for(int i=0; i<nEta; i++){
    TotalSysUp[i]   = ratioEtaBinnedY[i]+DeltaTotalSysUp[i];
    TotalSysDown[i] = ratioEtaBinnedY[i]-DeltaTotalSysDown[i];
  }

  TGraph* ratioSysBorderUp   = new TGraph(nEta, ratioEtaBinnedX, TotalSysUp);
  TGraph* ratioSysBorderDown = new TGraph(nEta, ratioEtaBinnedX, TotalSysDown);

  TGraph* ratioRelativeErrorsUp   = new TGraph(nEta,ratioEtaBinnedX,deltaTotalSysUp);
  TGraph* ratioRelativeErrorsDown = new TGraph(nEta,ratioEtaBinnedX,deltaTotalSysDown);


  TGraphErrors* ratioEtaBinnedStat = new TGraphErrors(nEta,ratioEtaBinnedX,ratioEtaBinnedY,ratioEtaBinnedEX,ratioEtaBinnedEY);
  TGraphAsymmErrors* ratioEtaBinnedStatPlusSys = new TGraphAsymmErrors(nEta,ratioEtaBinnedX,ratioEtaBinnedY,ex,ex,DeltaTotalDown,DeltaTotalUp);
  
  TCanvas *cFinal = new TCanvas("cFinal","cFinal",200,10,500,500);
  cFinal -> cd();  
  
  ratioEtaBinnedSys -> GetYaxis() -> SetTitle("Data/MC ratio for JER");
  ratioEtaBinnedSys -> GetXaxis() -> SetTitle("|#eta|");

  if(PU  && flavor  && JEC  && MC && QCD)    etaString  = "All sys. Uncertainties";
  else if(PU  && !flavor && !JEC && !MC && !QCD)  etaString = "Only PU uncert.";
  else if(!PU && flavor  && !JEC && !MC && !QCD)  etaString = "Only flavor uncert.";
  else if(!PU && !flavor && JEC  && !MC && !QCD)  etaString = "Only JEC uncert.";
  else if(!PU && !flavor && !JEC && MC && !QCD)   etaString = "Only Out-of-Cone sim. uncert.";
  else if(!PU && !flavor && !JEC && MC && !QCD)   etaString = "Only Out-of-Cone sim. uncert.";
  else if(!PU && !flavor && !JEC && !MC && QCD)   etaString = "Only QCD uncert.";
  else if(PU && flavor && JEC && !MC && QCD)      etaString = "All besides MC uncertainty.";
  else etaString = "Strange set of systematic uncertainties.";
  cout<<endl<<etaString<<endl<<endl;
  
  ratioEtaBinnedSys -> SetMarkerStyle(20);
  ratioEtaBinnedSys -> SetMarkerSize(1.4);
  ratioEtaBinnedSys -> SetFillColor(kGray);
  ratioEtaBinnedSys -> SetFillStyle(3001);
  ratioEtaBinnedSys -> SetLineColor(kGray);
  ratioEtaBinnedSys -> SetMinimum(0.8);
  ratioEtaBinnedSys -> SetMaximum(1.5);
  ratioEtaBinnedSys -> GetXaxis() -> SetLimits(0., 2.3);
  ratioEtaBinnedSys -> GetXaxis() -> SetNdivisions(6,6,0, "X");
  ratioEtaBinnedSys -> DrawClone("Ae3p");
  
  //ratioEtaBinnedSys -> SetPointError(0, 0., 0., 0., 0.);
  //ratioEtaBinnedSys -> SetPointError(1, 0., 0., 0., 0.);
  //ratioEtaBinnedSys -> SetPointError(2, 0., 0., 0., 0.);
  //ratioEtaBinnedSys -> SetPointError(3, 0., 0., 0., 0.);
  //ratioEtaBinnedSys -> SetPointError(4, 0., 0., 0., 0.);


  ratioEtaBinnedStat -> SetMarkerStyle(20);
  ratioEtaBinnedStat -> SetMarkerSize(1.4);
  ratioEtaBinnedStat -> SetFillColor(kGray);
  ratioEtaBinnedStat -> SetFillStyle(3001);
  ratioEtaBinnedStat -> SetLineColor(1);
  ratioEtaBinnedStat -> Draw("psame");
  
 
  TLatex *infoFinal   = new TLatex();
  infoFinal -> SetTextFont(132);
  infoFinal -> SetNDC();
  infoFinal -> SetTextSize(0.045);
  infoFinal -> DrawLatex(0.2,0.8,etaString);

  filename = (TString) "plots/FinalErrorPlot_" + type + (TString) "_" + method + (TString) ".pdf";
  cFinal -> Print(filename,"pdf");
  filename = (TString) "plots/FinalErrorPlot_" + type + (TString) "_" + method + (TString) ".pdf";
  cFinal -> SaveAs(filename,"pdf");
  delete cFinal;


  filename = (TString) "plots/FinalRelativeErrorsUp_" + type + (TString) "_" + method + (TString) ".root"; 
  f = new TFile(filename,"RECREATE");
  f -> WriteTObject(ratioRelativeErrorsUp,"graph");
  f->Close();
  delete f;
  filename = (TString) "plots/FinalRelativeErrorsLow_" + type + (TString) "_" + method + (TString) ".root"; 
  f = new TFile(filename,"RECREATE");
  f -> WriteTObject(ratioRelativeErrorsDown,"graph");
  f->Close();
  delete f;

  
  ofstream RelativeErrors;
  RelativeErrors.open("plots/Errors.txt");
  
  RelativeErrors<<"Relative Errors: "<<endl;
  for(int i=0; i<nEta; i++){
    RelativeErrors<<i+1<<". Eta bin:    "<<"-"<<fixed<<setprecision(3)<<(deltaTotalSysDown[i]*100)<<"% / +"<<(deltaTotalSysUp[i]*100)<<"%"<<endl;
  }

  RelativeErrors<<endl<<"Absolute Errors: "<<endl;
  for(int i=0; i<nEta; i++){
    RelativeErrors<<i+1<<". Eta bin:    "<<"-"<<(DeltaTotalSysDown[i])<<" / +"<<(DeltaTotalSysUp[i])<<endl;
  }

  RelativeErrors<<endl<<endl<<"Relative Errors JEC: "<<endl;
  for(int i=0; i<nEta; i++){
    RelativeErrors<<i+1<<". Eta bin:    "<<"-"<<(deltaRatioDownJEC[i]*100)<<"% / +"<<(deltaRatioUpJEC[i]*100)<<"%"<<endl;
  }
  RelativeErrors<<endl<<endl<<"Relative Errors Flavor: "<<endl;
  for(int i=0; i<nEta; i++){
    RelativeErrors<<i+1<<". Eta bin:    "<<"-"<<(deltaRatioDownFlavor[i]*100)<<"% / +"<<(deltaRatioUpFlavor[i]*100)<<"%"<<endl;
  }
  RelativeErrors<<endl<<endl<<"Relative Errors Out-of-Cone showering simulation: "<<endl;
  for(int i=0; i<nEta; i++){
    RelativeErrors<<i+1<<". Eta bin:    "<<"-"<<(deltaRatioDownMC[i]*100)<<"% / +"<<(deltaRatioUpMC[i]*100)<<"%"<<endl;
  }
  RelativeErrors<<endl<<endl<<"Relative Errors QCD: "<<endl;
  for(int i=0; i<nEta; i++){
    RelativeErrors<<i+1<<". Eta bin:    "<<"-"<<(deltaRatioDownQCD[i]*100)<<"% / +"<<(deltaRatioUpQCD[i]*100)<<"%"<<endl;
  }
  RelativeErrors<<endl<<endl<<"Relative Errors PU reweighing: "<<endl;
  for(int i=0; i<nEta; i++){
    RelativeErrors<<i+1<<". Eta bin:    "<<"-"<<(deltaRatioDownPU[i]*100)<<"% / +"<<(deltaRatioUpPU[i]*100)<<"%"<<endl;
  }

  RelativeErrors<<endl<<endl<<"Central values and statistical Uncertainty: "<<endl;
  for(int i=0; i<nEta; i++){
    RelativeErrors<<i+1<<". Eta bin:    "<<"-"<<(ratioEtaBinnedY[i])<<" +/- "<<ratioEtaBinnedEY[i]<<endl;
  }

  RelativeErrors.close();

 
  // Write directly full latex table with systematic and statistical unceratinty

  ofstream latexTable;
  latexTable.open("plots/latexTable.txt");


  latexTable<<"\\renewcommand{\\arraystretch}{2.0}"<<endl;
  latexTable<<"\\begin{center}"<<endl;
  latexTable<<"\\begin{tabular}{ | c | c   c c| }"<<endl;
  latexTable<<"$|\\eta^{\\text{Jet}}|$ & Ratio &  stat.      & sys.  \\\\\\hline"<<endl;
  for(int z=0;z<nEta;z++){
    latexTable<<"$"<<fixed<<setprecision(1)<<etaBins[z]<<" - "<<etaBins[z+1]<<"$ &"<<fixed<<setprecision(3)<<ratioEtaBinnedY[z]<<" & $\\pm "<<ratioEtaBinnedEY[z]<<"$ & $^{+"<<DeltaTotalSysUp[z]<<"}_{-"<<DeltaTotalSysDown[z]<<"}$ \\\\"<<endl;
  }
  latexTable<<"\\hline"<<endl;
  latexTable<<"\\end{tabular}"<<endl;
  latexTable<<"\\end{center}"<<endl<<endl<<endl<<endl<<endl;

 


  
  latexTable<<"\\begin{center}"<<endl;
  latexTable<<"\\begin{tabular}{ l| c | c | c | c |}"<<endl;
  latexTable<<"\\multicolumn{1}{c}{} & \\multicolumn{4}{c}{$|\\eta^{\\text{Jet}}|$}\\\\\\hline"<<endl<<fixed<<setprecision(1);
  for(int z=0;z<nEta;z++) latexTable<<"& \\textbf{"<<etaBins[z]<<" - "<<etaBins[z+1]<<"}";
  latexTable<<"\\\\\\hline"<<endl;
  latexTable<<"\\multirow{2}{*}{\\textbf{Multijet contamination}}";
  for(int z=0;z<nEta;z++) latexTable<<"& $+"<<deltaRatioUpQCD[z]*100<<" \\% $ ";
  latexTable<<"\\\\"<<endl;
  for(int z=0;z<nEta;z++) latexTable<<"& $-"<<deltaRatioDownQCD[z]*100<<" \\% $ ";
  latexTable<<"\\\\\\hline"<<endl;
  latexTable<<"\\multirow{2}{*}{\\textbf{Flavor uncertainty}}";
  for(int z=0;z<nEta;z++) latexTable<<"& $+"<<deltaRatioUpFlavor[z]*100<<" \\% $ ";
  latexTable<<"\\\\"<<endl;
  for(int z=0;z<nEta;z++) latexTable<<"& $"<<deltaRatioDownFlavor[z]*100<<" \\% $ ";
latexTable<<"\\\\\\hline"<<endl;
  latexTable<<"\\multirow{2}{*}{\\textbf{JEC uncertainty}}";
  for(int z=0;z<nEta;z++) latexTable<<"& $+"<<deltaRatioUpJEC[z]*100<<" \\% $ ";
  latexTable<<"\\\\"<<endl;
  for(int z=0;z<nEta;z++) latexTable<<"& $"<<deltaRatioDownJEC[z]*100<<" \\% $ ";
latexTable<<"\\\\\\hline"<<endl;
  latexTable<<"\\multirow{2}{*}{\\textbf{Out-of-Cone showering simulation}}";
  for(int z=0;z<nEta;z++) latexTable<<"& $+"<<deltaRatioUpMC[z]*100<<" \\% $ ";
  latexTable<<"\\\\"<<endl;
  for(int z=0;z<nEta;z++) latexTable<<"& $-"<<deltaRatioDownMC[z]*100<<" \\% $ ";
  latexTable<<"\\\\\\hline"<<endl;
  latexTable<<"\\multirow{2}{*}{\\textbf{PU uncertainty}}";
  for(int z=0;z<nEta;z++) latexTable<<"& $+"<<deltaRatioUpPU[z]*100<<" \\% $ ";
  latexTable<<"\\\\"<<endl;
  for(int z=0;z<nEta;z++) latexTable<<"& $"<<deltaRatioDownPU[z]*100<<" \\% $ ";
  latexTable<<"\\\\\\hline\\hline"<<endl;
  latexTable<<"\\multirow{2}{*}{\\textbf{Total}}";
  for(int z=0;z<nEta;z++) latexTable<<"& $+"<<deltaTotalSysUp[z]*100<<" \\% $ ";
  latexTable<<"\\\\"<<endl;
  for(int z=0;z<nEta;z++) latexTable<<"& $-"<<deltaTotalSysDown[z]*100<<" \\% $ ";
  latexTable<<"\\\\\\hline"<<endl;

  latexTable<<"\\end{tabular}"<<endl;
  latexTable<<"\\end{center}"<<endl;


 latexTable.close();





  //%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
  // Comparison to 2011 Data 
  cout<<endl; 

  gROOT->LoadMacro("tdrstyle_mod14.C");
  setTDRStyle();

  gROOT->LoadMacro("CMS_lumi.C");

  writeExtraText = true;       // if extra text
  extraText  = "Preliminary";  // default extra text is "Preliminary"
  lumi_8TeV  = "19.7 fb^{-1}"; // default is "19.7 fb^{-1}"
  lumi_7TeV  = "4.9 fb^{-1}";  // default is "5.1 fb^{-1}"

  int iPeriod = 2;    // 1=7TeV, 2=8TeV, 3=7+8TeV, 7=7+8+13TeV 
  
  gStyle->SetHatchesLineWidth(1);
  gStyle->SetHatchesSpacing(2.2);   
  //-----------------------------------------------------

  TCanvas *cFinal2 = new TCanvas("cFinal2","cFinal2",200,10,1000,1000);
  cFinal2 -> cd();  

  double x_2011[4];
  x_2011[0]=0.25;
  x_2011[1]=0.80;
  x_2011[2]=1.40;
  x_2011[3]=2.00;
  double y_2011[4];
  y_2011[0]=1.052;
  y_2011[1]=1.057;
  y_2011[2]=1.096;
  y_2011[3]=1.134;
  double yErrStat_2011[4];
  yErrStat_2011[0]=0.012;
  yErrStat_2011[1]=0.012;
  yErrStat_2011[2]=0.017;
  yErrStat_2011[3]=0.035;
  double yErrSysHigh_2011[4];
  yErrSysHigh_2011[0]=0.062;
  yErrSysHigh_2011[1]=0.056;
  yErrSysHigh_2011[2]=0.063;
  yErrSysHigh_2011[3]=0.087;
  double yErrSysLow_2011[4];
  yErrSysLow_2011[0]=0.061;
  yErrSysLow_2011[1]=0.055;
  yErrSysLow_2011[2]=0.062;
  yErrSysLow_2011[3]=0.085;
  double xErrLow_2011[4];
  xErrLow_2011[0]=0.25;
  xErrLow_2011[1]=0.3;
  xErrLow_2011[2]=0.3;
  xErrLow_2011[3]=0.3;
  double xErrHigh_2011[4];
  xErrHigh_2011[0]=0.25;
  xErrHigh_2011[1]=0.3;
  xErrHigh_2011[2]=0.3;
  xErrHigh_2011[3]=0.3;

  double yErrTotalHigh_2011[4];
  double yErrTotalLow_2011[4];

  for(int i=0; i<4; i++){

    yErrTotalHigh_2011[i]=sqrt(pow(yErrStat_2011[i],2) + pow(yErrSysHigh_2011[i],2));
    yErrTotalLow_2011[i]=sqrt(pow(yErrStat_2011[i],2) + pow(yErrSysLow_2011[i],2));


  }

  TGraphAsymmErrors *Res_2011_stat = new TGraphAsymmErrors(4,x_2011,y_2011,xErrLow_2011,xErrHigh_2011,yErrStat_2011,yErrStat_2011);
  Res_2011_stat->SetName("Res_2011_stat");
  TGraphAsymmErrors *Res_2011_sys  = new TGraphAsymmErrors(4,x_2011,y_2011,xErrLow_2011,xErrHigh_2011,yErrSysLow_2011,yErrSysHigh_2011);
  Res_2011_sys->SetName("Res_2011_sys");
  TGraphAsymmErrors *Res_2011_total  = new TGraphAsymmErrors(4,x_2011,y_2011,xErrLow_2011,xErrHigh_2011,yErrTotalLow_2011,yErrTotalHigh_2011);
  Res_2011_sys->SetName("Res_2011_total");
  
  //-----------------------------------------------------
  ratioEtaBinnedStatPlusSys -> GetXaxis() -> SetTitle("|#eta|");
  ratioEtaBinnedStatPlusSys -> GetXaxis() -> SetRangeUser(0., 2.3);
  ratioEtaBinnedStatPlusSys -> GetYaxis() -> SetTitle("Data/MC ratio for JER");
  ratioEtaBinnedSys -> GetXaxis() -> SetTitle("|#eta|");
  ratioEtaBinnedSys -> GetXaxis() -> SetRangeUser(0., 2.3);
  ratioEtaBinnedSys -> GetYaxis() -> SetTitle("Data/MC ratio for JER");
  ratioEtaBinnedStat -> GetXaxis() -> SetTitle("|#eta|");
  ratioEtaBinnedStat -> GetXaxis() -> SetRangeUser(0., 2.3);
  ratioEtaBinnedStat -> GetYaxis() -> SetTitle("Data/MC ratio for JER");
  ratioEtaBinnedStat -> GetYaxis() -> SetRangeUser(0.8, 1.6);
  Res_2011_stat -> GetXaxis() -> SetTitle("|#eta|");
  Res_2011_stat -> GetXaxis() -> SetLimits(0., 2.3);
  Res_2011_stat -> GetXaxis() -> SetNdivisions(505, "X");
  Res_2011_stat -> GetYaxis() -> SetTitle("Data/MC ratio for JER");
  Res_2011_sys -> GetXaxis() -> SetTitle("|#eta|");
  Res_2011_sys -> GetXaxis() -> SetLimits(0., 2.3);
  Res_2011_sys -> GetXaxis() -> SetNdivisions(505, "X");
  Res_2011_sys -> GetYaxis() -> SetTitle("Data/MC ratio for JER");
  Res_2011_total -> GetXaxis() -> SetTitle("|#eta|");
  Res_2011_total -> GetXaxis() -> SetLimits(0., 2.3);
  Res_2011_total -> GetXaxis() -> SetNdivisions(505, "X");
  Res_2011_total -> GetYaxis() -> SetTitle("Data/MC ratio for JER");
  Res_2011_total -> GetYaxis() -> SetRangeUser(0.8, 1.5);


  ratioEtaBinnedStatPlusSys -> SetMarkerStyle(20); 
  ratioEtaBinnedStatPlusSys -> SetMarkerSize(2.0);
  ratioEtaBinnedStatPlusSys -> SetLineColor(kPink-8);
  ratioEtaBinnedStatPlusSys -> SetLineWidth(2);
  ratioEtaBinnedStatPlusSys -> SetMarkerColor(kPink-8);
  ratioEtaBinnedStatPlusSys -> SetFillColor(kPink-8);
  ratioEtaBinnedStatPlusSys -> SetName("statPlusSys_2012");
  
  ratioEtaBinnedStat -> SetMarkerStyle(20); 
  ratioEtaBinnedStat -> SetMarkerSize(2.0);
  ratioEtaBinnedStat -> SetLineColor(kPink-8);
  ratioEtaBinnedStat -> SetLineWidth(2);
  ratioEtaBinnedStat -> SetMarkerColor(kPink-8);
  ratioEtaBinnedStat -> SetFillColor(kPink-8);
  ratioEtaBinnedStat -> SetName("Stat_2012");

  ratioEtaBinnedStatPlusSys -> SetFillStyle(3244);
  ratioEtaBinnedStat        -> SetFillStyle(3144);

  Res_2011_stat->SetMarkerStyle(24);
  Res_2011_stat->SetMarkerSize(2.0);
  Res_2011_stat->SetLineColor(kGray+2);
  Res_2011_stat->SetLineWidth(2);
  Res_2011_stat->SetLineWidth(2);
  Res_2011_stat->SetFillStyle(1001);

  Res_2011_total->SetMarkerStyle(24);
  Res_2011_total->SetMarkerSize(2.0);
  Res_2011_total->SetLineColor(1);
  Res_2011_total->SetLineWidth(2);
  Res_2011_total->SetFillColor(kGray);
  Res_2011_total->SetFillStyle(1001);
  Res_2011_total->SetLineColor(kGray+2);

  Res_2011_total->Draw("a2");
  Res_2011_stat->Draw("esame");
  
  ratioEtaBinnedStatPlusSys -> Draw("2same");
  Res_2011_stat->Draw("pXsame");
  Res_2011_stat->SetMarkerSize(1.9);
  Res_2011_stat->Draw("pXsame");
  Res_2011_stat->SetMarkerSize(1.7);
  Res_2011_stat->Draw("pXsame");
  ratioEtaBinnedStatPlusSys -> Draw("pXsame");
  ratioEtaBinnedStat        -> Draw("esame");
  
  TLegend *leg = new TLegend(0.18, 0.60, 0.55, 0.75);
  leg->SetBorderSize(0);
  leg->SetFillColor(0);
  leg->SetFillStyle(0);
  leg->SetTextFont(42);
  leg->SetTextSize(0.045);
  
  leg->AddEntry(Res_2011_total,"5/fb (7 TeV)", "pfl");
  leg->AddEntry(ratioEtaBinnedStatPlusSys,"20/fb (8 TeV)", "pfl");
     
  leg->Draw("same");

  TLatex *info = new TLatex();
  info->SetNDC();
  info->DrawLatex(0.67,0.83,"Anti-k_{T} R=0.5");
  info->DrawLatex(0.67,0.77,"PF+CHS");

  CMS_lumi( cFinal2, iPeriod, 11 );
  cFinal2->Print("plots/resultsComparisonFINAL.pdf","pdf");
  cFinal2->SaveAs("plots/resultsComparisonFINAL.C");


  return 0;

}
示例#8
0
文件: softrad.C 项目: cihar29/jecsys
// Soft radiation corrections for L3Res
void softrad(double etamin=0.0, double etamax=1.3, bool dodijet=false) {

  setTDRStyle();
  writeExtraText = false; // for JEC paper CWR

  TDirectory *curdir = gDirectory;

  // Open jecdata.root produced by reprocess.C
  TFile *fin = new TFile("rootfiles/jecdata.root","UPDATE");
  assert(fin && !fin->IsZombie());
  
  const int ntypes = 3;
  const char* types[ntypes] = {"data", "mc", "ratio"};
  const int nmethods = 2;
  const char* methods[nmethods] = {"mpfchs1", "ptchs"};
  const int nsamples = (dodijet ? 4 : 3);
  const char* samples[4] = {"gamjet", "zeejet", "zmmjet", "dijet"};
  string sbin = Form("eta%02.0f-%02.0f",10*etamin,10*etamax);
  const char* bin = sbin.c_str();
  const int nalphas = 4;
  const int alphas[nalphas] = {30, 20, 15, 10};

  // Z+jet bins
  const double ptbins1[] = {30, 40, 50, 60, 75, 95, 125, 180, 300, 1000};
  const int npt1 = sizeof(ptbins1)/sizeof(ptbins1[0])-1;
  TH1D *hpt1 = new TH1D("hpt1","",npt1,&ptbins1[0]);
  TProfile *ppt1 = new TProfile("ppt1","",npt1,&ptbins1[0]);

  // gamma+jet bins
  const double ptbins2[] = {30, 40, 50, 60, 75, 100, 125, 155, 180,
			    210, 250, 300, 350, 400, 500, 600, 800};
  const int npt2 = sizeof(ptbins2)/sizeof(ptbins2[0])-1;
  TH1D *hpt2 = new TH1D("hpt2","",npt2,&ptbins2[0]);
  TProfile *ppt2 = new TProfile("ppt2","",npt2,&ptbins2[0]);

  // dijet bins
  const double ptbins4[] = {20, 62, 107, 175, 242, 310, 379, 467,
			    628, 839, 1121, 1497, 2000};
  const int npt4 = sizeof(ptbins4)/sizeof(ptbins4[0])-1;
  TH1D *hpt4 = new TH1D("hpt4","",npt4,&ptbins4[0]);
  TProfile *ppt4 = new TProfile("ppt4","",npt4,&ptbins4[0]);

  TLatex *tex = new TLatex();
  tex->SetNDC();
  tex->SetTextSize(0.045);

  map<string,const char*> texlabel;
  texlabel["gamjet"] = "#gamma+jet";
  texlabel["zeejet"] = "Z#rightarrowee+jet";
  texlabel["zmmjet"] = "Z#rightarrow#mu#mu+jet";
  texlabel["dijet"] = "Dijet";
  texlabel["ptchs"] = "p_{T} balance (CHS)";
  texlabel["mpfchs"] = "MPF raw (CHS)";
  texlabel["mpfchs1"] = "MPF type-I (CHS)";

  // overlay of various alpha values
  TCanvas *c1 = new TCanvas("c1","c1",ntypes*400,nmethods*400);
  c1->Divide(ntypes,nmethods);

  TH1D *h1 = new TH1D("h1",";p_{T} (GeV);Response",1270,30,1300);

  // extrapolation vs alpha for each pT bin
  vector<TCanvas*> c2s(ntypes*nmethods);
  for (unsigned int icanvas = 0; icanvas != c2s.size(); ++icanvas) {
    TCanvas *c2 = new TCanvas(Form("c2_%d",icanvas),Form("c2_%d",icanvas),
			      1200,1200);
    c2->Divide(3,3);
    c2s[icanvas] = c2;
  }

  TH1D *h2 = new TH1D("h2",";#alpha;Response",10,0.,0.4);
  h2->SetMaximum(1.08);
  h2->SetMinimum(0.88);

  // krad corrections
  TCanvas *c3 = new TCanvas("c3","c3",ntypes*400,nmethods*400);
  c3->Divide(ntypes,nmethods);

  TH1D *h3 = new TH1D("h3",";p_{T,ref} (GeV);FSR sensitivity: -dR/d#alpha [%]",
		      1270,30,1300);

  cout << "Reading in data" << endl << flush;
  // Read in plots vs pT (and alpha)
  map<string, map<string, map<string, map<int, TGraphErrors*> > > > gemap;
  map<string, map<string, map<string, map<int, TGraphErrors*> > > > gamap;
  for (int itype = 0; itype != ntypes; ++itype) {
    for (int  imethod = 0; imethod != nmethods; ++imethod) {
      for (int  isample = 0; isample != nsamples; ++isample) {

	for (int  ialpha = 0; ialpha != nalphas; ++ialpha) {

	  fin->cd();
	  assert(gDirectory->cd(types[itype]));
	  assert(gDirectory->cd(bin));
	  TDirectory *d = gDirectory;

	  const char *ct = types[itype];
	  const char *cm = methods[imethod];
	  const char *cs = samples[isample];
	  const int a = alphas[ialpha];
	  // Get graph made vs pT
	  string s = Form("%s/%s/%s_%s_a%d",types[itype],bin,cm,cs,a);
	  TGraphErrors *g = (TGraphErrors*)fin->Get(s.c_str());
	  if (!g) cout << "Missing " << s << endl << flush;
	  assert(g);

	  // Clean out empty points
	  // as well as trigger-biased ones for dijets
	  // as well as weird gamma+jet high pT point
	  for (int i = g->GetN()-1; i != -1; --i) {
	    if (g->GetY()[i]==0 || g->GetEY()[i]==0 ||
		(string(cs)=="dijet" && g->GetX()[i]<70.) ||
		(string(cs)=="gamjet" && g->GetX()[i]>600. && etamin!=0))
	      g->RemovePoint(i);
	  }

	  gemap[ct][cm][cs][a] = g;
	  
	  // Sort points into new graphs vs alpha
	  TH1D *hpt = (isample==0 ? hpt2 : hpt1);
	  TProfile *ppt = (isample==0 ? ppt2 : ppt1);
	  if (isample==3) { hpt = hpt4; ppt = ppt4; } // pas-v6
	  for (int i = 0; i != g->GetN(); ++i) {
	    
	    double pt = g->GetX()[i];
	    ppt->Fill(pt, pt);
	    int ipt = int(hpt->GetBinLowEdge(hpt->FindBin(pt))+0.5);
	    //int ipt = int(pt+0.5);
	    TGraphErrors *ga = gamap[ct][cm][cs][ipt];
	    if (!ga) {
	      ga = new TGraphErrors(0);
	      ga->SetMarkerStyle(g->GetMarkerStyle());
	      ga->SetMarkerColor(g->GetMarkerColor());
	      ga->SetLineColor(g->GetLineColor());
	      gamap[ct][cm][cs][ipt] = ga;
	    }
	    int n = ga->GetN();
	    ga->SetPoint(n, 0.01*a, g->GetY()[i]);
	    ga->SetPointError(n, 0, g->GetEY()[i]);
	  } // for i 

	} // for ialpha

      } // for isample
    } // for imethod
  } // for itype

  cout << "Drawing plots vs pT for each alpha" << endl << flush;

  // 2x6 plots
  for (int itype = 0; itype != ntypes; ++itype) {
    for (int  imethod = 0; imethod != nmethods; ++imethod) {

      const char *ct = types[itype];
      const char *cm = methods[imethod];

      int ipad = ntypes*imethod + itype + 1; assert(ipad<=6);
      c1->cd(ipad);
      gPad->SetLogx();
      h1->SetMaximum(itype<2 ? 1.15 : 1.08);
      h1->SetMinimum(itype<2 ? 0.85 : 0.93);
      h1->SetYTitle(Form("Response (%s)",ct));
      h1->DrawClone("AXIS");
      tex->DrawLatex(0.20,0.85,texlabel[cm]);
      tex->DrawLatex(0.20,0.80,"|#eta| < 1.3, #alpha=0.1--0.3");
      TLegend *leg = tdrLeg(0.60,0.75,0.90,0.90);

      for (int  isample = 0; isample != nsamples; ++isample) {
	for (int  ialpha = 0; ialpha != nalphas; ++ialpha) {

	  const char *cs = samples[isample];
	  const int a = alphas[ialpha];
	  TGraphErrors *g = gemap[ct][cm][cs][a]; assert(g);

	  // Clean out points with very large uncertainty for plot readability
	  for (int i = g->GetN()-1; i != -1; --i) {
	    if (g->GetEY()[i]>0.02) g->RemovePoint(i);
	  }

	  g->Draw("SAME Pz");

	  if (ialpha==0) leg->AddEntry(g,texlabel[cs],"P");
	}
      } // for isample

      // Individual plots for JEC paper
      if ( true ) { // paper

	TH1D *h = new TH1D(Form("h_5%s_%s",ct,cm),
			   Form(";p_{T} (GeV);Response (%s)",ct),
			   1270,30,1300);
	h->GetXaxis()->SetMoreLogLabels();
	h->GetXaxis()->SetNoExponent();
	h->SetMinimum(0.88);
	h->SetMaximum(1.13);

	writeExtraText = true;
	extraText = (string(ct)=="mc" ? "Simulation" : "");
	lumi_8TeV = (string(ct)=="mc" ? "" : "19.7 fb^{-1}");
	TCanvas *c0 = tdrCanvas(Form("c0_%s_%s",cm,ct), h, 2, 11, true);
	c0->SetLogx();
	

	TLegend *leg = tdrLeg(0.55,0.68,0.85,0.83);
	tex->DrawLatex(0.55,0.85,texlabel[cm]);
	tex->DrawLatex(0.55,0.18,"|#eta| < 1.3, #alpha=0.3");
	//tex->DrawLatex(0.55,0.18,"Anti-k_{T} R=0.5");

	// Loop over Z+jet and gamma+jet (only, no dijet/multijet)
	for (int  isample = 0; isample != min(3,nsamples); ++isample) {
	  
	  const char *cs = samples[isample];
	  TGraphErrors *g = gemap[ct][cm][cs][30]; assert(g);
	  g->Draw("SAME Pz");
	  
	  leg->AddEntry(g,texlabel[cs],"P");
	} // for isample

	if (etamin==0) {
	  c0->SaveAs(Form("pdf/paper_softrad_%s_%s_vspt.pdf",ct,cm));
	  c0->SaveAs(Form("pdfC/paper_softrad_%s_%s_vspt.C",ct,cm));
	}
	else {
	  c0->SaveAs(Form("pdf/an_softrad_%s_%s_eta%1.0f-%1.0f_vspt.pdf",
			  ct,cm,10*etamin,10*etamax));
	}
      } // paper

    } // for imethod
  } // for itype
  
  c1->cd(0);
  //cmsPrel(_lumi, true);
  CMS_lumi(c1, 2, 33);
  c1->SaveAs("pdf/softrad_2x6_vspt.pdf");


  cout << "Drawing plots vs alpha for each pT" << endl << flush;
  cout << "...and fitting slope vs alpha" << endl << flush;

  map<string, map<string, map<string, TGraphErrors* > > > gkmap;

  // 2x6 plots
  for (int itype = 0; itype != ntypes; ++itype) {
    for (int  imethod = 0; imethod != nmethods; ++imethod) {
      
      int icanvas = nmethods*imethod + itype; assert(icanvas<=6);
      TCanvas *c2 = c2s[icanvas]; assert(c2);

      const char *ct = types[itype];
      const char *cm = methods[imethod];

      const int npads = 9;
      for (int ipad = 0; ipad != npads; ++ipad) {
	c2->cd(ipad+1);
	h2->SetYTitle(Form("Response (%s)",ct));
	h2->DrawClone("AXIS");
	tex->DrawLatex(0.20,0.85,texlabel[cm]);
	tex->DrawLatex(0.20,0.80,"|#eta| < 1.3");
	tex->DrawLatex(0.20,0.75,Form("%1.0f < p_{T} < %1.0f GeV",
				      hpt1->GetBinLowEdge(ipad+1),
				      hpt1->GetBinLowEdge(ipad+2)));
	TLegend *leg = tdrLeg(0.65,0.75,0.90,0.90);
	leg->AddEntry(gemap[ct][cm]["gamjet"][30], texlabel["gamjet"], "P");
	leg->AddEntry(gemap[ct][cm]["zeejet"][30], texlabel["zeejet"], "P");
	leg->AddEntry(gemap[ct][cm]["zmmjet"][30], texlabel["zmmjet"], "P");
	leg->AddEntry(gemap[ct][cm]["dijet"][30], texlabel["dijet"], "P");
      }

      for (int  isample = 0; isample != nsamples; ++isample) {

	const char *cs = samples[isample];

	map<int, TGraphErrors*> &gam = gamap[ct][cm][cs];
	map<int, TGraphErrors*>::iterator itpt;
	for (itpt = gam.begin(); itpt != gam.end(); ++itpt) {

	  int ipt = itpt->first;
	  int jpt = hpt1->FindBin(ipt);
	  if (jpt>npads) continue;
	  assert(jpt<=npads);
	  c2->cd(jpt);
	  
	  TGraphErrors *ga = itpt->second; assert(ga);
	  
	  ga->Draw("SAME Pz");

	  // Fit slope
	  TF1 *f1 = new TF1(Form("f1_%s_%s_%s_%d",ct,cm,cs,ipt),
			    "(x<1)*([0]+[1]*x) + (x>1 && x<2)*[0] +"
			    "(x>2)*[1]",-1,1);
	  f1->SetLineColor(ga->GetLineColor());
	  f1->SetParameters(1,0);
	  const double minalpha = (isample==0 ? 10./ipt : 5./ipt);
	  // Constrain slope to within reasonable values
	  // in the absence of sufficient data using priors
	  if (true) { // use priors
	    int n = ga->GetN();
	    // For response, limit to 1+/-0.02 (we've corrected for L3Res
	    ga->SetPoint(n, 1.5, 1);
	    ga->SetPointError(n, 0, 0.02);
	    n = ga->GetN();
	    if (imethod==1) { // pT balance
	      // For pT balance, estimate slope of <vecpT2>/alpha from data
	      // => 7.5%/0.30 = 25%
	      // Approximate uncertainty on this to be
	      // 0.5%/0.30 ~ 1.5% for data, 0.5%/0.30 ~ 1.5% for Z+jet MC, and
	      // 2%/0.30 ~ 6% for gamma+jet MC (same as slope)
	      if (itype==0)               ga->SetPoint(n, 2.5, -0.250); // DT
	      if (itype==1 && isample!=0) ga->SetPoint(n, 2.5, -0.250); // MC
	      if (itype==1 && isample==0) ga->SetPoint(n, 2.5, -0.190);
	      if (itype==2 && isample!=0) ga->SetPoint(n, 2.5, -0.000); // rt
	      if (itype==2 && isample==0) ga->SetPoint(n, 2.5, -0.060); 
	      //
	      // BUG: found 2015-01-08 (no effect on ratio)
	      //if (itype==1)               ga->SetPointError(n, 0, -0.015);
	      if (itype==0)               ga->SetPointError(n, 0, -0.015); // DT
	      if (itype==1 && isample!=0) ga->SetPointError(n, 0, -0.015); // MC
	      if (itype==1 && isample==0) ga->SetPointError(n, 0, -0.060);
	      if (itype==2 && isample!=0) ga->SetPointError(n, 0, -0.015); // rt
	      if (itype==2 && isample==0) ga->SetPointError(n, 0, -0.060); 
	    }
	    if (imethod==0) { // MPF
	      // For MPF, expectation is no slope
	      // Maximal slope would be approximately
	      // (<vecpT2>/alpha ~ 25% from pT balance) times
	      // (response difference between pT1 and vecpT2~10%)
	      // => 0.25*0.10 = 2.5%
	      // For data/MC, estimate uncertainty as half of this
	      // => 1.25%
	      ga->SetPoint(n, 2.5, 0.);
	      if (itype!=2) ga->SetPointError(n, 0, 0.025);
	      if (itype==2) ga->SetPointError(n, 0, 0.0125);
	    } // MPF
	  } // use priors

	  if (ga->GetN()>2) {

	    f1->SetRange(minalpha, 3.);
	    ga->Fit(f1,"QRN");

	    if (f1->GetNDF()>=0) {
	      f1->DrawClone("SAME");
	      f1->SetRange(0,0.4);
	      f1->SetLineStyle(kDashed);
	      f1->DrawClone("SAME");

	      // Store results
	      TGraphErrors *gk = gkmap[ct][cm][cs];
	      if (!gk) {
		gk = new TGraphErrors(0);
		gk->SetMarkerStyle(ga->GetMarkerStyle());
		gk->SetMarkerColor(ga->GetMarkerColor());
		gk->SetLineColor(ga->GetLineColor());
		gkmap[ct][cm][cs] = gk;
	      }
	      int n = gk->GetN();
	      TProfile *ppt = (isample==0 ? ppt2 : ppt1);
	      if (isample==3) { ppt = ppt4; } // pas-v6
	      double pt = ppt->GetBinContent(ppt->FindBin(ipt));
	      gk->SetPoint(n, pt, f1->GetParameter(1));
	      gk->SetPointError(n, 0, f1->GetParError(1));
	    } // f1->GetNDF()>=0
	  } // ga->GetN()>2
	} // for itpt
	
      } // for isample
      
      c2->SaveAs(Form("pdf/softrad_3x3_%s_%s_vsalpha.pdf",ct,cm));
      
    }
  }


  cout << "Drawing plots of kFSR vs pT" << endl;

  // 2x6 plots
  for (int itype = 0; itype != ntypes; ++itype) {
    for (int  imethod = 0; imethod != nmethods; ++imethod) {

      const char *ct = types[itype];
      const char *cm = methods[imethod];

      TMultiGraph *mgk = new TMultiGraph();

      int ipad = ntypes*imethod + itype + 1; assert(ipad<=6);
      c3->cd(ipad);
      gPad->SetLogx();
      h3->SetMaximum(imethod==0 ? 0.05 : (itype!=2 ? 0.1 : 0.25));
      h3->SetMinimum(imethod==0 ? -0.05 : (itype!=2 ? -0.4 : -0.25));
      h3->SetYTitle(Form("k_{FSR} = dR/d#alpha (%s)",ct));
      h3->DrawClone("AXIS");
      tex->DrawLatex(0.20,0.85,texlabel[cm]);
      tex->DrawLatex(0.20,0.80,"|#eta| < 1.3");
      TLegend *leg = tdrLeg(0.60,0.75,0.90,0.90);

      for (int  isample = 0; isample != nsamples; ++isample) {

	const char *cs = samples[isample];
	TGraphErrors *gk = gkmap[ct][cm][cs]; assert(gk);
	
	leg->AddEntry(gk,texlabel[cs],"P");

	// Fit each sample separately for pT balance
	if (true) {

	  TF1 *fk = new TF1(Form("fk_%s_%s_%s",ct,cm,cs),
			    "[0]+[1]*log(0.01*x)+[2]*pow(log(0.01*x),2)",
			    30,1300);
	  fk->SetParameters(-0.25,-0.5);
	  fk->SetLineColor(gk->GetLineColor());
	  gk->Fit(fk, "QRN");

	  tex->SetTextColor(fk->GetLineColor());
	  tex->DrawLatex(0.55,0.27-0.045*isample,
			 Form("#chi^{2}/NDF = %1.1f / %d",
			      fk->GetChisquare(), fk->GetNDF()));
	  tex->SetTextColor(kBlack);

	  // Error band
	  const int n = fk->GetNpar();
	  TMatrixD emat(n,n);
	  gMinuit->mnemat(emat.GetMatrixArray(), n);
	  TF1 *fke = new TF1(Form("fk_%s_%s_%s",ct,cm,cs),
			     sr_fitError, 30, 1300, 1);
	  _sr_fitError_func = fk;
	  _sr_fitError_emat = &emat;

	  fke->SetLineStyle(kSolid);
	  fke->SetLineColor(fk->GetLineColor()-10);
	  fke->SetParameter(0,-1);
	  fke->DrawClone("SAME");
	  fke->SetParameter(0,+1);
	  fke->DrawClone("SAME");

	  fk->DrawClone("SAME");
	  gk->DrawClone("SAME Pz");

	  // Store soft radiation corrections in fsr subdirectory
	  assert(fin->cd(ct));
	  assert(gDirectory->cd(bin));
	  if (!gDirectory->FindObject("fsr")) gDirectory->mkdir("fsr");
	  assert(gDirectory->cd("fsr"));

	  TH1D *hk = (TH1D*)(isample==0 ? hpt2->Clone() : hpt1->Clone());
	  hk->SetName(Form("hkfsr_%s_%s",cm,cs));
	  TProfile *ppt = (isample==0 ? ppt2 : ppt1);
	  if (isample==3) { ppt = ppt4; } // pas-v6
	  for (int i = 1; i != hk->GetNbinsX()+1; ++i) {
	    double pt = ppt->GetBinContent(i);
	    if (pt>30 && pt<1300) {
	      hk->SetBinContent(i, fk->Eval(pt));
	      hk->SetBinError(i, fabs(fke->Eval(pt)-fk->Eval(pt)));
	    }
	    else {
	      hk->SetBinContent(i, 0);
	      hk->SetBinError(i, 0);
	    }
	  }
	  
	  hk->Write(hk->GetName(), TObject::kOverwrite);

	  // Factorize error matrix into eigenvectors
	  // Remember: A = Q*Lambda*Q^-1, where
	  // A is emat, Q is eigmat, and Lambda is a diagonal matrix with
	  // eigenvalues from eigvec on the diagonal. For eigenmatrix
	  // Q^-1 = Q^T, i.e. inverse matrix is the original transposed
	  TVectorD eigvec(n);
	  TMatrixD eigmat = emat.EigenVectors(eigvec);

	  // Eigenvectors are the columns and sum of eigenvectors squared
	  // equals original uncertainty. Calculate histograms from the
	  // eigenvectors and store them
	  TF1 *fkeig = (TF1*)fk->Clone(Form("%s_eig",fk->GetName()));
	  fkeig->SetLineStyle(kDotted);
	  for (int ieig = 0; ieig != n; ++ieig) {

	    // Eigenvector functions
	    for (int i = 0; i != n; ++i) {
	      fkeig->SetParameter(i, fk->GetParameter(i)
				  + eigmat[i][ieig] * sqrt(eigvec[ieig]));
	    }
	    fkeig->DrawClone("SAMEL");

	    // Eigenvector histograms evaluated at bin mean pT
	    TH1D *hke = (TH1D*)hk->Clone(Form("%s_eig%d",hk->GetName(),ieig));
	    hke->Reset();

	    for (int i = 0; i != gk->GetN(); ++i) {

	      double pt = gk->GetX()[i];
	      int ipt = hke->FindBin(pt);
	      // Need to store central value as well, because
	      // uncertainty sources are signed
	      hke->SetBinContent(ipt, fkeig->Eval(pt)-fk->Eval(pt));
	      hke->SetBinError(ipt, fabs(fkeig->Eval(pt)-fk->Eval(pt)));
	    }
	    hke->Write(hke->GetName(), TObject::kOverwrite);
	  }

	  cout << "." << flush;
	} // if tree
      } // for isample
    } // for imethod
  } // for itype
  
  c3->cd(0);
  //cmsPrel(_lumi, true);
  CMS_lumi(c3, 2, 33);
  c3->SaveAs("pdf/softrad_2x6_kfsr.pdf");

  fin->Close();
  curdir->cd();
} // softrad
示例#9
0
void plot(int mass) {
  double myQCDRelUncert = 0.038;
  double myEWKRelUncert = 0.131;
  double myFakesRelUncert = 0.238;
  double delta = 1.4;
  double br = 0.05;
  bool debug = false;
  bool log = false;
  double ymin = 0.001;
  double ymax = 48;
  
  static bool bMessage = false;
  if (!bMessage) {
    cout << "Values used as relative uncertainty (please check):" << endl;
    cout << "  QCD: " << myQCDRelUncert << endl;
    cout << "  EWK genuine tau: " << myEWKRelUncert << endl;
    cout << "  EWK fake tau: " << myFakesRelUncert << endl << endl;
    bMessage = true;
  }
  cout << "Processing mass point: " << mass << " GeV/c2" << endl;
  
  gStyle->SetOptFit(1);
  gStyle->SetOptStat(0);
  gStyle->SetOptTitle(0);
  gStyle->SetTitleFont(43, "xyz");
  gStyle->SetTitleSize(33, "xyz");
  gStyle->SetLabelFont(43, "xyz");
  gStyle->SetLabelSize(27, "xyz");
  
  //std::string infile = "EPS_data_nodeltaphi/hplus_100.root";
  //std::string infile = "EPS_data_deltaphi160/hplus_100.root";
  std::stringstream s;
  s << "lands_histograms_hplushadronic_m" << mass << ".root";

  std::string infile = s.str();
  
 // Canvas
  TCanvas *myCanvas = new TCanvas("myCanvas", "",0,0,600,600);
  myCanvas->SetHighLightColor(2);
  myCanvas->Range(0,0,1,1);
  myCanvas->SetFillColor(0);
  myCanvas->SetBorderMode(0);
  myCanvas->SetBorderSize(2);
  if (log)
    myCanvas->SetLogy();
  myCanvas->SetTickx(1);
  myCanvas->SetTicky(1);
  myCanvas->SetLeftMargin(0.16);
  myCanvas->SetRightMargin(0.05);
  myCanvas->SetTopMargin(0.05);
  myCanvas->SetBottomMargin(0.08);
  myCanvas->SetFrameFillStyle(0);
  myCanvas->SetFrameBorderMode(0);
  myCanvas->SetFrameFillStyle(0);
  myCanvas->SetFrameBorderMode(0);
  myCanvas->cd();

  Int_t ci;

  TFile* f = TFile::Open(infile.c_str());
  s.str("");
  s << "HW" << mass << "_1";
  TH1* hw = (TH1*)f->Get(s.str().c_str());
  s.str("");
  s << "HH" << mass << "_1";
  TH1* hh = (TH1*)f->Get(s.str().c_str());
  TH1* data = (TH1*)f->Get("data_obs");
  data->SetLineWidth(2);
  data->SetMarkerStyle(20);
  data->SetMarkerSize(1.2);

  TH1* ewktau = (TH1*)f->Get("EWK_Tau");
  ci = TColor::GetColor("#993399");
  ewktau->SetFillColor(ci);
  ewktau->SetLineWidth(0);
  TH1* ewkDY = (TH1*)f->Get("EWK_DYx");
  TH1* ewkVV = (TH1*)f->Get("EWK_VVx");
  ewktau->Add(ewkDY);
  ewktau->Add(ewkVV);
  
  //TH1* qcd = (TH1*)f->Get("QCDInv");
  TH1* qcd = (TH1*)f->Get("QCD");
  ci = TColor::GetColor("#ffcc33");
  qcd->SetFillColor(ci);
  qcd->SetLineWidth(0);
  TH1* fakett = (TH1*)f->Get("fake_tt");
  ci = TColor::GetColor("#669900");
  fakett->SetFillColor(ci);
  fakett->SetLineWidth(0);
  TH1* fakeW = (TH1*)f->Get("fake_W");
  ci = TColor::GetColor("#cc3300");
  fakeW->SetFillColor(ci);
  fakeW->SetLineWidth(0);
  TH1* faket = (TH1*)f->Get("fake_t");

  TH1F *hFrame = new TH1F("hFrame","",20,0,400);
  hFrame->SetMinimum(ymin);
  if (log)
    hFrame->SetMaximum(ymax*1.5);
  else
    hFrame->SetMaximum(ymax);
  hFrame->SetDirectory(0);
  hFrame->SetStats(0);
  hFrame->SetLineStyle(0);
  hFrame->SetMarkerStyle(20);
  hFrame->SetXTitle("Transverse mass (#tau jet, E_{T}^{miss}), (GeV/c^{2})");
  if (paperStatus)
    hFrame->SetXTitle("Transverse mass (#tau_{h}, E_{T}^{miss}), (GeV/c^{2})");
  hFrame->SetYTitle("Events / 20 GeV/c^{2}");
  hFrame->GetXaxis()->SetTitleSize(0);
  hFrame->GetXaxis()->SetLabelSize(0);
  hFrame->GetYaxis()->SetTitleFont(43);
  hFrame->GetYaxis()->SetTitleSize(27);
  hFrame->GetYaxis()->SetTitleOffset(1.3);
  

  // signal
  hh->Scale(br*br);
  hw->Scale(2*br*(1.0-br));
  TH1* signal = (TH1*)hh->Clone();
  signal->Add(hw);

  ci = TColor::GetColor("#ff3399");
  signal->SetLineColor(ci);
  signal->SetLineStyle(2);
  signal->SetLineWidth(2);

  // Fakes
  TH1* fakes = (TH1*)(fakett->Clone());
  fakes->Add(fakeW);
  fakes->Add(faket);

  // stacked backgrounds
  THStack *exp = new THStack();
  exp->SetName("exp");
  exp->SetTitle("exp");
  exp->Add(fakes);
  exp->Add(ewktau);
  exp->Add(qcd);
  exp->Add(signal);
  
  TH1* hExpBkg = (TH1*)fakes->Clone();
  hExpBkg->Add(ewktau);
  hExpBkg->Add(qcd);
  
  // uncertainty
  TH1* uncert = (TH1*)fakeW->Clone();
  uncert->Add(fakett);
  uncert->Add(ewktau);
  uncert->Add(qcd);
  uncert->SetFillColor(1);
  uncert->SetFillStyle(3344);
  uncert->SetLineColor(0);
  uncert->SetLineStyle(0);
  uncert->SetLineWidth(0);

  TH1* hExpBkgTotalUncert = (TH1*)uncert->Clone();
  hExpBkgTotalUncert->SetFillStyle(3354);

  TH1* hAgreement = (TH1*)data->Clone();
  hAgreement->Divide(hExpBkg);
  TGraphErrors* hAgreementRelUncert = new TGraphErrors(hAgreement->GetNbinsX());
  hAgreementRelUncert->SetLineWidth(2);
  hAgreementRelUncert->SetLineColor(kBlack);
  for (int i = 1; i <= hFrame->GetNbinsX(); ++i) {
    double myQCDTotalUncert = TMath::Power(qcd->GetBinError(i), 2)
      + TMath::Power(qcd->GetBinContent(i)*myQCDRelUncert, 2);
    double myEWKTotalUncert = TMath::Power(ewktau->GetBinError(i), 2)
      + TMath::Power(ewktau->GetBinContent(i)*myEWKRelUncert, 2);
    double myFakesTotalUncert = TMath::Power(fakes->GetBinError(i), 2)
      + TMath::Power(fakes->GetBinContent(i)*myFakesRelUncert, 2);
    hExpBkgTotalUncert->SetBinError(i, TMath::Sqrt(myQCDTotalUncert + myEWKTotalUncert + myFakesTotalUncert));

    if (hExpBkg->GetBinContent(i) > 0) {
      hAgreementRelUncert->SetPoint(i-1, hExpBkg->GetBinCenter(i), data->GetBinContent(i) / hExpBkg->GetBinContent(i));
      double myUncertData = 0;
      if (data->GetBinContent(i) > 0)
        myUncertData = TMath::Power(data->GetBinError(i) / data->GetBinContent(i), 2);
      double myUncertBkg = (myQCDTotalUncert + myEWKTotalUncert + myFakesTotalUncert) / TMath::Power(hExpBkg->GetBinContent(i), 2);
      hAgreementRelUncert->SetPointError(i-1, 0,  data->GetBinContent(i) / hExpBkg->GetBinContent(i) * TMath::Sqrt(myUncertData + myUncertBkg));
    } else {
      hAgreementRelUncert->SetPoint(i-1, hExpBkg->GetBinCenter(i), 0);
      hAgreementRelUncert->SetPointError(i-1, 0, 0);
    }
    if (debug) {
      cout << "Point: " << hAgreementRelUncert->GetX()[i-1]-10 << "-" << hAgreementRelUncert->GetX()[i-1]+10
          << " GeV/c2, agreement: " << hAgreementRelUncert->GetY()[i-1] << ", uncert: " << hAgreement->GetBinError(i) << ", " << hAgreementRelUncert->GetErrorY(i-1) << endl;
      cout << "  bkg. stat. uncert. " << hExpBkg->GetBinError(i) << " (i.e. " << hExpBkg->GetBinError(i) / hExpBkg->GetBinContent(i) * 100.0 << " %)"
          << ", stat+syst uncert. " << TMath::Sqrt(myQCDTotalUncert + myEWKTotalUncert + myFakesTotalUncert) 
          << " (i.e. " << TMath::Sqrt(myQCDTotalUncert + myEWKTotalUncert + myFakesTotalUncert) / hExpBkg->GetBinContent(i) * 100.0 << " %)" << endl;
    }
  }

  // Agreement pad
  TPad* pad = new TPad("ratiopad","ratiopad",0.,0.,1.,.3);
  pad->Draw();
  pad->cd();
  pad->Range(0,0,1,1);
  pad->SetFillColor(0);
  pad->SetFillStyle(4000);
  pad->SetBorderMode(0);
  pad->SetBorderSize(2);
  pad->SetTickx(1);
  pad->SetTicky(1);
  pad->SetLeftMargin(0.16);
  pad->SetRightMargin(0.05);
  pad->SetTopMargin(0);
  pad->SetBottomMargin(0.34);
  pad->SetFrameFillStyle(0);
  pad->SetFrameBorderMode(0);
  // Plot here ratio
  if (1.0-delta > 0)
    hAgreement->SetMinimum(1.0-delta);
  else
    hAgreement->SetMinimum(0.);
  hAgreement->SetMaximum(1.0+delta);
  hAgreement->GetXaxis()->SetLabelOffset(0.007);
  hAgreement->GetXaxis()->SetLabelFont(43);
  hAgreement->GetXaxis()->SetLabelSize(27);
  hAgreement->GetYaxis()->SetLabelFont(43);
  hAgreement->GetYaxis()->SetLabelSize(27);
  hAgreement->GetYaxis()->SetLabelOffset(0.007);
  hAgreement->GetYaxis()->SetNdivisions(505);
  hAgreement->GetXaxis()->SetTitleFont(43);
  hAgreement->GetYaxis()->SetTitleFont(43);
  hAgreement->GetXaxis()->SetTitleSize(33);
  hAgreement->GetYaxis()->SetTitleSize(33);
  hAgreement->SetTitleSize(27, "xyz");
  hAgreement->GetXaxis()->SetTitleOffset(3.2);
  hAgreement->GetYaxis()->SetTitleOffset(1.3);
  hAgreement->SetXTitle(hFrame->GetXaxis()->GetTitle());
  hAgreement->SetYTitle("Data/#Sigmabkg");
  hAgreement->Draw("e2");
  // Plot line at zero
  TH1* hAgreementLine = dynamic_cast<TH1*>(hAgreement->Clone());
  for (int i = 1; i <= hAgreementLine->GetNbinsX(); ++i) {
    hAgreementLine->SetBinContent(i,1.0);
    hAgreementLine->SetBinError(i,0.0);
  }
  hAgreementLine->SetLineColor(kRed);
  hAgreementLine->SetLineWidth(2);
  hAgreementLine->SetLineStyle(3);
  hAgreementLine->Draw("hist same");
  hAgreement->Draw("same");
  hAgreementRelUncert->Draw("[]");
  pad->RedrawAxis();

  myCanvas->cd();
  
  TPad* plotpad = new TPad("plotpad", "plotpad",0,0.3,1.,1.);
  plotpad->Draw();
  plotpad->cd();
  plotpad->Range(0,0,1,1);
  plotpad->SetFillColor(0);
  plotpad->SetFillStyle(4000);
  plotpad->SetBorderMode(0);
  plotpad->SetBorderSize(2);
  //if (logy)
  //  plotpad->SetLogy();
  plotpad->SetTickx(1);
  plotpad->SetTicky(1);
  plotpad->SetLeftMargin(0.16);
  plotpad->SetRightMargin(0.05);
  plotpad->SetTopMargin(0.065);
  plotpad->SetBottomMargin(0.0);
  plotpad->SetFrameFillStyle(0);
  plotpad->SetFrameBorderMode(0);
  
  hFrame->GetXaxis()->SetTitleSize(0);
  hFrame->GetXaxis()->SetLabelSize(0);
  hFrame->GetYaxis()->SetTitleFont(43);
  hFrame->GetYaxis()->SetTitleSize(33);
  hFrame->GetYaxis()->SetTitleOffset(1.3);
  
  // Draw objects
  hFrame->Draw();
  exp->Draw("hist same");
  uncert->Draw("E2 same");
  hExpBkgTotalUncert->Draw("E2 same");
  // Data
  data->Draw("same");
  
  //signal->Draw("same");
  TLegend *leg = new TLegend(0.53,0.6,0.87,0.91,NULL,"brNDC");
  leg->SetBorderSize(0);
  leg->SetTextFont(63);
  leg->SetTextSize(18);
  leg->SetLineColor(1);
  leg->SetLineStyle(1);
  leg->SetLineWidth(1);
  leg->SetFillColor(kWhite);
  //leg->SetFillStyle(4000); // enabling this will cause the plot to be erased from the pad
  TLegendEntry* entry = leg->AddEntry(data, "Data", "P");
  s.str("");
  s << "with H^{#pm}#rightarrow#tau^{#pm}#nu";
  entry = leg->AddEntry(signal, s.str().c_str(), "L");
  entry = leg->AddEntry(qcd, "QCD (meas.)", "F");
  entry = leg->AddEntry(ewktau, "EWK genuine #tau (meas.)", "F");
  entry = leg->AddEntry(fakes, "EWK fake #tau (MC)", "F");
  entry = leg->AddEntry(uncert, "stat. uncert.", "F");
  entry = leg->AddEntry(hExpBkgTotalUncert, "stat. #oplus syst. uncert.", "F");
  leg->Draw();
  
  string myTitle = "CMS Preliminary";
  if (paperStatus)
    myTitle = "CMS";

  TLatex *tex = new TLatex(0.62,0.945,myTitle.c_str());
  tex->SetNDC();
  tex->SetTextFont(43);
  tex->SetTextSize(27);
  tex->SetLineWidth(2);
  tex->Draw();
  tex = new TLatex(0.2,0.945,"#sqrt{s} = 7 TeV");
  tex->SetNDC();
  tex->SetTextFont(43);
  tex->SetTextSize(27);
  tex->SetLineWidth(2);
  tex->Draw();
  tex = new TLatex(0.43,0.945,"2.2 fb^{-1}");
  tex->SetNDC();
  tex->SetTextFont(43);
  tex->SetTextSize(27);
  tex->SetLineWidth(2);
  tex->Draw();

  s.str("");
  s << "m_{H^{#pm}} = " << mass << " GeV/c^{2}";
  tex = new TLatex(0.28,0.865,s.str().c_str());
  tex->SetNDC();
  tex->SetTextFont(63);
  tex->SetTextSize(20);
  tex->SetLineWidth(2);
  tex->Draw();
  s.str("");
  s << "BR(t#rightarrowbH^{#pm})=" << setprecision(2) << br;
  tex = new TLatex(0.28,0.805,s.str().c_str());
  tex->SetNDC();
  tex->SetTextFont(63);
  tex->SetTextSize(20);
  tex->SetLineWidth(2);
  tex->Draw();

  
  plotpad->RedrawAxis();
  plotpad->Modified();

  s.str("");
  s << "mT_datadriven_m" << mass << ".png";
  myCanvas->Print(s.str().c_str());
  s.str("");
  s << "mT_datadriven_m" << mass << ".C";
  myCanvas->Print(s.str().c_str());
  s.str("");
  s << "mT_datadriven_m" << mass << ".eps";
  myCanvas->Print(s.str().c_str());
   

}
示例#10
0
文件: drawAvsB.C 项目: miquork/jecsys
// Determine sensitivity to tracker dynamic inefficiency
// by studying ratio of jet responses in Runs G and F (and BCD / F, E / F)
void drawAvsB() {

  setTDRStyle();

  string epocha = "BCD";//"BCD";//"H";//"F";//"BCD";//"F";//"E";//"BCD";//"F";
  string epochb = "GH";//"G";//"BCD";//"G";//"E";//"E";//"F";//"G";

  // Add the rest as well
  string epocha2 = "";//"EF";
  string epochb2 = "";//"G";

  string type = "data";

  vector<string> methods;
  methods.push_back("mpfchs1");
  methods.push_back("ptchs");
  bool nozjptb = false;
  bool nogjmpf = false;
  bool nogjptb = true;
  bool mjvsjes = false;
  
  vector<string> samples;
  samples.push_back("zeejet");
  samples.push_back("zmmjet");
  samples.push_back("gamjet");
  //samples.push_back("multijet");

  cout << "draw"<<epocha<<"vs"<<epochb<<endl;
  const char *ct = type.c_str();
  const char *pa = epocha.c_str();
  const char *pb = epochb.c_str();

  const char *pa2 = epocha2.c_str();
  const char *pb2 = epochb2.c_str();

  TFile *fg = new TFile(Form("rootfiles/jecdata%s.root",pb),"READ");
  assert(fg && !fg->IsZombie());

  TFile *ff = new TFile(Form("rootfiles/jecdata%s.root",pa),"READ");
  assert(ff && !ff->IsZombie());

  TFile *fg2(0), *ff2(0);
  if (epochb2!="") fg2 = new TFile(Form("rootfiles/jecdata%s.root",pb2),"READ");
  if (epocha2!="") ff2 = new TFile(Form("rootfiles/jecdata%s.root",pa2),"READ");

  TH1D *h = new TH1D("h",
		     Form(";p_{T,ref} (GeV);%s ratio (%s / %s)",
			  (type=="ratio" ? "Data/MC" :
			   type=="data" ? "Data/data" : "MC/MC"),
			  (epocha + (epocha2!="" ? "+"+epocha2 : "")).c_str(),
			  (epochb + (epochb2!="" ? "+"+epochb2 : "")).c_str()),
		     3470,30,3500);
  h->SetMinimum(0.90);
  h->SetMaximum(1.15);
  h->GetXaxis()->SetMoreLogLabels();
  h->GetXaxis()->SetNoExponent();

  if (epocha=="F" && epochb=="G")
    lumi_13TeV = "Run2016F+G, 3.1+7.1 fb^{-1}";
  if (epocha=="BCD" && epochb=="G")
    lumi_13TeV = "Run2016BCD+H, 12.9+8.8 fb^{-1}";
  if (epocha=="BCD" && epochb=="G")
    lumi_13TeV = "Run2016BCD+FearlyGH, 12.9+16.8 fb^{-1}";
  if (epocha=="BCD" && epochb=="F")
    lumi_13TeV = "Run2016BCD+F, 13+3.1 fb^{-1}";
  if (epocha=="BCD" && epochb=="E")
    lumi_13TeV = "Run2016BCD+E, 13+4.0 fb^{-1}";
  if (epocha=="E" && epochb=="F")
    lumi_13TeV = "Run2016E+F, 4.0+3.1 fb^{-1}";
  if (epocha=="F" && epochb=="E")
    lumi_13TeV = "Run2016E+F, 4.0+3.1 fb^{-1}";

  if ((epocha=="BCDEF" && epochb=="GH") ||
      (epocha=="BCD" && epocha2=="EF" && epochb=="H" && epochb2=="G")) 
    lumi_13TeV = "Run2016BCDEF+GH, 19.7+16.8 fb^{-1}";
  if (epocha=="EF" && epochb=="BCD")
    lumi_13TeV = "Run2016BCD+EF, 12.9+6.8 fb^{-1}";
  if (epocha=="H" && epochb=="G")
    lumi_13TeV = "Run2016G+H, 8.0+8.8 fb^{-1}";

  if ((epocha=="BCD" && epocha2=="EF" && epochb=="G" && epochb2=="H")) 
    lumi_13TeV = "Run2016BCDFearly+FlateGH, 19.7+16.8 fb^{-1}";

  if ((epocha=="BCD" && epocha2=="" && ((epochb=="GH" && epochb2=="") ||
					(epochb=="G" && epochb2=="H"))))
    lumi_13TeV = "Run2016BCD+FlateGH, 12.9+16.8 fb^{-1}";
  if ((epocha=="EF" && epocha2=="" && ((epochb=="GH" && epochb2=="") ||
				       (epochb=="G" && epochb2=="H"))))
    lumi_13TeV = "Run2016EF+FlateGH, 6.8+16.8 fb^{-1}";

  if ((epocha=="EF" && epocha2=="" && epochb=="G" && epochb2=="H")) 
    lumi_13TeV = "Run2016EFearly+FlateGH, 6.8+16.8 fb^{-1}";


  TCanvas *c1 = tdrCanvas("c1",h,4,11,true);
  c1->SetLogx();

  TLatex *tex = new TLatex();
  tex->SetNDC(); tex->SetTextSize(0.045);

  TMultiGraph *mg = new TMultiGraph();
  string s = "draw"+epocha+(epocha2!="" ? "p" + epocha2 : "")
    +"vs"+epochb+(epochb2!="" ? "p" + epochb2 : "");

  TGraphErrors *gmjb(0), *gmpf(0);

  for (unsigned int im = 0; im != methods.size(); ++im) {
    const char *cm = methods[im].c_str();

    tex->DrawLatex(0.20,0.75-0.06*im,cm);
    s += "_" + methods[im];

  for (unsigned int is = 0; is != samples.size(); ++is) {

    const char *cs = samples[is].c_str();
    TGraphErrors *gg = (TGraphErrors*)fg->Get(Form("%s/eta00-13/%s_%s_a30",ct,cm,cs));
    cout << cm << " " << cs << endl << flush;
    assert(gg);
    if (fg2) {
      TGraphErrors *gg2 = (TGraphErrors*)fg2->Get(Form("%s/eta00-13/%s_%s_a30",ct,cm,cs));
      assert(gg2);
      gg = addGraph(gg,gg2);
    }
    
    TGraphErrors *gf = (TGraphErrors*)ff->Get(Form("%s/eta00-13/%s_%s_a30",ct,cm,cs));
    assert(gf);
    if (ff2) {
      TGraphErrors *gf2 = (TGraphErrors*)ff2->Get(Form("%s/eta00-13/%s_%s_a30",ct,cm,cs));
      assert(gf2);
      gf = addGraph(gf,gf2);
    }
    
    if (!(gf->GetN()==gg->GetN())) {

      // Remove highest pT point is that is the offender (BCD vs GH)
      if (gg->GetN()>gf->GetN() &&
	  fabs(gg->GetX()[gg->GetN()-1]/gf->GetX()[gf->GetN()-1]-1)>0.1 &&
	  fabs(gg->GetX()[gg->GetN()-2]/gf->GetX()[gf->GetN()-1]-1)<0.1) {
	cout << "Remove point B(N-1)" << endl;
	gg->RemovePoint(gg->GetN()-1);
      }
      else {
	cout << "sample " << samples[is] << " method " << methods[im]
	     << " gf->N: " << gf->GetN() << " gg->N: " << gg->GetN() << endl;
	cout << " x_gf(N-1)=" << gf->GetX()[gf->GetN()-1]
	     << " x_gg(N-1)=" << gg->GetX()[gg->GetN()-1]
	     << " x_gg(N-2)=" << gg->GetX()[gg->GetN()-2] << endl;
      }

      assert(gf->GetN()==gg->GetN());
    }

    TGraphErrors *g = (TGraphErrors*)gg->Clone(Form("ge_%s_%s",cm,cs));
    for (int i = 0; i != g->GetN(); ++i) {
      double yg = gg->GetY()[i];
      double yf = gf->GetY()[i];
      g->SetPoint(i, gg->GetX()[i], yf / yg);
      double ex = gg->GetEX()[i];
      double eg = gg->GetEY()[i];
      double ef = gf->GetEY()[i];
      g->SetPointError(i, ex, yf/yg*sqrt(pow(eg/yg,2)+pow(ef/yf,2)));
    }
    //g->Draw(is==0 ? "AP" : "SAMEP");
    g->SetLineWidth(1+is);
    g->Draw("SAMEPZ");

    if (samples[is]=="gamjet" && methods[im]=="mpfchs1" && nogjmpf) {
      tex->SetTextColor(kBlue);
      tex->DrawLatex(0.20,0.63,"#gamma+jet MPF excl. from fit");
      tex->SetTextColor(kBlack);
    }
    else if (samples[is]=="gamjet" && methods[im]=="ptchs" && nogjptb) {
      tex->SetTextColor(kBlue);
      tex->DrawLatex(0.20,0.63,"#gamma+jet p_{T}^{bal} excl. from fit");
      tex->SetTextColor(kBlack);
    }
    else if ((samples[is]=="zmmjet" || samples[is]=="zeejet") &&
	     methods[im]=="ptchs" && nozjptb) {
      tex->SetTextColor(kRed);
      tex->DrawLatex(0.20,0.63,"Z+jet p_{T}^{bal} excl. from fit");
      tex->SetTextColor(kBlack);
    }
    else if (samples[is]=="multijet") {
      g->SetMarkerColor(kGray+1);
      g->SetLineColor(kGray+1);
      if (methods[im]=="ptchs") gmjb = g;
      if (methods[im]=="mpfchs1") gmpf = g;
    }
    else
      mg->Add(g);
  } // for is
  } // for im
  
  if (nogjmpf) s += "_nogjmpf";
  if (nogjptb) s += "_nogptb";
  if (nozjptb) s += "_nozptb";
  if (mjvsjes) {
    s += "_mjvsjes";
    tex->SetTextColor(kBlack);
    tex->DrawLatex(0.20,0.58,"Multijet vs JES fit");
  }

  TF1 *fjes = new TF1("fjes",jesFit,30,2200,2);
  fjes->SetParameters(0.99,0.05);
  mg->Fit(fjes,"RN");
  fjes->SetLineColor(kBlack);
  fjes->SetLineStyle(kDashed);
  fjes->SetLineWidth(2);
  fjes->SetRange(10.,3500.);
  fjes->Draw("SAME");
  
  //TF1 *ft = new TF1("ft","1-[0]-[1]*pow(x,[2]) + ([3]+[4]*log(x))/x",30,2200);
  //ft->SetParameters(0,0.05,-0.5,1,0.1);
  //ft->FixParameter(3,0);

  // Logarithmic sigmoid
  //TF1 *ft = new TF1("ft","[0]+(1-[0])/(1. + exp(-(log(x)-log(abs([1])))"
  //	       "/(log(abs([2])+abs([1]))-log(abs([1])))))", 30,2200);
  //ft->SetParameters(0.98, 150, 50);
  TF1 *ft = new TF1("ft","[0]+(1-[0])/(1. + exp(-(log(x)-[1])/[2]))",30,2200);
  //ft->SetParameters(0.98,log(145),log(190)-log(145));
  //ft->SetParameters(0.982,4.967,0.271);
  //ft->SetParameters(0.976,5.040,0.370); // ENDCAP
  //ft->SetParameters(0.985,5.0,0.3);
  ft->SetParameters(0.985,5.025,0.3);
  //ft->FixParameter(1,5.03); // semi-weighted average of BCD and EF
  //ft->FixParameter(2,0.395); // combined fit to BCD+EF / G+H 

  // ( 12.9*5.055+6.8*5.000)/(12.9+6.8)
  ft->FixParameter(1,5.036); // semi-weighted average of BCD/GH and EF/GH
  // ( 12.9*0.344 + 6.8*0.455)/(12.9+6.8)
  ft->FixParameter(2,0.391); // combined fit to BCD+EF / GH 

  // Log-sigmoid + powerlaw
  //TF1 *ft = new TF1("ft","[0]+(1-[0])/(1. + exp(-(log(x)-[1])/[2]))"
  //	       "*(1-[3]*pow(x,[4]))",30,2200);
  //ft->SetParameters(0.982,4.967,0.271,0.1,-0.2);
  // Double powerlaw
  //TF1 *ft = new TF1("ft","[4]-[0]*pow(x,[1])-[2]*pow(x,[3])",30,2200);
  //ft->SetParameters(0.05,-0.15,0.01,-0.3,1);
  

  mg->Fit(ft,"RN");
  ft->SetLineColor(kBlue);
  ft->SetLineWidth(2);
  ft->SetRange(10.,3500.);
  ft->Draw("SAME");

  // Map multijet with response ratio
  if (gmpf) { // we have multijet available
    TGraphErrors *gmpf2 = (TGraphErrors*)gmpf->Clone("gmpf2");
    gmpf2->SetMarkerColor(kBlack);//kGray+1);
    gmpf2->SetLineColor(kBlack);//kGray+1);
    for (int i = 0; i != gmpf->GetN(); ++i) {
      if (mjvsjes) {
	gmpf2->SetPoint(i, 0.4*gmpf->GetX()[i],
			fjes->Eval(gmpf->GetX()[i])/gmpf->GetY()[i]);
	gmpf2->SetPointError(i, 0.4*gmpf->GetEX()[i],
			     gmpf->GetEY()[i]);
      }
      else {
	gmpf2->SetPoint(i, 0.4*gmpf->GetX()[i],
			ft->Eval(gmpf->GetX()[i])/gmpf->GetY()[i]);
	gmpf2->SetPointError(i, 0.4*gmpf->GetEX()[i],
			     gmpf->GetEY()[i]);
      }
    }
    gmpf2->Draw("SAMEPz");
  } // multijet

  tex->SetTextColor(kBlue);
  tex->DrawLatex(0.50,0.85,Form("#chi^{2} / NDF = %1.1f / %d",
				ft->GetChisquare(),
				ft->GetNDF()));
  tex->SetTextColor(kBlack);
  tex->SetTextSize(0.040);
  tex->DrawLatex(0.50,0.80,Form("(#chi^{2} / NDF = %1.1f / %d)",
				fjes->GetChisquare(),
				fjes->GetNDF()));


  tex->SetTextColor(kBlue-9);
  tex->SetTextSize(0.030);
  tex->DrawLatex(0.20,0.25,ft->GetExpFormula());
  tex->DrawLatex(0.20,0.20,
		 Form("p_{0}=%1.3f#pm%1.3f"
		      ", p_{1}=%1.3f#pm%1.3f"
		      ", p_{2}=%1.3f#pm%1.3f",
		      ft->GetParameter(0),ft->GetParError(0),
		      ft->GetParameter(1),ft->GetParError(1),
		      ft->GetParameter(2),ft->GetParError(2)));
  if (ft->GetNpar()>3)
    tex->DrawLatex(0.20,0.17,
		   Form("p_{3}=%1.3f#pm%1.3f"
			", p_{4}=%1.3f#pm%1.3f",
			ft->GetParameter(3),ft->GetParError(3),
			ft->GetParameter(4),ft->GetParError(4)));

  c1->SaveAs(Form("pdf/%s.pdf",s.c_str()));

  for (int i = 0; i != ft->GetNpar(); ++i) {
    cout << Form("%s%1.4g",i==0 ? "{" : ", ",ft->GetParameter(i));
  }
  cout << "}" << endl;
    

}