void drawMassFrom2DPlot(RooWorkspace& myws, // Local workspace
string outputDir, // Output directory
struct InputOpt opt, // Variable with run information (kept for legacy purpose)
struct KinCuts cut, // Variable with current kinematic cuts
map<string, string> parIni, // Variable containing all initial parameters
string plotLabel, // The label used to define the output file name
// Select the type of datasets to fit
string DSTAG, // Specifies the type of datasets: i.e, DATA, MCJPSINP, ...
bool isPbPb, // Define if it is PbPb (True) or PP (False)
// Select the type of object to fit
bool incJpsi, // Includes Jpsi model
bool incPsi2S, // Includes Psi(2S) model
bool incBkg, // Includes Background model
// Select the fitting options
// Select the drawing options
bool setLogScale, // Draw plot with log scale
bool incSS, // Include Same Sign data
double binWidth, // Bin width
bool paperStyle=false // if true, print less info
)
{
RooMsgService::instance().getStream(0).removeTopic(Caching);
RooMsgService::instance().getStream(1).removeTopic(Caching);
RooMsgService::instance().getStream(0).removeTopic(Plotting);
RooMsgService::instance().getStream(1).removeTopic(Plotting);
RooMsgService::instance().getStream(0).removeTopic(Integration);
RooMsgService::instance().getStream(1).removeTopic(Integration);
RooMsgService::instance().setGlobalKillBelow(RooFit::WARNING) ;
if (DSTAG.find("_")!=std::string::npos) DSTAG.erase(DSTAG.find("_"));
int nBins = min(int( round((cut.dMuon.M.Max - cut.dMuon.M.Min)/binWidth) ), 1000);
string pdfTotName = Form("pdfCTAUMASS_Tot_%s", (isPbPb?"PbPb":"PP"));
string pdfJpsiPRName = Form("pdfCTAUMASS_JpsiPR_%s", (isPbPb?"PbPb":"PP"));
string pdfJpsiNoPRName = Form("pdfCTAUMASS_JpsiNoPR_%s", (isPbPb?"PbPb":"PP"));
string pdfPsi2SPRName = Form("pdfCTAUMASS_Psi2SPR_%s", (isPbPb?"PbPb":"PP"));
string pdfPsi2SNoPRName = Form("pdfCTAUMASS_Psi2SNoPR_%s", (isPbPb?"PbPb":"PP"));
string dsOSName = Form("dOS_%s_%s", DSTAG.c_str(), (isPbPb?"PbPb":"PP"));
string dsOSNameCut = dsOSName+"_CTAUCUT";
string dsSSName = Form("dSS_%s_%s", DSTAG.c_str(), (isPbPb?"PbPb":"PP"));
bool isWeighted = myws.data(dsOSName.c_str())->isWeighted();
bool isMC = (DSTAG.find("MC")!=std::string::npos);
double normDSTot = 1.0; if (myws.data(dsOSNameCut.c_str())) { normDSTot = myws.data(dsOSName.c_str())->sumEntries()/myws.data(dsOSNameCut.c_str())->sumEntries(); }
// Create the main plot of the fit
RooPlot* frame = myws.var("invMass")->frame(Bins(nBins), Range(cut.dMuon.M.Min, cut.dMuon.M.Max));
myws.data(dsOSName.c_str())->plotOn(frame, Name("dOS"), DataError(RooAbsData::SumW2), XErrorSize(0), MarkerColor(kBlack), LineColor(kBlack), MarkerSize(1.2));
if (paperStyle) TGaxis::SetMaxDigits(3); // to display powers of 10
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("BKG"),Components(RooArgSet(*myws.pdf(Form("pdfMASS_Bkg_%s", (isPbPb?"PbPb":"PP"))))),
FillStyle(paperStyle ? 0 : 1001), FillColor(kAzure-9), VLines(), DrawOption("LCF"), LineColor(kBlue), LineStyle(kDashed)
);
if (!paperStyle) {
if (incJpsi) {
if ( myws.pdf(Form("pdfCTAUMASS_JpsiPR_%s", (isPbPb?"PbPb":"PP"))) ) {
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("JPSIPR"),Components(RooArgSet(*myws.pdf(Form("pdfCTAUMASS_JpsiPR_%s", (isPbPb?"PbPb":"PP"))), *myws.pdf(Form("pdfCTAUMASS_Bkg_%s", (isPbPb?"PbPb":"PP"))))),
ProjWData(RooArgSet(*myws.var("ctauErr")), *myws.data(dsOSName.c_str()), kTRUE),
Normalization(normDSTot, RooAbsReal::NumEvent),
LineColor(kRed+3), LineStyle(1), Precision(1e-4), NumCPU(32)
);
}
if ( myws.pdf(Form("pdfCTAUMASS_JpsiNoPR_%s", (isPbPb?"PbPb":"PP"))) ) {
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("JPSINOPR"),Components(RooArgSet(*myws.pdf(Form("pdfCTAUMASS_JpsiNoPR_%s", (isPbPb?"PbPb":"PP"))), *myws.pdf(Form("pdfCTAUMASS_Bkg_%s", (isPbPb?"PbPb":"PP"))))),
ProjWData(RooArgSet(*myws.var("ctauErr")), *myws.data(dsOSName.c_str()), kTRUE),
Normalization(normDSTot, RooAbsReal::NumEvent),
LineColor(kGreen+3), LineStyle(1), Precision(1e-4), NumCPU(32)
);
}
}
if (incPsi2S) {
if ( myws.pdf(Form("pdfCTAUMASS_Psi2SPR_%s", (isPbPb?"PbPb":"PP"))) ) {
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("PSI2SPR"),Components(RooArgSet(*myws.pdf(Form("pdfCTAUMASS_Psi2SPR_%s", (isPbPb?"PbPb":"PP"))))),
ProjWData(RooArgSet(*myws.var("ctauErr")), *myws.data(dsOSName.c_str()), kTRUE),
Normalization(normDSTot, RooAbsReal::NumEvent),
LineColor(kRed+3), LineStyle(1), Precision(1e-4), NumCPU(32)
);
}
if ( myws.pdf(Form("pdfCTAUMASS_Psi2SNoPR_%s", (isPbPb?"PbPb":"PP"))) ) {
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("PSI2SNOPR"),Components(RooArgSet(*myws.pdf(Form("pdfCTAUMASS_Psi2SNoPR_%s", (isPbPb?"PbPb":"PP"))))),
ProjWData(RooArgSet(*myws.var("ctauErr")), *myws.data(dsOSName.c_str()), kTRUE),
Normalization(normDSTot, RooAbsReal::NumEvent),
LineColor(kGreen+3), LineStyle(1), Precision(1e-4), NumCPU(32)
);
}
}
}
if (incSS) {
myws.data(dsSSName.c_str())->plotOn(frame, Name("dSS"), MarkerColor(kRed), LineColor(kRed), MarkerSize(1.2));
}
myws.data(dsOSName.c_str())->plotOn(frame, Name("dOS"), DataError(RooAbsData::SumW2), XErrorSize(0), MarkerColor(kBlack), LineColor(kBlack), MarkerSize(1.2));
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("PDF"),
ProjWData(RooArgSet(*myws.var("ctauErr")), *myws.data(dsOSName.c_str()), kTRUE),
Normalization(normDSTot, RooAbsReal::NumEvent),
LineColor(kBlack), NumCPU(32)
);
// Create the pull distribution of the fit
RooPlot* frameTMP = (RooPlot*)frame->Clone("TMP");
int nBinsTMP = nBins;
RooHist *hpull = frameTMP->pullHist(0, 0, true);
hpull->SetName("hpull");
RooPlot* frame2 = myws.var("invMass")->frame(Title("Pull Distribution"), Bins(nBins), Range(cut.dMuon.M.Min, cut.dMuon.M.Max));
frame2->addPlotable(hpull, "PX");
// set the CMS style
setTDRStyle();
// Create the main canvas
TCanvas *cFig = new TCanvas(Form("cMassFig_%s", (isPbPb?"PbPb":"PP")), "cMassFig",800,800);
TPad *pad1 = new TPad(Form("pad1_%s", (isPbPb?"PbPb":"PP")),"",0,paperStyle ? 0 : 0.23,1,1);
TPad *pad2 = new TPad(Form("pad2_%s", (isPbPb?"PbPb":"PP")),"",0,0,1,.228);
TLine *pline = new TLine(cut.dMuon.M.Min, 0.0, cut.dMuon.M.Max, 0.0);
// TPad *pad4 = new TPad("pad4","This is pad4",0.55,0.46,0.97,0.87);
TPad *pad4 = new TPad("pad4","This is pad4",0.55,paperStyle ? 0.29 : 0.36,0.97,paperStyle ? 0.70 : 0.77);
pad4->SetFillStyle(0);
pad4->SetLeftMargin(0.28);
pad4->SetRightMargin(0.10);
pad4->SetBottomMargin(0.21);
pad4->SetTopMargin(0.072);
frame->SetTitle("");
frame->GetXaxis()->CenterTitle(kTRUE);
if (!paperStyle) {
frame->GetXaxis()->SetTitle("");
frame->GetXaxis()->SetTitleSize(0.045);
frame->GetXaxis()->SetTitleFont(42);
frame->GetXaxis()->SetTitleOffset(3);
frame->GetXaxis()->SetLabelOffset(3);
frame->GetYaxis()->SetLabelSize(0.04);
frame->GetYaxis()->SetTitleSize(0.04);
frame->GetYaxis()->SetTitleOffset(1.7);
frame->GetYaxis()->SetTitleFont(42);
} else {
frame->GetXaxis()->SetTitle("m_{#mu^{+}#mu^{-}} (GeV/c^{2})");
frame->GetXaxis()->SetTitleOffset(1.1);
frame->GetYaxis()->SetTitleOffset(1.45);
frame->GetXaxis()->SetTitleSize(0.05);
frame->GetYaxis()->SetTitleSize(0.05);
}
setMassFrom2DRange(myws, frame, dsOSName, setLogScale);
if (paperStyle) {
double Ydown = 0.;//frame->GetMinimum();
double Yup = 0.9*frame->GetMaximum();
frame->GetYaxis()->SetRangeUser(Ydown,Yup);
}
cFig->cd();
pad2->SetTopMargin(0.02);
pad2->SetBottomMargin(0.4);
pad2->SetFillStyle(4000);
pad2->SetFrameFillStyle(4000);
if (!paperStyle) pad1->SetBottomMargin(0.015);
//plot fit
pad1->Draw();
pad1->cd();
frame->Draw();
printMassFrom2DParameters(myws, pad1, isPbPb, pdfTotName, isWeighted);
pad1->SetLogy(setLogScale);
// Drawing the text in the plot
TLatex *t = new TLatex(); t->SetNDC(); t->SetTextSize(0.032);
float dy = 0;
t->SetTextSize(0.03);
if (!paperStyle) { // do not print selection details for paper style
t->DrawLatex(0.20, 0.86-dy, "2015 HI Soft Muon ID"); dy+=0.045;
if (isPbPb) {
t->DrawLatex(0.20, 0.86-dy, "HLT_HIL1DoubleMu0_v1"); dy+=2.0*0.045;
} else {
t->DrawLatex(0.20, 0.86-dy, "HLT_HIL1DoubleMu0_v1"); dy+=2.0*0.045;
}
}
if (cut.dMuon.AbsRap.Min>0.1) {t->DrawLatex(0.5175, 0.86-dy, Form("%.1f < |y^{#mu#mu}| < %.1f",cut.dMuon.AbsRap.Min,cut.dMuon.AbsRap.Max)); dy+=0.045;}
else {t->DrawLatex(0.5175, 0.86-dy, Form("|y^{#mu#mu}| < %.1f",cut.dMuon.AbsRap.Max)); dy+=0.045;}
t->DrawLatex(0.5175, 0.86-dy, Form("%g < p_{T}^{#mu#mu} < %g GeV/c",cut.dMuon.Pt.Min,cut.dMuon.Pt.Max)); dy+=0.045;
if (isPbPb) {t->DrawLatex(0.5175, 0.86-dy, Form("Cent. %d-%d%%", (int)(cut.Centrality.Start/2), (int)(cut.Centrality.End/2))); dy+=0.045;}
// Drawing the Legend
double ymin = 0.7602;
if (incPsi2S && incJpsi && incSS) { ymin = 0.7202; }
if (incPsi2S && incJpsi && !incSS) { ymin = 0.7452; }
if (paperStyle) { ymin = 0.72; }
TLegend* leg = new TLegend(0.5175, ymin, 0.7180, 0.8809); leg->SetTextSize(0.03);
if (frame->findObject("dOS")) { leg->AddEntry(frame->findObject("dOS"), (incSS?"Opposite Charge":"Data"),"pe"); }
if (incSS) { leg->AddEntry(frame->findObject("dSS"),"Same Charge","pe"); }
if (frame->findObject("PDF")) { leg->AddEntry(frame->findObject("PDF"),"Total fit","l"); }
if (frame->findObject("JPSIPR")) { leg->AddEntry(frame->findObject("JPSIPR"),"Prompt J/#psi","l"); }
if (frame->findObject("JPSINOPR")) { leg->AddEntry(frame->findObject("JPSINOPR"),"Non-Prompt J/#psi","l"); }
if (incBkg && frame->findObject("BKG")) { leg->AddEntry(frame->findObject("BKG"),"Background",paperStyle ? "l" : "fl"); }
leg->Draw("same");
//Drawing the title
TString label;
if (isPbPb) {
if (opt.PbPb.RunNb.Start==opt.PbPb.RunNb.End){
label = Form("PbPb Run %d", opt.PbPb.RunNb.Start);
} else {
label = Form("%s [%s %d-%d]", "PbPb", "HIOniaL1DoubleMu0", opt.PbPb.RunNb.Start, opt.PbPb.RunNb.End);
}
} else {
if (opt.pp.RunNb.Start==opt.pp.RunNb.End){
label = Form("PP Run %d", opt.pp.RunNb.Start);
} else {
label = Form("%s [%s %d-%d]", "PP", "DoubleMu0", opt.pp.RunNb.Start, opt.pp.RunNb.End);
}
}
// CMS_lumi(pad1, isPbPb ? 105 : 104, 33, label);
CMS_lumi(pad1, isPbPb ? 108 : 107, 33, "");
if (!paperStyle) gStyle->SetTitleFontSize(0.05);
pad1->Update();
cFig->cd();
if (!paperStyle) {
//---plot pull
pad2->Draw();
pad2->cd();
frame2->SetTitle("");
frame2->GetYaxis()->CenterTitle(kTRUE);
frame2->GetYaxis()->SetTitleOffset(0.4);
frame2->GetYaxis()->SetTitleSize(0.1);
frame2->GetYaxis()->SetLabelSize(0.1);
frame2->GetYaxis()->SetTitle("Pull");
frame2->GetXaxis()->CenterTitle(kTRUE);
frame2->GetXaxis()->SetTitleOffset(1);
frame2->GetXaxis()->SetTitleSize(0.12);
frame2->GetXaxis()->SetLabelSize(0.1);
frame2->GetXaxis()->SetTitle("m_{#mu^{+}#mu^{-}} (GeV/c^{2})");
frame2->GetYaxis()->SetRangeUser(-7.0, 7.0);
frame2->Draw();
// *** Print chi2/ndof
printChi2(myws, pad2, frameTMP, "invMass", dsOSName.c_str(), pdfTotName.c_str(), nBinsTMP, false);
pline->Draw("same");
pad2->Update();
}
// Save the plot in different formats
gSystem->mkdir(Form("%sctauMass/%s/plot/root/", outputDir.c_str(), DSTAG.c_str()), kTRUE);
cFig->SaveAs(Form("%sctauMass/%s/plot/root/PLOT_%s_%s_%s%s_pt%.0f%.0f_rap%.0f%.0f_cent%d%d.root", outputDir.c_str(), DSTAG.c_str(), "MASS", DSTAG.c_str(), (isPbPb?"PbPb":"PP"), plotLabel.c_str(), (cut.dMuon.Pt.Min*10.0), (cut.dMuon.Pt.Max*10.0), (cut.dMuon.AbsRap.Min*10.0), (cut.dMuon.AbsRap.Max*10.0), cut.Centrality.Start, cut.Centrality.End));
gSystem->mkdir(Form("%sctauMass/%s/plot/png/", outputDir.c_str(), DSTAG.c_str()), kTRUE);
cFig->SaveAs(Form("%sctauMass/%s/plot/png/PLOT_%s_%s_%s%s_pt%.0f%.0f_rap%.0f%.0f_cent%d%d.png", outputDir.c_str(), DSTAG.c_str(), "MASS", DSTAG.c_str(), (isPbPb?"PbPb":"PP"), plotLabel.c_str(), (cut.dMuon.Pt.Min*10.0), (cut.dMuon.Pt.Max*10.0), (cut.dMuon.AbsRap.Min*10.0), (cut.dMuon.AbsRap.Max*10.0), cut.Centrality.Start, cut.Centrality.End));
gSystem->mkdir(Form("%sctauMass/%s/plot/pdf/", outputDir.c_str(), DSTAG.c_str()), kTRUE);
cFig->SaveAs(Form("%sctauMass/%s/plot/pdf/PLOT_%s_%s_%s%s_pt%.0f%.0f_rap%.0f%.0f_cent%d%d.pdf", outputDir.c_str(), DSTAG.c_str(), "MASS", DSTAG.c_str(), (isPbPb?"PbPb":"PP"), plotLabel.c_str(), (cut.dMuon.Pt.Min*10.0), (cut.dMuon.Pt.Max*10.0), (cut.dMuon.AbsRap.Min*10.0), (cut.dMuon.AbsRap.Max*10.0), cut.Centrality.Start, cut.Centrality.End));
cFig->Clear();
cFig->Close();
};
int main() {
const double PDGLbMass=5619.51;
const double RareUpperBlind=PDGLbMass+125.0;
const double RareLowerBlind=PDGLbMass-125.0;
const double Rare2UpperBlind=PDGLbMass+175.0;
const double Rare2LowerBlind=PDGLbMass-175.0;
bool blind=true;
bool remakecc=false;
bool remakerare=false;
bool remakerare2=false;
bool sweight=false;
TRandom3* MultiCandRand=new TRandom3(224); //dont change seed
TH1I* ControlChannelMultiCands= new TH1I("ControlChannelMultiCands","ControlChannelMultiCands",10,0,10);
TH1I* RareChannelMultiCands= new TH1I("RareChannelMultiCands","RareChannelMultiCands",10,0,10);
TH1I* Rare2ChannelMultiCands= new TH1I("RareChannel2MultiCands","RareChannel2MultiCands",10,0,10);
//_______________________________________ MAKE CONTROL CHANNEL ROODATASET______________________________________
if(remakecc) {
std::string ControlDataPath=std::getenv("BUKETAPDATABDTRESPROOT");
DataFile CC12A(ControlDataPath,Data,Twel,MagAll,buketap,"BDTApplied_SampleA");
DataFile CC12B(ControlDataPath,Data,Twel,MagAll,buketap,"BDTApplied_SampleB");
DataFile CC11A(ControlDataPath,Data,Elev,MagAll,buketap,"BDTApplied_SampleA");
DataFile CC11B(ControlDataPath,Data,Elev,MagAll,buketap,"BDTApplied_SampleB");
TreeReader* CC12Reader= new TreeReader("DecayTree");
CC12Reader->AddFile(CC12A);
CC12Reader->AddFile(CC12B);
CC12Reader->Initialize(ControlCuts::BranchesToKeep,"contains");
TFile* Minimal12File= new TFile("MinimalCC12.root","RECREATE");
TTree* Minimal12Tree=CC12Reader->CopyTree(ControlCuts::AllCuts12,-1,"DecayTree");
TTree* MinimalFlagged12Tree=HandyFunctions::GetSingleTree(MultiCandRand,Minimal12Tree,ControlChannelMultiCands,NULL);
MinimalFlagged12Tree->Write();
Minimal12File->Close();
TreeReader* CC11Reader= new TreeReader("DecayTree");
CC11Reader->AddFile(CC11A);
CC11Reader->AddFile(CC11B);
CC11Reader->Initialize(ControlCuts::BranchesToKeep,"contains");
TFile* Minimal11File= new TFile("MinimalCC11.root","RECREATE");
TTree* Minimal11Tree=CC11Reader->CopyTree(ControlCuts::AllCuts11,-1,"DecayTree");
TTree* MinimalFlagged11Tree=HandyFunctions::GetSingleTree(MultiCandRand,Minimal11Tree,ControlChannelMultiCands,NULL);
MinimalFlagged11Tree->Write();
Minimal11File->Close();
TreeReader* FlaggedReader= new TreeReader("DecayTree");
FlaggedReader->AddFile("MinimalCC12.root");
FlaggedReader->AddFile("MinimalCC11.root");
FlaggedReader->Initialize();
TFile* CCSingleFile= new TFile("CCSingleFile.root","RECREATE");
TTree* SingleTree=FlaggedReader->CopyTree("isSingle==1",-1,"DecayTree");
SingleTree->Write();
CCSingleFile->Close();
}
//_____________________________________Make Rare Mode One Data__________________________________________________
if(remakerare) {
std::string RareDataPath=std::getenv("LBPKETAPPIPIGDATABDTRESPROOT");
DataFile Rare12A(RareDataPath,Data,Twel,MagAll,lbpketappipig,"BDTApplied_SampleA_NB");
DataFile Rare12B(RareDataPath,Data,Twel,MagAll,lbpketappipig,"BDTApplied_SampleB_NB");
DataFile Rare11A(RareDataPath,Data,Elev,MagAll,lbpketappipig,"BDTApplied_SampleA_NB");
DataFile Rare11B(RareDataPath,Data,Elev,MagAll,lbpketappipig,"BDTApplied_SampleB_NB");
TreeReader* Rare12Reader= new TreeReader("DecayTree");
Rare12Reader->AddFile(Rare12A);
Rare12Reader->AddFile(Rare12B);
Rare12Reader->Initialize(pipigCuts::BranchesToKeep,"contains");
TFile* Minimal12File= new TFile("MinimalRare12.root","RECREATE");
TTree* Minimal12Tree=Rare12Reader->CopyTree(pipigCuts::AllCuts12,-1,"DecayTree");
TTree* MinimalFlagged12Tree=HandyFunctions::GetSingleTree(MultiCandRand,Minimal12Tree,RareChannelMultiCands,NULL);
MinimalFlagged12Tree->Write();
Minimal12File->Close();
TreeReader* Rare11Reader= new TreeReader("DecayTree");
Rare11Reader->AddFile(Rare11A);
Rare11Reader->AddFile(Rare11B);
Rare11Reader->Initialize(pipigCuts::BranchesToKeep,"contains");
TFile* Minimal11File= new TFile("MinimalRare11.root","RECREATE");
TTree* Minimal11Tree=Rare11Reader->CopyTree(pipigCuts::AllCuts11,-1,"DecayTree");
TTree* MinimalFlagged11Tree=HandyFunctions::GetSingleTree(MultiCandRand,Minimal11Tree,RareChannelMultiCands,NULL);
MinimalFlagged11Tree->Write();
Minimal11File->Close();
TreeReader* FlaggedReader= new TreeReader("DecayTree");
FlaggedReader->AddFile("MinimalRare12.root");
FlaggedReader->AddFile("MinimalRare11.root");
FlaggedReader->Initialize();
TFile* RareSingleFile= new TFile("RareSingleFile.root","RECREATE");
TTree* SingleTree=FlaggedReader->CopyTree("isSingle==1",-1,"DecayTree");
SingleTree->Write();
RareSingleFile->Close();
}
//___________________________________ Make Rare mode Two Data________________________________________________
if(remakerare2) {
std::string Rare2DataPath=std::getenv("LBPKETAPETADATABDTRESPROOT");
DataFile Rare212A(Rare2DataPath,Data,Twel,MagAll,lbpketapeta,"BDTApplied_SampleA_NB");
DataFile Rare212B(Rare2DataPath,Data,Twel,MagAll,lbpketapeta,"BDTApplied_SampleB_NB");
DataFile Rare211A(Rare2DataPath,Data,Elev,MagAll,lbpketapeta,"BDTApplied_SampleA_NB");
DataFile Rare211B(Rare2DataPath,Data,Elev,MagAll,lbpketapeta,"BDTApplied_SampleB_NB");
TreeReader* Rare212Reader= new TreeReader("DecayTree");
Rare212Reader->AddFile(Rare212A);
Rare212Reader->AddFile(Rare212B);
Rare212Reader->Initialize(etapetaCuts::BranchesToKeep,"contains");
TFile* Minimal12File= new TFile("MinimalRare212.root","RECREATE");
TTree* Minimal12Tree=Rare212Reader->CopyTree(etapetaCuts::AllCuts12,-1,"DecayTree");
TTree* MinimalFlagged12Tree=HandyFunctions::GetSingleTree(MultiCandRand,Minimal12Tree,Rare2ChannelMultiCands,NULL);
MinimalFlagged12Tree->Write();
Minimal12File->Close();
TreeReader* Rare211Reader= new TreeReader("DecayTree");
Rare211Reader->AddFile(Rare211A);
Rare211Reader->AddFile(Rare211B);
Rare211Reader->Initialize(etapetaCuts::BranchesToKeep,"contains");
TFile* Minimal11File= new TFile("MinimalRare211.root","RECREATE");
TTree* Minimal11Tree=Rare211Reader->CopyTree(etapetaCuts::AllCuts11,-1,"DecayTree");
TTree* MinimalFlagged11Tree=HandyFunctions::GetSingleTree(MultiCandRand,Minimal11Tree,Rare2ChannelMultiCands,NULL);
MinimalFlagged11Tree->Write();
Minimal11File->Close();
TreeReader* FlaggedReader= new TreeReader("DecayTree");
FlaggedReader->AddFile("MinimalRare212.root");
FlaggedReader->AddFile("MinimalRare211.root");
FlaggedReader->Initialize();
TFile* Rare2SingleFile= new TFile("Rare2SingleFile.root","RECREATE");
TTree* SingleTree=FlaggedReader->CopyTree("isSingle==1",-1,"DecayTree");
SingleTree->Write();
Rare2SingleFile->Close();
}
//____________________________________ Shared Parameters_______________________________________________________
RooRealVar DataMCRatio("DataMCRatio","DataMCRatio",1.0,0.5,1.5);
RooRealVar CCMean("CCMean","CCMean",5279.0,5250.0,5310.0);
RooFormulaVar LambdabMean("LambdabMean","LambdabMean","@0+339.72",RooArgList(CCMean));
//RooRealVar LambdabMean("LambdabMean","LambdabMean",5619.0,5615.0,5630.0);
// RooFormulaVar CCMean("CCMean","CCMean","@0 - 339.72",RooArgList(LambdabMean));
std::vector<RooRealVar*> FreeParameters;
FreeParameters.push_back(&DataMCRatio);
// FreeParameters.push_back(&LambdabMean);
//____________________________________ Control Channel PDF______________________________________________________
TFile* CCInputFile = new TFile("CCSingleFile.root");
TTree* CCInputTree=(TTree*)CCInputFile->Get("DecayTree");
RooRealVar CCBMass("Bu_DTF_MF","Bu_DTF_MF",5000.0,5550.0);
RooRealVar CCEtaMass("eta_prime_MM","eta_prime_MM",880.0,1040.0);
RooArgSet CCArgs(CCBMass,CCEtaMass);
RooDataSet* CCData=new RooDataSet("CCData","CCData",CCArgs,Import(*CCInputTree));
//++++++++++++++++++++++++++++++Signal PDF+++++++++++++++++++++++++++++++++
TFile *CCMCFitResultFile = new TFile("CCFitResult.root");
RooFitResult* CCMCFitResult=NULL;
try {
CCMCFitResult=SafeGetFitResult(CCMCFitResultFile,"CCFitResult");
} catch(std::exception &e) {
std::cout<<e.what()<<std::endl;
return 1;
}
CCMCFitResult->Print("v");
RooRealVar* CCMCSigma=NULL;
RooRealVar* CCMCLAlphaFix=NULL;
RooRealVar* CCMCRAlphaFix=NULL;
RooRealVar* CCMCLNFix=NULL;
RooRealVar* CCMCRNFix=NULL;
try {
CCMCSigma=SafeGetVar(CCMCFitResult,"CCSigma");
CCMCLAlphaFix=SafeGetVar(CCMCFitResult,"CCLAlpha");
CCMCRAlphaFix=SafeGetVar(CCMCFitResult,"CCRAlpha");
CCMCLNFix=SafeGetVar(CCMCFitResult,"CCLN");
CCMCRNFix=SafeGetVar(CCMCFitResult,"CCRN");
} catch(std::exception &e) {
std::cout<<e.what()<<std::endl;
return 1;
}
RooRealVar CCMCSigmaFix("CCMCSigmaFix","CCMCSigmaFix",CCMCSigma->getVal());
CCMCSigmaFix.setConstant(kTRUE);
RooFormulaVar CCSigma("CCSigma","CCSigma","@0*@1",RooArgList(DataMCRatio,CCMCSigmaFix));
RooRealVar CCLAlpha("CCLAlpha","CCLAlpha",CCMCLAlphaFix->getVal());
RooRealVar CCRAlpha("CCRAlpha","CCRAlpha",CCMCRAlphaFix->getVal());
RooRealVar CCLN("CCLN","CCLN",CCMCLNFix->getVal());
RooRealVar CCRN("CCRN","CCRN",CCMCRNFix->getVal());
RooCBShape CCDCBLeft("CCDCBLeft","CCDCBLeft",CCBMass,CCMean,CCSigma,CCLAlpha,CCLN);
RooCBShape CCDCBRight("CCDCBRight","CCDCBRight",CCBMass,CCMean,CCSigma,CCRAlpha,CCRN);
RooRealVar CCFitFraction("CCFitFraction","CCFitFraction",0.5,0.0,1.0);
FreeParameters.push_back(&CCFitFraction);
RooAddPdf CCDCB("CCDCB","CCDCB",RooArgList(CCDCBRight,CCDCBLeft),CCFitFraction);
RooRealVar CCEtamean("CCEtamean","CCEtamean",958.0,955.0,960.0);
RooRealVar CCEtasigma("CCEtasigma","CCEtasigma",9.16,9.0,15.0);
RooRealVar* CCMCEtaLAlpha=NULL;
RooRealVar* CCMCEtaRAlpha=NULL;
RooRealVar* CCMCEtaLN=NULL;
RooRealVar* CCMCEtaRN=NULL;
try {
CCMCEtaLAlpha=SafeGetVar(CCMCFitResult,"CCEtaLAlpha");
CCMCEtaRAlpha=SafeGetVar(CCMCFitResult,"CCEtaRAlpha");
CCMCEtaLN=SafeGetVar(CCMCFitResult,"CCEtaLN");
CCMCEtaRN=SafeGetVar(CCMCFitResult,"CCEtaRN");
} catch(std::exception &e) {
std::cout<<e.what()<<std::endl;
return 1;
}
RooRealVar CCEtaLAlpha("CCEtaLAlpha","CCEtaLAlpha",CCMCEtaLAlpha->getVal());
RooRealVar CCEtaRAlpha("CCEtaRAlpha","CCEtaRAlpha",CCMCEtaRAlpha->getVal());
RooRealVar CCEtaLN("CCEtaLN","CCEtaLN",CCMCEtaLN->getVal());
RooRealVar CCEtaRN("CCEtaRN","CCEtaRN",CCMCEtaRN->getVal());
RooCBShape CCEtaDCBLeft("CCEtaCBLeft","CCEtaCBLeft",CCEtaMass,CCEtamean,CCEtasigma,CCEtaLAlpha,CCEtaLN);
RooCBShape CCEtaDCBRight("CCEtaCBRight","CCEtaCBRight",CCEtaMass,CCEtamean,CCEtasigma,CCEtaRAlpha,CCEtaRN);
RooRealVar CCEtaFitFraction("CCEtaFitFraction","CCEtaFitFraction",0.22,0.1,1.0);
FreeParameters.push_back(&CCEtaFitFraction);
RooAddPdf CCEtaDCB("CCEteaDCB","CCEtaDCB",RooArgList(CCEtaDCBRight,CCEtaDCBLeft),CCEtaFitFraction);
RooProdPdf CCSignalPdf("CCSignalPdf","CCSignalPdf",RooArgSet(CCEtaDCB,CCDCB));
RooRealVar CCSignalYield("CCSignalYield","CCSignalYield",10000.0,1000.0,20000.0);
RooExtendPdf CCExtendedSignalPdf("CCExtendedSignalPdf","CCExtendedSignalPdf",CCSignalPdf,CCSignalYield);
//+++++++++++++++++++++++++++++++++ COMB NO ETAP PDF++++++++++++++++++++++++++++++++++++++++
RooRealVar CCNoEtaBSlope("CCNoEtaBSlope","CCNoEtaBSlope",-0.6,-0.8,-0.4);
FreeParameters.push_back(&CCNoEtaBSlope);
RooRealVar CCNoEtaBCurve("CCNoEtaBCurve","CCNoEtaBCurve",-0.1,-0.30,-0.05);
FreeParameters.push_back(&CCNoEtaBCurve);
RooChebychev CCNoEtaBLine("CCNoEtaBLine","CCNoEtaBLine",CCBMass,RooArgList(CCNoEtaBSlope,CCNoEtaBCurve));
RooRealVar CCNoEtaEtaP1("CCNoEtaEtaP1","CCNoEtaEtaP1",-0.1,-1.0,0.0);
FreeParameters.push_back(&CCNoEtaEtaP1);
RooRealVar CCNoEtaEtaP2("CCNoEtaEtaP2","CCNoEtaEtaP2",-0.1,-0.8,0.0);
FreeParameters.push_back(&CCNoEtaEtaP2);
RooChebychev CCNoEtaQuad("CCNoEtaQuad","CCNoEtaQuad",CCEtaMass,RooArgList(CCNoEtaEtaP1,CCNoEtaEtaP2));
RooProdPdf CCNoEtaBkgPdf("CCNoEtaBkgPdf","CCNoEtaBkgPdf",RooArgSet(CCNoEtaQuad,CCNoEtaBLine));
RooRealVar CCNoEtaBkgYield("CCNoEtaBkgYield","CCNoEtaBkgYield",2400.0,500.0,15000.0);
RooExtendPdf ExtCCNoEtaBkgPdf("ExtCCNoEtaBkgPdf","ExtCCNoEtaBkgPdf",CCNoEtaBkgPdf,CCNoEtaBkgYield);
//++++++++++++++++++++++++++++++++++ COMB TRUE ETAP PDF++++++++++++++++++++++++++++++++++
RooRealVar CCTrueEtaBSlope("CCTrueEtaBSlope","CCTrueEtaBSlope",-0.1,-1.0,0.0);
FreeParameters.push_back(&CCTrueEtaBSlope);
RooChebychev CCTrueEtaBLine("CCTrueEtaBLine","CCTrueEtaBLine",CCBMass,RooArgList(CCTrueEtaBSlope));
RooRealVar CCTrueEtaEtaLAlpha("CCTrueEtaEtaLAlpha","CCTrueEtaEtaLAlpha",CCMCEtaLAlpha->getVal());
RooRealVar CCTrueEtaEtaRAlpha("CCTrueEtaEtaRAlpha","CCTrueEtaEtaRAlpha",CCMCEtaRAlpha->getVal());
RooRealVar CCTrueEtaEtaLN("CCTrueEtaEtaLN","CCTrueEtaEtaLN",CCMCEtaLN->getVal());
RooRealVar CCTrueEtaEtaRN("CCTrueEtaEtaRN","CCTrueEtaEtaRN",CCMCEtaRN->getVal());
//RooCBShape CCTrueEtaEtaCBLeft("CCTrueEtaEtaCBLeft","CCTrueEtaEtaCBLeft",CCEtaMass,CCEtamean,CCEtasigma,CCTrueEtaEtaLAlpha,CCTrueEtaEtaLN);
RooCBShape CCTrueEtaEtaCBRight("CCTrueEtaEtaCBRight","CCTrueEtaEtaCBRight",CCEtaMass,CCEtamean,CCEtasigma,CCTrueEtaEtaRAlpha,CCTrueEtaEtaRN);
// RooRealVar CCTrueEtaEtaFitFraction("CCTrueEtaEtaFitFraction","CCTrueEtaEtaFitFraction",0.4,0.0,1.0);
//RooAddPdf CCTrueEtaEtaDCB("CCTrueEtaEtaDCB","CCTrueEtaEtaDCB",RooArgList(CCTrueEtaEtaCBRight,CCTrueEtaEtaCBLeft),CCTrueEtaEtaFitFraction);
RooProdPdf CCTrueEtaEtaBkgPdf("CCTrueEtaEtaBkgPdf","CCTrueEtaEtaBkgPdf",RooArgSet(CCTrueEtaEtaCBRight,CCTrueEtaBLine));
RooRealVar CCTrueEtaBkgYield("CCTrueEtaBkgYield","CCTrueEtaBkgYield",800.0,20.0,10000.0);
RooExtendPdf ExtCCTrueEtaBkgPdf("ExtCCTrueEtaBkgPdf","ExtCCTrueEtaBkgPdf",CCTrueEtaEtaBkgPdf,CCTrueEtaBkgYield);
RooAddPdf CCTotalPdf("CCTotalPdf","CCTotalPdf",RooArgList(ExtCCTrueEtaBkgPdf,ExtCCNoEtaBkgPdf,CCExtendedSignalPdf));
//_________________________________Rare1 Fit_____________________________
TFile * RareInputFile = new TFile("RareSingleFile.root");
TTree* RareInputTree=NULL;
try {
RareInputTree=SafeGetTree(RareInputFile,"DecayTree");
} catch(std::exception &e) {
std::cout<<e.what()<<std::endl;
return 1;
}
RooRealVar LbMass("Lambda_b0_DTF_MF","Lambda_b0_DTF_MF",5200.0,6000.0);
RooRealVar RareLambda_b0_PE("Lambda_b0_PE","Lambda_b0_PE",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar RareLambda_b0_PX("Lambda_b0_PX","Lambda_b0_PX",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar RareLambda_b0_PY("Lambda_b0_PY","Lambda_b0_PY",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar RareLambda_b0_PZ("Lambda_b0_PZ","Lambda_b0_PZ",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar RareProton_PE("Proton_PE","Proton_PE",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar RareProton_PX("Proton_PX","Proton_PX",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar RareProton_PY("Proton_PY","Proton_PY",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar RareProton_PZ("Proton_PZ","Proton_PZ",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar RareKaon_PE("Kaon_PE","Kaon_PE",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar RareKaon_PX("Kaon_PX","Kaon_PX",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar RareKaon_PY("Kaon_PY","Kaon_PY",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar RareKaon_PZ("Kaon_PZ","Kaon_PZ",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rareeta_prime_PE("eta_prime_PE","eta_prime_PE",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rareeta_prime_PX("eta_prime_PX","eta_prime_PX",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rareeta_prime_PY("eta_prime_PY","eta_prime_PY",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rareeta_prime_PZ("eta_prime_PZ","eta_prime_PZ",-RooNumber::infinity(),RooNumber::infinity());
RooArgSet RareArgs(LbMass,RareLambda_b0_PE,RareLambda_b0_PX,RareLambda_b0_PY,RareLambda_b0_PZ,RareProton_PE,RareProton_PX,RareProton_PY,RareProton_PZ);
RareArgs.add(RareKaon_PE);
RareArgs.add(RareKaon_PX);
RareArgs.add(RareKaon_PY);
RareArgs.add(RareKaon_PZ);
RareArgs.add(Rareeta_prime_PE);
RareArgs.add(Rareeta_prime_PX);
RareArgs.add(Rareeta_prime_PY);
RareArgs.add(Rareeta_prime_PZ);
RooDataSet* RareData= new RooDataSet("RareData","RareData",RareArgs,Import(*RareInputTree));
TFile * RareFitResultFile = new TFile("RareFitResult.root");
RooFitResult* RareMCFitResult=NULL;
try {
RareMCFitResult=SafeGetFitResult(RareFitResultFile,"RareFitResult");
} catch(std::exception &e) {
std::cout<<e.what()<<std::endl;
return 1;
}
RareMCFitResult->Print("v");
RooRealVar* RareMCRAlpha=NULL;
RooRealVar* RareMCFitFraction=NULL;
RooRealVar* RareMCLAlpha=NULL;
RooRealVar* RareMCLN=NULL;
RooRealVar* RareMCRN=NULL;
RooRealVar* RareMCSigma=NULL;
try {
RareMCRAlpha=SafeGetVar(RareMCFitResult,"RareAlpha");
RareMCFitFraction=SafeGetVar(RareMCFitResult,"RareFitFraction");
RareMCLAlpha=SafeGetVar(RareMCFitResult,"RareLAlpha");
RareMCLN=SafeGetVar(RareMCFitResult,"RareLN");
RareMCRN=SafeGetVar(RareMCFitResult,"RareRN");
RareMCSigma=SafeGetVar(RareMCFitResult,"RareSigma");
} catch(std::exception &e) {
std::cout<<e.what()<<std::endl;
return 1;
}
//++++++++++++++++++++++++++++++Rare Signal PDF++++++++++++++++++++++++++++
RooRealVar RareMCSigmaFix("RareMCSigmaFix","RareMCSigmaFix",RareMCSigma->getVal());
RareMCSigmaFix.setConstant();
RooFormulaVar RareSigma("RareSigma","RareSigma","@0*@1",RooArgSet(RareMCSigmaFix,DataMCRatio));
RooRealVar RareLAlpha("RareLAlpha","RareLAlpha",RareMCLAlpha->getVal());
RooRealVar RareRAlpha("RareRAlpha","RareRAlpha",RareMCRAlpha->getVal());
RooRealVar RareRN("RareRN","RareRN",RareMCRN->getVal());
RooRealVar RareLN("RareLN","RareLN",RareMCLN->getVal());
RooRealVar RareFitFraction("RareFitFraction","RareFitFraction",RareMCFitFraction->getVal());
RooCBShape RareDCBLeft("DCBLeft","DCBLeft",LbMass,LambdabMean,RareSigma,RareLAlpha,RareLN);
RooCBShape RareDCBRight("DCBRight","DCBRight",LbMass,LambdabMean,RareSigma,RareRAlpha,RareRN);
RooAddPdf RareDCB("RareDCB","RareDCB",RooArgList(RareDCBLeft,RareDCBRight),RareFitFraction);
RooRealVar RareYield("RareYield","RareYield",40.0,-100.0,1000.0);
RooExtendPdf RareSignalPdf("RareSignalPdf","RareSignalPdf",RareDCB,RareYield);
//++++++++++++++++++++++++++++++Rare Combinatorial Bkg+++++++++++++++++++++++++++++++++++
RooRealVar Rarep1("Rarep1","Rarep1",-1.1,-5.0,-0.1);
FreeParameters.push_back(&Rarep1);
RooRealVar Rarep2("Rarep2","Rarep2",0.5,0.001,10.0);
FreeParameters.push_back(&Rarep2);
RooChebychev RarePoly("RarePoly","RarePoly",LbMass,RooArgList(Rarep1,Rarep2));
RooRealVar RareBkgYield("RareBkgYield","RareBkgYield",2000.0,0.0,10000.0);
RooExtendPdf RareBkgPdf("RareBkgPdf","RareBkgPdf",RarePoly,RareBkgYield);
//++++++++++++++++++++++++++++Rare PKPhi Bkg+++++++++++++++++++++++++++++++++
TFile* PKPhiMCFitresultFile= new TFile("PkPhiFitResultFile.root");
RooFitResult* PKPhiMCFitResult=NULL;
try {
PKPhiMCFitResult=SafeGetFitResult(PKPhiMCFitresultFile,"PkPhiFitResult");
} catch(std::exception &e) {
std::cout<<e.what()<<std::endl;
return 1;
}
PKPhiMCFitResult->Print("v");
RooRealVar* PkPhiMean=NULL;
RooRealVar* PkPhiSigma=NULL;
RooRealVar* PkPhiLAlpha=NULL;
RooRealVar* PkPhiRAlpha=NULL;
RooRealVar* PkPhiLN=NULL;
RooRealVar* PkPhiRN=NULL;
try {
PkPhiMean=SafeGetVar(PKPhiMCFitResult,"PkPhiMean");
PkPhiSigma=SafeGetVar(PKPhiMCFitResult,"PkPhiSigma");
PkPhiLAlpha=SafeGetVar(PKPhiMCFitResult,"PkPhiLAlpha");
PkPhiLN=SafeGetVar(PKPhiMCFitResult,"PkPhiLN");
} catch(std::exception &e) {
std::cout<<e.what()<<std::endl;
return 1;
}
RooRealVar RarePkPhiMean("RarePkPhiMean","RarePkPhiMean",PkPhiMean->getVal());
RooRealVar RarePkPhiSigma("RarePkPhiSigma","RarePkPhiSigma",PkPhiSigma->getVal());
RooRealVar RarePkPhiLN("RarePkPhiLN","RarePkPhiLN",PkPhiLN->getVal());
RooRealVar RarePkPhiLAlpha("RarePkPhiLAlpha","RarePkPhiLAlpha",PkPhiLAlpha->getVal());
RooCBShape RarePkPhiModel("RarePkPhiModel","RarePkPhiModel",LbMass,RarePkPhiMean,RarePkPhiSigma,RarePkPhiLAlpha,RarePkPhiLN);
RooRealVar RarePkPhiYield("RarePkPhiYield","RarePkPhiYield",50.0,1.0,150.0);
RooExtendPdf RarePkPhiPdf("RarePkPhiPdf","RarePkPhiPdf",RarePkPhiModel,RarePkPhiYield);
RooAddPdf RarePdf("RarePdf","RarePdf",RooArgList(RarePkPhiPdf,RareBkgPdf,RareSignalPdf));
/*RarePdf.fitTo(*RareData,Extended(kTRUE));
RooPlot* RareFrame=LbMass.frame(Bins(35),Range(5200.0,6100.0));
TCanvas RareCanvas;
RareData->plotOn(RareFrame);
RarePdf.plotOn(RareFrame);
RareFrame->Draw();
RareCanvas.SaveAs("RareCanvas.pdf");*/
//________________________________ Fit Rare 2_______________________________
TFile* Rare2InputFile = new TFile("Rare2SingleFile.root");
TTree* Rare2InputTree=NULL;
try {
Rare2InputTree=SafeGetTree(Rare2InputFile,"DecayTree");
} catch(std::exception &e) {
std::cout<<e.what()<<std::endl;
return 1;
}
RooRealVar Rare2Lambda_b0_PE("Lambda_b0_PE","Lambda_b0_PE",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2Lambda_b0_PX("Lambda_b0_PX","Lambda_b0_PX",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2Lambda_b0_PY("Lambda_b0_PY","Lambda_b0_PY",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2Lambda_b0_PZ("Lambda_b0_PZ","Lambda_b0_PZ",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2Proton_PE("Proton_PE","Proton_PE",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2Proton_PX("Proton_PX","Proton_PX",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2Proton_PY("Proton_PY","Proton_PY",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2Proton_PZ("Proton_PZ","Proton_PZ",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2Kaon_PE("Kaon_PE","Kaon_PE",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2Kaon_PX("Kaon_PX","Kaon_PX",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2Kaon_PY("Kaon_PY","Kaon_PY",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2Kaon_PZ("Kaon_PZ","Kaon_PZ",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2eta_prime_PE("eta_prime_PE","eta_prime_PE",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2eta_prime_PX("eta_prime_PX","eta_prime_PX",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2eta_prime_PY("eta_prime_PY","eta_prime_PY",-RooNumber::infinity(),RooNumber::infinity());
RooRealVar Rare2eta_prime_PZ("eta_prime_PZ","eta_prime_PZ",-RooNumber::infinity(),RooNumber::infinity());
RooArgSet Rare2Args(LbMass,Rare2Lambda_b0_PE,Rare2Lambda_b0_PX,Rare2Lambda_b0_PY,Rare2Lambda_b0_PZ,Rare2Proton_PE,Rare2Proton_PX,Rare2Proton_PY,Rare2Proton_PZ);
Rare2Args.add(Rare2Kaon_PE);
Rare2Args.add(Rare2Kaon_PX);
Rare2Args.add(Rare2Kaon_PY);
Rare2Args.add(Rare2Kaon_PZ);
Rare2Args.add(Rare2eta_prime_PE);
Rare2Args.add(Rare2eta_prime_PX);
Rare2Args.add(Rare2eta_prime_PY);
Rare2Args.add(Rare2eta_prime_PZ);
RooDataSet* Rare2Data=new RooDataSet("Rare2Data","Rare2Data",Rare2Args,Import(*Rare2InputTree));
TFile* Rare2MCFitResultFile= new TFile("RareTwoFitResult.root");
RooFitResult* Rare2MCFitResult=NULL;
try {
Rare2MCFitResult=SafeGetFitResult(Rare2MCFitResultFile,"RareTwoFitResult");
} catch(std::exception &e) {
std::cout<<e.what()<<std::endl;
return 1;
}
//++++++++++++++++++++++++++++++Signal PDF++++++++++++++++++++++++++++++++
RooRealVar* Rare2MCFitFraction=NULL;
RooRealVar* Rare2MCLAlpha=NULL;
RooRealVar* Rare2MCLN=NULL;
RooRealVar* Rare2MCRN=NULL;
RooRealVar* Rare2MCRAlpha=NULL;
RooRealVar* Rare2MCSigma=NULL;
try {
Rare2MCFitFraction=SafeGetVar(Rare2MCFitResult,"Rare2FitFraction");
Rare2MCLAlpha=SafeGetVar(Rare2MCFitResult,"Rare2LAlpha");
Rare2MCLN=SafeGetVar(Rare2MCFitResult,"Rare2LN");
Rare2MCRN=SafeGetVar(Rare2MCFitResult,"Rare2RN");
Rare2MCRAlpha=SafeGetVar(Rare2MCFitResult,"Rare2RAlpha");
Rare2MCSigma=SafeGetVar(Rare2MCFitResult,"Rare2Sigma");
} catch(std::exception &e) {
std::cout<<e.what()<<std::endl;
return 1;
}
RooRealVar Rare2SigmaFix("Rare2SigmaFix","Rare2SigmaFix",Rare2MCSigma->getVal());
RooFormulaVar Rare2Sigma("Rare2Sigma","Rare2Sigma","@0*@1",RooArgList(Rare2SigmaFix,DataMCRatio));
RooRealVar Rare2LN("Rare2LN","Rare2LN",Rare2MCLN->getVal());
RooRealVar Rare2RN("Rare2RN","Rare2RN",Rare2MCRN->getVal());
RooRealVar Rare2RAlpha("Rare2RAlpha","Rare2RAlpha",Rare2MCRAlpha->getVal());
RooRealVar Rare2LAlpha("Rare2LAlpha","Rare2LAlpha",Rare2MCLAlpha->getVal());
RooRealVar Rare2FitFraction("Rare2FitFraction","Rare2FitFraction",Rare2MCFitFraction->getVal());
RooCBShape Rare2CBLeft("Rare2CBLeft","Rare2CBLeft",LbMass,LambdabMean,Rare2Sigma,Rare2LAlpha,Rare2LN);
RooCBShape Rare2CBRight("Rare2CBRight","Rare2CBRight",LbMass,LambdabMean,Rare2Sigma,Rare2RAlpha,Rare2RN);
RooAddPdf Rare2DCB("Rare2DCB","Rare2DCB",RooArgList(Rare2CBLeft,Rare2CBRight),Rare2FitFraction);
RooRealVar Rare2SignalYield("Rare2SignalYield","Rare2SignalYield",100.0,-100.0,1000.0);
RooExtendPdf Rare2SignalPdf("Rare2SignalPdf","Rare2SignalPdf",Rare2DCB,Rare2SignalYield);
//++++++++++++++++++++++++++++++Rare 2 Bkg pdf++++++++++++++++++++++++++++++
RooRealVar Rare2K("K","K",-0.003,-0.1,0.0);
RooExponential Rare2BkgExp("Rare2BkgExp","Rare2BkgExp",LbMass,Rare2K);
RooRealVar Rare2BkgYield("Rare2BkgYield","Rare2BkgYield",2000.0,0.0,100000.0);
RooExtendPdf Rare2BkgPdf("Rare2BkgPdf","Rare2BkgPdf",Rare2BkgExp,Rare2BkgYield);
RooAddPdf Rare2Pdf("Rare2Pdf","Rare2Pdf",RooArgList(Rare2SignalPdf,Rare2BkgPdf));
//___________________________________ SImultaneous Part ________________________________________________________
RooCategory Channel("Channel","Channel");
Channel.defineType("Rare");
Channel.defineType("Rare2");
Channel.defineType("Control");
RooDataSet* AllData = new RooDataSet("AllData","AllData",RooArgSet(LbMass,CCBMass,CCEtaMass),Index(Channel),Import("Rare",*RareData),Import("Rare2",*Rare2Data),Import("Control",*CCData));
RooSimultaneous SimPdf("SimPdf","SimPdf",Channel);
SimPdf.addPdf(Rare2Pdf,"Rare2");
SimPdf.addPdf(RarePdf,"Rare");
SimPdf.addPdf(CCTotalPdf,"Control");
RooDataSet* BlindedData=NULL;
RooFitResult* SimResult=NULL;
if(blind) {
LbMass.setRange("RLSB",5200.0,RareLowerBlind);
LbMass.setRange("RUSB",RareUpperBlind,6000.0);
LbMass.setRange("R2LSB",5200.0,Rare2LowerBlind);
LbMass.setRange("R2USB",Rare2UpperBlind,6000.0);
LbMass.setRange("RDLSB",5200.0,5493.33333);
LbMass.setRange("RDUSB",RareUpperBlind,6000.0);
std::string CutString="Lambda_b0_DTF_MF<"+std::to_string(RareLowerBlind)+"||Lambda_b0_DTF_MF>"+std::to_string(Rare2UpperBlind);
BlindedData=(RooDataSet*)AllData->reduce(CutString.data());
RooMsgService::instance().setSilentMode(kTRUE);
RooMsgService::instance().setGlobalKillBelow(RooFit::FATAL) ;
}
RooArgSet MinosPars(Rare2SignalYield,RareYield,CCSignalYield);
SimResult = SimPdf.fitTo(*AllData,Save(kTRUE),Extended(kTRUE),Minos(MinosPars));
SimPdf.Print("v");
RooPlot* NominalLikelihoodRareYield=RareYield.frame(Title("Likelihood scan of RareYield"),Range(50,150));
RooAbsReal* nll = SimPdf.createNLL(*AllData,NumCPU(2),Extended(kTRUE));
TCanvas C;
nll->plotOn(NominalLikelihoodRareYield,ShiftToZero());
NominalLikelihoodRareYield->Draw();
C.SaveAs("NominalLikelihood.pdf");
// HandyFunctions::SetlhcbStyle();
//_______________________________ Plot B+ Canvas_____________________________________________________________
RooPlot* CCBFrame= CCBMass.frame(Bins(50),Range(5000.0,5500.0),Title("Control Channel B+ Mass Projection"));
AllData->plotOn(CCBFrame,Cut("Channel==Channel::Control"));
SimPdf.plotOn(CCBFrame,Slice(Channel,"Control"),Components("ExtCCTrueEtaBkgPdf"),LineColor(kMagenta),LineStyle(kDashed),ProjWData(Channel,*AllData));
SimPdf.plotOn(CCBFrame,Slice(Channel,"Control"),Components("ExtCCNoEtaBkgPdf"),LineColor(kGreen),LineStyle(kDashed),ProjWData(Channel,*AllData));
SimPdf.plotOn(CCBFrame,Slice(Channel,"Control"),Components("CCExtendedSignalPdf"),LineColor(kRed),LineStyle(kDashed),ProjWData(Channel,*AllData));
SimPdf.plotOn(CCBFrame,Slice(Channel,"Control"),ProjWData(Channel,*AllData));
TCanvas* CCBCanvas=HandyFunctions::DecoratePlot(CCBFrame);
/*(TCanvas* CCBCanvas= new TCanvas("CCBCanvas","CCBCanvas",1600,900);
CCBFrame->Draw();
CCBCanvas->SaveAs("CCBCanvas.eps");*/
//________________________________Plot Eta Canvas_____________________________________________________________
RooPlot* CCEtaFrame=CCEtaMass.frame(Bins(50),Range(880.0,1040.0),Title("Control Channel Eta' Projection"));
AllData->plotOn(CCEtaFrame,Cut("Channel==Channel::Control"));
SimPdf.plotOn(CCEtaFrame,Slice(Channel,"Control"),Components("ExtCCTrueEtaBkgPdf"),LineColor(kMagenta),LineStyle(kDashed),ProjWData(Channel,*AllData));
SimPdf.plotOn(CCEtaFrame,Slice(Channel,"Control"),Components("ExtCCNoEtaBkgPdf"),LineColor(kGreen),LineStyle(kDashed),ProjWData(Channel,*AllData));
SimPdf.plotOn(CCEtaFrame,Slice(Channel,"Control"),Components("CCExtendedSignalPdf"),LineColor(kRed),LineStyle(kDashed),ProjWData(Channel,*AllData));
SimPdf.plotOn(CCEtaFrame,Slice(Channel,"Control"),ProjWData(Channel,*AllData));
TCanvas* CCEtaCanvas=HandyFunctions::DecoratePlot(CCEtaFrame);
/*TCanvas* CCEtaCanvas=new TCanvas("CCEtaCanvas","CCEtaCanvas",1600,900);
CCEtaFrame->Draw();
CCEtaCanvas->Print("CCEtaCanvas.eps");*/
//________________________________Plot Rare Canvas_____________________________________________________________
RooPlot* RareFrame=LbMass.frame(Bins(30),Range(5200.0,6000.0),Title("#Lambda_{b} -> p K (#eta' -> #pi #pi #gamma) ;M(#Lambda_{b})"));
if(blind) {
double sidebandsN = RareData ->sumEntries("1","RLSB,RUSB");
double LowsidebandsN = RareData ->sumEntries("1","RLSB");
RareData->plotOn(RareFrame,CutRange("RDLSB,RDUSB"),Name("RareDataPlotted"));
RarePdf.plotOn(RareFrame,Range("RLSB,RUSB"),Components("RarePkPhiPdf"),Name("RarePkPhiBkg"),LineColor(kMagenta),LineStyle(kDashed),Normalization(sidebandsN,RooAbsReal::NumEvent));
RarePdf.plotOn(RareFrame,Range("RLSB,RUSB"),Components("RareBkgPdf"),Name("RareCombBkg"),LineColor(kGreen),LineStyle(kDashed),Normalization(sidebandsN,RooAbsReal::NumEvent));
RarePdf.plotOn(RareFrame,Range("RLSB,RUSB"),Normalization(sidebandsN,RooAbsReal::NumEvent));
} else {
AllData->plotOn(RareFrame,Cut("Channel==Channel::Rare"));
SimPdf.plotOn(RareFrame,Slice(Channel,"Rare"),Components("RarePkPhiPdf"),LineColor(kMagenta),LineStyle(kDashed),ProjWData(Channel,*AllData));
SimPdf.plotOn(RareFrame,Slice(Channel,"Rare"),Components("RareBkgPdf"),LineColor(kGreen),LineStyle(kDashed),ProjWData(Channel,*AllData));
SimPdf.plotOn(RareFrame,Slice(Channel,"Rare"),Components("RareSignalPdf"),LineColor(kRed),LineStyle(kDashed),ProjWData(Channel,*AllData));
SimPdf.plotOn(RareFrame,Slice(Channel,"Rare"),ProjWData(Channel,*AllData));
}
int i=RareFrame->numItems();
std::cout<<"_________________________________________"<<std::endl;
for(int j=0; j<i; j++) {
std::cout<<RareFrame->nameOf(j)<<std::endl;
}
TLegend * RareLegend = new TLegend(0.66,0.7,0.9,0.9);
RareLegend->AddEntry(RareFrame->findObject("RarePkPhiBkg"),"#Lambda_{b} -> p K #phi bkg","l");
RareLegend->AddEntry(RareFrame->findObject("RareCombBkg"),"Combinatorial Background","l");
std::cout<<"++++++++++++++++++++++++++++++++++++++++++++"<<std::endl;
RooHist* Pulls=RareFrame->pullHist(0,"RarePdf_Norm[Lambda_b0_DTF_MF]");
TCanvas* RareCanvas=HandyFunctions::DecoratePlot(RareFrame,"DecoratedRareCanvas");
RareCanvas->Print("RareCanvas.pdf");
TCanvas * PullCanvas=new TCanvas("RarePullCanvas","RarePullCanvas",1200,1000);
Pulls->Draw("AP");
PullCanvas->SaveAs("RarePulls.pdf");
TCanvas *RareNoPullCanvas = new TCanvas("RareFitCanvas","RareFitCanvas",1600,900);
RareFrame->Draw();
RareLegend->Draw();
RareNoPullCanvas->Print("RareNoPullCanvasPrinted.eps");
//_______________________________Plot Rare2 Canvas_____________________________________________________________
RooPlot* Rare2Frame=LbMass.frame(Bins(25),Range(5200.0,6000.),Title("#Lambda_{b} -> p K (#eta' -> #pi #pi #eta);M(#Lambda_{b})"));
if(blind) {
double Rare2sidebandsN= Rare2Data->sumEntries("1","R2LSB,R2USB");
Rare2Data->plotOn(Rare2Frame,CutRange("R2LSB,R2USB"));
Rare2Pdf.plotOn(Rare2Frame,Range("R2LSB,R2USB"),Normalization(Rare2sidebandsN,RooAbsReal::NumEvent));
} else {
AllData->plotOn(Rare2Frame,Cut("Channel==Channel::Rare2"));
SimPdf.plotOn(Rare2Frame,Slice(Channel,"Rare2"),Components("Rare2BkgPdf"),LineColor(kGreen),LineStyle(kDashed),ProjWData(Channel,*AllData));
SimPdf.plotOn(Rare2Frame,Slice(Channel,"Rare2"),Components("Rare2SignalPdf"),LineColor(kRed),LineStyle(kDashed),ProjWData(Channel,*AllData));
SimPdf.plotOn(Rare2Frame,Slice(Channel,"Rare2"),ProjWData(Channel,*AllData));
}
TCanvas* NoPullRare2= new TCanvas("NoPullRare2","NoPullRare2",1800,1000);
Rare2Frame->Draw();
NoPullRare2->SaveAs("PiPiEtaFit.eps");
TCanvas* Rare2Canvas=HandyFunctions::DecoratePlot(Rare2Frame,"DecoratedRare2Canvas");
Rare2Canvas->SaveAs("Rare2Canvas.pdf");
if(blind) {
RooArgSet NotBlind(CCEtamean,CCSignalYield,DataMCRatio,CCNoEtaBkgYield,CCTrueEtaBkgYield,CCMean,RareBkgYield,Rare2BkgYield,RarePkPhiYield);
cout << "Fit complete" << endl;
cout << "covQual:" << SimResult->covQual() << endl;
cout << "EDM:" << SimResult->edm() << endl;
cout << "FCN at min:" << SimResult->minNll() << endl;
NotBlind.Print("s");
}
TFile* DataFitResults= new TFile("DataFitResults.root","RECREATE");
RareNoPullCanvas->Write();
CCBCanvas->Write();
CCEtaCanvas->Write();
RareCanvas->Write();
Rare2Canvas->Write();
SimResult->Write("DataFitResult");
DataFitResults->Close();
RooWorkspace* Wkspc= new RooWorkspace("w","workspace");
Wkspc->import(SimPdf);
// Wkspc->writeToFile("BigFitWorkspace.root");
Wkspc->writeToFile("TestBigFitWorkspace.root");
for(auto Var : FreeParameters) {
Var->setConstant();
}
RooStats::SPlot* sDataMass;
if(sweight) {
sDataMass = new RooStats::SPlot("sData","An SPlot",*RareData,&RarePdf,RooArgList(RarePkPhiYield,RareYield,RareBkgYield));
std::cout<<" Check SWeights: "<<std::endl;
std::cout<<" BkgYield= "<<RareBkgYield.getVal()<<std::endl;
std::cout<<" Bkg yield from sweights = "<<sDataMass->GetYieldFromSWeight("RareBkgYield")<<std::endl;
}
}
void MuScale() {
//--------------------------------------------------------------------------------------------------------------
// Settings
//==============================================================================================================
// event category enumeration
enum { eMuMu2HLT=1, eMuMu1HLT1L1, eMuMu1HLT, eMuMuNoSel, eMuSta, eMuTrk }; // event category enum
TString outputDir = "MuScaleResults";
vector<TString> infilenamev;
infilenamev.push_back("/afs/cern.ch/work/c/cmedlock/public/wz-ntuples/Zmumu/ntuples/data_select.trkCuts.root"); // data
infilenamev.push_back("/afs/cern.ch/work/c/cmedlock/public/wz-ntuples/Zmumu/ntuples/zmm_select.raw.trkCuts.root"); // MC
const Double_t MASS_LOW = 60;
const Double_t MASS_HIGH = 120;
const Double_t PT_CUT = 25;
const Double_t ETA_CUT = 2.4;
const Double_t MU_MASS = 0.105658369;
vector<pair<Double_t,Double_t> > scEta_limits;
scEta_limits.push_back(make_pair(0.0,1.2));
scEta_limits.push_back(make_pair(1.2,2.1));
scEta_limits.push_back(make_pair(2.1,2.4));
CPlot::sOutDir = outputDir;
const TString format("png");
//--------------------------------------------------------------------------------------------------------------
// Main analysis code
//==============================================================================================================
enum { eData=0, eMC };
char hname[100];
vector<TH1D*> hMCv, hDatav;
for(UInt_t ibin=0; ibin<scEta_limits.size(); ibin++) {
for(UInt_t jbin=ibin; jbin<scEta_limits.size(); jbin++) {
sprintf(hname,"mc_%i_%i",ibin,jbin);
hMCv.push_back(new TH1D(hname,"",80,MASS_LOW,MASS_HIGH));
hMCv.back()->Sumw2();
sprintf(hname,"data_%i_%i",ibin,jbin);
hDatav.push_back(new TH1D(hname,"",80,MASS_LOW,MASS_HIGH));
hDatav.back()->Sumw2();
}
}
//
// Declare output ntuple variables
//
UInt_t runNum, lumiSec, evtNum;
Float_t scale1fb, puWeight;
UInt_t matchGen;
UInt_t category;
UInt_t npv, npu;
Int_t q1, q2;
TLorentzVector *dilep=0, *lep1=0, *lep2=0;
for(UInt_t ifile=0; ifile<infilenamev.size(); ifile++) {
cout << "Processing " << infilenamev[ifile] << "..." << endl;
TFile *infile = TFile::Open(infilenamev[ifile]);
assert(infile);
TTree *intree = (TTree*)infile->Get("Events");
assert(intree);
intree->SetBranchAddress("runNum", &runNum); // event run number
intree->SetBranchAddress("lumiSec", &lumiSec); // event lumi section
intree->SetBranchAddress("evtNum", &evtNum); // event number
intree->SetBranchAddress("scale1fb", &scale1fb); // event weight
intree->SetBranchAddress("puWeight", &puWeight); // pileup reweighting
intree->SetBranchAddress("matchGen", &matchGen); // event has both leptons matched to MC Z->ll
intree->SetBranchAddress("category", &category); // dilepton category
intree->SetBranchAddress("npv", &npv); // number of primary vertices
intree->SetBranchAddress("npu", &npu); // number of in-time PU events (MC)
intree->SetBranchAddress("q1", &q1); // charge of lead lepton
intree->SetBranchAddress("q2", &q2); // charge of trail lepton
intree->SetBranchAddress("dilep", &dilep); // dilepton 4-vector
intree->SetBranchAddress("lep1", &lep1); // lead lepton 4-vector
intree->SetBranchAddress("lep2", &lep2); // trail lepton 4-vector
for(UInt_t ientry=0; ientry<intree->GetEntries(); ientry++) {
intree->GetEntry(ientry);
Double_t weight = 1;
if(ifile==eMC) {
//if(!matchGen) continue;
weight=scale1fb*puWeight*1.1*TMath::Power(10,7)/5610.0;
}
if((category!=eMuMu2HLT) && (category!=eMuMu1HLT) && (category!=eMuMu1HLT1L1)) continue;
if(q1 == q2) continue;
if(dilep->M() < MASS_LOW) continue;
if(dilep->M() > MASS_HIGH) continue;
if(lep1->Pt() < PT_CUT) continue;
if(lep2->Pt() < PT_CUT) continue;
if(fabs(lep1->Eta()) > ETA_CUT) continue;
if(fabs(lep2->Eta()) > ETA_CUT) continue;
TLorentzVector vLep1(0,0,0,0);
TLorentzVector vLep2(0,0,0,0);
vLep1.SetPtEtaPhiM(lep1->Pt(), lep1->Eta(), lep1->Phi(), MU_MASS);
vLep2.SetPtEtaPhiM(lep2->Pt(), lep2->Eta(), lep2->Phi(), MU_MASS);
TLorentzVector vDilep = vLep1 + vLep2;
Int_t bin1=-1, bin2=-1;
for(UInt_t i=0; i<scEta_limits.size(); i++) {
Double_t etalow = scEta_limits.at(i).first;
Double_t etahigh = scEta_limits.at(i).second;
if(fabs(lep1->Eta())>=etalow && fabs(lep1->Eta())<=etahigh) bin1=i;
if(fabs(lep2->Eta())>=etalow && fabs(lep2->Eta())<=etahigh) bin2=i;
}
assert(bin1>=0);
assert(bin2>=0);
Int_t ibin= (bin1<=bin2) ? bin1 : bin2;
Int_t jbin= (bin1<=bin2) ? bin2 : bin1;
UInt_t n=jbin-ibin;
for(Int_t k=0; k<ibin; k++)
n+=(scEta_limits.size()-k);
if(ifile==eData) hDatav[n]->Fill(vDilep.M(),weight);
if(ifile==eMC) hMCv[n]->Fill(vDilep.M(),weight);
}
delete infile;
infile=0, intree=0;
}
//
// Fit for energy scale and resolution corrections
//
char vname[100]; // buffer for RooFit object names
char pname[100];
char str1[100];
char str2[100];
TCanvas *c = MakeCanvas("c","c",800,600);
// Dummy histograms for TLegend (I can't figure out how to properly pass RooFit objects...)
TH1D *hDummyData = new TH1D("hDummyData","",0,0,10);
hDummyData->SetMarkerStyle(kFullCircle);
hDummyData->SetMarkerSize(0.9);
TH1D *hDummyMC = new TH1D("hDummyMC","",0,0,10);
hDummyMC->SetLineColor(kBlue);
hDummyMC->SetFillColor(kBlue);
hDummyMC->SetFillStyle(3002);
TH1D *hDummyFit = new TH1D("hDummyFit","",0,0,10);
hDummyFit->SetLineColor(kGreen+2);
RooRealVar mass("mass","M_{#mu#mu}",60.0,120.0,"GeV") ;
mass.setBins(1600,"cache");
RooRealVar massmc("massmc","massmc",0.0,150.0,"GeV"); // mass variable for building MC template
RooCategory zscEta_cat("zscEta_cat","zscEta_cat");
RooSimultaneous combscalefit("combscalefit","combscalefit",zscEta_cat);
map<string,TH1*> hmap; // Mapping of category labels and data histograms
RooArgList scalebins; // List of RooRealVars storing per bin energy scale corrections
RooArgList sigmabins; // List of RooRealVars storing per bin energy resolution corrections
Int_t intOrder = 1; // Interpolation order for
for(UInt_t ibin=0; ibin<scEta_limits.size(); ibin++) {
sprintf(vname,"scale_%i",ibin);
RooRealVar *scalebinned = new RooRealVar(vname,vname,1.0,0.5,1.5);
scalebins.add(*scalebinned);
sprintf(vname,"sigma_%i",ibin);
RooRealVar *sigmabinned = new RooRealVar(vname,vname,1.0,0.0,2.0);
sigmabins.add(*sigmabinned);
}
for(UInt_t ibin=0; ibin<scEta_limits.size(); ibin++) {
for(UInt_t jbin=ibin; jbin<scEta_limits.size(); jbin++) {
UInt_t n=jbin-ibin;
for(UInt_t k=0; k<ibin; k++)
n+=(scEta_limits.size()-k);
sprintf(vname,"masslinearshifted_%i_%i",ibin,jbin);
RooFormulaVar *masslinearshifted = new RooFormulaVar(vname,vname,"sqrt(@0*@1)",RooArgList(*scalebins.at(ibin),*scalebins.at(jbin)));
sprintf(vname,"massshiftedscEta_%i_%i",ibin,jbin);
RooLinearVar *massshiftedscEta = new RooLinearVar(vname,vname,mass,*masslinearshifted,RooConst(0.0));
// MC-based template
sprintf(vname,"zmassmcscEta_%i_%i",ibin,jbin);
RooDataHist *zmassmcscEta = new RooDataHist(vname,vname,RooArgList(massmc),hMCv[n]);
sprintf(vname,"masstemplatescEta_%i_%i",ibin,jbin);
RooHistPdf *masstemplatescEta = new RooHistPdf(vname,vname,RooArgList(*massshiftedscEta),RooArgList(massmc),*zmassmcscEta,intOrder);
// Gaussian smearing function
sprintf(vname,"sigmascEta_%i_%i",ibin,jbin);
RooFormulaVar *sigmascEta = new RooFormulaVar(vname,vname,"sqrt(@0*@0+@1*@1)",RooArgList(*sigmabins.at(ibin),*sigmabins.at(jbin)));
sprintf(vname,"resscEta_%i_%i",ibin,jbin);
RooGaussian *resscEta = new RooGaussian(vname,vname,mass,RooConst(0.),*sigmascEta);
// Fit model: MC-template convoluted with Gaussian
sprintf(vname,"fftscEta_%i_%i",ibin,jbin);
RooFFTConvPdf *fftscEta = new RooFFTConvPdf(vname,vname,mass,*masstemplatescEta,*resscEta);
fftscEta->setBufferStrategy(RooFFTConvPdf::Flat);
// Add bin as a category
char zscEta_catname[100];
sprintf(zscEta_catname,"zscEta_cat_%i_%i",ibin,jbin);
zscEta_cat.defineType(zscEta_catname);
zscEta_cat.setLabel(zscEta_catname);
hmap.insert(pair<string,TH1*>(zscEta_catname,hDatav[n]));
combscalefit.addPdf(*fftscEta,zscEta_catname);
}
}
// perform fit
RooDataHist zdatascEta_comb("zdatascEta_comb","zdatascEta_comb",RooArgList(mass),zscEta_cat,hmap,1.0);
combscalefit.fitTo(zdatascEta_comb,PrintEvalErrors(kFALSE),Minos(kFALSE),Strategy(0),Minimizer("Minuit2",""));
Double_t xval[scEta_limits.size()];
Double_t xerr[scEta_limits.size()];
Double_t scaleDatatoMC[scEta_limits.size()];
Double_t scaleDatatoMCerr[scEta_limits.size()];
Double_t scaleMCtoData[scEta_limits.size()];
Double_t scaleMCtoDataerr[scEta_limits.size()];
Double_t sigmaMCtoData[scEta_limits.size()];
Double_t sigmaMCtoDataerr[scEta_limits.size()];
for(UInt_t ibin=0; ibin<scEta_limits.size(); ibin++) {
Double_t etalow = scEta_limits.at(ibin).first;
Double_t etahigh = scEta_limits.at(ibin).second;
xval[ibin] = 0.5*(etahigh+etalow);
xerr[ibin] = 0.5*(etahigh-etalow);
scaleDatatoMC[ibin] = ((RooRealVar*)scalebins.at(ibin))->getVal();
scaleDatatoMCerr[ibin] = ((RooRealVar*)scalebins.at(ibin))->getError();
scaleMCtoData[ibin] = 1.0/scaleDatatoMC[ibin];
scaleMCtoDataerr[ibin] = scaleDatatoMCerr[ibin]/scaleDatatoMC[ibin]/scaleDatatoMC[ibin];
sigmaMCtoData[ibin] = ((RooRealVar*)sigmabins.at(ibin))->getVal();
sigmaMCtoDataerr[ibin] = ((RooRealVar*)sigmabins.at(ibin))->getError();
}
TGraphErrors *grScaleDatatoMC = new TGraphErrors(scEta_limits.size(),xval,scaleDatatoMC,xerr,scaleDatatoMCerr);
TGraphErrors *grScaleMCtoData = new TGraphErrors(scEta_limits.size(),xval,scaleMCtoData,xerr,scaleMCtoDataerr);
TGraphErrors *grSigmaMCtoData = new TGraphErrors(scEta_limits.size(),xval,sigmaMCtoData,xerr,sigmaMCtoDataerr);
CPlot plotScale1("mu_scale_datatomc","","Muon |#eta|","Data scale correction");
plotScale1.AddGraph(grScaleDatatoMC,"",kBlue);
plotScale1.SetYRange(0.98,1.02);
plotScale1.AddLine(0,1,2.5,1,kBlack,7);
plotScale1.Draw(c,kTRUE,format);
CPlot plotScale2("mu_scale_mctodata","","Muon |#eta|","MC#rightarrowData scale correction");
plotScale2.AddGraph(grScaleMCtoData,"",kBlue);
plotScale2.SetYRange(0.98,1.02);
plotScale2.AddLine(0,1,2.5,1,kBlack,7);
plotScale2.Draw(c,kTRUE,format);
CPlot plotRes("mu_res_mctodata","","Muon |#eta|","MC#rightarrowData additional smear [GeV]");
plotRes.AddGraph(grSigmaMCtoData,"",kBlue);
plotRes.SetYRange(0,1.6);
plotRes.Draw(c,kTRUE,format);
double nData=0;
for(UInt_t ibin=0; ibin<scEta_limits.size(); ibin++) {
for(UInt_t jbin=ibin; jbin<scEta_limits.size(); jbin++) {
UInt_t n=jbin-ibin;
for(UInt_t k=0; k<ibin; k++)
n+=(scEta_limits.size()-k);
// Post-fit plot
RooPlot *frame = mass.frame();
char catname[100];
sprintf(catname,"zscEta_cat_%i_%i",ibin,jbin);
char cutstr[100];
sprintf(cutstr,"zscEta_cat==zscEta_cat::%s",catname);
RooDataHist zmc(catname,catname,RooArgList(mass),hMCv[n]);
RooHistPdf mctemplate(catname,catname,RooArgList(mass),zmc,intOrder);
//mctemplate.plotOn(frame,LineColor(kBlue),LineWidth(1),Normalization(hDatav[n]->GetEntries()));
mctemplate.plotOn(frame,LineColor(kBlue),LineWidth(1),Normalization(hDatav[n]->Integral()));
//mctemplate.plotOn(frame,LineColor(kBlue),FillColor(kBlue),FillStyle(3002),DrawOption("F"),Normalization(hDatav[n]->GetEntries()));
mctemplate.plotOn(frame,LineColor(kBlue),FillColor(kBlue),FillStyle(3002),DrawOption("F"),Normalization(hDatav[n]->Integral()));
zdatascEta_comb.plotOn(frame,Cut(cutstr),MarkerStyle(kFullCircle),MarkerSize(1.0),DrawOption("ZP"));
combscalefit.plotOn(frame,Slice(zscEta_cat,catname),ProjWData(RooArgSet(mass,catname),zdatascEta_comb),
LineColor(kGreen+2));
sprintf(pname,"postfit_%i_%i",ibin,jbin);
sprintf(str1,"[%.1f, %.1f]",scEta_limits.at(ibin).first,scEta_limits.at(ibin).second);
sprintf(str2,"[%.1f, %.1f]",scEta_limits.at(jbin).first,scEta_limits.at(jbin).second);
CPlot plot(pname,frame,"","m(#mu^{+}#mu^{-}) [GeV/c^{2}]","Events / 0.6 GeV/c^{2}");
plot.AddTextBox(str1,0.21,0.80,0.45,0.87,0,kBlack,-1);
plot.AddTextBox(str2,0.21,0.73,0.45,0.80,0,kBlack,-1);
plot.SetLegend(0.75,0.64,0.93,0.88);
plot.GetLegend()->AddEntry(hDummyData,"Data","PL");
plot.GetLegend()->AddEntry(hDummyMC,"Sim","FL");
plot.GetLegend()->AddEntry(hDummyFit,"Fit","L");
plot.Draw(c,kTRUE,format);
nData += hDatav[n]->Integral();
}
}
cout<<"nData = "<<nData<<endl;
//--------------------------------------------------------------------------------------------------------------
// Output
//==============================================================================================================
cout << "*" << endl;
cout << "* SUMMARY" << endl;
cout << "*--------------------------------------------------" << endl;
cout << endl;
ofstream txtfile;
char txtfname[100];
sprintf(txtfname,"%s/summary.txt",outputDir.Data());
txtfile.open(txtfname);
assert(txtfile.is_open());
txtfile << " Data->MC scale correction" << endl;
for(UInt_t ibin=0; ibin<scEta_limits.size(); ibin++) {
Double_t etalow = scEta_limits.at(ibin).first;
Double_t etahigh = scEta_limits.at(ibin).second;
txtfile << "$" << etalow << " < |\\eta| < " << etahigh << "$ & ";
txtfile << "$" << ((RooRealVar*)scalebins.at(ibin))->getVal() << "$ \\pm $" << ((RooRealVar*)scalebins.at(ibin))->getError() << "$ \\\\" << endl;
}
txtfile << endl;
txtfile << " MC->Data resolution correction [GeV]" << endl;
for(UInt_t ibin=0; ibin<scEta_limits.size(); ibin++) {
Double_t etalow = scEta_limits.at(ibin).first;
Double_t etahigh = scEta_limits.at(ibin).second;
txtfile << etalow << " < |\\eta| < " << etahigh << " & ";
txtfile << "$" << ((RooRealVar*)sigmabins.at(ibin))->getVal() << "$ \\pm $" << ((RooRealVar*)sigmabins.at(ibin))->getError() << "$ \\\\" << endl;
}
txtfile.close();
cout << endl;
cout << " <> Output saved in " << outputDir << "/" << endl;
cout << endl;
}
void drawCtauFrom2DPlot(RooWorkspace& myws, // Local workspace
string outputDir, // Output directory
struct InputOpt opt, // Variable with run information (kept for legacy purpose)
struct KinCuts cut, // Variable with current kinematic cuts
map<string, string> parIni, // Variable containing all initial parameters
string plotLabel, // The label used to define the output file name
// Select the type of datasets to fit
string DSTAG, // Specifies the type of datasets: i.e, DATA, MCJPSINP, ...
bool isPbPb, // Define if it is PbPb (True) or PP (False)
// Select the type of object to fit
bool incJpsi, // Includes Jpsi model
bool incPsi2S, // Includes Psi(2S) model
bool incBkg, // Includes Background model
// Select the fitting options
// Select the drawing options
bool setLogScale, // Draw plot with log scale
bool incSS, // Include Same Sign data
double binWidth // Bin width
)
{
RooMsgService::instance().getStream(0).removeTopic(Caching);
RooMsgService::instance().getStream(1).removeTopic(Caching);
RooMsgService::instance().getStream(0).removeTopic(Plotting);
RooMsgService::instance().getStream(1).removeTopic(Plotting);
RooMsgService::instance().getStream(0).removeTopic(Integration);
RooMsgService::instance().getStream(1).removeTopic(Integration);
RooMsgService::instance().setGlobalKillBelow(RooFit::WARNING) ;
if (DSTAG.find("_")!=std::string::npos) DSTAG.erase(DSTAG.find("_"));
string pdfTotName = Form("pdfCTAUMASS_Tot_%s", (isPbPb?"PbPb":"PP"));
string dsOSName = Form("dOS_%s_%s", DSTAG.c_str(), (isPbPb?"PbPb":"PP"));
string dsOSNameCut = dsOSName+"_CTAUCUT";
string hOSName = Form("dhCTAUERRTot_Tot_%s", (isPbPb?"PbPb":"PP"));
string hOSNameBkg = Form("dhCTAUERR_Bkg_%s", (isPbPb?"PbPb":"PP"));
string hOSNameJpsi = Form("dhCTAUERR_Jpsi_%s", (isPbPb?"PbPb":"PP"));
string hOSNamePsi2S = Form("dhCTAUERR_Psi2S_%s", (isPbPb?"PbPb":"PP"));
string dsSSName = Form("dSS_%s_%s", DSTAG.c_str(), (isPbPb?"PbPb":"PP"));
bool isWeighted = myws.data(dsOSName.c_str())->isWeighted();
vector<double> range; range.push_back(cut.dMuon.ctau.Min); range.push_back(cut.dMuon.ctau.Max);
double minRange = -4.0;
double maxRange = 7.0;
Double_t outTot = myws.data(dsOSName.c_str())->numEntries();
Double_t outErr = myws.data(dsOSName.c_str())->reduce(Form("(ctau>%.6f || ctau<%.6f)", range[1], range[0]))->numEntries();
int nBins = min(int( round((maxRange - minRange)/binWidth) ), 1000);
double normDSTot = 1.0; if (myws.data(dsOSNameCut.c_str())) { normDSTot = myws.data(dsOSName.c_str())->sumEntries()/myws.data(dsOSNameCut.c_str())->sumEntries(); }
double normJpsi = 1.0; if (myws.data(hOSNameJpsi.c_str())) { normJpsi = myws.data(dsOSName.c_str())->sumEntries()*normDSTot/myws.data(hOSNameJpsi.c_str())->sumEntries(); }
double normPsi2S = 1.0; if (myws.data(hOSNamePsi2S.c_str())) { normPsi2S = myws.data(dsOSName.c_str())->sumEntries()*normDSTot/myws.data(hOSNamePsi2S.c_str())->sumEntries(); }
double normBkg = 1.0; if (myws.data(hOSNameBkg.c_str())) { normBkg = myws.data(dsOSName.c_str())->sumEntries()*normDSTot/myws.data(hOSNameBkg.c_str())->sumEntries(); }
double normTot = 1.0; if (myws.data(hOSName.c_str())) { normTot = myws.data(dsOSName.c_str())->sumEntries()*normDSTot/myws.data(hOSName.c_str())->sumEntries(); }
// Create the main plot of the fit
RooPlot* frame = myws.var("ctau")->frame(Bins(nBins), Range(minRange, maxRange));
frame->updateNormVars(RooArgSet(*myws.var("invMass"), *myws.var("ctau"), *myws.var("ctauErr"))) ;
myws.data(dsOSName.c_str())->plotOn(frame, Name("dOS"), DataError(RooAbsData::SumW2), XErrorSize(0), MarkerColor(kBlack), LineColor(kBlack), MarkerSize(1.2));
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("PDF"),
ProjWData(RooArgSet(*myws.var("ctauErr")), *myws.data(dsOSNameCut.c_str()), kTRUE),
Normalization(normDSTot, RooAbsReal::NumEvent),
FillStyle(1001), FillColor(kViolet+6), VLines(), DrawOption("LF"), NumCPU(32), LineColor(kBlack)
);
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("BKG"),Components(RooArgSet( *myws.pdf(Form("pdfCTAUMASS_Bkg_%s", (isPbPb?"PbPb":"PP"))) )),
ProjWData(RooArgSet(*myws.var("ctauErr")), *myws.data(dsOSName.c_str()), kTRUE),
Normalization(normDSTot, RooAbsReal::NumEvent),
FillStyle(1001), FillColor(kAzure-9), VLines(), DrawOption("LF"), NumCPU(32)
);
if (incJpsi) {
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("JPSIPR"),Components(RooArgSet( *myws.pdf(Form("pdfCTAUMASS_JpsiPR_%s", (isPbPb?"PbPb":"PP"))) )),
ProjWData(RooArgSet(*myws.var("ctauErr")), *myws.data(dsOSName.c_str()), kTRUE),
Normalization(normDSTot, RooAbsReal::NumEvent),
LineColor(kRed+3), Precision(1e-5), NumCPU(32)
);
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("JPSINOPR"),Components(RooArgSet( *myws.pdf(Form("pdfCTAUMASS_JpsiNoPR_%s", (isPbPb?"PbPb":"PP"))) )),
ProjWData(RooArgSet(*myws.var("ctauErr")), *myws.data(dsOSName.c_str()), kTRUE),
Normalization(normDSTot, RooAbsReal::NumEvent),
LineColor(kGreen+3), Precision(1e-5), NumCPU(32)
);
}
if (incPsi2S) {
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("PSI2SPR"),Components(RooArgSet( *myws.pdf(Form("pdfCTAUMASS_Psi2SPR_%s", (isPbPb?"PbPb":"PP"))) )),
ProjWData(RooArgSet(*myws.var("ctauErr")), *myws.data(dsOSName.c_str()), kTRUE),
Normalization(normDSTot, RooAbsReal::NumEvent),
LineColor(kRed+3), Precision(1e-5), NumCPU(32)
);
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("PSI2SNOPR"),Components(RooArgSet( *myws.pdf(Form("pdfCTAUMASS_Psi2SNo_%s", (isPbPb?"PbPb":"PP"))) )),
ProjWData(RooArgSet(*myws.var("ctauErr")), *myws.data(dsOSName.c_str()), kTRUE),
Normalization(normDSTot, RooAbsReal::NumEvent),
LineColor(kGreen+3), Precision(1e-5), NumCPU(32)
);
}
if (incSS) {
myws.data(dsSSName.c_str())->plotOn(frame, Name("dSS"), MarkerColor(kRed), LineColor(kRed), MarkerSize(1.2));
}
myws.data(dsOSName.c_str())->plotOn(frame, Name("dOS"), DataError(RooAbsData::SumW2), XErrorSize(0), MarkerColor(kBlack), LineColor(kBlack), MarkerSize(1.2));
myws.pdf(pdfTotName.c_str())->plotOn(frame,Name("PDFLINE"),
ProjWData(RooArgSet(*myws.var("ctauErr")), *myws.data(dsOSNameCut.c_str()), kTRUE),
Normalization(normDSTot, RooAbsReal::NumEvent),
LineColor(kBlack), NumCPU(32)
);
// set the CMS style
setTDRStyle();
// Create the pull distribution of the fit
RooHist *hpull = frame->pullHist(0, "PDF", true);
hpull->SetName("hpull");
RooPlot* frame2 = myws.var("ctau")->frame(Title("Pull Distribution"), Bins(nBins), Range(minRange, maxRange));
frame2->addPlotable(hpull, "PX");
// Create the main canvas
TCanvas *cFig = new TCanvas(Form("cCtauFig_%s", (isPbPb?"PbPb":"PP")), "cCtauFig",800,800);
TPad *pad1 = new TPad(Form("pad1_%s", (isPbPb?"PbPb":"PP")),"",0,0.23,1,1);
TPad *pad2 = new TPad(Form("pad2_%s", (isPbPb?"PbPb":"PP")),"",0,0,1,.228);
TLine *pline = new TLine(minRange, 0.0, maxRange, 0.0);
TPad *pad4 = new TPad("pad4","This is pad4",0.55,0.46,0.97,0.87);
pad4->SetFillStyle(0);
pad4->SetLeftMargin(0.28);
pad4->SetRightMargin(0.10);
pad4->SetBottomMargin(0.21);
pad4->SetTopMargin(0.072);
frame->SetTitle("");
frame->GetXaxis()->SetTitle("");
frame->GetXaxis()->CenterTitle(kTRUE);
frame->GetXaxis()->SetTitleSize(0.045);
frame->GetXaxis()->SetTitleFont(42);
frame->GetXaxis()->SetTitleOffset(3);
frame->GetXaxis()->SetLabelOffset(3);
frame->GetYaxis()->SetLabelSize(0.04);
frame->GetYaxis()->SetTitleSize(0.04);
frame->GetYaxis()->SetTitleOffset(1.7);
frame->GetYaxis()->SetTitleFont(42);
setCtauFrom2DRange(myws, frame, dsOSNameCut, setLogScale, range, outErr);
cFig->cd();
pad2->SetTopMargin(0.02);
pad2->SetBottomMargin(0.4);
pad2->SetFillStyle(4000);
pad2->SetFrameFillStyle(4000);
pad1->SetBottomMargin(0.015);
//plot fit
pad1->Draw();
pad1->cd();
frame->Draw();
printCtauFrom2DParameters(myws, pad1, isPbPb, pdfTotName, isWeighted);
pad1->SetLogy(setLogScale);
// Drawing the text in the plot
TLatex *t = new TLatex(); t->SetNDC(); t->SetTextSize(0.032);
float dy = 0;
t->SetTextSize(0.03);
t->DrawLatex(0.21, 0.86-dy, "2015 HI Soft Muon ID"); dy+=0.045;
if (isPbPb) {
t->DrawLatex(0.21, 0.86-dy, "HLT_HIL1DoubleMu0_v1"); dy+=0.045;
} else {
t->DrawLatex(0.21, 0.86-dy, "HLT_HIL1DoubleMu0_v1"); dy+=0.045;
}
t->DrawLatex(0.21, 0.86-dy, Form("%.1f #leq p_{T}^{#mu#mu} < %.1f GeV/c",cut.dMuon.Pt.Min,cut.dMuon.Pt.Max)); dy+=0.045;
t->DrawLatex(0.21, 0.86-dy, Form("%.1f #leq |y^{#mu#mu}| < %.1f",cut.dMuon.AbsRap.Min,cut.dMuon.AbsRap.Max)); dy+=0.045;
if (isPbPb) {t->DrawLatex(0.21, 0.86-dy, Form("Cent. %d-%d%%", (int)(cut.Centrality.Start/2), (int)(cut.Centrality.End/2))); dy+=0.045;}
if (outErr>0.0) {
t->DrawLatex(0.21, 0.86-dy, Form("Excl: (%.4f%%) %.0f evts", (outErr*100.0/outTot), outErr)); dy+=1.5*0.045;
}
// Drawing the Legend
double ymin = 0.7602;
if (incPsi2S && incJpsi && incSS) { ymin = 0.7202; }
if (incPsi2S && incJpsi && !incSS) { ymin = 0.7452; }
TLegend* leg = new TLegend(0.5175, ymin, 0.7180, 0.8809); leg->SetTextSize(0.03);
leg->AddEntry(frame->findObject("dOS"), (incSS?"Opposite Charge":"Data"),"pe");
if (incSS) { leg->AddEntry(frame->findObject("dSS"),"Same Charge","pe"); }
if(frame->findObject("PDF")) { leg->AddEntry(frame->findObject("PDF"),"Total fit","fl"); }
if((incBkg && (incJpsi || incPsi2S)) && frame->findObject("BKG")) { leg->AddEntry(frame->findObject("BKG"),"Background","fl"); }
if(incBkg && incJpsi && frame->findObject("JPSIPR")) { leg->AddEntry(frame->findObject("JPSIPR"),"J/#psi Prompt","l"); }
if(incBkg && incJpsi && frame->findObject("JPSINOPR")) { leg->AddEntry(frame->findObject("JPSINOPR"),"J/#psi Non-Prompt","l"); }
if(incBkg && incPsi2S && frame->findObject("PSI2SPR")) { leg->AddEntry(frame->findObject("PSI2SPR"),"#psi(2S) Prompt","l"); }
if(incBkg && incPsi2S && frame->findObject("PSI2SNOPR")) { leg->AddEntry(frame->findObject("PSI2SNOPR"),"#psi(2S) Non-Prompt","l"); }
leg->Draw("same");
//Drawing the title
TString label;
if (isPbPb) {
if (opt.PbPb.RunNb.Start==opt.PbPb.RunNb.End){
label = Form("PbPb Run %d", opt.PbPb.RunNb.Start);
} else {
label = Form("%s [%s %d-%d]", "PbPb", "HIOniaL1DoubleMu0", opt.PbPb.RunNb.Start, opt.PbPb.RunNb.End);
}
} else {
if (opt.pp.RunNb.Start==opt.pp.RunNb.End){
label = Form("PP Run %d", opt.pp.RunNb.Start);
} else {
label = Form("%s [%s %d-%d]", "PP", "DoubleMu0", opt.pp.RunNb.Start, opt.pp.RunNb.End);
}
}
//CMS_lumi(pad1, isPbPb ? 105 : 104, 33, label);
CMS_lumi(pad1, isPbPb ? 108 : 107, 33, "");
gStyle->SetTitleFontSize(0.05);
pad1->Update();
cFig->cd();
//---plot pull
pad2->Draw();
pad2->cd();
frame2->SetTitle("");
frame2->GetYaxis()->CenterTitle(kTRUE);
frame2->GetYaxis()->SetTitleOffset(0.4);
frame2->GetYaxis()->SetTitleSize(0.1);
frame2->GetYaxis()->SetLabelSize(0.1);
frame2->GetYaxis()->SetTitle("Pull");
frame2->GetXaxis()->CenterTitle(kTRUE);
frame2->GetXaxis()->SetTitleOffset(1);
frame2->GetXaxis()->SetTitleSize(0.12);
frame2->GetXaxis()->SetLabelSize(0.1);
frame2->GetXaxis()->SetTitle("#font[12]{l}_{J/#psi} (mm)");
frame2->GetYaxis()->SetRangeUser(-7.0, 7.0);
frame2->Draw();
// *** Print chi2/ndof
printChi2(myws, pad2, frame, "ctau", dsOSName.c_str(), pdfTotName.c_str(), nBins, false);
pline->Draw("same");
pad2->Update();
// Save the plot in different formats
gSystem->mkdir(Form("%sctauMass/%s/plot/root/", outputDir.c_str(), DSTAG.c_str()), kTRUE);
cFig->SaveAs(Form("%sctauMass/%s/plot/root/PLOT_%s_%s_%s%s_pt%.0f%.0f_rap%.0f%.0f_cent%d%d.root", outputDir.c_str(), DSTAG.c_str(), "CTAU", DSTAG.c_str(), (isPbPb?"PbPb":"PP"), plotLabel.c_str(), (cut.dMuon.Pt.Min*10.0), (cut.dMuon.Pt.Max*10.0), (cut.dMuon.AbsRap.Min*10.0), (cut.dMuon.AbsRap.Max*10.0), cut.Centrality.Start, cut.Centrality.End));
gSystem->mkdir(Form("%sctauMass/%s/plot/png/", outputDir.c_str(), DSTAG.c_str()), kTRUE);
cFig->SaveAs(Form("%sctauMass/%s/plot/png/PLOT_%s_%s_%s%s_pt%.0f%.0f_rap%.0f%.0f_cent%d%d.png", outputDir.c_str(), DSTAG.c_str(), "CTAU", DSTAG.c_str(), (isPbPb?"PbPb":"PP"), plotLabel.c_str(), (cut.dMuon.Pt.Min*10.0), (cut.dMuon.Pt.Max*10.0), (cut.dMuon.AbsRap.Min*10.0), (cut.dMuon.AbsRap.Max*10.0), cut.Centrality.Start, cut.Centrality.End));
gSystem->mkdir(Form("%sctauMass/%s/plot/pdf/", outputDir.c_str(), DSTAG.c_str()), kTRUE);
cFig->SaveAs(Form("%sctauMass/%s/plot/pdf/PLOT_%s_%s_%s%s_pt%.0f%.0f_rap%.0f%.0f_cent%d%d.pdf", outputDir.c_str(), DSTAG.c_str(), "CTAU", DSTAG.c_str(), (isPbPb?"PbPb":"PP"), plotLabel.c_str(), (cut.dMuon.Pt.Min*10.0), (cut.dMuon.Pt.Max*10.0), (cut.dMuon.AbsRap.Min*10.0), (cut.dMuon.AbsRap.Max*10.0), cut.Centrality.Start, cut.Centrality.End));
cFig->Clear();
cFig->Close();
}
