コード例 #1
0
ファイル: THSEventsFit.C プロジェクト: HASPECT/Events
Bool_t THSEventsFit::InitialiseFit(){
  if(GetDataSet()->numEntries()<2) {cout<<" THSEventsFit::InitialiseFit() less than 2 entries in dataset!"<<endl; return kFALSE;}
  RooAbsPdf* pdf=0;
  Long64_t PdfN[GetPDFs().getSize()];
  Long64_t TotalN=0;
  for(Int_t ip=0;ip<GetPDFs().getSize();ip++){
    pdf=(RooAbsPdf*)&(GetPDFs()[ip]);
    THSEventsPDF* mpdf=0;
    cout<<" THSEventsFit::InitialiseFit(); PDFs "<<pdf->GetName()<<endl;
    if(mpdf=dynamic_cast<THSEventsPDF*>(pdf)){//Only applies to THSEventsPDF
      if(!(mpdf->GetHistPdf())){
  	cout<<"Start smeared model "<<gDirectory->GetName()<<endl;
	PdfN[ip]=mpdf->AddSmearedModel(0,GetAuxVars());
	cout<<"Stop smeared model "<<gDirectory->GetName()<<endl;
	TotalN+=PdfN[ip];
	if(PdfN[ip]<10) {
	  cout<<" THSEventsFit::InitialiseFit() no events found for "<<GetName()<<" MODEL: "<<pdf->GetName()<<" probably no events kinmatically allowed in this bin" <<endl;
	  GetPDFsp()->remove(GetPDFs()[ip]);
	  GetYieldsp()->remove(*(GetWorkSpace()->var(fYld+pdf->GetName())));
	  GetWorkSpace()->removeSet("Yields");
	  GetWorkSpace()->removeSet("PDFs");
	  GetWorkSpace()->defineSet("Yields",GetYields());
	  GetWorkSpace()->defineSet("PDFs",GetPDFs());	
	}
      }
    }
  }
  for(Int_t ip=0;ip<GetPDFs().getSize();ip++){
    if(PdfN[ip]/TotalN<fAccFrac){
      //  cout<<" THSEventsFit::InitialiseFit()  "<<GetName()<<" MODEL: "<<GetPDFs()[ip]->GetName()<<" N events below acceptance fraction so not considered significant enough background " <<PdfN[ip] <<" out of "<<TotalN<<endl;
      GetPDFsp()->remove(GetPDFs()[ip]);
      GetYieldsp()->remove(*(GetWorkSpace()->var(fYld+pdf->GetName())));
      GetWorkSpace()->removeSet("Yields");
      GetWorkSpace()->removeSet("PDFs");
      GetWorkSpace()->defineSet("Yields",GetYields());
      GetWorkSpace()->defineSet("PDFs",GetPDFs());	
      
    }
    
  }
  if(GetPDFs().getSize()) TotalPDF();
  else {
    cout<<" THSEventsFit::InitialiseFit() no model found for "<<GetName()<<" probably no events kinmatically allowed in this bin" <<endl;
    return kFALSE;
  }
  return kTRUE;
  
}
コード例 #2
0
ファイル: SimulFit.cpp プロジェクト: Williams224/Analysis2
int main(int argc, const char** argv){
  bool ReDoCuts=false;

  TCut TwelveCut = "gamma_CL>0.1&&BDT_response>0.36&&piplus_MC12TuneV3_ProbNNpi>0.2&&piminus_MC12TuneV3_ProbNNpi>0.2&&Kaon_MC12TuneV3_ProbNNk>0.4";
  TCut ElevenCut = "gamma_CL>0.1&&BDT_response>0.30&&piplus_MC12TuneV3_ProbNNpi>0.2&&piminus_MC12TuneV3_ProbNNpi>0.2&&Kaon_MC12TuneV3_ProbNNk>0.4";
  
  //______________________________MAKE CUT FILE FOR 2012___________________________________
  if(ReDoCuts){
    DataFile MCA(std::getenv("BUKETAPMCBDTRESPROOT"),MC,Twel,MagAll,buketap,"BDTApplied_SampleA");
    
    DataFile MCB(std::getenv("BUKETAPMCBDTRESPROOT"),MC,Twel,MagAll,buketap,"BDTApplied_SampleB");
  
    TreeReader* MC12Reader=  new TreeReader("DecayTree");
    MC12Reader->AddFile(MCA);
    MC12Reader->AddFile(MCB);
    MC12Reader->Initialize();
    
    TFile* MC12Cut = new TFile("CutFile12.root","RECREATE");
    TTree* MC12CutTree=MC12Reader->CopyTree(TwelveCut,-1,"DecayTree");
    TRandom3 *MCRand = new TRandom3(224);
    TH1I * MCnCands12= new TH1I("MCnCands12","MCnCands12",10,0,10);
    TTree*MC12SingleTree=HandyFunctions::GetSingleTree(MCRand,MC12CutTree,MCnCands12,NULL);
    MCnCands12->Write();
    MC12SingleTree->Write();
    MC12Cut->Close();
    
    //________________________________MAKE CUT FILE FOR 2011__________________________________
    
    DataFile MC11A(std::getenv("BUKETAPMCBDTRESPROOT"),MC,Elev,MagAll,buketap,"BDTApplied_SampleA");
    
    DataFile MC11B(std::getenv("BUKETAPMCBDTRESPROOT"),MC,Elev,MagAll,buketap,"BDTApplied_SampleB");
    
    TreeReader* MC11Reader= new TreeReader("DecayTree");
    MC11Reader->AddFile(MC11A);
    MC11Reader->AddFile(MC11B);
    MC11Reader->Initialize();
    
    TFile* MC11Cut = new TFile("CutFile11.root","RECREATE");
    TTree* MC11CutTree=MC11Reader->CopyTree(ElevenCut,-1,"DecayTree");

    TH1I * MCnCands11= new TH1I("MCnCands11","MCnCands11",10,0,10);
    TTree* MC11SingleTree=HandyFunctions::GetSingleTree(MCRand,MC11CutTree,MCnCands11,NULL);
    MCnCands11->Write();
    MC11SingleTree->Write();
    MC11Cut->Close();
  //_________________________________ MAKE FLAT TREES  ____________________________________
  
    TFile* MC12Input = new TFile("CutFile12.root");
    TTree* MC12InputTree=(TTree*)MC12Input->Get("DecayTree");
    Float_t MCEta_Mass12[20]; MC12InputTree->SetBranchAddress("Bu_DTFNoFix_eta_prime_M",&MCEta_Mass12);
    Int_t isSingle12; MC12InputTree->SetBranchAddress("isSingle",&isSingle12);
    
    TFile* MC12FlatOut = new TFile("MCMinimalFile12.root","RECREATE");
    TTree* MC12FlatTree = MC12InputTree->CloneTree(0);
    Double_t MCBu_DTFNoFix_eta_Prime_MF12; MC12FlatTree->Branch("Bu_DTFNoFix_eta_prime_MF",&MCBu_DTFNoFix_eta_Prime_MF12,"Bu_DTFNoFix_eta_prime_MF/D");
    
    Long64_t Entries12=MC12InputTree->GetEntries();
    
    for(int i=0;i<Entries12;++i){
      MC12InputTree->GetEntry(i);
      if(isSingle12==0)continue;
      MCBu_DTFNoFix_eta_Prime_MF12=MCEta_Mass12[0];
      MC12FlatTree->Fill();
    }
    
    MC12FlatTree->Write();
    MC12FlatOut->Close();
    
    TFile* MC11Input = new TFile("CutFile11.root");
    TTree* MC11InputTree=(TTree*)MC11Input->Get("DecayTree");
    Float_t MCEta_Mass11[20]; MC11InputTree->SetBranchAddress("Bu_DTFNoFix_eta_prime_M",&MCEta_Mass11);
    Int_t isSingle11; MC11InputTree->SetBranchAddress("isSingle",&isSingle11);
    
    TFile* MC11FlatOut = new TFile("MCMinimalFile11.root","RECREATE");
    TTree* MC11FlatTree = MC11InputTree->CloneTree(0);
    Double_t MCBu_DTFNoFix_eta_Prime_MF11; MC11FlatTree->Branch("Bu_DTFNoFix_eta_prime_MF",&MCBu_DTFNoFix_eta_Prime_MF11,"Bu_DTFNoFix_eta_prime_MF/D");
    
    Long64_t Entries11=MC11InputTree->GetEntries();
    
    for(int i=0;i<Entries11;++i){
      MC11InputTree->GetEntry(i);
      if(isSingle11==0)continue;
      MCBu_DTFNoFix_eta_Prime_MF11=MCEta_Mass11[0];
      MC11FlatTree->Fill();
    }
    
    MC11FlatTree->Write();
    MC11FlatOut->Close();
  }
  
  //_____________________________________________LOAD ROODATASETS___________________________________

  TFile* MCFlatInput12= new TFile("MCMinimalFile12.root");
  TTree* MCFlatInputTree12=(TTree*)MCFlatInput12->Get("DecayTree");

  TFile* MCFlatInput11= new TFile("MCMinimalFile11.root");
  TTree* MCFlatInputTree11=(TTree*)MCFlatInput11->Get("DecayTree");

  RooRealVar MCBMass("Bu_DTF_MF","Bu_DTF_MF",5000.0,5600.0);
  RooRealVar MCEtaMass("eta_prime_MM","eta_prime_MM",700.0,1200.0);
  RooRealVar BDT_response("BDT_response","BDT_response",-1.0,1.0);
  RooRealVar gamma_CL("gamma_CL","gamma_CL",0.1,1.0);
  RooArgSet Args(MCBMass,MCEtaMass,BDT_response,gamma_CL);

  RooDataSet* MCData12 = new RooDataSet("MCData12","MCData12",Args,Import(*MCFlatInputTree12));
  
  std::cout <<" Data File 12 Loaded"<<std::endl;
  
  RooDataSet* MCData11 = new RooDataSet("MCData11","MCData11",Args,Import(*MCFlatInputTree11));

  std::cout<<" Data File 11 loaded"<<std::endl;

  RooDataSet* MCDataAll= new RooDataSet("MCDataAll","MCDataAll",Args);

  MCDataAll->append(*MCData12);
  MCDataAll->append(*MCData11);
  
  RooPlot* massFrame = MCBMass.frame(Title("Data Import Check"),Bins(50));
  MCDataAll->plotOn(massFrame);
  
  RooPlot *BDTFrame = BDT_response.frame(Title("BDT Cut Check"),Bins(50));
  MCDataAll->plotOn(BDTFrame);
  TCanvas C;
  C.Divide(2,1);
  C.cd(1);
  massFrame->Draw();
  C.cd(2);
  BDTFrame->Draw();
  C.SaveAs("ImportChecks.eps");

  //________________________________MAKE MCROODATACATEGORIES__________________________________

  RooDataSet* MCBData=(RooDataSet*)MCDataAll->reduce(RooArgSet(MCBMass));
  MCBData->Print("v");
  
  RooDataSet* MCEtaData=(RooDataSet*)MCDataAll->reduce(RooArgSet(MCEtaMass));
  MCEtaData->Print("v");

  RooCategory MCMassType("MCMassType","MCMassType") ;
  MCMassType.defineType("B") ;
  MCMassType.defineType("Eta") ;
  
  // Construct combined dataset in (x,sample)
  RooDataSet MCcombData("MCcombData","MC combined data",Args,Index(MCMassType),Import("B",*MCBData),Import("Eta",*MCEtaData));

  
  //=============================================== MC FIT MODEL===================================
  
  RooRealVar Mean("Mean","Mean",5279.29,5276.0,5284.00);
  RooRealVar Sigma("Sigma","Sigma",20.54,17.0,24.8);
  RooRealVar LAlpha("LAlpha","LAlpha",-1.064,-2.5,0.0);
  RooRealVar RAlpha("RAlpha","RAlpha",1.88,0.0,5.0);
  RooRealVar LN("LN","LN",13.0,0.0,40.0);
  RooRealVar RN("RN","RN",2.56,0.0,6.0);

  RooCBShape CBLeft("CBLeft","CBLeft",MCBMass,Mean,Sigma,LAlpha,LN);
  
  RooCBShape CBRight("CBRight","CBRight",MCBMass,Mean,Sigma,RAlpha,RN);

  RooRealVar FitFraction("FitFraction","FitFraction",0.5,0.0,1.0);
  RooAddPdf DCB("DCB","DCB",RooArgList(CBRight,CBLeft),FitFraction);

  RooRealVar SignalYield("SignalYield","SignalYield",4338.0,500.0,10000.0);
  //  RooExtendPdf ExtDCB("ExtDCB","ExtDCB",DCB,SignalYield);
  
  //==============================ETA DCB ++++++++++++++++++++++++++++++
  
  RooRealVar MCEtamean("MCEtamean","MCEtamean",958.0,955.0,960.0);
  RooRealVar MCEtasigma("MCEtasigma","MCEtasigma",9.16,8.0,14.0);
  RooRealVar EtaLAlpha("EtaLAlpha","EtaLAlpha",-1.45,-5.0,1.0);
  RooRealVar EtaRAlpha("EtaRAlpha","EtaRAlpha",1.76,0.0,4.0);
  RooRealVar EtaLN("EtaLN","EtaLN",0.1,0.0,20.0);
  RooRealVar EtaRN("EtaRN","EtaRN",0.1,0.0,20.0);

  RooCBShape EtaCBLeft("EtaCBLeft","EtaCBLeft",MCEtaMass,MCEtamean,MCEtasigma,EtaLAlpha,EtaLN);
  
  RooCBShape EtaCBRight("EtaCBRight","EtaCBRight",MCEtaMass,MCEtamean,MCEtasigma,EtaRAlpha,EtaRN);

  RooRealVar EtaFitFraction("EtaFitFraction","EtaFitFraction",0.22,0.1,1.0);
  RooAddPdf EtaDCB("EteaDCB","EtaDCB",RooArgList(EtaCBRight,EtaCBLeft),EtaFitFraction);

  RooProdPdf MCSignalPdf("MCSignalPdf","MCSignalPdf",RooArgSet(EtaDCB,DCB));
  
  RooExtendPdf ExtendedMCSignalPdf("ExtendedMCSignalPdf","ExtendedMCSignalPdf",MCSignalPdf,SignalYield);

  RooSimultaneous MCsimPdf("MCsimPdf","MC simultaneous pdf",MCMassType) ;
  //  MCsimPdf.addPdf(ExtDCB,"B");
  //  MCsimPdf.addPdf(ExtendedMCEtaDCB,"Eta"); 

  //============================== DO the MC FIT =======================================
  //MCsimPdf.fitTo(MCcombData,Extended(kTRUE),Minos(kTRUE));
  //ExtendedMCEtaDCB.fitTo(*MCEtaData,Extended(kTRUE),Minos(kTRUE));
  //ExtDCB.fitTo(*MCBData,Extended(
  ExtendedMCSignalPdf.fitTo(*MCDataAll,Extended(kTRUE),Minos(kTRUE));
  
  RooPlot* MCframe1 = MCBMass.frame(Range(5100.0,5500.0),Bins(50),Title("B mass projection"));
  MCDataAll->plotOn(MCframe1);
  ExtendedMCSignalPdf.plotOn(MCframe1);
  ExtendedMCSignalPdf.paramOn(MCframe1);
  
  RooPlot* MCframe2 = MCEtaMass.frame(Range(880.0,1020.0),Bins(50),Title("Eta mass projection")) ;
  MCDataAll->plotOn(MCframe2);
  ExtendedMCSignalPdf.plotOn(MCframe2);
  ExtendedMCSignalPdf.paramOn(MCframe2);
  
  TCanvas* MCc = new TCanvas("rf501_simultaneouspdf","rf403_simultaneouspdf",1200,1000) ;
  gPad->SetLeftMargin(0.15) ; MCframe1->GetYaxis()->SetTitleOffset(1.4) ; MCframe1->Draw() ;
  MCc->SaveAs("MCSimulCanvas.pdf");

  TCanvas* MCcEta = new TCanvas(" Eta Canvas","Eta Canvas",1200,1000);
  gPad->SetLeftMargin(0.15) ; MCframe2->GetYaxis()->SetTitleOffset(1.4) ; MCframe2->Draw() ;
  MCcEta->SaveAs("MCEtaCanvas.pdf");

  TFile* MCFits= new TFile("MCFitResult.root","RECREATE");
  //  TCanvas* DecMCB=HandyFunctions::DecoratePlot(MCframe1);
  //  TCanvas* DecMCEta=HandyFunctions::DecoratePlot(MCframe2);
  //DecMCEta->Write();
  //  DecMCB->Write();
  MCc->Write();
  MCcEta->Write();

  std::cout<<"MC Eta Chi2 = "<<MCframe2->chiSquare()<<std::endl;
  std::cout<<"MC B Chi2 = "<<MCframe1->chiSquare()<<std::endl;

  //___________________________________ CUT DOWN COLLISION DATA ______________________________
  if(ReDoCuts){
    DataFile TwelveA(std::getenv("BUKETAPDATABDTRESPROOT"),Data,Twel,MagAll,buketap,"BDTApplied_SampleA");

    DataFile TwelveB(std::getenv("BUKETAPDATABDTRESPROOT"),Data,Twel,MagAll,buketap,"BDTApplied_SampleB");
  
    DataFile ElevenA(std::getenv("BUKETAPDATABDTRESPROOT"),Data,Elev,MagAll,buketap,"BDTApplied_SampleA");

    DataFile ElevenB(std::getenv("BUKETAPDATABDTRESPROOT"),Data,Elev,MagAll,buketap,"BDTApplied_SampleB");		

    TRandom3* DataRand= new TRandom3(224);
    TH1I* DataNCand12= new TH1I("DataNCand12","DataNCand12",10,0,10);
    TH1I* DataNCand11= new TH1I("DataNCand11","DataNCand11",10,0,10);
    
    TreeReader* UncutDataReader12= new TreeReader("DecayTree");
    UncutDataReader12->AddFile(TwelveA);
    UncutDataReader12->AddFile(TwelveB);
    UncutDataReader12->Initialize();
    
    TFile* CutDataFile12 = new TFile("CutDataFile12.root","RECREATE");
    TTree* CutDataTree12 = UncutDataReader12->CopyTree(TwelveCut,-1,"DecayTree");
    TTree* SingleCutDataTree12=HandyFunctions::GetSingleTree(DataRand,CutDataTree12,DataNCand12,NULL);
    SingleCutDataTree12->Write();
    CutDataFile12->Close();
    
    TreeReader* UncutDataReader11= new TreeReader("DecayTree");
    UncutDataReader11->AddFile(ElevenB);
    UncutDataReader11->AddFile(ElevenA);
    UncutDataReader11->Initialize();
    
    TFile* CutDataFile11 = new TFile("CutDataFile11.root","RECREATE");
    TTree* CutDataTree11 = UncutDataReader11->CopyTree(ElevenCut,-1,"DecayTree");
    TTree* SingleCutDataTree11=HandyFunctions::GetSingleTree(DataRand,CutDataTree11,DataNCand11,NULL);
    SingleCutDataTree11->Write();
    CutDataFile11->Close();
  

    TFile* DataInput12 = new TFile("CutDataFile12.root");
    TTree* DataInputTree12=(TTree*)DataInput12->Get("DecayTree");
    DataInputTree12->SetBranchStatus("*",0);
    DataInputTree12->SetBranchStatus("Bu_DTF_MF",1);
    DataInputTree12->SetBranchStatus("Bu_DTFNoFix_eta_prime_M",1);
    DataInputTree12->SetBranchStatus("eta_prime_MM",1);
    DataInputTree12->SetBranchStatus("isSingle",1);
    Float_t Eta_Mass12[20]; DataInputTree12->SetBranchAddress("Bu_DTFNoFix_eta_prime_M",&Eta_Mass12);
    Int_t isSingle12; DataInputTree12->SetBranchAddress("isSingle",&isSingle12);
    
    TFile* MinimalDataFile12 = new TFile("MinimalDataFile12.root","RECREATE");
    TTree* MinimalDataTree12= DataInputTree12->CloneTree(0);
    Double_t Bu_DTFNoFix_eta_prime_MF12; MinimalDataTree12->Branch("Bu_DTFNoFix_eta_prime_MF",&Bu_DTFNoFix_eta_prime_MF12,"Bu_DTFNoFix_eta_prime_MF/D");
    
    Long64_t Entries12=DataInputTree12->GetEntries();
    
    for(int i=0;i<Entries12;++i){
      DataInputTree12->GetEntry(i);
      if(isSingle12==0)continue;
      Bu_DTFNoFix_eta_prime_MF12=Eta_Mass12[0];
      MinimalDataTree12->Fill();
    }
    
    MinimalDataTree12->Write();
    MinimalDataFile12->Close();
    
    TFile* DataInput11 = new TFile("CutDataFile11.root");
    TTree* DataInputTree11=(TTree*)DataInput11->Get("DecayTree");
    DataInputTree11->SetBranchStatus("*",0);
    DataInputTree11->SetBranchStatus("Bu_DTF_MF",1);
    DataInputTree11->SetBranchStatus("Bu_DTFNoFix_eta_prime_M",1);
    DataInputTree11->SetBranchStatus("eta_prime_MM",1);
    DataInputTree11->SetBranchStatus("isSingle",1);
    Float_t Eta_Mass11[20]; DataInputTree11->SetBranchAddress("Bu_DTFNoFix_eta_prime_M",&Eta_Mass11);
    Int_t isSingle11; DataInputTree11->SetBranchAddress("isSingle",&isSingle11);
    
    TFile* MinimalDataFile11 = new TFile("MinimalDataFile11.root","RECREATE");
    TTree* MinimalDataTree11= DataInputTree11->CloneTree(0);
    Double_t Bu_DTFNoFix_eta_prime_MF11; MinimalDataTree11->Branch("Bu_DTFNoFix_eta_prime_MF",&Bu_DTFNoFix_eta_prime_MF11,"Bu_DTFNoFix_eta_prime_MF/D");
    
    Long64_t Entries11=DataInputTree11->GetEntries();
    
    for(int i=0;i<Entries11;++i){
    DataInputTree11->GetEntry(i);
    if(isSingle11==0)continue;
    Bu_DTFNoFix_eta_prime_MF11=Eta_Mass11[0];
    MinimalDataTree11->Fill();
    }
    MinimalDataTree11->Write();
    MinimalDataFile11->Close();
  }

  //___________________________________ LOAD DATA TO ROODATASET____________________________________
  
  RooRealVar BMass("Bu_DTF_MF","Bu_DTF_MF",5000.0,5600.0);
  RooRealVar EtaMass("eta_prime_MM","eta_prime_MM",870.0,1050.0);
  RooArgSet MassArgs(BMass,EtaMass);

  TFile* Data12File = new TFile("MinimalDataFile12.root");
  TTree* DataTree12=(TTree*)Data12File->Get("DecayTree");

  RooDataSet* Data12 = new RooDataSet("Data12","Data12",MassArgs,Import(*DataTree12));

  TFile* Data11File = new TFile("MinimalDataFile11.root");
  TTree* DataTree11=(TTree*)Data11File->Get("DecayTree");

  RooDataSet* Data11 = new RooDataSet("Data11","Data11",MassArgs,Import(*DataTree11));
  
  RooDataSet* AllData = new RooDataSet("AllData","AllData",MassArgs);
  AllData->append(*Data12);
  AllData->append(*Data11);
  TCanvas ImportC;
  RooPlot* ImportCheck = BMass.frame(Title("ImportCheck"),Bins(50));
  AllData->plotOn(ImportCheck);
  ImportCheck->Draw();
  ImportC.SaveAs("Alldataimport.pdf");

  std::cout<<" Data Loaded, Total Entries = "<<AllData->numEntries()<<std::endl;

  AllData->Print("v");

  RooDataSet* BData=(RooDataSet*)AllData->reduce(RooArgSet(BMass));
  BData->Print("v");

  RooDataSet* EtaData=(RooDataSet*)AllData->reduce(RooArgSet(EtaMass));
  EtaData->Print("v");

  //___________________________________Fit to Eta_Prime in BMass Sidebands______________________

  RooDataSet* BSidebands=(RooDataSet*)AllData->reduce(Cut("(Bu_DTF_MF>5000.0&&Bu_DTF_MF<5179.0)||(Bu_DTF_MF>5379.0&&Bu_DTF_MF<5800.0)"));

  TCanvas BSidebandCanvas;
  RooPlot* BSidebandPlot = EtaMass.frame(Title("B sidebands"),Bins(30));
  BSidebands->plotOn(BSidebandPlot);
  BSidebandPlot->Draw();
  BSidebandCanvas.SaveAs("BSidebandDataCheck.pdf");

  
  RooRealVar BsbMean(" Mean","BsbMean",958.0,900.0,1020.0);
  RooRealVar BsbSigma(" Sigma","BsbSigma",19.8,10.0,40.8);
  RooRealVar BsbLAlpha(" Alpha","BsbLAlpha",-1.63,-10.0,0.0);
  //  RooRealVar BsbRAlpha("BsbRAlpha","BsbRAlpha",1.47,0.0,10.0);
  RooRealVar BsbLN(" N","BsbLN",0.1,0.0,20.0);
  //  RooRealVar BsbRN("BsbRN","BsbRN",0.1,0.0,20.0);

  RooCBShape BsbCBLeft("BsbCBLeft","BsbCBLeft",EtaMass,BsbMean,BsbSigma,BsbLAlpha,BsbLN);
  
  //  RooCBShape BsbCBRight("BsbCBRight","BsbCBRight",EtaMass,BsbMean,BsbSigma,BsbRAlpha,BsbRN);

  //  RooRealVar BsbFitFraction("BsbFitFraction","BsbFitFraction",0.5,0.0,1.0);
  //  RooAddPdf BsbDCB("BsbDCB","BsbDCB",RooArgList(BsbCBRight,BsbCBLeft),BsbFitFraction);
  RooRealVar Bsbslope("Bsbslope","Bsbslope",0.5,0.0,1.0);
  RooRealVar BsbP2("BsbP2","BsbP2",-0.5,-1.0,0.0);
  RooChebychev BsbLinear("BsbLinear","BsbLinear",EtaMass,RooArgSet(Bsbslope,BsbP2));

  RooRealVar BsbFitFraction("BsbFitFraction","BsbFitFraction",0.2,0.0,1.0);

  RooAddPdf BsbBackground("BsbBackground","BsbBackground",RooArgList(BsbLinear,BsbCBLeft),BsbFitFraction);
  
  RooRealVar BsbYield(" Yield","BsbYield",500.0,0.0,1000.0);
  RooExtendPdf BsbExtDCB("BsbExtDCB","BsbExtDCB",BsbCBLeft,BsbYield);

  BsbExtDCB.fitTo(*BSidebands,Extended(kTRUE),Minos(kTRUE));
  TCanvas BSBFitCanvas;
  RooPlot* BSBFitPlot = EtaMass.frame(Title("Eta fit in B Sidebands"),Bins(30));
  BSidebands->plotOn(BSBFitPlot);
  BsbExtDCB.plotOn(BSBFitPlot);
  BsbExtDCB.paramOn(BSBFitPlot);
  BSBFitPlot->Draw();
  BSBFitCanvas.SaveAs("BSidebandFit.pdf");
  TFile * SidebandFitFile= new TFile("SidebandFit.root","RECREATE");
  BSBFitCanvas.Write();
  SidebandFitFile->Close();
  
  //___________________________________DO THE 2D FIT TO DATA___________________________________


  const double PDGBMass= 5279.26;
  BMass.setRange("SignalWindow",PDGBMass-(3*Sigma.getVal()),PDGBMass+(3*Sigma.getVal()));
  RooRealVar DSignalYield("DSignalYield","DSignalYield",4000.0,0.0,10000.0);

  //================================= B MASS SIGNAL PDF==============================
  RooRealVar DMean("Mean","DMean",5279.29,5270.0,5290.00);
  RooRealVar DSigma("Sigma","DSigma",19.8,10.0,40.8);
  RooRealVar DLAlpha("DLAlpha","DLAlpha",LAlpha.getVal());
  RooRealVar DRAlpha("DRAlpha","DRAlpha",RAlpha.getVal());
  RooRealVar DLN("DLN","DLN",LN.getVal());
  RooRealVar DRN("DRN","DRN",RN.getVal());

  RooCBShape DCBLeft("DCBLeft","DCBLeft",BMass,DMean,DSigma,DLAlpha,DLN);
  
  RooCBShape DCBRight("DCBRight","DCBRight",BMass,DMean,DSigma,DRAlpha,DRN);

  RooRealVar DFitFraction("FitFraction","DFitFraction",0.5,0.0,1.0);
  RooAddPdf DDCB("DDCB","DDCB",RooArgList(DCBRight,DCBLeft),DFitFraction);
  
  //==============================B MASS BKG PDF==============================
  RooRealVar slope("slope","slope",-0.5,-1.0,0.0);
  RooChebychev bkg("bkg","Background",BMass,RooArgSet(slope));
  
  //==============================Eta mass signal pdf================================
  RooRealVar DEtamean("Etamean","DEtamean",958.0,945.0,980.0) ;
  RooRealVar DEtasigma("Etasigma","DEtasigma",15.0,5.0,65.0) ;
  RooRealVar DEtaLAlpha("DEtaLAlpha","DEtaLAlpha",EtaLAlpha.getVal());
  RooRealVar DEtaRAlpha("DEtaRAlpha","DEtaRAlpha",EtaRAlpha.getVal());
  RooRealVar DEtaLN("DEtaLN","DEtaLN",EtaLN.getVal());
  RooRealVar DEtaRN("DEtaRN","DEtaRN",EtaRN.getVal());
  
  RooCBShape EtaDCBLeft("EtaDCBLeft","EtaDCBLeft",EtaMass,DEtamean,DEtasigma,DEtaLAlpha,DEtaLN);
  
  RooCBShape EtaDCBRight("EtaDCBRight","EtaDCBRight",EtaMass,DEtamean,DEtasigma,DEtaRAlpha,DEtaRN);
  
  RooRealVar DEtaFitFraction("EtaFitFraction","DEtaFitFraction",0.5,0.0,1.0);
  RooAddPdf EtaDDCB("EtaDDCB","EtaDDCB",RooArgList(EtaDCBRight,EtaDCBLeft),DEtaFitFraction);

  RooProdPdf DSignalPdf("DSignalPdf","DSignalPdf",RooArgList(EtaDDCB,DDCB));
  
  RooExtendPdf DExtSignalPdf("DExtSignalPdf","DExtSignalPdf",DSignalPdf,DSignalYield);

  //=============================== Eta mass bkg pdf==================================
  
  RooRealVar EtaBkgMean("EtaBkgMean","EtaBkgMean",958.0,900.0,1020.0);
  RooRealVar EtaBkgSigma("EtaBkgSigma","EtaBkgSigma",19.8,10.0,40.8);
  RooRealVar EtaBkgLAlpha("EtaBkgLAlpha","EtaBkgLAlpha",BsbLAlpha.getVal());
  //  RooRealVar EtaBkgRAlpha("EtaBkgRAlpha","EtaBkgRAlpha",BsbRAlpha.getVal());
  RooRealVar EtaBkgLN("EtaBkgLN","EtaBkgLN",BsbLN.getVal());
  //  RooRealVar EtaBkgRN("EtaBkgRN","EtaBkgRN",BsbRN.getVal());

  RooCBShape EtaBkgCBLeft("EtaBkgCBLeft","EtaBkgCBLeft",EtaMass,DEtamean,EtaBkgSigma,EtaBkgLAlpha,EtaBkgLN);
  
  //  RooCBShape EtaBkgCBRight("EtaBkgCBRight","EtaBkgCBRight",EtaMass,DEtamean,EtaBkgSigma,EtaBkgRAlpha,EtaBkgRN);
  
  //  RooRealVar EtaBkgFitFraction("EtaBkgFitFraction","EtaBkgFitFraction",0.5,0.0,1.0);
  //  RooAddPdf EtaBkgDCB("EtaBkgDCB","EtaBkgDCB",RooArgList(EtaBkgCBRight,EtaBkgCBLeft),EtaBkgFitFraction);
  
  RooProdPdf DataBackgroundPDF("DataBackgroundPDF","DataBackgroundPDF",RooArgList(EtaBkgCBLeft,bkg));
  
  RooRealVar DataBackgroundYield("BackgroundYield","DataBackgroundYield",500.0,0.0,10000.0);
  
  RooExtendPdf ExtDataBackgroundPDF("ExtDataBackgroundPDF","ExtDataBackgroundPDF",DataBackgroundPDF,DataBackgroundYield);

  RooAddPdf TotalPDF("TotalPDF","TotalPDF",RooArgList(ExtDataBackgroundPDF,DExtSignalPdf));
  std::cout<<"Dependents = "<<std::endl;
  RooArgSet* Dependents=TotalPDF.getDependents(AllData);
  Dependents->Print("v");
  std::cout<<"parameters= "<<std::endl;
  RooArgSet* parameters=TotalPDF.getParameters(AllData);
  parameters->Print("v");
  RooCategory MassType("MassType","MassType") ;
  MassType.defineType("B") ;
  MassType.defineType("Eta") ;
  
  // Construct combined dataset in (x,sample)
  RooDataSet combData("combData","combined data",MassArgs,Index(MassType),Import("B",*BData),Import("Eta",*EtaData));

  RooSimultaneous simPdf("simPdf","simultaneous pdf",MassType) ;

  // Associate model with the physics state and model_ctl with the control state
  //  simPdf.addPdf(WholeFit,"B");
  //  simPdf.addPdf(WholeEtaFit,"Eta"); 

  //  simPdf.fitTo(combData,Extended(kTRUE)/*,Minos(kTRUE)*/);
  
  TotalPDF.fitTo(*AllData,Extended(kTRUE),Minos(kTRUE));

  RooPlot* frame1 = BMass.frame(Bins(50),Title("B mass projection"));
  AllData->plotOn(frame1);
  TotalPDF.plotOn(frame1,Components(ExtDataBackgroundPDF),LineStyle(kDashed),LineColor(kRed));
  TotalPDF.plotOn(frame1);
  TotalPDF.paramOn(frame1);
  
  // The same plot for the control sample slice
  RooPlot* frame2 = EtaMass.frame(Bins(50),Title("Eta mass projection")) ;
  AllData->plotOn(frame2);
  TotalPDF.plotOn(frame2,Components(ExtDataBackgroundPDF),LineStyle(kDashed),LineColor(kRed));
  TotalPDF.plotOn(frame2);
  TotalPDF.paramOn(frame2);
  TCanvas* DecoratedCanvas =HandyFunctions::DecoratePlot(frame2);

  
  TCanvas* DataBC= new TCanvas("BCanvas","BCanvas",1200,1000) ;
  gPad->SetLeftMargin(0.15) ; frame1->GetYaxis()->SetTitleOffset(1.4) ; frame1->Draw() ;
  TCanvas* EtaBC= new TCanvas("EtaCanvas","EtaCanvas",1200,1000) ;
  gPad->SetLeftMargin(0.15) ; frame2->GetYaxis()->SetTitleOffset(1.4) ; frame2->Draw() ;
  DataBC->SaveAs("DataBC.pdf");
  EtaBC->SaveAs("EtaBC.pdf");
  
  TFile * DataSimulFit = new TFile("DataSimulFit.root","RECREATE");
  DataBC->Write();
  EtaBC->Write();
  DecoratedCanvas->Write();

  
		 
		  

  
}