/* Class to perform Combined Bayesian PID using TPC and TOF response - TOF non gaussian effect are included - TOF mismatch is included in the Bayesian probabilities */ #include "AliFlowBayesianPID.h" #include "TDatabasePDG.h" #include "AliESDEvent.h" #include "AliESDtrack.h" #include "AliAODEvent.h" #include "AliAODTrack.h" #include "TH2D.h" #include "TSpline.h" #include "TF1.h" #include "AliCentrality.h" #include "AliAODPid.h" #include "AliMCEvent.h" #include "AliMCEventHandler.h" #include "AliAnalysisManager.h" #include "AliAODMCHeader.h" #include "AliAODMCParticle.h" #include "TH1D.h" #include "TFile.h" #include "AliPIDResponse.h" ClassImp(AliFlowBayesianPID) TH2D* AliFlowBayesianPID::fghPriors[fgkNspecies] = {NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL}; // histo with priors (hardcoded) TSpline3* AliFlowBayesianPID::fgMism = NULL; // function for mismatch TH1D* AliFlowBayesianPID::fgHtofChannelDist=NULL; //________________________________________________________________________ AliFlowBayesianPID::AliFlowBayesianPID(AliESDpid *esdpid) : AliPIDResponse(), fPIDesd(NULL), fDB(TDatabasePDG::Instance()), fNewTrackParam(0), fTOFresolution(84.0), fTOFResponseF(NULL), fTPCResponseF(NULL),fWTofMism(0.0), fProbTofMism(0.0), fZ(0) ,fMassTOF(0), fBBdata(NULL),fCurrCentrality(100),fPsi(999),fPsiRes(999),fIsMC(kFALSE),fForceOldDedx(kFALSE),fDedx(0.0),fIsTOFheaderAOD(0) { // Constructor Bool_t redopriors = kFALSE; if(! fghPriors[0]){ fghPriors[0] = new TH2D("fghPriorsEl","Priors as a function of Centrality [e];centrality;p_{t} (GeV/c)",12,-10,110,80,0,20); redopriors = kTRUE; } if(! fghPriors[1]){ fghPriors[1] = new TH2D("fghPriorsMu","Priors as a function of Centrality [#mu];centrality;p_{t} (GeV/c)",12,-10,110,80,0,20); redopriors = kTRUE; } if(! fghPriors[2]){ fghPriors[2] = new TH2D("fghPriorsPi","Priors as a function of Centrality [#pi];centrality;p_{t} (GeV/c)",12,-10,110,80,0,20); redopriors = kTRUE; } if(! fghPriors[3]){ fghPriors[3] = new TH2D("fghPriorsKa","Priors as a function of Centrality [K];centrality;p_{t} (GeV/c)",12,-10,110,80,0,20); redopriors = kTRUE; } if(! fghPriors[4]){ fghPriors[4] = new TH2D("fghPriorsPr","Priors as a function of Centrality [p];centrality;p_{t} (GeV/c)",12,-10,110,80,0,20); redopriors = kTRUE; } if(! fghPriors[5]){ fghPriors[5] = new TH2D("fghPriorsDe","Priors as a function of Centrality [p];centrality;p_{t} (GeV/c)",12,-10,110,80,0,20); redopriors = kTRUE; } if(! fghPriors[6]){ fghPriors[6] = new TH2D("fghPriorsTr","Priors as a function of Centrality [p];centrality;p_{t} (GeV/c)",12,-10,110,80,0,20); redopriors = kTRUE; } if(! fghPriors[7]){ fghPriors[7] = new TH2D("fghPriorsHe","Priors as a function of Centrality [p];centrality;p_{t} (GeV/c)",12,-10,110,80,0,20); redopriors = kTRUE; } if(! fghPriors[8]){ fghPriors[8] = new TH2D("fghPriorsAlfa","Priors as a function of Centrality [p];centrality;p_{t} (GeV/c)",12,-10,110,80,0,20); redopriors = kTRUE; } if(redopriors) SetPriors(); if(!fgMism) fgMism = GetMismatch(); if(! esdpid) fPIDesd = new AliESDpid(); else fPIDesd = esdpid; fProb[0]=0.0; fProb[1]=0.0; fProb[2]=0.0; fProb[3]=0.0; fProb[4]=0.0; fProb[5]=0.0; fProb[6]=0.0; fProb[7]=0.0; fProb[8]=0.0; fMass[0] = fDB->GetParticle(11)->Mass(); // e mass fMass[1] = fDB->GetParticle(13)->Mass(); // mu mass fMass[2] = fDB->GetParticle(211)->Mass(); // pi mass fMass[3] = fDB->GetParticle(321)->Mass(); // K mass fMass[4] = fDB->GetParticle(2212)->Mass(); // p mass fMass[5] = fDB->GetParticle(2212)->Mass()+fDB->GetParticle(2112)->Mass(); // p mass fMass[6] = fDB->GetParticle(2212)->Mass()+fDB->GetParticle(2112)->Mass()*2; // p mass fMass[7] = (fDB->GetParticle(2212)->Mass()+fDB->GetParticle(2112)->Mass()*2)*0.5; // p mass fMass[8] = (fDB->GetParticle(2212)->Mass()*2+fDB->GetParticle(2112)->Mass()*2)*0.5; // p mass // TOF response fTOFResponseF = new TF1("fTOFprob","[0]*TMath::Exp(-(x-[1])*(x-[1])/2/[2]/[2])* (x < [1]+[3]*[2]) + (x > [1]+[3]*[2])*[0]*TMath::Exp(-(x-[1]-[3]*[2]*0.5)*[3]/[2])",-7,7); fTOFResponseF->SetParameter(0,1); fTOFResponseF->SetParameter(1,-0.1); fTOFResponseF->SetParameter(2,1); fTOFResponseF->SetParameter(3,1.1); fTOFResponseF->SetParameter(0,1./fTOFResponseF->Integral(-7,7)); fTOFResponseF->SetLineColor(2); // TPC response fTPCResponseF = new TF1("fTPCprob","[0]*TMath::Exp(-(x-[1])*(x-[1])/2/[2]/[2])* (x < [1]+[3]*[2]) + (x > [1]+[3]*[2])*[0]*TMath::Exp(-(x-[1]-[3]*[2]*0.5)*[3]/[2])",-7,7); fTPCResponseF->SetParameter(0,1); fTPCResponseF->SetParameter(1,0); fTPCResponseF->SetParameter(2,1); fTPCResponseF->SetParameter(3,1.8); fTPCResponseF->SetParameter(0,1./fTPCResponseF->Integral(-7,7)); fTPCResponseF->SetLineColor(4); fBBdata = new TF1("fBBdata", "[0] * AliExternalTrackParam::BetheBlochAleph(x, [1], [2], [3], [4], [5])",0.1, 4000.); // initialize the mask for(Int_t i=0;i < fgkNdetectors;i++){ fMaskAND[i] = 0; // no dets required fMaskOR[i] = 1; // all dets if available fMaskCurrent[i] = 0; // current mask } if(!fgHtofChannelDist){ TFile *ftofchannel = new TFile("$ALICE_ROOT/TOF/data/TOFchannelDist.root"); fgHtofChannelDist = (TH1D *) ftofchannel->Get("hTOFchanDist"); } } //________________________________________________________________________ AliFlowBayesianPID::~AliFlowBayesianPID(){ // destrucctor that removes all the PID external (non static) objects if(fTOFResponseF) delete fTOFResponseF; if(fTPCResponseF) delete fTPCResponseF; if(fBBdata) delete fBBdata; } //________________________________________________________________________ void AliFlowBayesianPID::SetDetResponse(AliESDEvent *esd,Float_t centrality,EStartTimeType_t flagStart,Bool_t){ // Set the detector responses (including also TPC dE/dx paramterization vs. centrality) if(!esd){ printf("AliFlowBayesianPID::SetDetResponse -> Error -> No valid esd event"); return; } if(centrality >= 0){ // get centrality from VZERO AliCentrality *currCentrality = esd->GetCentrality(); centrality = currCentrality->GetCentralityPercentile("V0M"); if(centrality <= 0) centrality = 0.001; } fCurrCentrality = centrality; // retune BB Double_t alephParameters[5]; Float_t mip = 51; if(centrality < 0){ alephParameters[0] = 5.36613e-02; alephParameters[1] = 1.44343e+01; alephParameters[2] = 6.93875e-07; alephParameters[3] = 2.17858e+00; alephParameters[4] = 2.57153e+00; } else if(centrality < 10){ mip = 53.549869; alephParameters[0] = 0.073740; alephParameters[1] = 10.205724; alephParameters[2] = 0.000009; alephParameters[3] = 2.292470; alephParameters[4] = 2.029191; } else if(centrality < 20){ mip = 53.549979; alephParameters[0] = 0.074808; alephParameters[1] = 10.002850; alephParameters[2] = 0.000009; alephParameters[3] = 2.353473; alephParameters[4] = 2.070397; } else if(centrality < 30){ mip = 53.550000; alephParameters[0] = 0.076092; alephParameters[1] = 9.911953; alephParameters[2] = 0.000009; alephParameters[3] = 2.316073; alephParameters[4] = 2.026312; } else if(centrality < 40){ mip = 53.549172; alephParameters[0] = 0.082482; alephParameters[1] = 9.027005; alephParameters[2] = 0.000013; alephParameters[3] = 2.420034; alephParameters[4] = 1.963044; } else if(centrality < 50){ mip = 53.549823; alephParameters[0] = 0.082570; alephParameters[1] = 9.003131; alephParameters[2] = 0.000013; alephParameters[3] = 2.442916; alephParameters[4] = 1.976435; } else if(centrality < 60){ mip = 53.521724; alephParameters[0] = 0.082672; alephParameters[1] = 8.974422; alephParameters[2] = 0.000013; alephParameters[3] = 2.462914; alephParameters[4] = 1.986885; } else if(centrality < 70){ alephParameters[0] = 8.29615e-02; alephParameters[1] = 9.41909e+00; alephParameters[2] = 1.40230e-05; alephParameters[3] = 2.44894e+00; alephParameters[4] = 2.06676e+00; } else if(centrality < 80){ alephParameters[0] = 8.31397e-02; alephParameters[1] = 9.41126e+00; alephParameters[2] = 1.40230e-05; alephParameters[3] = 2.44848e+00; alephParameters[4] = 2.06326e+00; } else{ alephParameters[0] = 8.38910e-02; alephParameters[1] = 9.30736e+00; alephParameters[2] = 1.40230e-05; alephParameters[3] = 2.45844e+00; alephParameters[4] = 2.07334e+00; } fPIDesd->GetTPCResponse().SetBetheBlochParameters(alephParameters[0],alephParameters[1],alephParameters[2],alephParameters[3],alephParameters[4]); fPIDesd->GetTPCResponse().SetMip(mip); fBBdata->SetParameter(0, mip); fBBdata->SetParameter(1, alephParameters[0]); fBBdata->SetParameter(2, alephParameters[1]); fBBdata->SetParameter(3, alephParameters[2]); fBBdata->SetParameter(4, alephParameters[3]); fBBdata->SetParameter(5, alephParameters[4]); fPIDesd->SetTOFResponse(esd,flagStart); if(fNewTrackParam){ fPIDesd->GetTOFResponse().SetTrackParameter(0, 0.005); // old 0.008 fPIDesd->GetTOFResponse().SetTrackParameter(1,0.005); // old 0.008 fPIDesd->GetTOFResponse().SetTrackParameter(2,0.0);//old 0.002 fPIDesd->GetTOFResponse().SetTrackParameter(3,15); // old 40 } fPIDesd->GetTOFResponse().SetTimeResolution(fTOFresolution); // reset EP information fPsi=999; fPsiRes=999; fPIDesd->MakePID(esd,kFALSE); } //________________________________________________________________________ void AliFlowBayesianPID::SetDetResponse(AliAODEvent *aod,Float_t centrality,EStartTimeType_t flagStart){ // Set the detector responses (including also TPC dE/dx paramterization vs. centrality) if(!aod){ printf("AliFlowBayesianPID::SetDetResponse -> Error -> No valid esd event"); return; } if(centrality >= 0){ // get centrality from VZERO AliCentrality *currCentrality = aod->GetCentrality(); centrality = currCentrality->GetCentralityPercentile("V0M"); if(centrality <= 0) centrality = 0.001; } fCurrCentrality = centrality; // retune BB Double_t alephParameters[5]; Float_t mip = 51; if(centrality < 0){ alephParameters[0] = 5.36613e-02; alephParameters[1] = 1.44343e+01; alephParameters[2] = 6.93875e-07; alephParameters[3] = 2.17858e+00; alephParameters[4] = 2.57153e+00; } else if(centrality < 10){ mip = 53.549869; alephParameters[0] = 0.073740; alephParameters[1] = 10.205724; alephParameters[2] = 0.000009; alephParameters[3] = 2.292470; alephParameters[4] = 2.029191; } else if(centrality < 20){ mip = 53.549979; alephParameters[0] = 0.074808; alephParameters[1] = 10.002850; alephParameters[2] = 0.000009; alephParameters[3] = 2.353473; alephParameters[4] = 2.070397; } else if(centrality < 30){ mip = 53.550000; alephParameters[0] = 0.076092; alephParameters[1] = 9.911953; alephParameters[2] = 0.000009; alephParameters[3] = 2.316073; alephParameters[4] = 2.026312; } else if(centrality < 40){ mip = 53.549172; alephParameters[0] = 0.082482; alephParameters[1] = 9.027005; alephParameters[2] = 0.000013; alephParameters[3] = 2.420034; alephParameters[4] = 1.963044; } else if(centrality < 50){ mip = 53.549823; alephParameters[0] = 0.082570; alephParameters[1] = 9.003131; alephParameters[2] = 0.000013; alephParameters[3] = 2.442916; alephParameters[4] = 1.976435; } else if(centrality < 60){ mip = 53.521724; alephParameters[0] = 0.082672; alephParameters[1] = 8.974422; alephParameters[2] = 0.000013; alephParameters[3] = 2.462914; alephParameters[4] = 1.986885; } else if(centrality < 70){ alephParameters[0] = 8.29615e-02; alephParameters[1] = 9.41909e+00; alephParameters[2] = 1.40230e-05; alephParameters[3] = 2.44894e+00; alephParameters[4] = 2.06676e+00; } else if(centrality < 80){ alephParameters[0] = 8.31397e-02; alephParameters[1] = 9.41126e+00; alephParameters[2] = 1.40230e-05; alephParameters[3] = 2.44848e+00; alephParameters[4] = 2.06326e+00; } else{ alephParameters[0] = 8.38910e-02; alephParameters[1] = 9.30736e+00; alephParameters[2] = 1.40230e-05; alephParameters[3] = 2.45844e+00; alephParameters[4] = 2.07334e+00; } fPIDesd->GetTPCResponse().SetBetheBlochParameters(alephParameters[0],alephParameters[1],alephParameters[2],alephParameters[3],alephParameters[4]); fPIDesd->GetTPCResponse().SetMip(mip); fBBdata->SetParameter(0, mip); fBBdata->SetParameter(1, alephParameters[0]); fBBdata->SetParameter(2, alephParameters[1]); fBBdata->SetParameter(3, alephParameters[2]); fBBdata->SetParameter(4, alephParameters[3]); fBBdata->SetParameter(5, alephParameters[4]); /* Set T0 at zero and sigma t0 at zero because already accounted in the AOD*/ for(Int_t i=0;i < fPIDesd->GetTOFResponse().GetNmomBins();i++){ fPIDesd->GetTOFResponse().SetT0bin(i,0); fPIDesd->GetTOFResponse().SetT0binRes(i,0); } if(fNewTrackParam){ fPIDesd->GetTOFResponse().SetTrackParameter(0, 0.005); // old 0.008 fPIDesd->GetTOFResponse().SetTrackParameter(1,0.005); // old 0.008 fPIDesd->GetTOFResponse().SetTrackParameter(2,0.0); // old 0.002 fPIDesd->GetTOFResponse().SetTrackParameter(3,15); // old 40 } if(aod->GetTOFHeader() && !fIsTOFheaderAOD){ printf("TOF header found\n"); } if(aod->GetTOFHeader()){ fIsTOFheaderAOD=1; fPIDesd->SetTOFResponse(aod,flagStart); } else fIsTOFheaderAOD=0; // reset EP information fPsi=999; fPsiRes=999; } //________________________________________________________________________ //________________________________________________________________________ Float_t AliFlowBayesianPID::GetExpDeDx(const AliVTrack *t,Int_t iS) const{ // tuned dE/dx (vs. eta and centrality) Float_t momtpc=t->GetTPCmomentum(); AliAnalysisManager *man=AliAnalysisManager::GetAnalysisManager(); AliInputEventHandler* inputHandler = (AliInputEventHandler*) (man->GetInputEventHandler()); AliPIDResponse *PIDResponse=inputHandler->GetPIDResponse(); Float_t dedxExp=0; if(PIDResponse && (!fForceOldDedx)){ // if PID task is running use the official TPC parameterization if(iS==0) dedxExp=PIDResponse->GetTPCResponse().GetExpectedSignal(t,AliPID::kElectron,AliTPCPIDResponse::kdEdxDefault,kTRUE); else if(iS==1) dedxExp=PIDResponse->GetTPCResponse().GetExpectedSignal(t,AliPID::kMuon,AliTPCPIDResponse::kdEdxDefault,kTRUE); else if(iS==2) dedxExp=PIDResponse->GetTPCResponse().GetExpectedSignal(t,AliPID::kPion,AliTPCPIDResponse::kdEdxDefault,kTRUE); else if(iS==3) dedxExp=PIDResponse->GetTPCResponse().GetExpectedSignal(t,AliPID::kKaon,AliTPCPIDResponse::kdEdxDefault,kTRUE); else if(iS==4) dedxExp=PIDResponse->GetTPCResponse().GetExpectedSignal(t,AliPID::kProton,AliTPCPIDResponse::kdEdxDefault,kTRUE); else if(iS==5) dedxExp=PIDResponse->GetTPCResponse().GetExpectedSignal(t,AliPID::kDeuteron,AliTPCPIDResponse::kdEdxDefault,kTRUE); else if(iS==6) dedxExp=PIDResponse->GetTPCResponse().GetExpectedSignal(t,AliPID::kTriton,AliTPCPIDResponse::kdEdxDefault,kTRUE); else if(iS==7) dedxExp=PIDResponse->GetTPCResponse().GetExpectedSignal(t,AliPID::kHe3,AliTPCPIDResponse::kdEdxDefault,kTRUE); else if(iS==8) dedxExp=PIDResponse->GetTPCResponse().GetExpectedSignal(t,AliPID::kAlpha,AliTPCPIDResponse::kdEdxDefault,kTRUE); return dedxExp; } if(iS==0) dedxExp = fPIDesd->GetTPCResponse().GetExpectedSignal(momtpc,AliPID::kElectron); else if(iS==1) dedxExp = fPIDesd->GetTPCResponse().GetExpectedSignal(momtpc,AliPID::kMuon); else if(iS==2) dedxExp = fPIDesd->GetTPCResponse().GetExpectedSignal(momtpc,AliPID::kPion); else if(iS==3) dedxExp = fPIDesd->GetTPCResponse().GetExpectedSignal(momtpc,AliPID::kKaon); else if(iS==4) dedxExp = fPIDesd->GetTPCResponse().GetExpectedSignal(momtpc,AliPID::kProton); else if(iS==5) dedxExp = fPIDesd->GetTPCResponse().GetExpectedSignal(momtpc,AliPID::kDeuteron); else if(iS==6) dedxExp = fPIDesd->GetTPCResponse().GetExpectedSignal(momtpc,AliPID::kTriton); else if(iS==7) dedxExp = fPIDesd->GetTPCResponse().Bethe(momtpc/fMass[7])*5; else if(iS==8) dedxExp = fPIDesd->GetTPCResponse().Bethe(momtpc/fMass[8])*5; Float_t eta = t->Eta(); Float_t etaCorr = 7.98368e-03 - 1.67208e-02 - 1.89776e-01*eta*eta -2.90836e-02*eta*eta + 5.96093e-01*eta*eta*eta*eta + 6.06450e-02*eta*eta*eta*eta - 3.55884e-01*eta*eta*eta*eta*eta*eta; if(fCurrCentrality < 0){ } else if(fCurrCentrality < 5) etaCorr += 17E-3; else if(fCurrCentrality < 10) etaCorr += 21E-3; else if(fCurrCentrality < 20) etaCorr += 21E-3; else if(fCurrCentrality < 30) etaCorr += 21E-3; else if(fCurrCentrality < 40) etaCorr += 21E-3; else if(fCurrCentrality < 50) etaCorr += 14E-3; else if(fCurrCentrality < 60) etaCorr += 21E-3; else etaCorr += 14E-3; dedxExp *= 1+etaCorr; // Float_t betagamma = momtpc/fMass[iS]; // Float_t bgCorr = 0.01/betagamma/betagamma; // dedxExp *= 1+bgCorr; // Add correction using the EP information if(fPsi < 10){ Float_t corrPhi = 0; Float_t deltaphi = t->Phi() - fPsi; if(fCurrCentrality < 5) corrPhi = 1.29827e-02 - 1.57371e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 10) corrPhi = 1.52380e-02 - 1.45004e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 20) corrPhi = -4.91239e-02 - 1.96066e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 30) corrPhi = -3.37852e-02 - 1.48797e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 40) corrPhi = -8.49345e-02 - 2.29301e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 50) corrPhi = -6.19127e-03 - 1.52834e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 60) corrPhi = -8.90954e-02 - 1.43747e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 70) corrPhi = 1.64934e-02 - 1.43747e-02*fPsiRes*TMath::Cos(2*deltaphi); else corrPhi = -1.43593e-02 - 1.43747e-02*fPsiRes*TMath::Cos(2*deltaphi); dedxExp += corrPhi * fPIDesd->GetTPCResponse().GetExpectedSignal(3.0,AliPID::kPion) * 0.07; } return dedxExp; } //________________________________________________________________________ Float_t AliFlowBayesianPID::GetExpDeDx(const AliVTrack *t,Float_t mass) const{ // tuned dE/dx (vs. eta and centrality) Float_t momtpc=t->GetTPCmomentum(); AliAnalysisManager *man=AliAnalysisManager::GetAnalysisManager(); AliInputEventHandler* inputHandler = (AliInputEventHandler*) (man->GetInputEventHandler()); AliPIDResponse *PIDResponse=inputHandler->GetPIDResponse(); Float_t dedxExp=0; if(PIDResponse && (!fForceOldDedx)){ // if PID task is running use the official TPC parameterization dedxExp=PIDResponse->GetTPCResponse().GetExpectedSignal(momtpc/mass*0.938272,AliPID::kProton); return dedxExp; } if(mass < 0.0001) mass = 0.0001; dedxExp = fPIDesd->GetTPCResponse().Bethe(momtpc/mass); Float_t eta = t->Eta(); Float_t etaCorr = 7.98368e-03 - 1.67208e-02 - 1.89776e-01*eta*eta -2.90836e-02*eta*eta + 5.96093e-01*eta*eta*eta*eta + 6.06450e-02*eta*eta*eta*eta - 3.55884e-01*eta*eta*eta*eta*eta*eta; if(fCurrCentrality < 0){ } else if(fCurrCentrality < 5) etaCorr += 17E-3; else if(fCurrCentrality < 10) etaCorr += 21E-3; else if(fCurrCentrality < 20) etaCorr += 21E-3; else if(fCurrCentrality < 30) etaCorr += 21E-3; else if(fCurrCentrality < 40) etaCorr += 21E-3; else if(fCurrCentrality < 50) etaCorr += 14E-3; else if(fCurrCentrality < 60) etaCorr += 21E-3; else etaCorr += 14E-3; dedxExp *= 1+etaCorr; // Float_t betagamma = momtpc/fMass[iS]; // Float_t bgCorr = 0.01/betagamma/betagamma; // dedxExp *= 1+bgCorr; // Add correction using the EP information if(fPsi < 10){ Float_t corrPhi = 0; Float_t deltaphi = t->Phi() - fPsi; if(fCurrCentrality < 5) corrPhi = 1.29827e-02 - 1.57371e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 10) corrPhi = 1.52380e-02 - 1.45004e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 20) corrPhi = -4.91239e-02 - 1.96066e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 30) corrPhi = -3.37852e-02 - 1.48797e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 40) corrPhi = -8.49345e-02 - 2.29301e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 50) corrPhi = -6.19127e-03 - 1.52834e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 60) corrPhi = -8.90954e-02 - 1.43747e-02*fPsiRes*TMath::Cos(2*deltaphi); else if(fCurrCentrality < 70) corrPhi = 1.64934e-02 - 1.43747e-02*fPsiRes*TMath::Cos(2*deltaphi); else corrPhi = -1.43593e-02 - 1.43747e-02*fPsiRes*TMath::Cos(2*deltaphi); dedxExp += corrPhi * fPIDesd->GetTPCResponse().GetExpectedSignal(3.0,AliPID::kPion) * 0.07; } return dedxExp; } //________________________________________________________________________ void AliFlowBayesianPID::ComputeWeights(const AliESDtrack *t){ // compute Detector weights for Bayesian probablities Float_t centr = fCurrCentrality; Float_t pt = t->Pt(); Float_t p = t->P(); Double_t ptpc[3]; t->GetInnerPxPyPz(ptpc); Float_t momtpc=TMath::Sqrt(ptpc[0]*ptpc[0] + ptpc[1]*ptpc[1] + ptpc[2]*ptpc[2]); // TPC Float_t dedx = t->GetTPCsignal(); if(fIsMC){ AliMCEventHandler* eventHandler=NULL; eventHandler = dynamic_cast<AliMCEventHandler*> (AliAnalysisManager::GetAnalysisManager()->GetMCtruthEventHandler()); if (eventHandler) { AliMCEvent* mcEvent = eventHandler->MCEvent(); if(mcEvent){ AliMCParticle *MCpart = (AliMCParticle *) mcEvent->GetTrack(TMath::Abs(t->GetLabel())); TParticle *part = MCpart->Particle(); Int_t iS = TMath::Abs(part->GetPdgCode()); Float_t dedxExp=GetExpDeDx(t,iS); Float_t resolutionTPC = -1; if(iS==11){ resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kElectron); dedxExp = GetExpDeDx(t,0); } else if(iS==13){ resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kMuon); dedxExp = GetExpDeDx(t,1); } else if(iS==211){ resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kPion); dedxExp = GetExpDeDx(t,2); } else if(iS==321){ resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kKaon); dedxExp = GetExpDeDx(t,3); } else if(iS==2212){ resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kProton); dedxExp = GetExpDeDx(t,4); } else if(iS-1e+9 == 10020){ // d resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kDeuteron); dedxExp = GetExpDeDx(t,5); } else if(iS-1e+9 == 10030){ // t resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kTriton); dedxExp = GetExpDeDx(t,6); } else if(iS-1e+9 == 20030){ // 3He resolutionTPC = fPIDesd->GetTPCResponse().Bethe(momtpc/fMass[7])*5*0.07; dedxExp = GetExpDeDx(t,7); } else if(iS-1e+9 == 20040){ // 4He resolutionTPC = fPIDesd->GetTPCResponse().Bethe(momtpc/fMass[5])*5*0.07; dedxExp = GetExpDeDx(t,8); } if(resolutionTPC > -1) dedx = fTPCResponseF->GetRandom()*resolutionTPC + dedxExp; else dedx = 0; } } } fDedx = dedx; if(t->GetStatus() & AliESDtrack::kTPCout && dedx > 40 && fMaskOR[0]){ // if TPC PID available for(Int_t iS=0;iS<fgkNspecies;iS++){ Float_t dedxExp=GetExpDeDx(t,iS); Float_t resolutionTPC = 1; if(iS==0) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kElectron); else if(iS==1) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kMuon); else if(iS==2) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kPion); else if(iS==3) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kKaon); else if(iS==4) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kProton); else if(iS==5) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kDeuteron); else if(iS==6) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kTriton); else if(iS==7) resolutionTPC = fPIDesd->GetTPCResponse().Bethe(momtpc/fMass[7])*5*0.07; else if(iS==8) resolutionTPC = fPIDesd->GetTPCResponse().Bethe(momtpc/fMass[8])*5*0.07; if(centr < 0) resolutionTPC *= 0.78; if(centr < 10) resolutionTPC *= 1.0; else if(centr < 20) resolutionTPC *= 1.0; else if(centr < 30) resolutionTPC *= 1.0; else if(centr < 40) resolutionTPC *= 0.95; else if(centr < 50) resolutionTPC *= 0.93; else if(centr < 60) resolutionTPC *= 0.91; else if(centr < 70) resolutionTPC *= 0.88; else resolutionTPC *= 0.83; fWeights[0][iS] = fTPCResponseF->Eval((dedx - dedxExp)/resolutionTPC)/resolutionTPC; } fMaskCurrent[0] = kTRUE; } else{ for(Int_t iS=0;iS<fgkNspecies;iS++) fWeights[0][iS] = 1; fMaskCurrent[0] = kFALSE; } // TOF fWTofMism = 0; if((t->GetStatus() & AliESDtrack::kTOFout) && (t->GetStatus() & AliESDtrack::kTIME) && t->GetIntegratedLength() > 365. && fMaskOR[1]){ // if TOF PID available Float_t invCentr = 0; if(centr >= 0) invCentr = 1 - centr/100; Float_t mismfrac = 0.005 + 0.05*invCentr*invCentr*invCentr; Float_t timeTOF = t->GetTOFsignal() - fPIDesd->GetTOFResponse().GetStartTime(p); // TOF mismatch weight Float_t length,timeextra; /* compute length and expected time */ length = fgHtofChannelDist->GetBinContent(t->GetTOFCalChannel()%8736); timeextra = length * 33.3564095198152043; Float_t dz =t->GetTOFsignalDz(); Float_t dx =t->GetTOFsignalDx(); Float_t mismweight = TMath::Max(fgMism->Eval(timeTOF - timeextra),0.0000001) * ((0.5 + 0.05/pt/pt/pt)*(0.75 + 0.23 * (1.3*dx*dx + 0.7*dz*dz))); // mismatch probabilities fWTofMism = mismfrac*mismweight; Double_t inttimes[9]; t->GetIntegratedTimes(inttimes); inttimes[5] = inttimes[0] / p * fMass[5] * TMath::Sqrt(1+p*p/fMass[5]/fMass[5]); inttimes[6] = inttimes[0] / p * fMass[6] * TMath::Sqrt(1+p*p/fMass[6]/fMass[6]); inttimes[7] = inttimes[0] / p * fMass[7] * TMath::Sqrt(1+p*p/fMass[7]/fMass[7]); inttimes[8] = inttimes[0] / p * fMass[8] * TMath::Sqrt(1+p*p/fMass[8]/fMass[8]); for(Int_t iS=0;iS<fgkNspecies;iS++){ Float_t expsigma = fPIDesd->GetTOFResponse().GetExpectedSigma(p, inttimes[iS], fMass[iS]); Float_t delta = timeTOF - inttimes[iS]; if (TMath::Abs(delta) > 5*expsigma) { fWeights[1][iS] = mismfrac*mismweight; } else fWeights[1][iS] = fTOFResponseF->Eval(delta/expsigma)/expsigma + mismfrac*mismweight; } fMaskCurrent[1] = kTRUE; } else{ for(Int_t iS=0;iS<fgkNspecies;iS++) fWeights[1][iS] = 1; fMaskCurrent[1] = kFALSE; } for(Int_t j=0;j < 2;j++){ Float_t rcc = 0; for(Int_t iS=0;iS<fgkNspecies;iS++) rcc += fWeights[j][iS]; if(rcc <=0 ) rcc = 1; for(Int_t iS=0;iS<fgkNspecies;iS++) fWeights[j][iS] /= rcc; if(j==1) fWTofMism /= rcc; } } //________________________________________________________________________ void AliFlowBayesianPID::ComputeWeights(const AliAODTrack *t,const AliAODEvent *aod){ // compute Detector weights for Bayesian probablities Float_t centr = fCurrCentrality; Float_t pt = t->Pt(); Float_t p = t->P(); Float_t momtpc=t->GetTPCmomentum(); Float_t dedx = t->GetTPCsignal(); if(fIsMC && aod){ AliAODMCHeader *mcHeader = dynamic_cast<AliAODMCHeader*>(aod->GetList()->FindObject(AliAODMCHeader::StdBranchName())); if (mcHeader) { TClonesArray *mcArray = (TClonesArray*)aod->GetList()->FindObject(AliAODMCParticle::StdBranchName()); Int_t iS = TMath::Abs(((AliAODMCParticle*)mcArray->At(TMath::Abs(t->GetLabel())))->GetPdgCode()); Float_t dedxExp=0; Float_t resolutionTPC = -1; if(iS==11){ resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kElectron); dedxExp = GetExpDeDx(t,0); } else if(iS==13){ resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kMuon); dedxExp = GetExpDeDx(t,1); } else if(iS==211){ resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kPion); dedxExp = GetExpDeDx(t,2); } else if(iS==321){ resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kKaon); dedxExp = GetExpDeDx(t,3); } else if(iS==2212){ resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kProton); dedxExp = GetExpDeDx(t,4); } else if(iS-1e+9 == 10020){ // d resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kDeuteron); dedxExp = GetExpDeDx(t,5); } else if(iS-1e+9 == 10030){ // t resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kTriton); dedxExp = GetExpDeDx(t,6); } else if(iS-1e+9 == 20030){ // 3He resolutionTPC = fPIDesd->GetTPCResponse().Bethe(momtpc/fMass[7])*5*0.07; dedxExp = GetExpDeDx(t,7); } else if(iS-1e+9 == 20040){ // 4He resolutionTPC = fPIDesd->GetTPCResponse().Bethe(momtpc/fMass[5])*5*0.07; dedxExp = GetExpDeDx(t,8); } if(resolutionTPC > -1) dedx = fTPCResponseF->GetRandom()*resolutionTPC + dedxExp; else dedx = 0; } } fDedx = dedx; // TPC if(t->GetStatus() & AliESDtrack::kTPCout && dedx > 40 && fMaskOR[0]){ // if TPC PID available for(Int_t iS=0;iS<fgkNspecies;iS++){ Float_t dedxExp=GetExpDeDx(t,iS); Float_t resolutionTPC = 1; if(iS==0) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kElectron); else if(iS==1) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kMuon); else if(iS==2) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kPion); else if(iS==3) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kKaon); else if(iS==4) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kProton); else if(iS==5) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kDeuteron); else if(iS==6) resolutionTPC = fPIDesd->GetTPCResponse().GetExpectedSigma(momtpc,t->GetTPCsignalN(),AliPID::kTriton); else if(iS==7) resolutionTPC = fPIDesd->GetTPCResponse().Bethe(momtpc/fMass[7])*5*0.07; else if(iS==8) resolutionTPC = fPIDesd->GetTPCResponse().Bethe(momtpc/fMass[8])*5*0.07; if(centr < 0) resolutionTPC *= 0.78; if(centr < 10) resolutionTPC *= 1.0; else if(centr < 20) resolutionTPC *= 1.0; else if(centr < 30) resolutionTPC *= 1.0; else if(centr < 40) resolutionTPC *= 0.95; else if(centr < 50) resolutionTPC *= 0.93; else if(centr < 60) resolutionTPC *= 0.91; else if(centr < 70) resolutionTPC *= 0.88; else resolutionTPC *= 0.83; fWeights[0][iS] = fTPCResponseF->Eval((dedx - dedxExp)/resolutionTPC)/resolutionTPC; } fMaskCurrent[0] = kTRUE; } else{ for(Int_t iS=0;iS<fgkNspecies;iS++) fWeights[0][iS] = 1; fMaskCurrent[0] = kFALSE; } // TOF fWTofMism = 0; if((t->GetStatus() & AliESDtrack::kTOFout) && (t->GetStatus() & AliESDtrack::kTIME) && fMaskOR[1]){ // if TOF PID available Float_t invCentr = 0; if(centr >= 0) invCentr = 1 - centr/100; Float_t mismfrac = 0.005 + 0.05*invCentr*invCentr*invCentr; Float_t timeTOF = t->GetTOFsignal() - fPIDesd->GetTOFResponse().GetStartTime(p); // TOF mismatch weight Float_t length, timeextra; /* compute length and expected time */ Float_t etaAbs = TMath::Abs(t->Eta()); Int_t extrapolatedTOFchannel = Int_t(4334.09 - 4758.36 * etaAbs -1989.71 * etaAbs*etaAbs + 1957.62*etaAbs*etaAbs*etaAbs); if(t->Eta() < 0) extrapolatedTOFchannel = 8736-1- extrapolatedTOFchannel; extrapolatedTOFchannel = (Int_t(extrapolatedTOFchannel) % 8736); length = fgHtofChannelDist->GetBinContent(extrapolatedTOFchannel); timeextra = length * 33.3564095198152043; Float_t mismweight = TMath::Max(fgMism->Eval(timeTOF - timeextra),0.0000001) * ((0.5 + 0.05/pt/pt/pt)); // mismatch probabilities fWTofMism = mismfrac*mismweight; Double_t inttimes[9]; t->GetIntegratedTimes(inttimes); inttimes[5] = inttimes[0] / p * fMass[5] * TMath::Sqrt(1+p*p/fMass[5]/fMass[5]); inttimes[6] = inttimes[0] / p * fMass[6] * TMath::Sqrt(1+p*p/fMass[6]/fMass[6]); inttimes[7] = inttimes[0] / p * fMass[7] * TMath::Sqrt(1+p*p/fMass[7]/fMass[7]); inttimes[8] = inttimes[0] / p * fMass[8] * TMath::Sqrt(1+p*p/fMass[8]/fMass[8]); for(Int_t iS=0;iS<fgkNspecies;iS++){ if(!fIsTOFheaderAOD){ if(iS==0){ AliAODPid *pidObj = t->GetDetPid(); if (!pidObj) fPIDesd->GetTOFResponse().SetTimeResolution(fTOFresolution); else{ Double_t sigmaTOFPidInAOD[10]; pidObj->GetTOFpidResolution(sigmaTOFPidInAOD); if(sigmaTOFPidInAOD[0] > fTOFresolution){ fPIDesd->GetTOFResponse().SetTimeResolution(sigmaTOFPidInAOD[0]); // use the electron TOF PID sigma as time resolution (including the T0 used) Float_t newElSigma = fPIDesd->GetTOFResponse().GetExpectedSigma(p, inttimes[0], fMass[0]); Float_t newpar = fPIDesd->GetTOFResponse().GetTrackParameter(3); sigmaTOFPidInAOD[0] = TMath::Sqrt(2*sigmaTOFPidInAOD[0]*sigmaTOFPidInAOD[0] - newElSigma*newElSigma - (50*50 - newpar*newpar)/p/p); fPIDesd->GetTOFResponse().SetTimeResolution(sigmaTOFPidInAOD[0]); // use the electron TOF PID sigma as time resolution (including the T0 used) // fPIDesd->GetTOFResponse().Dump(); // printf("sigmaBayes(%f) = %f %f (%f %f %f)\n",t->P(),sigmaTOFPidInAOD[0],newElSigma,p, inttimes[0], fMass[0]); } else fPIDesd->GetTOFResponse().SetTimeResolution(fTOFresolution); } } } Float_t expsigma = fPIDesd->GetTOFResponse().GetExpectedSigma(p, inttimes[iS], fMass[iS]); Float_t delta = timeTOF - inttimes[iS]; if (TMath::Abs(delta) > 5*expsigma) { fWeights[1][iS] = mismfrac*mismweight; } else fWeights[1][iS] = fTOFResponseF->Eval(delta/expsigma)/expsigma + mismfrac*mismweight; } fMaskCurrent[1] = kTRUE; } else{ for(Int_t iS=0;iS<fgkNspecies;iS++) fWeights[1][iS] = 1; fMaskCurrent[1] = kFALSE; } for(Int_t j=0;j < 2;j++){ Float_t rcc = 0; for(Int_t iS=0;iS<fgkNspecies;iS++) rcc += fWeights[j][iS]; if(rcc <=0 ) rcc = 1; for(Int_t iS=0;iS<fgkNspecies;iS++) fWeights[j][iS] /= rcc; if(j==1) fWTofMism /= rcc; } } //________________________________________________________________________ void AliFlowBayesianPID::ComputeProb(const AliESDtrack *t,Float_t /*centrObsolete*/){ // compute Bayesian probablities ComputeWeights(t); Float_t priors[fgkNspecies]; fProbTofMism = 0; Float_t centr = fCurrCentrality; for(Int_t iS=0;iS<fgkNspecies;iS++) priors[iS] = fghPriors[iS]->GetBinContent(fghPriors[iS]->GetXaxis()->FindBin(centr),fghPriors[iS]->GetYaxis()->FindBin(t->Pt())); if((!fMaskAND[0] || fMaskCurrent[0]) && (!fMaskAND[1] || fMaskCurrent[1])){ Float_t rcc = 0; for(Int_t iS=0;iS<fgkNspecies;iS++){ rcc += fWeights[0][iS]*fWeights[1][iS]*priors[iS]; fProbTofMism += fWeights[0][iS]*fWTofMism*priors[iS]; } if(rcc > 0){ for(Int_t iS=0;iS<fgkNspecies;iS++){ fProb[iS] = fWeights[0][iS]*fWeights[1][iS]*priors[iS]/rcc; } fProbTofMism /=rcc; } else{ for(Int_t iS=0;iS<fgkNspecies;iS++) fProb[iS] = 0; fProbTofMism = 0; } } else{ for(Int_t iS=0;iS<fgkNspecies;iS++) fProb[iS] = 0; fProbTofMism = 0; } if(t->P() > 0.2 && t->GetTPCsignal() > 40 && (t->GetStatus() & AliESDtrack::kTOFout) && (t->GetStatus() & AliESDtrack::kTIME) && (t->GetIntegratedLength() > 365.)&& t->GetTOFsignal()> 12000){ Double_t ptpc[3]; t->GetInnerPxPyPz(ptpc); Float_t momtpc=TMath::Sqrt(ptpc[0]*ptpc[0] + ptpc[1]*ptpc[1] + ptpc[2]*ptpc[2]); Int_t signMass = 1; Float_t beta = t->GetIntegratedLength() / (t->GetTOFsignal() - fPIDesd->GetTOFResponse().GetStartTime(t->P())) * 33.3564095198152043; Float_t gamma = 1; if(beta<1){ gamma = 1./TMath::Sqrt(1-beta*beta); } else if(beta>1){ gamma = 1./TMath::Sqrt(beta*beta-1); signMass=-1; } fMassTOF = t->P()/beta/gamma; Float_t bb = fBBdata->Eval(momtpc/fMassTOF); fZ = TMath::Power(t->GetTPCsignal()/bb,0.431)*t->GetSign(); fMassTOF *= signMass; } else{ fZ=0; fMassTOF=0; } } //________________________________________________________________________ void AliFlowBayesianPID::ComputeProb(const AliAODTrack *t, const AliAODEvent *aod){ // compute Bayesian probablities ComputeWeights(t,aod); Float_t priors[fgkNspecies]; fProbTofMism = 0; Float_t centr = fCurrCentrality; for(Int_t iS=0;iS<fgkNspecies;iS++) priors[iS] = fghPriors[iS]->GetBinContent(fghPriors[iS]->GetXaxis()->FindBin(centr),fghPriors[iS]->GetYaxis()->FindBin(t->Pt())); if((!fMaskAND[0] || fMaskCurrent[0]) && (!fMaskAND[1] || fMaskCurrent[1])){ Float_t rcc = 0; for(Int_t iS=0;iS<fgkNspecies;iS++){ rcc += fWeights[0][iS]*fWeights[1][iS]*priors[iS]; fProbTofMism += fWeights[0][iS]*fWTofMism*priors[iS]; } if(rcc > 0){ for(Int_t iS=0;iS<fgkNspecies;iS++){ fProb[iS] = fWeights[0][iS]*fWeights[1][iS]*priors[iS]/rcc; } fProbTofMism /=rcc; } else{ for(Int_t iS=0;iS<fgkNspecies;iS++) fProb[iS] = 0; fProbTofMism = 0; } } else{ for(Int_t iS=0;iS<fgkNspecies;iS++) fProb[iS] = 0; fProbTofMism = 0; } /* Track length not written in aod if(t->P() > 0.2 && t->GetTPCsignal() > 40 && (t->GetStatus() & AliESDtrack::kTOFout) && (t->GetStatus() & AliESDtrack::kTIME) && t->GetTOFsignal()> 12000){ Float_t momtpc=t->GetTPCmomentum(); Int_t signMass = 1; Float_t beta = t->GetIntegratedLength() / (t->GetTOFsignal() - fPIDesd->GetTOFResponse().GetStartTime(t->P())) * 33.3564095198152043; Float_t gamma = 1; if(beta<1){ gamma = 1./TMath::Sqrt(1-beta*beta); } else if(beta>1){ gamma = 1./TMath::Sqrt(beta*beta-1); signMass=-1; } fMassTOF = t->P()/beta/gamma; Float_t bb = fBBdata->Eval(momtpc/fMassTOF); fZ = TMath::Power(t->GetTPCsignal()/bb,0.431)*t->GetSign(); fMassTOF *= signMass; } */ // else{ fZ=0; fMassTOF=0; // } } //________________________________________________________________________ void AliFlowBayesianPID::SetPsiCorrectionDeDx(Float_t psi,Float_t res){ fPsi=psi; fPsiRes=res; } //________________________________________________________________________ void AliFlowBayesianPID::SetPriors(){ // set default TOF priors Float_t fBinLimitPID[18]; fBinLimitPID[0] = 0.300000; fBinLimitPID[1] = 0.400000; fBinLimitPID[2] = 0.500000; fBinLimitPID[3] = 0.600000; fBinLimitPID[4] = 0.700000; fBinLimitPID[5] = 0.800000; fBinLimitPID[6] = 0.900000; fBinLimitPID[7] = 1.000000; fBinLimitPID[8] = 1.200000; fBinLimitPID[9] = 1.400000; fBinLimitPID[10] = 1.600000; fBinLimitPID[11] = 1.800000; fBinLimitPID[12] = 2.000000; fBinLimitPID[13] = 2.200000; fBinLimitPID[14] = 2.400000; fBinLimitPID[15] = 2.600000; fBinLimitPID[16] = 2.800000; fBinLimitPID[17] = 3.000000; Float_t fC[9][18][5]; Int_t i=0; // 0-10% { i=0; fC[i][0][0] = 0.025; fC[i][0][1] = 0.025; fC[i][0][2] = 1.0000; fC[i][0][3] = 0.010; fC[i][0][4] = 0.010; fC[i][1][0] = 0.02; fC[i][1][1] = 0.02; fC[i][1][2] = 1.0000; fC[i][1][3] = 0.0168; fC[i][1][4] = 0.01; fC[i][2][0] = 0.015; fC[i][2][1] = 0.015; fC[i][2][2] = 1.0000; fC[i][2][3] = 0.0272; fC[i][2][4] = 0.01; fC[i][3][0] = 0.014; fC[i][3][1] = 0.014; fC[i][3][2] = 1.0000; fC[i][3][3] = 0.0562; fC[i][3][4] = 0.0258; fC[i][4][0] = 0.013; fC[i][4][1] = 0.013; fC[i][4][2] = 1.0000; fC[i][4][3] = 0.0861; fC[i][4][4] = 0.0496; fC[i][5][0] = 0.012; fC[i][5][1] = 0.012; fC[i][5][2] = 1.0000; fC[i][5][3] = 0.1168; fC[i][5][4] = 0.0740; fC[i][6][0] = 0.011; fC[i][6][1] = 0.011; fC[i][6][2] = 1.0000; fC[i][6][3] = 0.1476; fC[i][6][4] = 0.0998; fC[i][7][0] = 0.01; fC[i][7][1] = 0.01; fC[i][7][2] = 1.0000; fC[i][7][3] = 0.1810; fC[i][7][4] = 0.1296; fC[i][8][0] = 0.009; fC[i][8][1] = 0.009; fC[i][8][2] = 1.0000; fC[i][8][3] = 0.2240; fC[i][8][4] = 0.1827; fC[i][9][0] = 0.008; fC[i][9][1] = 0.008; fC[i][9][2] = 1.0000; fC[i][9][3] = 0.2812; fC[i][9][4] = 0.2699; fC[i][10][0] = 0.007; fC[i][10][1] = 0.007; fC[i][10][2] = 1.0000; fC[i][10][3] = 0.3328; fC[i][10][4] = 0.3714; fC[i][11][0] = 0.006; fC[i][11][1] = 0.006; fC[i][11][2] = 1.0000; fC[i][11][3] = 0.3780; fC[i][11][4] = 0.4810; fC[i][12][0] = 0.005; fC[i][12][1] = 0.005; fC[i][12][2] = 1.0000; fC[i][12][3] = 0.4125; fC[i][12][4] = 0.5771; fC[i][13][0] = 0.005; fC[i][13][1] = 0.005; fC[i][13][2] = 1.0000; fC[i][13][3] = 0.4486; fC[i][13][4] = 0.6799; fC[i][14][0] = 0.005; fC[i][14][1] = 0.005; fC[i][14][2] = 1.0000; fC[i][14][3] = 0.4840; fC[i][14][4] = 0.7668; fC[i][15][0] = 0.005; fC[i][15][1] = 0.005; fC[i][15][2] = 1.0000; fC[i][15][3] = 0.4971; fC[i][15][4] = 0.8288; fC[i][16][0] = 0.005; fC[i][16][1] = 0.005; fC[i][16][2] = 1.0000; fC[i][16][3] = 0.4956; fC[i][16][4] = 0.8653; fC[i][17][0] = 0.005; fC[i][17][1] = 0.005; fC[i][17][2] = 1.0000; fC[i][17][3] = 0.5173; fC[i][17][4] = 0.9059; } // 10-20% { i=1; fC[i][0][0] = 0.005; fC[i][0][1] = 0.005; fC[i][0][2] = 1.0000; fC[i][0][3] = 0.010; fC[i][0][4] = 0.010; fC[i][1][0] = 0.005; fC[i][1][1] = 0.005; fC[i][1][2] = 1.0000; fC[i][1][3] = 0.0132; fC[i][1][4] = 0.01; fC[i][2][0] = 0.005; fC[i][2][1] = 0.005; fC[i][2][2] = 1.0000; fC[i][2][3] = 0.0283; fC[i][2][4] = 0.01; fC[i][3][0] = 0.005; fC[i][3][1] = 0.005; fC[i][3][2] = 1.0000; fC[i][3][3] = 0.0577; fC[i][3][4] = 0.0279; fC[i][4][0] = 0.005; fC[i][4][1] = 0.005; fC[i][4][2] = 1.0000; fC[i][4][3] = 0.0884; fC[i][4][4] = 0.0534; fC[i][5][0] = 0.005; fC[i][5][1] = 0.005; fC[i][5][2] = 1.0000; fC[i][5][3] = 0.1179; fC[i][5][4] = 0.0794; fC[i][6][0] = 0.005; fC[i][6][1] = 0.005; fC[i][6][2] = 1.0000; fC[i][6][3] = 0.1480; fC[i][6][4] = 0.1058; fC[i][7][0] = 0.005; fC[i][7][1] = 0.005; fC[i][7][2] = 1.0000; fC[i][7][3] = 0.1807; fC[i][7][4] = 0.1366; fC[i][8][0] = 0.005; fC[i][8][1] = 0.005; fC[i][8][2] = 1.0000; fC[i][8][3] = 0.2219; fC[i][8][4] = 0.1891; fC[i][9][0] = 0.005; fC[i][9][1] = 0.005; fC[i][9][2] = 1.0000; fC[i][9][3] = 0.2804; fC[i][9][4] = 0.2730; fC[i][10][0] = 0.005; fC[i][10][1] = 0.005; fC[i][10][2] = 1.0000; fC[i][10][3] = 0.3283; fC[i][10][4] = 0.3660; fC[i][11][0] = 0.005; fC[i][11][1] = 0.005; fC[i][11][2] = 1.0000; fC[i][11][3] = 0.3710; fC[i][11][4] = 0.4647; fC[i][12][0] = 0.005; fC[i][12][1] = 0.005; fC[i][12][2] = 1.0000; fC[i][12][3] = 0.4093; fC[i][12][4] = 0.5566; fC[i][13][0] = 0.005; fC[i][13][1] = 0.005; fC[i][13][2] = 1.0000; fC[i][13][3] = 0.4302; fC[i][13][4] = 0.6410; fC[i][14][0] = 0.005; fC[i][14][1] = 0.005; fC[i][14][2] = 1.0000; fC[i][14][3] = 0.4649; fC[i][14][4] = 0.7055; fC[i][15][0] = 0.005; fC[i][15][1] = 0.005; fC[i][15][2] = 1.0000; fC[i][15][3] = 0.4523; fC[i][15][4] = 0.7440; fC[i][16][0] = 0.005; fC[i][16][1] = 0.005; fC[i][16][2] = 1.0000; fC[i][16][3] = 0.4591; fC[i][16][4] = 0.7799; fC[i][17][0] = 0.005; fC[i][17][1] = 0.005; fC[i][17][2] = 1.0000; fC[i][17][3] = 0.4804; fC[i][17][4] = 0.8218; } // 20-30% { i=2; fC[i][0][0] = 0.005; fC[i][0][1] = 0.005; fC[i][0][2] = 1.0000; fC[i][0][3] = 0.010; fC[i][0][4] = 0.010; fC[i][1][0] = 0.005; fC[i][1][1] = 0.005; fC[i][1][2] = 1.0000; fC[i][1][3] = 0.0102; fC[i][1][4] = 0.01; fC[i][2][0] = 0.005; fC[i][2][1] = 0.005; fC[i][2][2] = 1.0000; fC[i][2][3] = 0.0292; fC[i][2][4] = 0.01; fC[i][3][0] = 0.005; fC[i][3][1] = 0.005; fC[i][3][2] = 1.0000; fC[i][3][3] = 0.0597; fC[i][3][4] = 0.0296; fC[i][4][0] = 0.005; fC[i][4][1] = 0.005; fC[i][4][2] = 1.0000; fC[i][4][3] = 0.0900; fC[i][4][4] = 0.0589; fC[i][5][0] = 0.005; fC[i][5][1] = 0.005; fC[i][5][2] = 1.0000; fC[i][5][3] = 0.1199; fC[i][5][4] = 0.0859; fC[i][6][0] = 0.005; fC[i][6][1] = 0.005; fC[i][6][2] = 1.0000; fC[i][6][3] = 0.1505; fC[i][6][4] = 0.1141; fC[i][7][0] = 0.005; fC[i][7][1] = 0.005; fC[i][7][2] = 1.0000; fC[i][7][3] = 0.1805; fC[i][7][4] = 0.1454; fC[i][8][0] = 0.005; fC[i][8][1] = 0.005; fC[i][8][2] = 1.0000; fC[i][8][3] = 0.2221; fC[i][8][4] = 0.2004; fC[i][9][0] = 0.005; fC[i][9][1] = 0.005; fC[i][9][2] = 1.0000; fC[i][9][3] = 0.2796; fC[i][9][4] = 0.2838; fC[i][10][0] = 0.005; fC[i][10][1] = 0.005; fC[i][10][2] = 1.0000; fC[i][10][3] = 0.3271; fC[i][10][4] = 0.3682; fC[i][11][0] = 0.005; fC[i][11][1] = 0.005; fC[i][11][2] = 1.0000; fC[i][11][3] = 0.3648; fC[i][11][4] = 0.4509; fC[i][12][0] = 0.005; fC[i][12][1] = 0.005; fC[i][12][2] = 1.0000; fC[i][12][3] = 0.3988; fC[i][12][4] = 0.5339; fC[i][13][0] = 0.005; fC[i][13][1] = 0.005; fC[i][13][2] = 1.0000; fC[i][13][3] = 0.4315; fC[i][13][4] = 0.5995; fC[i][14][0] = 0.005; fC[i][14][1] = 0.005; fC[i][14][2] = 1.0000; fC[i][14][3] = 0.4548; fC[i][14][4] = 0.6612; fC[i][15][0] = 0.005; fC[i][15][1] = 0.005; fC[i][15][2] = 1.0000; fC[i][15][3] = 0.4744; fC[i][15][4] = 0.7060; fC[i][16][0] = 0.005; fC[i][16][1] = 0.005; fC[i][16][2] = 1.0000; fC[i][16][3] = 0.4899; fC[i][16][4] = 0.7388; fC[i][17][0] = 0.005; fC[i][17][1] = 0.005; fC[i][17][2] = 1.0000; fC[i][17][3] = 0.4411; fC[i][17][4] = 0.7293; } // 30-40% { i=3; fC[i][0][0] = 0.005; fC[i][0][1] = 0.005; fC[i][0][2] = 1.0000; fC[i][0][3] = 0.010; fC[i][0][4] = 0.010; fC[i][1][0] = 0.005; fC[i][1][1] = 0.005; fC[i][1][2] = 1.0000; fC[i][1][3] = 0.01; fC[i][1][4] = 0.01; fC[i][2][0] = 0.005; fC[i][2][1] = 0.005; fC[i][2][2] = 1.0000; fC[i][2][3] = 0.0306; fC[i][2][4] = 0.01; fC[i][3][0] = 0.005; fC[i][3][1] = 0.005; fC[i][3][2] = 1.0000; fC[i][3][3] = 0.0617; fC[i][3][4] = 0.0338; fC[i][4][0] = 0.005; fC[i][4][1] = 0.005; fC[i][4][2] = 1.0000; fC[i][4][3] = 0.0920; fC[i][4][4] = 0.0652; fC[i][5][0] = 0.005; fC[i][5][1] = 0.005; fC[i][5][2] = 1.0000; fC[i][5][3] = 0.1211; fC[i][5][4] = 0.0955; fC[i][6][0] = 0.005; fC[i][6][1] = 0.005; fC[i][6][2] = 1.0000; fC[i][6][3] = 0.1496; fC[i][6][4] = 0.1242; fC[i][7][0] = 0.005; fC[i][7][1] = 0.005; fC[i][7][2] = 1.0000; fC[i][7][3] = 0.1807; fC[i][7][4] = 0.1576; fC[i][8][0] = 0.005; fC[i][8][1] = 0.005; fC[i][8][2] = 1.0000; fC[i][8][3] = 0.2195; fC[i][8][4] = 0.2097; fC[i][9][0] = 0.005; fC[i][9][1] = 0.005; fC[i][9][2] = 1.0000; fC[i][9][3] = 0.2732; fC[i][9][4] = 0.2884; fC[i][10][0] = 0.005; fC[i][10][1] = 0.005; fC[i][10][2] = 1.0000; fC[i][10][3] = 0.3204; fC[i][10][4] = 0.3679; fC[i][11][0] = 0.005; fC[i][11][1] = 0.005; fC[i][11][2] = 1.0000; fC[i][11][3] = 0.3564; fC[i][11][4] = 0.4449; fC[i][12][0] = 0.005; fC[i][12][1] = 0.005; fC[i][12][2] = 1.0000; fC[i][12][3] = 0.3791; fC[i][12][4] = 0.5052; fC[i][13][0] = 0.005; fC[i][13][1] = 0.005; fC[i][13][2] = 1.0000; fC[i][13][3] = 0.4062; fC[i][13][4] = 0.5647; fC[i][14][0] = 0.005; fC[i][14][1] = 0.005; fC[i][14][2] = 1.0000; fC[i][14][3] = 0.4234; fC[i][14][4] = 0.6203; fC[i][15][0] = 0.005; fC[i][15][1] = 0.005; fC[i][15][2] = 1.0000; fC[i][15][3] = 0.4441; fC[i][15][4] = 0.6381; fC[i][16][0] = 0.005; fC[i][16][1] = 0.005; fC[i][16][2] = 1.0000; fC[i][16][3] = 0.4629; fC[i][16][4] = 0.6496; fC[i][17][0] = 0.005; fC[i][17][1] = 0.005; fC[i][17][2] = 1.0000; fC[i][17][3] = 0.4293; fC[i][17][4] = 0.6491; } // 40-50% { i=4; fC[i][0][0] = 0.005; fC[i][0][1] = 0.005; fC[i][0][2] = 1.0000; fC[i][0][3] = 0.010; fC[i][0][4] = 0.010; fC[i][1][0] = 0.005; fC[i][1][1] = 0.005; fC[i][1][2] = 1.0000; fC[i][1][3] = 0.01; fC[i][1][4] = 0.01; fC[i][2][0] = 0.005; fC[i][2][1] = 0.005; fC[i][2][2] = 1.0000; fC[i][2][3] = 0.0319; fC[i][2][4] = 0.01; fC[i][3][0] = 0.005; fC[i][3][1] = 0.005; fC[i][3][2] = 1.0000; fC[i][3][3] = 0.0639; fC[i][3][4] = 0.0371; fC[i][4][0] = 0.005; fC[i][4][1] = 0.005; fC[i][4][2] = 1.0000; fC[i][4][3] = 0.0939; fC[i][4][4] = 0.0725; fC[i][5][0] = 0.005; fC[i][5][1] = 0.005; fC[i][5][2] = 1.0000; fC[i][5][3] = 0.1224; fC[i][5][4] = 0.1045; fC[i][6][0] = 0.005; fC[i][6][1] = 0.005; fC[i][6][2] = 1.0000; fC[i][6][3] = 0.1520; fC[i][6][4] = 0.1387; fC[i][7][0] = 0.005; fC[i][7][1] = 0.005; fC[i][7][2] = 1.0000; fC[i][7][3] = 0.1783; fC[i][7][4] = 0.1711; fC[i][8][0] = 0.005; fC[i][8][1] = 0.005; fC[i][8][2] = 1.0000; fC[i][8][3] = 0.2202; fC[i][8][4] = 0.2269; fC[i][9][0] = 0.005; fC[i][9][1] = 0.005; fC[i][9][2] = 1.0000; fC[i][9][3] = 0.2672; fC[i][9][4] = 0.2955; fC[i][10][0] = 0.005; fC[i][10][1] = 0.005; fC[i][10][2] = 1.0000; fC[i][10][3] = 0.3191; fC[i][10][4] = 0.3676; fC[i][11][0] = 0.005; fC[i][11][1] = 0.005; fC[i][11][2] = 1.0000; fC[i][11][3] = 0.3434; fC[i][11][4] = 0.4321; fC[i][12][0] = 0.005; fC[i][12][1] = 0.005; fC[i][12][2] = 1.0000; fC[i][12][3] = 0.3692; fC[i][12][4] = 0.4879; fC[i][13][0] = 0.005; fC[i][13][1] = 0.005; fC[i][13][2] = 1.0000; fC[i][13][3] = 0.3993; fC[i][13][4] = 0.5377; fC[i][14][0] = 0.005; fC[i][14][1] = 0.005; fC[i][14][2] = 1.0000; fC[i][14][3] = 0.3818; fC[i][14][4] = 0.5547; fC[i][15][0] = 0.005; fC[i][15][1] = 0.005; fC[i][15][2] = 1.0000; fC[i][15][3] = 0.4003; fC[i][15][4] = 0.5484; fC[i][16][0] = 0.005; fC[i][16][1] = 0.005; fC[i][16][2] = 1.0000; fC[i][16][3] = 0.4281; fC[i][16][4] = 0.5383; fC[i][17][0] = 0.005; fC[i][17][1] = 0.005; fC[i][17][2] = 1.0000; fC[i][17][3] = 0.3960; fC[i][17][4] = 0.5374; } // 50-60% { i=5; fC[i][0][0] = 0.005; fC[i][0][1] = 0.005; fC[i][0][2] = 1.0000; fC[i][0][3] = 0.010; fC[i][0][4] = 0.010; fC[i][1][0] = 0.005; fC[i][1][1] = 0.005; fC[i][1][2] = 1.0000; fC[i][1][3] = 0.01; fC[i][1][4] = 0.01; fC[i][2][0] = 0.005; fC[i][2][1] = 0.005; fC[i][2][2] = 1.0000; fC[i][2][3] = 0.0329; fC[i][2][4] = 0.01; fC[i][3][0] = 0.005; fC[i][3][1] = 0.005; fC[i][3][2] = 1.0000; fC[i][3][3] = 0.0653; fC[i][3][4] = 0.0423; fC[i][4][0] = 0.005; fC[i][4][1] = 0.005; fC[i][4][2] = 1.0000; fC[i][4][3] = 0.0923; fC[i][4][4] = 0.0813; fC[i][5][0] = 0.005; fC[i][5][1] = 0.005; fC[i][5][2] = 1.0000; fC[i][5][3] = 0.1219; fC[i][5][4] = 0.1161; fC[i][6][0] = 0.005; fC[i][6][1] = 0.005; fC[i][6][2] = 1.0000; fC[i][6][3] = 0.1519; fC[i][6][4] = 0.1520; fC[i][7][0] = 0.005; fC[i][7][1] = 0.005; fC[i][7][2] = 1.0000; fC[i][7][3] = 0.1763; fC[i][7][4] = 0.1858; fC[i][8][0] = 0.005; fC[i][8][1] = 0.005; fC[i][8][2] = 1.0000; fC[i][8][3] = 0.2178; fC[i][8][4] = 0.2385; fC[i][9][0] = 0.005; fC[i][9][1] = 0.005; fC[i][9][2] = 1.0000; fC[i][9][3] = 0.2618; fC[i][9][4] = 0.3070; fC[i][10][0] = 0.005; fC[i][10][1] = 0.005; fC[i][10][2] = 1.0000; fC[i][10][3] = 0.3067; fC[i][10][4] = 0.3625; fC[i][11][0] = 0.005; fC[i][11][1] = 0.005; fC[i][11][2] = 1.0000; fC[i][11][3] = 0.3336; fC[i][11][4] = 0.4188; fC[i][12][0] = 0.005; fC[i][12][1] = 0.005; fC[i][12][2] = 1.0000; fC[i][12][3] = 0.3706; fC[i][12][4] = 0.4511; fC[i][13][0] = 0.005; fC[i][13][1] = 0.005; fC[i][13][2] = 1.0000; fC[i][13][3] = 0.3765; fC[i][13][4] = 0.4729; fC[i][14][0] = 0.005; fC[i][14][1] = 0.005; fC[i][14][2] = 1.0000; fC[i][14][3] = 0.3942; fC[i][14][4] = 0.4855; fC[i][15][0] = 0.005; fC[i][15][1] = 0.005; fC[i][15][2] = 1.0000; fC[i][15][3] = 0.4051; fC[i][15][4] = 0.4762; fC[i][16][0] = 0.005; fC[i][16][1] = 0.005; fC[i][16][2] = 1.0000; fC[i][16][3] = 0.3843; fC[i][16][4] = 0.4763; fC[i][17][0] = 0.005; fC[i][17][1] = 0.005; fC[i][17][2] = 1.0000; fC[i][17][3] = 0.4237; fC[i][17][4] = 0.4773; } // 60-70% { i=6; fC[i][0][0] = 0.005; fC[i][0][1] = 0.005; fC[i][0][2] = 1.0000; fC[i][0][3] = 0.0010; fC[i][0][4] = 0.0010; fC[i][1][0] = 0.005; fC[i][1][1] = 0.005; fC[i][1][2] = 1.0000; fC[i][1][3] = 0.0071; fC[i][1][4] = 0.0012; fC[i][2][0] = 0.005; fC[i][2][1] = 0.005; fC[i][2][2] = 1.0000; fC[i][2][3] = 0.0336; fC[i][2][4] = 0.01; fC[i][3][0] = 0.005; fC[i][3][1] = 0.005; fC[i][3][2] = 1.0000; fC[i][3][3] = 0.0662; fC[i][3][4] = 0.0460; fC[i][4][0] = 0.005; fC[i][4][1] = 0.005; fC[i][4][2] = 1.0000; fC[i][4][3] = 0.0954; fC[i][4][4] = 0.0902; fC[i][5][0] = 0.005; fC[i][5][1] = 0.005; fC[i][5][2] = 1.0000; fC[i][5][3] = 0.1181; fC[i][5][4] = 0.1306; fC[i][6][0] = 0.005; fC[i][6][1] = 0.005; fC[i][6][2] = 1.0000; fC[i][6][3] = 0.1481; fC[i][6][4] = 0.1662; fC[i][7][0] = 0.005; fC[i][7][1] = 0.005; fC[i][7][2] = 1.0000; fC[i][7][3] = 0.1765; fC[i][7][4] = 0.1963; fC[i][8][0] = 0.005; fC[i][8][1] = 0.005; fC[i][8][2] = 1.0000; fC[i][8][3] = 0.2155; fC[i][8][4] = 0.2433; fC[i][9][0] = 0.005; fC[i][9][1] = 0.005; fC[i][9][2] = 1.0000; fC[i][9][3] = 0.2580; fC[i][9][4] = 0.3022; fC[i][10][0] = 0.005; fC[i][10][1] = 0.005; fC[i][10][2] = 1.0000; fC[i][10][3] = 0.2872; fC[i][10][4] = 0.3481; fC[i][11][0] = 0.005; fC[i][11][1] = 0.005; fC[i][11][2] = 1.0000; fC[i][11][3] = 0.3170; fC[i][11][4] = 0.3847; fC[i][12][0] = 0.005; fC[i][12][1] = 0.005; fC[i][12][2] = 1.0000; fC[i][12][3] = 0.3454; fC[i][12][4] = 0.4258; fC[i][13][0] = 0.005; fC[i][13][1] = 0.005; fC[i][13][2] = 1.0000; fC[i][13][3] = 0.3580; fC[i][13][4] = 0.4299; fC[i][14][0] = 0.005; fC[i][14][1] = 0.005; fC[i][14][2] = 1.0000; fC[i][14][3] = 0.3903; fC[i][14][4] = 0.4326; fC[i][15][0] = 0.005; fC[i][15][1] = 0.005; fC[i][15][2] = 1.0000; fC[i][15][3] = 0.3690; fC[i][15][4] = 0.4491; fC[i][16][0] = 0.005; fC[i][16][1] = 0.005; fC[i][16][2] = 1.0000; fC[i][16][3] = 0.4716; fC[i][16][4] = 0.4298; fC[i][17][0] = 0.005; fC[i][17][1] = 0.005; fC[i][17][2] = 1.0000; fC[i][17][3] = 0.3875; fC[i][17][4] = 0.4083; } // 70-80% { i=7; fC[i][0][0] = 0.005; fC[i][0][1] = 0.005; fC[i][0][2] = 1.0000; fC[i][0][3] = 0.010; fC[i][0][4] = 0.010; fC[i][1][0] = 0.005; fC[i][1][1] = 0.005; fC[i][1][2] = 1.0000; fC[i][1][3] = 0.01; fC[i][1][4] = 0.01; fC[i][2][0] = 0.005; fC[i][2][1] = 0.005; fC[i][2][2] = 1.0000; fC[i][2][3] = 0.0313; fC[i][2][4] = 0.0124; fC[i][3][0] = 0.005; fC[i][3][1] = 0.005; fC[i][3][2] = 1.0000; fC[i][3][3] = 0.0640; fC[i][3][4] = 0.0539; fC[i][4][0] = 0.005; fC[i][4][1] = 0.005; fC[i][4][2] = 1.0000; fC[i][4][3] = 0.0923; fC[i][4][4] = 0.0992; fC[i][5][0] = 0.005; fC[i][5][1] = 0.005; fC[i][5][2] = 1.0000; fC[i][5][3] = 0.1202; fC[i][5][4] = 0.1417; fC[i][6][0] = 0.005; fC[i][6][1] = 0.005; fC[i][6][2] = 1.0000; fC[i][6][3] = 0.1413; fC[i][6][4] = 0.1729; fC[i][7][0] = 0.005; fC[i][7][1] = 0.005; fC[i][7][2] = 1.0000; fC[i][7][3] = 0.1705; fC[i][7][4] = 0.1999; fC[i][8][0] = 0.005; fC[i][8][1] = 0.005; fC[i][8][2] = 1.0000; fC[i][8][3] = 0.2103; fC[i][8][4] = 0.2472; fC[i][9][0] = 0.005; fC[i][9][1] = 0.005; fC[i][9][2] = 1.0000; fC[i][9][3] = 0.2373; fC[i][9][4] = 0.2916; fC[i][10][0] = 0.005; fC[i][10][1] = 0.005; fC[i][10][2] = 1.0000; fC[i][10][3] = 0.2824; fC[i][10][4] = 0.3323; fC[i][11][0] = 0.005; fC[i][11][1] = 0.005; fC[i][11][2] = 1.0000; fC[i][11][3] = 0.3046; fC[i][11][4] = 0.3576; fC[i][12][0] = 0.005; fC[i][12][1] = 0.005; fC[i][12][2] = 1.0000; fC[i][12][3] = 0.3585; fC[i][12][4] = 0.4003; fC[i][13][0] = 0.005; fC[i][13][1] = 0.005; fC[i][13][2] = 1.0000; fC[i][13][3] = 0.3461; fC[i][13][4] = 0.3982; fC[i][14][0] = 0.005; fC[i][14][1] = 0.005; fC[i][14][2] = 1.0000; fC[i][14][3] = 0.3362; fC[i][14][4] = 0.3776; fC[i][15][0] = 0.005; fC[i][15][1] = 0.005; fC[i][15][2] = 1.0000; fC[i][15][3] = 0.3071; fC[i][15][4] = 0.3500; fC[i][16][0] = 0.005; fC[i][16][1] = 0.005; fC[i][16][2] = 1.0000; fC[i][16][3] = 0.2914; fC[i][16][4] = 0.3937; fC[i][17][0] = 0.005; fC[i][17][1] = 0.005; fC[i][17][2] = 1.0000; fC[i][17][3] = 0.3727; fC[i][17][4] = 0.3877; } // 80-100% { i=8; fC[i][0][0] = 0.005; fC[i][0][1] = 0.005; fC[i][0][2] = 1.0000; fC[i][0][3] = 0.010; fC[i][0][4] = 0.010; fC[i][1][0] = 0.005; fC[i][1][1] = 0.005; fC[i][1][2] = 1.0000; fC[i][1][3] = 0.010; fC[i][1][4] = 0.010; fC[i][2][0] = 0.005; fC[i][2][1] = 0.005; fC[i][2][2] = 1.0000; fC[i][2][3] = 0.0323; fC[i][2][4] = 0.0113; fC[i][3][0] = 0.005; fC[i][3][1] = 0.005; fC[i][3][2] = 1.0000; fC[i][3][3] = 0.0609; fC[i][3][4] = 0.0653; fC[i][4][0] = 0.005; fC[i][4][1] = 0.005; fC[i][4][2] = 1.0000; fC[i][4][3] = 0.0922; fC[i][4][4] = 0.1076; fC[i][5][0] = 0.005; fC[i][5][1] = 0.005; fC[i][5][2] = 1.0000; fC[i][5][3] = 0.1096; fC[i][5][4] = 0.1328; fC[i][6][0] = 0.005; fC[i][6][1] = 0.005; fC[i][6][2] = 1.0000; fC[i][6][3] = 0.1495; fC[i][6][4] = 0.1779; fC[i][7][0] = 0.005; fC[i][7][1] = 0.005; fC[i][7][2] = 1.0000; fC[i][7][3] = 0.1519; fC[i][7][4] = 0.1989; fC[i][8][0] = 0.005; fC[i][8][1] = 0.005; fC[i][8][2] = 1.0000; fC[i][8][3] = 0.1817; fC[i][8][4] = 0.2472; fC[i][9][0] = 0.005; fC[i][9][1] = 0.005; fC[i][9][2] = 1.0000; fC[i][9][3] = 0.2429; fC[i][9][4] = 0.2684; fC[i][10][0] = 0.005; fC[i][10][1] = 0.005; fC[i][10][2] = 1.0000; fC[i][10][3] = 0.2760; fC[i][10][4] = 0.3098; fC[i][11][0] = 0.005; fC[i][11][1] = 0.005; fC[i][11][2] = 1.0000; fC[i][11][3] = 0.2673; fC[i][11][4] = 0.3198; fC[i][12][0] = 0.005; fC[i][12][1] = 0.005; fC[i][12][2] = 1.0000; fC[i][12][3] = 0.3165; fC[i][12][4] = 0.3564; fC[i][13][0] = 0.005; fC[i][13][1] = 0.005; fC[i][13][2] = 1.0000; fC[i][13][3] = 0.3526; fC[i][13][4] = 0.3011; fC[i][14][0] = 0.005; fC[i][14][1] = 0.005; fC[i][14][2] = 1.0000; fC[i][14][3] = 0.3788; fC[i][14][4] = 0.3011; fC[i][15][0] = 0.005; fC[i][15][1] = 0.005; fC[i][15][2] = 1.0000; fC[i][15][3] = 0.3788; fC[i][15][4] = 0.3011; fC[i][16][0] = 0.005; fC[i][16][1] = 0.005; fC[i][16][2] = 1.0000; fC[i][16][3] = 0.3788; fC[i][16][4] = 0.3011; fC[i][17][0] = 0.005; fC[i][17][1] = 0.005; fC[i][17][2] = 1.0000; fC[i][17][3] = 0.3788; fC[i][17][4] = 0.3011; } // lepton priors for(Int_t k1=1;k1<9;k1++){ for(Int_t k2=0;k2<18;k2++){ fC[k1][k2][0] = fC[0][k2][0]*(1 - 0.04*k1); fC[k1][k2][1] = fC[0][k2][1]*(1 - 0.04*k1); } } for(Int_t k1=1;k1 <=fghPriors[0]->GetNbinsX();k1++){ // loop on centrality bins for(Int_t k2=1;k2 <=fghPriors[0]->GetNbinsY();k2++){ // loop on pt Float_t y = 0.125 + (k2-1)*0.25; Int_t ipt = 0; while(y > fBinLimitPID[ipt]) ipt++; ipt--; if(ipt < 0) ipt = 0; if(ipt > 17) ipt = 17; Int_t icentr = k1-2; if(icentr < 0 || icentr > 8) icentr = 8; Float_t weight = 0; if(y > 3) weight=sqrt((y-3)/7); if(weight > 1) weight = 1; for(Int_t j=0;j<5;j++){ // loop over species if(j==4 && y > 3){ fghPriors[j]->SetBinContent(k1,k2,fC[icentr][ipt][j]*(1-weight) + 0.2*weight); } else fghPriors[j]->SetBinContent(k1,k2,fC[icentr][ipt][j]); } // end loop over species Float_t deutFact = 20*(icentr*icentr*0.1+1); fghPriors[5]->SetBinContent(k1,k2,(fC[icentr][TMath::Max(ipt-5,0)][4]*(1-weight) + 0.2*weight)/deutFact); fghPriors[6]->SetBinContent(k1,k2,(fC[icentr][TMath::Max(ipt-5,0)][4]*(1-weight) + 0.2*weight)/deutFact/deutFact); fghPriors[7]->SetBinContent(k1,k2,(fC[icentr][TMath::Max(ipt-5,0)][4]*(1-weight) + 0.2*weight)/deutFact/deutFact/deutFact); fghPriors[8]->SetBinContent(k1,k2,(fC[icentr][TMath::Max(ipt-5,0)][4]*(1-weight) + 0.2*weight)/deutFact/deutFact/deutFact/deutFact); } // end loop on pt } // end loop on centrality bins } //________________________________________________________________________ TSpline3 *AliFlowBayesianPID::GetMismatch(){ // set TOF mismatch time distribution (probability density) if(fgMism) return fgMism; Double_t x[5000],y[5000]; // values for spline x[0]=-11746.200000; y[0]=1.578112e-07; x[1]=-11721.800000; y[1]=1.411995e-07; x[2]=-11697.400000; y[2]=2.284110e-07; x[3]=-11673.000000; y[3]=2.034934e-07; x[4]=-11648.600000; y[4]=1.993405e-07; x[5]=-11624.200000; y[5]=1.702700e-07; x[6]=-11599.800000; y[6]=2.367168e-07; x[7]=-11575.400000; y[7]=1.910346e-07; x[8]=-11551.000000; y[8]=2.242580e-07; x[9]=-11526.600000; y[9]=1.453524e-07; x[10]=-11502.200000; y[10]=2.284110e-07; x[11]=-11477.800000; y[11]=2.242580e-07; x[12]=-11453.400000; y[12]=2.201051e-07; x[13]=-11429.000000; y[13]=1.993405e-07; x[14]=-11404.600000; y[14]=2.242580e-07; x[15]=-11380.200000; y[15]=2.242580e-07; x[16]=-11355.800000; y[16]=2.450227e-07; x[17]=-11331.400000; y[17]=1.702700e-07; x[18]=-11307.000000; y[18]=2.076463e-07; x[19]=-11282.600000; y[19]=1.702700e-07; x[20]=-11258.200000; y[20]=2.657873e-07; x[21]=-11233.800000; y[21]=3.073166e-07; x[22]=-11209.400000; y[22]=2.325639e-07; x[23]=-11185.000000; y[23]=2.325639e-07; x[24]=-11160.600000; y[24]=2.533285e-07; x[25]=-11136.200000; y[25]=2.284110e-07; x[26]=-11111.800000; y[26]=2.533285e-07; x[27]=-11087.400000; y[27]=1.910346e-07; x[28]=-11063.000000; y[28]=2.076463e-07; x[29]=-11038.600000; y[29]=1.495054e-07; x[30]=-11014.200000; y[30]=2.242580e-07; x[31]=-10989.800000; y[31]=1.785758e-07; x[32]=-10965.400000; y[32]=1.910346e-07; x[33]=-10941.000000; y[33]=2.076463e-07; x[34]=-10916.600000; y[34]=1.411995e-07; x[35]=-10892.200000; y[35]=2.367168e-07; x[36]=-10867.800000; y[36]=1.536583e-07; x[37]=-10843.400000; y[37]=1.619641e-07; x[38]=-10819.000000; y[38]=1.328936e-07; x[39]=-10794.600000; y[39]=2.491756e-07; x[40]=-10770.200000; y[40]=1.868817e-07; x[41]=-10745.800000; y[41]=1.287407e-07; x[42]=-10721.400000; y[42]=2.117993e-07; x[43]=-10697.000000; y[43]=2.201051e-07; x[44]=-10672.600000; y[44]=1.827288e-07; x[45]=-10648.200000; y[45]=2.574814e-07; x[46]=-10623.800000; y[46]=2.159522e-07; x[47]=-10599.400000; y[47]=2.657873e-07; x[48]=-10575.000000; y[48]=2.076463e-07; x[49]=-10550.600000; y[49]=2.533285e-07; x[50]=-10526.200000; y[50]=2.159522e-07; x[51]=-10501.800000; y[51]=2.034934e-07; x[52]=-10477.400000; y[52]=2.076463e-07; x[53]=-10453.000000; y[53]=2.325639e-07; x[54]=-10428.600000; y[54]=2.491756e-07; x[55]=-10404.200000; y[55]=2.491756e-07; x[56]=-10379.800000; y[56]=2.034934e-07; x[57]=-10355.400000; y[57]=2.159522e-07; x[58]=-10331.000000; y[58]=2.284110e-07; x[59]=-10306.600000; y[59]=2.408698e-07; x[60]=-10282.200000; y[60]=1.868817e-07; x[61]=-10257.800000; y[61]=1.868817e-07; x[62]=-10233.400000; y[62]=2.616344e-07; x[63]=-10209.000000; 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x[3288]=68480.999890; y[3288]=1.623293e-06; x[3289]=68505.399889; y[3289]=1.622481e-06; x[3290]=68529.799889; y[3290]=1.621669e-06; x[3291]=68554.199889; y[3291]=1.620858e-06; x[3292]=68578.599888; y[3292]=1.620047e-06; x[3293]=68602.999888; y[3293]=1.619237e-06; x[3294]=68627.399887; y[3294]=1.618427e-06; x[3295]=68651.799887; y[3295]=1.617618e-06; x[3296]=68676.199887; y[3296]=1.616808e-06; x[3297]=68700.599886; y[3297]=1.616000e-06; x[3298]=68724.999886; y[3298]=1.615191e-06; x[3299]=68749.399886; y[3299]=1.614383e-06; x[3300]=68773.799885; y[3300]=1.613576e-06; x[3301]=68798.199885; y[3301]=1.612769e-06; x[3302]=68822.599884; y[3302]=1.611962e-06; x[3303]=68846.999884; y[3303]=1.611156e-06; x[3304]=68871.399884; y[3304]=1.610350e-06; x[3305]=68895.799883; y[3305]=1.609544e-06; x[3306]=68920.199883; y[3306]=1.608739e-06; x[3307]=68944.599883; y[3307]=1.607935e-06; x[3308]=68968.999882; y[3308]=1.607130e-06; x[3309]=68993.399882; y[3309]=1.606326e-06; x[3310]=69017.799881; y[3310]=1.605523e-06; 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x[3357]=70164.599863; y[3357]=1.568209e-06; x[3358]=70188.999863; y[3358]=1.567425e-06; x[3359]=70213.399863; y[3359]=1.566640e-06; x[3360]=70237.799862; y[3360]=1.565857e-06; x[3361]=70262.199862; y[3361]=1.565074e-06; x[3362]=70286.599862; y[3362]=1.564291e-06; x[3363]=70310.999861; y[3363]=1.563508e-06; x[3364]=70335.399861; y[3364]=1.562726e-06; x[3365]=70359.799860; y[3365]=1.561945e-06; x[3366]=70384.199860; y[3366]=1.561163e-06; x[3367]=70408.599860; y[3367]=1.560382e-06; x[3368]=70432.999859; y[3368]=1.559602e-06; x[3369]=70457.399859; y[3369]=1.558822e-06; x[3370]=70481.799858; y[3370]=1.558042e-06; x[3371]=70506.199858; y[3371]=1.557263e-06; x[3372]=70530.599858; y[3372]=1.556484e-06; x[3373]=70554.999857; y[3373]=1.555705e-06; x[3374]=70579.399857; y[3374]=1.554927e-06; x[3375]=70603.799857; y[3375]=1.554149e-06; x[3376]=70628.199856; y[3376]=1.553372e-06; x[3377]=70652.599856; y[3377]=1.552595e-06; x[3378]=70676.999855; y[3378]=1.551818e-06; x[3379]=70701.399855; y[3379]=1.551042e-06; 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x[4392]=95418.599469; y[4392]=9.343496e-07; x[4393]=95442.999468; y[4393]=9.338822e-07; x[4394]=95467.399468; y[4394]=9.334151e-07; x[4395]=95491.799467; y[4395]=9.329482e-07; x[4396]=95516.199467; y[4396]=9.324815e-07; x[4397]=95540.599467; y[4397]=9.320151e-07; x[4398]=95564.999466; y[4398]=9.315489e-07; x[4399]=95589.399466; y[4399]=9.310829e-07; x[4400]=95613.799466; y[4400]=9.306172e-07; x[4401]=95638.199465; y[4401]=9.301517e-07; x[4402]=95662.599465; y[4402]=9.296865e-07; x[4403]=95686.999464; y[4403]=9.292214e-07; x[4404]=95711.399464; y[4404]=9.287566e-07; x[4405]=95735.799464; y[4405]=9.282921e-07; x[4406]=95760.199463; y[4406]=9.278277e-07; x[4407]=95784.599463; y[4407]=9.273636e-07; x[4408]=95808.999463; y[4408]=9.268998e-07; x[4409]=95833.399462; y[4409]=9.264361e-07; x[4410]=95857.799462; y[4410]=9.259727e-07; x[4411]=95882.199461; y[4411]=9.255095e-07; x[4412]=95906.599461; y[4412]=9.250466e-07; x[4413]=95930.999461; y[4413]=9.245839e-07; x[4414]=95955.399460; y[4414]=9.241214e-07; 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y[4688]=8.057341e-07; x[4689]=102665.399355; y[4689]=8.053311e-07; x[4690]=102689.799355; y[4690]=8.049282e-07; x[4691]=102714.199355; y[4691]=8.045256e-07; x[4692]=102738.599354; y[4692]=8.041232e-07; x[4693]=102762.999354; y[4693]=8.037210e-07; x[4694]=102787.399353; y[4694]=8.033189e-07; x[4695]=102811.799353; y[4695]=8.029171e-07; x[4696]=102836.199353; y[4696]=8.025155e-07; x[4697]=102860.599352; y[4697]=8.021141e-07; x[4698]=102884.999352; y[4698]=8.017128e-07; x[4699]=102909.399352; y[4699]=8.013118e-07; x[4700]=102933.799351; y[4700]=8.009110e-07; x[4701]=102958.199351; y[4701]=8.005104e-07; x[4702]=102982.599350; y[4702]=8.001100e-07; x[4703]=103006.999350; y[4703]=7.997098e-07; x[4704]=103031.399350; y[4704]=7.993097e-07; x[4705]=103055.799349; y[4705]=7.989099e-07; x[4706]=103080.199349; y[4706]=7.985103e-07; x[4707]=103104.599348; y[4707]=7.981109e-07; x[4708]=103128.999348; y[4708]=7.977117e-07; x[4709]=103153.399348; y[4709]=7.973127e-07; x[4710]=103177.799347; y[4710]=7.969138e-07; x[4711]=103202.199347; y[4711]=7.965152e-07; x[4712]=103226.599347; y[4712]=7.961168e-07; x[4713]=103250.999346; y[4713]=7.957186e-07; x[4714]=103275.399346; y[4714]=7.953206e-07; x[4715]=103299.799345; y[4715]=7.949227e-07; x[4716]=103324.199345; y[4716]=7.945251e-07; x[4717]=103348.599345; y[4717]=7.941277e-07; x[4718]=103372.999344; y[4718]=7.937305e-07; x[4719]=103397.399344; y[4719]=7.933334e-07; x[4720]=103421.799343; y[4720]=7.929366e-07; x[4721]=103446.199343; y[4721]=7.925400e-07; x[4722]=103470.599343; y[4722]=7.921436e-07; x[4723]=103494.999342; y[4723]=7.917473e-07; x[4724]=103519.399342; y[4724]=7.913513e-07; x[4725]=103543.799342; y[4725]=7.909555e-07; x[4726]=103568.199341; y[4726]=7.905598e-07; x[4727]=103592.599341; y[4727]=7.901644e-07; x[4728]=103616.999340; y[4728]=7.897691e-07; x[4729]=103641.399340; y[4729]=7.893741e-07; x[4730]=103665.799340; y[4730]=7.889793e-07; x[4731]=103690.199339; y[4731]=7.885846e-07; x[4732]=103714.599339; y[4732]=7.881902e-07; x[4733]=103738.999339; y[4733]=7.877959e-07; x[4734]=103763.399338; y[4734]=7.874018e-07; x[4735]=103787.799338; y[4735]=7.870080e-07; x[4736]=103812.199337; y[4736]=7.866143e-07; x[4737]=103836.599337; y[4737]=7.862208e-07; x[4738]=103860.999337; y[4738]=7.858276e-07; x[4739]=103885.399336; y[4739]=7.854345e-07; x[4740]=103909.799336; y[4740]=7.850416e-07; x[4741]=103934.199335; y[4741]=7.846490e-07; x[4742]=103958.599335; y[4742]=7.842565e-07; x[4743]=103982.999335; y[4743]=7.838642e-07; x[4744]=104007.399334; y[4744]=7.834721e-07; x[4745]=104031.799334; y[4745]=7.830802e-07; x[4746]=104056.199334; y[4746]=7.826885e-07; x[4747]=104080.599333; y[4747]=7.822970e-07; x[4748]=104104.999333; y[4748]=7.819057e-07; x[4749]=104129.399332; y[4749]=7.815146e-07; x[4750]=104153.799332; y[4750]=7.811237e-07; x[4751]=104178.199332; y[4751]=7.807329e-07; x[4752]=104202.599331; y[4752]=7.803424e-07; x[4753]=104226.999331; y[4753]=7.799521e-07; x[4754]=104251.399331; y[4754]=7.795620e-07; x[4755]=104275.799330; y[4755]=7.791720e-07; x[4756]=104300.199330; y[4756]=7.787823e-07; x[4757]=104324.599329; y[4757]=7.783927e-07; x[4758]=104348.999329; y[4758]=7.780034e-07; x[4759]=104373.399329; y[4759]=7.776142e-07; x[4760]=104397.799328; y[4760]=7.772252e-07; x[4761]=104422.199328; y[4761]=7.768365e-07; x[4762]=104446.599327; y[4762]=7.764479e-07; x[4763]=104470.999327; y[4763]=7.760595e-07; x[4764]=104495.399327; y[4764]=7.756713e-07; x[4765]=104519.799326; y[4765]=7.752833e-07; x[4766]=104544.199326; y[4766]=7.748955e-07; x[4767]=104568.599326; y[4767]=7.745079e-07; x[4768]=104592.999325; y[4768]=7.741205e-07; x[4769]=104617.399325; y[4769]=7.737333e-07; x[4770]=104641.799324; y[4770]=7.733463e-07; x[4771]=104666.199324; y[4771]=7.729595e-07; x[4772]=104690.599324; y[4772]=7.725728e-07; x[4773]=104714.999323; y[4773]=7.721864e-07; x[4774]=104739.399323; y[4774]=7.718001e-07; x[4775]=104763.799323; y[4775]=7.714141e-07; x[4776]=104788.199322; y[4776]=7.710282e-07; x[4777]=104812.599322; y[4777]=7.706425e-07; x[4778]=104836.999321; y[4778]=7.702571e-07; x[4779]=104861.399321; y[4779]=7.698718e-07; x[4780]=104885.799321; y[4780]=7.694867e-07; x[4781]=104910.199320; y[4781]=7.691018e-07; x[4782]=104934.599320; y[4782]=7.687171e-07; x[4783]=104958.999319; y[4783]=7.683326e-07; x[4784]=104983.399319; y[4784]=7.679483e-07; x[4785]=105007.799319; y[4785]=7.675641e-07; x[4786]=105032.199318; y[4786]=7.671802e-07; x[4787]=105056.599318; y[4787]=7.667964e-07; x[4788]=105080.999318; y[4788]=7.664129e-07; x[4789]=105105.399317; y[4789]=7.660295e-07; x[4790]=105129.799317; y[4790]=7.656464e-07; x[4791]=105154.199316; y[4791]=7.652634e-07; x[4792]=105178.599316; y[4792]=7.648806e-07; x[4793]=105202.999316; y[4793]=7.644980e-07; x[4794]=105227.399315; y[4794]=7.641156e-07; x[4795]=105251.799315; y[4795]=7.637334e-07; x[4796]=105276.199314; y[4796]=7.633514e-07; x[4797]=105300.599314; y[4797]=7.629695e-07; x[4798]=105324.999314; y[4798]=7.625879e-07; x[4799]=105349.399313; y[4799]=7.622064e-07; x[4800]=105373.799313; y[4800]=7.618252e-07; x[4801]=105398.199313; y[4801]=7.614441e-07; x[4802]=105422.599312; y[4802]=7.610632e-07; x[4803]=105446.999312; y[4803]=7.606826e-07; x[4804]=105471.399311; y[4804]=7.603021e-07; x[4805]=105495.799311; y[4805]=7.599218e-07; x[4806]=105520.199311; y[4806]=7.595416e-07; x[4807]=105544.599310; y[4807]=7.591617e-07; x[4808]=105568.999310; y[4808]=7.587820e-07; x[4809]=105593.399310; y[4809]=7.584024e-07; x[4810]=105617.799309; y[4810]=7.580231e-07; x[4811]=105642.199309; y[4811]=7.576439e-07; x[4812]=105666.599308; y[4812]=7.572649e-07; x[4813]=105690.999308; y[4813]=7.568862e-07; x[4814]=105715.399308; y[4814]=7.565076e-07; x[4815]=105739.799307; y[4815]=7.561292e-07; x[4816]=105764.199307; y[4816]=7.557509e-07; x[4817]=105788.599306; y[4817]=7.553729e-07; x[4818]=105812.999306; y[4818]=7.549951e-07; x[4819]=105837.399306; y[4819]=7.546174e-07; x[4820]=105861.799305; y[4820]=7.542400e-07; x[4821]=105886.199305; y[4821]=7.538627e-07; x[4822]=105910.599305; y[4822]=7.534856e-07; x[4823]=105934.999304; y[4823]=7.531087e-07; x[4824]=105959.399304; y[4824]=7.527320e-07; x[4825]=105983.799303; y[4825]=7.523555e-07; x[4826]=106008.199303; y[4826]=7.519792e-07; x[4827]=106032.599303; y[4827]=7.516030e-07; x[4828]=106056.999302; y[4828]=7.512271e-07; x[4829]=106081.399302; y[4829]=7.508513e-07; x[4830]=106105.799302; y[4830]=7.504757e-07; x[4831]=106130.199301; y[4831]=7.501003e-07; x[4832]=106154.599301; y[4832]=7.497251e-07; x[4833]=106178.999300; y[4833]=7.493501e-07; x[4834]=106203.399300; y[4834]=7.489753e-07; x[4835]=106227.799300; y[4835]=7.486006e-07; x[4836]=106252.199299; y[4836]=7.482262e-07; x[4837]=106276.599299; y[4837]=7.478519e-07; x[4838]=106300.999298; y[4838]=7.474779e-07; x[4839]=106325.399298; y[4839]=7.471040e-07; x[4840]=106349.799298; y[4840]=7.467303e-07; x[4841]=106374.199297; y[4841]=7.463567e-07; x[4842]=106398.599297; y[4842]=7.459834e-07; x[4843]=106422.999297; y[4843]=7.456103e-07; x[4844]=106447.399296; y[4844]=7.452373e-07; x[4845]=106471.799296; y[4845]=7.448645e-07; x[4846]=106496.199295; y[4846]=7.444920e-07; x[4847]=106520.599295; y[4847]=7.441196e-07; x[4848]=106544.999295; y[4848]=7.437474e-07; x[4849]=106569.399294; y[4849]=7.433753e-07; x[4850]=106593.799294; y[4850]=7.430035e-07; x[4851]=106618.199294; y[4851]=7.426318e-07; x[4852]=106642.599293; y[4852]=7.422604e-07; x[4853]=106666.999293; y[4853]=7.418891e-07; x[4854]=106691.399292; y[4854]=7.415180e-07; x[4855]=106715.799292; y[4855]=7.411471e-07; x[4856]=106740.199292; y[4856]=7.407764e-07; x[4857]=106764.599291; y[4857]=7.404058e-07; x[4858]=106788.999291; y[4858]=7.400355e-07; x[4859]=106813.399290; y[4859]=7.396653e-07; x[4860]=106837.799290; y[4860]=7.392953e-07; x[4861]=106862.199290; y[4861]=7.389255e-07; x[4862]=106886.599289; y[4862]=7.385559e-07; x[4863]=106910.999289; y[4863]=7.381865e-07; x[4864]=106935.399289; y[4864]=7.378172e-07; x[4865]=106959.799288; y[4865]=7.374482e-07; x[4866]=106984.199288; y[4866]=7.370793e-07; x[4867]=107008.599287; y[4867]=7.367106e-07; x[4868]=107032.999287; y[4868]=7.363421e-07; x[4869]=107057.399287; y[4869]=7.359738e-07; x[4870]=107081.799286; y[4870]=7.356057e-07; x[4871]=107106.199286; y[4871]=7.352377e-07; x[4872]=107130.599286; y[4872]=7.348699e-07; x[4873]=107154.999285; y[4873]=7.345024e-07; x[4874]=107179.399285; y[4874]=7.341350e-07; x[4875]=107203.799284; y[4875]=7.337678e-07; x[4876]=107228.199284; y[4876]=7.334007e-07; x[4877]=107252.599284; y[4877]=7.330339e-07; x[4878]=107276.999283; y[4878]=7.326672e-07; x[4879]=107301.399283; y[4879]=7.323007e-07; x[4880]=107325.799282; y[4880]=7.319344e-07; x[4881]=107350.199282; y[4881]=7.315683e-07; x[4882]=107374.599282; y[4882]=7.312024e-07; x[4883]=107398.999281; y[4883]=7.308366e-07; x[4884]=107423.399281; y[4884]=7.304711e-07; x[4885]=107447.799281; y[4885]=7.301057e-07; x[4886]=107472.199280; y[4886]=7.297405e-07; x[4887]=107496.599280; y[4887]=7.293755e-07; x[4888]=107520.999279; y[4888]=7.290106e-07; x[4889]=107545.399279; y[4889]=7.286460e-07; x[4890]=107569.799279; y[4890]=7.282815e-07; x[4891]=107594.199278; y[4891]=7.279172e-07; x[4892]=107618.599278; y[4892]=7.275531e-07; x[4893]=107642.999277; y[4893]=7.271892e-07; x[4894]=107667.399277; y[4894]=7.268254e-07; x[4895]=107691.799277; y[4895]=7.264619e-07; x[4896]=107716.199276; y[4896]=7.260985e-07; x[4897]=107740.599276; y[4897]=7.257353e-07; x[4898]=107764.999276; y[4898]=7.253723e-07; x[4899]=107789.399275; y[4899]=7.250095e-07; x[4900]=107813.799275; y[4900]=7.246468e-07; x[4901]=107838.199274; y[4901]=7.242843e-07; x[4902]=107862.599274; y[4902]=7.239221e-07; x[4903]=107886.999274; y[4903]=7.235599e-07; x[4904]=107911.399273; y[4904]=7.231980e-07; x[4905]=107935.799273; y[4905]=7.228363e-07; x[4906]=107960.199273; y[4906]=7.224747e-07; x[4907]=107984.599272; y[4907]=7.221133e-07; x[4908]=108008.999272; y[4908]=7.217521e-07; x[4909]=108033.399271; y[4909]=7.213911e-07; x[4910]=108057.799271; y[4910]=7.210303e-07; x[4911]=108082.199271; y[4911]=7.206696e-07; x[4912]=108106.599270; y[4912]=7.203091e-07; x[4913]=108130.999270; y[4913]=7.199488e-07; x[4914]=108155.399269; y[4914]=7.195887e-07; x[4915]=108179.799269; y[4915]=7.192288e-07; x[4916]=108204.199269; y[4916]=7.188690e-07; x[4917]=108228.599268; y[4917]=7.185094e-07; x[4918]=108252.999268; y[4918]=7.181500e-07; x[4919]=108277.399268; y[4919]=7.177908e-07; x[4920]=108301.799267; y[4920]=7.174318e-07; x[4921]=108326.199267; y[4921]=7.170729e-07; x[4922]=108350.599266; y[4922]=7.167142e-07; x[4923]=108374.999266; y[4923]=7.163557e-07; x[4924]=108399.399266; y[4924]=7.159974e-07; x[4925]=108423.799265; y[4925]=7.156392e-07; x[4926]=108448.199265; y[4926]=7.152813e-07; x[4927]=108472.599265; y[4927]=7.149235e-07; x[4928]=108496.999264; y[4928]=7.145659e-07; x[4929]=108521.399264; y[4929]=7.142085e-07; x[4930]=108545.799263; y[4930]=7.138512e-07; x[4931]=108570.199263; y[4931]=7.134941e-07; x[4932]=108594.599263; y[4932]=7.131373e-07; x[4933]=108618.999262; y[4933]=7.127805e-07; x[4934]=108643.399262; y[4934]=7.124240e-07; x[4935]=108667.799261; y[4935]=7.120677e-07; x[4936]=108692.199261; y[4936]=7.117115e-07; x[4937]=108716.599261; y[4937]=7.113555e-07; x[4938]=108740.999260; y[4938]=7.109997e-07; x[4939]=108765.399260; y[4939]=7.106440e-07; x[4940]=108789.799260; y[4940]=7.102885e-07; x[4941]=108814.199259; y[4941]=7.099333e-07; x[4942]=108838.599259; y[4942]=7.095781e-07; x[4943]=108862.999258; y[4943]=7.092232e-07; x[4944]=108887.399258; y[4944]=7.088685e-07; x[4945]=108911.799258; y[4945]=7.085139e-07; x[4946]=108936.199257; y[4946]=7.081595e-07; x[4947]=108960.599257; y[4947]=7.078053e-07; x[4948]=108984.999257; y[4948]=7.074512e-07; x[4949]=109009.399256; y[4949]=7.070973e-07; x[4950]=109033.799256; y[4950]=7.067437e-07; x[4951]=109058.199255; y[4951]=7.063901e-07; x[4952]=109082.599255; y[4952]=7.060368e-07; x[4953]=109106.999255; y[4953]=7.056836e-07; x[4954]=109131.399254; y[4954]=7.053307e-07; x[4955]=109155.799254; y[4955]=7.049778e-07; x[4956]=109180.199253; y[4956]=7.046252e-07; x[4957]=109204.599253; y[4957]=7.042728e-07; x[4958]=109228.999253; y[4958]=7.039205e-07; x[4959]=109253.399252; y[4959]=7.035684e-07; x[4960]=109277.799252; y[4960]=7.032165e-07; x[4961]=109302.199252; y[4961]=7.028647e-07; x[4962]=109326.599251; y[4962]=7.025131e-07; x[4963]=109350.999251; y[4963]=7.021617e-07; x[4964]=109375.399250; y[4964]=7.018105e-07; x[4965]=109399.799250; y[4965]=7.014595e-07; x[4966]=109424.199250; y[4966]=7.011086e-07; x[4967]=109448.599249; y[4967]=7.007579e-07; x[4968]=109472.999249; y[4968]=7.004074e-07; x[4969]=109497.399249; y[4969]=7.000570e-07; x[4970]=109521.799248; y[4970]=6.997069e-07; x[4971]=109546.199248; y[4971]=6.993569e-07; x[4972]=109570.599247; y[4972]=6.990070e-07; x[4973]=109594.999247; y[4973]=6.986574e-07; x[4974]=109619.399247; y[4974]=6.983079e-07; x[4975]=109643.799246; y[4975]=6.979586e-07; x[4976]=109668.199246; y[4976]=6.976095e-07; x[4977]=109692.599245; y[4977]=6.972606e-07; x[4978]=109716.999245; y[4978]=6.969118e-07; x[4979]=109741.399245; y[4979]=6.965632e-07; x[4980]=109765.799244; y[4980]=6.962148e-07; x[4981]=109790.199244; y[4981]=6.958665e-07; x[4982]=109814.599244; y[4982]=6.955184e-07; x[4983]=109838.999243; y[4983]=6.951706e-07; x[4984]=109863.399243; y[4984]=6.948228e-07; x[4985]=109887.799242; y[4985]=6.944753e-07; x[4986]=109912.199242; y[4986]=6.941279e-07; x[4987]=109936.599242; y[4987]=6.937807e-07; x[4988]=109960.999241; y[4988]=6.934337e-07; x[4989]=109985.399241; y[4989]=6.930868e-07; x[4990]=110009.799240; y[4990]=6.927401e-07; x[4991]=110034.199240; y[4991]=6.923936e-07; x[4992]=110058.599240; y[4992]=6.920473e-07; x[4993]=110082.999239; y[4993]=6.917011e-07; x[4994]=110107.399239; y[4994]=6.913551e-07; x[4995]=110131.799239; y[4995]=6.910093e-07; x[4996]=110156.199238; y[4996]=6.906637e-07; x[4997]=110180.599238; y[4997]=6.903182e-07; x[4998]=110204.999237; y[4998]=6.899729e-07; x[4999]=110229.399237; y[4999]=6.896278e-07; TSpline3 *sp = new TSpline3("mismatch",x,y,5000); sp->SetNpx(5000); return sp; }
AliFlowBayesianPID.cxx:1
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