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readTreeGeneric.C
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296 lines (230 loc) · 13.4 KB
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#include <iostream>
#include <string>
#include "TLorentzVector.h"
using namespace std;
double func(double x, double NNdisc, double cutDisc)
{
double shift = 1450.;
double scale = 3500.;
return ( cutDisc*pow(( exp((x-shift)/scale) - exp(-(x-shift)/scale) )/(exp((x-shift)/scale) + exp(-(x-shift)/scale)),4) + NNdisc*(1 - pow(( exp((x-shift)/scale) - exp(-(x-shift)/scale) )/(exp((x-shift)/scale) + exp(-(x-shift)/scale)),4) ) );
}
void readTreeGeneric()
{
int eventnum = 0;int nhadevents = 0;int nfatjets = 0;int raw_nfatjets;int tot_nAK4_50,tot_nAK4_70;int SJ_nAK4_50[100],SJ_nAK4_70[100];
double jet_pt[100], jet_eta[100], jet_mass[100], jet_dr[100], raw_jet_mass[100],raw_jet_pt[100],raw_jet_phi[100];
double jet_beta[100], beta_T[100], AK4_mass_20[100],AK4_mass_30[100],AK4_mass_50[100],AK4_mass_70[100],AK4_mass_100[100],SJ_mass_150[100],SJ_mass_600[100],SJ_mass_800[100],SJ_mass_1000[100];
double SJ_mass_50[100], SJ_mass_70[100],superJet_mass[100],SJ_AK4_50_mass[100],SJ_AK4_70_mass[100],genSuperJetMass[100];double tot_jet_mass,decay_inv_mass, chi_inv_mass;
int nSuperJets,correctlySortedChi1,correctlySortedChi2;
int jet_ndaughters[100], jet_nAK4[100],jet_nAK4_20[100],jet_nAK4_30[100],jet_nAK4_50[100],jet_nAK4_70[100],SJ_nAK4_150[100],jet_nAK4_150[100],SJ_nAK4_200[100],SJ_nAK4_400[100],SJ_nAK4_600[100],SJ_nAK4_800[100],SJ_nAK4_1000[100];
int ntotalevents = 0;
int nAK4;
double AK4_mass[100];
double SJ_mass_100[100],AK4_E[500];
int SJ_nAK4_100[100];
double totHT = 0;
int nbtaggedAK4 =0;
int SJ_nAK4_300[100];
int nfatjet_pre;
double SJ_mass_300[100], AK4_DeepJet_disc[100];;
double posSJP, negSJP;
double totMET;
double AK4_bdisc[100],SJ1_BEST_scores[100],SJ2_BEST_scores[100];
double AK4_pt[100];
double diSuperJet_mass, diSuperJet_mass_100;
double SJ_E[2],SJ_Px[2],SJ_Py[2],SJ_Pz[2];
int SJ1_decision, SJ2_decision;
//have to multiply these by scale factors
double resonance_mass_comb;
double daughter_mass_comb[100];
double SJ1_mass_genParts,SJ2_mass_genParts;
std::string sampleStringSuu = "8";
std::string sampleStringChi = "3";
//4-1.5, 5-1.5,6-1.5,6-1,6-2,8-1,8-2,8-3
std::string styleString = "cutbased";
TFile *f = new TFile( "/home/ethan/Documents/rootFiles/signalRootFiles/ClusteringAlgorithm_Zprime_output.root");
//cut based
TFile outFile("/home/ethan/Documents/rootFiles/processedRootFiles/ClusteringAlgorithm_generic_output.root","RECREATE");
double dijetMassOne, dijetMassTwo;
TTree *t1 = (TTree*)f->Get("clusteringAnalyzerAll/tree"); //need to change this to something relevenet
const Int_t nentries = t1->GetEntries();
TH2F *h_Mjet_vs_pTjet = new TH2F("h_Mjet_vs_pTjet","Jet Mass vs Jet pT; jet p_{T} [GeV];jet mass", 80,0, 4000, 50, 0, 2000);
TH1F* h_SJ_ratio = new TH1F("h_SJ_mass_ratio","Superjet Mass Ratio;M_{SJ1}/M_{SJ2}; Events",50,-2.5,2.5);
TH1F* h_diSJ_SJ_mass_ratio = new TH1F("h_diSJ_SJ_mass_ratio","M_{diSJ} / (M_{SJ1} + M_{SJ2})",50,0.,10);
TH1F* h_SJ_mass = new TH1F("h_SJ_mass","Superjet (VLQ) Mass; Events / 125 GeV ",30,0.,1500);
TH1F* h_disuperjet_mass = new TH1F("h_disuperjet_mass","diSuperjet (S_{uu}) Mass; Events / 200 GeV ",50,0.,6000);
TH1F* h_MSJ1_MSJ2_ratio = new TH1F("h_MSJ1_MSJ2_ratio","(M_{SJ_{1}} - M_{SJ_{2}})/(M_{SJ_{1}} + M_{SJ_{2}});",30,-3.,3.0);
TH1F* h_MdiSJ_SJ12_ratios = new TH1F("h_MdiSJ_SJ12_ratios","M_{diSJ} / (M_{SJ_{1}} + M_{SJ_{2}})",25,0.,5.0);
TH2F *h_MSJ_mass_vs_MdSJ = new TH2F("h_MSJ_mass_vs_MdSJ","Anti-tagged event, tagged Superjet mass vs diSuperjet mass - MC Signal; diSuperjet mass [GeV];superjet mass", 25,0, 10000, 20, 0, 6000);
TH2F *h_MSJ_mass_vs_MdSJ_DT = new TH2F( "h_MSJ_mass_vs_MdSJ_DT","Avg Double Tagged (Cut-based) Superjet Mass vs diSuperjet mass; diSuperjet mass [GeV];avg superjet (VLQ) mass", 25,0, 6000, 20, 0, 1500);
TH2F *h_MSJ_mass_vs_MdSJ_DTNN = new TH2F( "h_MSJ_mass_vs_MdSJ_DTNN",("Avg Double Tagged (NN-based) Superjet Mass vs diSuperjet mass - MC Signal (M_{S_{uu}} = "+ sampleStringSuu +", M_{chi} = "+sampleStringChi+ "); diSuperjet mass [GeV];avg superjet (VLQ) mass").c_str(), 25,0, 10000, 20, 0, 6000);
TH1I* h_NN_categories = new TH1I("h_NN_categories","Superjet NN Categorizations; Events",5,0,5);
TH1I* h_nLooseBTags = new TH1I("h_nLooseBTags","Number of Loosely b-tagged AK4 Jets; Events",10,-0.5,9.5);
TH1I* h_nMidBTags = new TH1I("h_nMidBTags","Number of Mediumly b-tagged AK4 Jets; Events",10,-0.5,9.5);
TH1I* h_nTightBTags = new TH1I("h_nTightBTags","Number of Tightly b-tagged AK4 Jets; Events",10,-0.5,9.5);
// control region stuff
TH1I* h_SJ_nAK4_100_CR = new TH1I("h_SJ_nAK4_100_CR","Number of Reclustered AK4 Jets (E_{COM} > 100 GeV) per SJ (Control Region);nAK4 Jets (E_{COM} > 100 GeV); Events",10,-0.5,9.5);
TH1I* h_SJ_nAK4_200_CR = new TH1I("h_SJ_nAK4_200_CR","Number of Reclustered AK4 Jets (E_{COM} > 200 GeV) per SJ (Control Region);nAK4 Jets (E_{COM} > 200 GeV); Events",10,-0.5,9.5);
TH1F* h_SJ_mass_CR = new TH1F("h_SJ_mass_CR","SuperJet Mass (Control Region) ;Mass [GeV]; Events / 100 GeV",40,0.,4000);
TH1F* h_disuperjet_mass_CR = new TH1F("h_disuperjet_mass_CR","diSuperJet Mass (Control Region);Mass [GeV]; Events / 200 GeV",50,0.,10000);
TH2F *h_MSJ_mass_vs_MdSJ_CR = new TH2F("h_MSJ_mass_vs_MdSJ_CR","Double Tagged Superjet mass vs diSuperjet mass (Control Region); diSuperjet mass [GeV];superjet mass", 25,0, 10000, 20, 0, 6000);
TH1F* h_combinedNNScores = new TH1F("h_combinedNNScores","Combined NN Scores (quadrature); NN Scores",40,0.,4.0);
TH1F* h_cutDisc = new TH1F("h_cutDisc","Cut-Based Discriminator; disc value",40,0.,8.0);
TH1F* h_totalDisc = new TH1F("h_totalDisc","Combined NN & CB Discriminator; disc value",40,0.,4.0);
TH1F* h_SJ1_mass_genParts = new TH1F("h_SJ1_mass_genParts","Superjet 1 Mass (gen particles); Mass [GeV]",40,0.,6000);
TH1F* h_SJ2_mass_genParts = new TH1F("h_SJ2_mass_genParts","Superjet 2 Mass (gen particles); Mass [GeV]",40,0.,6000);
TH2F *h_MSJ1_vs_MSJ2_gen = new TH2F( "h_MSJ1_vs_MSJ2_gen","Superjet 1 Mass vs Superjet 2 Mass (gen particles);Superjet 1 mass [GeV]; Superjet 2 mass [GeV]", 20,0, 6000, 20, 0, 6000);
////////////////////////////////////////////////////////////////////////////////////////////////////////
t1->SetBranchAddress("nfatjets", &nfatjets);
t1->SetBranchAddress("nSuperJets", &nSuperJets);
t1->SetBranchAddress("tot_nAK4_50", &tot_nAK4_50); //total #AK4 jets (E>50 GeV) for BOTH superjets
t1->SetBranchAddress("tot_nAK4_70", &tot_nAK4_70);
t1->SetBranchAddress("diSuperJet_mass", &diSuperJet_mass);
t1->SetBranchAddress("diSuperJet_mass_100", &diSuperJet_mass_100);
t1->SetBranchAddress("nfatjet_pre", &nfatjet_pre);
t1->SetBranchAddress("jet_pt", jet_pt);
t1->SetBranchAddress("jet_eta", jet_eta);
t1->SetBranchAddress("jet_mass", jet_mass);
t1->SetBranchAddress("SJ_nAK4_50", SJ_nAK4_50);
t1->SetBranchAddress("SJ_nAK4_70", SJ_nAK4_70);
t1->SetBranchAddress("SJ_mass_50", SJ_mass_50);
t1->SetBranchAddress("SJ_mass_70", SJ_mass_70);
t1->SetBranchAddress("SJ_mass_150", SJ_mass_150);
t1->SetBranchAddress("nbtaggedAK4", &nbtaggedAK4);
t1->SetBranchAddress("totHT", &totHT);
t1->SetBranchAddress("SJ_nAK4_300", SJ_nAK4_300);
t1->SetBranchAddress("SJ_mass_300", SJ_mass_300);
t1->SetBranchAddress("SJ_mass_50", SJ_mass_50);
t1->SetBranchAddress("SJ_mass_600", SJ_mass_600);
t1->SetBranchAddress("SJ_mass_800", SJ_mass_800);
t1->SetBranchAddress("SJ_mass_1000", SJ_mass_1000);
t1->SetBranchAddress("superJet_mass", superJet_mass);
t1->SetBranchAddress("SJ_AK4_50_mass", SJ_AK4_50_mass); //mass of individual reclustered AK4 jets
t1->SetBranchAddress("SJ_AK4_70_mass", SJ_AK4_70_mass);
t1->SetBranchAddress("SJ_nAK4_150", SJ_nAK4_150);
t1->SetBranchAddress("SJ_nAK4_200", SJ_nAK4_200);
t1->SetBranchAddress("SJ_nAK4_400", SJ_nAK4_400);
t1->SetBranchAddress("SJ_nAK4_600", SJ_nAK4_600);
t1->SetBranchAddress("SJ_nAK4_800", SJ_nAK4_800);
t1->SetBranchAddress("SJ_nAK4_1000", SJ_nAK4_1000);
t1->SetBranchAddress("nAK4" , &nAK4);
t1->SetBranchAddress("SJ_mass_100", SJ_mass_100);
t1->SetBranchAddress("SJ_nAK4_100", SJ_nAK4_100);
t1->SetBranchAddress("AK4_E", AK4_E);
t1->SetBranchAddress("daughter_mass_comb", daughter_mass_comb);
t1->SetBranchAddress("resonance_mass_comb", &resonance_mass_comb);
t1->SetBranchAddress("totMET", &totMET);
t1->SetBranchAddress("posSJP", &posSJP);
t1->SetBranchAddress("negSJP", &negSJP);
t1->SetBranchAddress("AK4_mass", AK4_mass);
t1->SetBranchAddress("AK4_bdisc", AK4_bdisc);
t1->SetBranchAddress("posSJP", &posSJP);
t1->SetBranchAddress("negSJP", &negSJP);
t1->SetBranchAddress("SJ1_decision", &SJ1_decision);
t1->SetBranchAddress("SJ2_decision", &SJ2_decision);
t1->SetBranchAddress("SJ_E", SJ_E);
t1->SetBranchAddress("SJ_Px", SJ_Px);
t1->SetBranchAddress("SJ_Py", SJ_Py);
t1->SetBranchAddress("SJ_Pz", SJ_Pz);
t1->SetBranchAddress("lab_AK4_pt", AK4_pt);
t1->SetBranchAddress("AK4_DeepJet_disc", AK4_DeepJet_disc);
t1->SetBranchAddress("SJ1_BEST_scores", SJ1_BEST_scores);
t1->SetBranchAddress("SJ2_BEST_scores", SJ2_BEST_scores);
t1->SetBranchAddress("SJ1_mass_genParts", &SJ1_mass_genParts);
t1->SetBranchAddress("SJ2_mass_genParts", &SJ2_mass_genParts);
int totalEvents = 0;
int nPreselected = 0;
int nDoubleTagged = 0;
int nDoubleTaggedNN = 0;
int nAntiTaggedTagged = 0;
int nAntiTaggedEvents = 0;
int passHTandAK8 =0;
double looseDeepCSV = 0.1241;
double medDeepCSV = 0.4184;
double tightDeepCSV = 0.7527;
double looseDeepCSV_DeepJet = 0.0490;
double medDeepCSV_DeepJet = 0.2783;
double tightDeepCSV_DeepJet = 0.7100;
int nControlRegion = 0;
int nPassPreSelection = 0;
for (Int_t i=0;i<nentries;i++)
{
t1->GetEntry(i);
totalEvents++;
h_MSJ1_vs_MSJ2_gen->Fill(SJ1_mass_genParts,SJ2_mass_genParts);
h_SJ1_mass_genParts->Fill(SJ1_mass_genParts);
h_SJ2_mass_genParts->Fill(SJ2_mass_genParts);
double cutDisc = ( (SJ_nAK4_300[0]/2.)+ (SJ_mass_100[0]/400.) + (SJ_nAK4_300[1]/2.)+ SJ_mass_100[1]/400. )/(4);
//double combinedNNScore = sqrt(pow(SJ1_BEST_scores[0],2)+pow(SJ1_BEST_scores[1],2)+pow(SJ1_BEST_scores[2],2)) + sqrt(pow(SJ2_BEST_scores[0],2)+pow(SJ2_BEST_scores[1],2)+pow(SJ2_BEST_scores[2],2)) ;
double combinedNNScore = sqrt( pow( SJ1_BEST_scores[0] + SJ1_BEST_scores[1] + SJ1_BEST_scores[2],2 ) + pow( SJ2_BEST_scores[0] + SJ2_BEST_scores[1] + SJ2_BEST_scores[2],2));
h_combinedNNScores->Fill(combinedNNScore );
h_cutDisc->Fill(cutDisc);
h_totalDisc->Fill(func(totHT,combinedNNScore,cutDisc));
/*
if( (nfatjets < 2) || (totHT < 1500.) ) continue;
if ((nfatjet_pre < 2) && ( (dijetMassOne < 1000. ) || ( dijetMassTwo < 1000.) ))
{
continue;
}
*/
int nTightBTags = 0, nMedBTags = 0, nLooseBtags =0;
for(int iii = 0;iii< nAK4; iii++)
{
if ( (AK4_DeepJet_disc[iii] > tightDeepCSV_DeepJet )) nTightBTags++;
if ( (AK4_DeepJet_disc[iii] > medDeepCSV_DeepJet )) nMedBTags++;
if ( (AK4_DeepJet_disc[iii] > looseDeepCSV_DeepJet )) nLooseBtags++;
}
h_nTightBTags->Fill(nTightBTags);
h_nMidBTags->Fill(nMedBTags);
h_nLooseBTags->Fill(nLooseBtags);
nPassPreSelection++;
h_NN_categories->Fill(SJ1_decision);
h_NN_categories->Fill(SJ2_decision);
// control region
if( (nTightBTags < 1) )
{
h_SJ_nAK4_100_CR->Fill(SJ_nAK4_100[0]);
h_SJ_nAK4_100_CR->Fill(SJ_nAK4_100[1]);
h_SJ_nAK4_200_CR->Fill(SJ_nAK4_200[0]);
h_SJ_nAK4_200_CR->Fill(SJ_nAK4_200[1]);
h_SJ_mass_CR->Fill(superJet_mass[0]);
h_SJ_mass_CR->Fill(superJet_mass[1]);
h_disuperjet_mass_CR->Fill(diSuperJet_mass);
if( (SJ_nAK4_300[0]>=2) && (SJ_mass_100[0]>400.) )
{
if((SJ_nAK4_300[1]>=2) && (SJ_mass_100[1]>=400.) )
{
h_MSJ_mass_vs_MdSJ_CR->Fill(diSuperJet_mass,( superJet_mass[1]+superJet_mass[0])/2 );
}
}
nControlRegion++;
}
h_MSJ_mass_vs_MdSJ_DT->Fill(diSuperJet_mass,( superJet_mass[1]+superJet_mass[0])/2 );
h_disuperjet_mass->Fill(diSuperJet_mass);
h_MSJ_mass_vs_MdSJ_DT->Fill(diSuperJet_mass,( superJet_mass[1]+superJet_mass[0])/2 );
h_SJ_mass->Fill( (superJet_mass[0]+superJet_mass[1])/2. );
/*
//signal region double tagging CUT BASED
if ( nTightBTags > 0)
{
nPreselected++;
h_disuperjet_mass->Fill(diSuperJet_mass);
if( (SJ_nAK4_300[0]>=2) && (SJ_mass_100[0]>=400.) )
{
if((SJ_nAK4_300[1]>=2) && (SJ_mass_100[1]>=400.) )
{
nDoubleTagged++;
h_MSJ_mass_vs_MdSJ_DT->Fill(diSuperJet_mass,( superJet_mass[1]+superJet_mass[0])/2 );
h_SJ_mass->Fill( (superJet_mass[0]+superJet_mass[1])/2. );
}
}
// double tagging NN based
if( (SJ1_decision<3) && (SJ2_decision<3) )
{
nDoubleTaggedNN++;
h_MSJ_mass_vs_MdSJ_DTNN->Fill(diSuperJet_mass,( superJet_mass[1]+superJet_mass[0])/2 );
}
}
*/
}
outFile.Write();
}