1 |
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2 | /** \class TauTagging
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3 | *
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4 | * Determines origin of jet,
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5 | * applies b-tagging efficiency (miss identification rate) formulas
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6 | * and sets b-tagging flags
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7 | *
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8 | * $Date: 2013-07-11 22:22:27 +0000 (Thu, 11 Jul 2013) $
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9 | * $Revision: 1217 $
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10 | *
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11 | *
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12 | * \author P. Demin - UCL, Louvain-la-Neuve
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13 | *
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14 | */
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15 |
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16 | #include "modules/TauTagging.h"
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17 |
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18 | #include "classes/DelphesClasses.h"
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19 | #include "classes/DelphesFactory.h"
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20 | #include "classes/DelphesFormula.h"
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21 |
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22 | #include "ExRootAnalysis/ExRootResult.h"
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23 | #include "ExRootAnalysis/ExRootFilter.h"
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24 | #include "ExRootAnalysis/ExRootClassifier.h"
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25 |
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26 | #include "TMath.h"
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27 | #include "TString.h"
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28 | #include "TFormula.h"
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29 | #include "TRandom3.h"
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30 | #include "TObjArray.h"
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31 | #include "TDatabasePDG.h"
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32 | #include "TLorentzVector.h"
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33 |
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34 | #include <algorithm>
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35 | #include <stdexcept>
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36 | #include <iostream>
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37 | #include <sstream>
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38 |
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39 | using namespace std;
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40 |
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41 | //------------------------------------------------------------------------------
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42 |
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43 | class TauTaggingPartonClassifier : public ExRootClassifier
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44 | {
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45 | public:
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46 |
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47 | TauTaggingPartonClassifier(const TObjArray *array);
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48 |
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49 | Int_t GetCategory(TObject *object);
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50 |
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51 | Double_t fEtaMax, fPTMin;
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52 |
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53 | const TObjArray *fParticleInputArray;
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54 | };
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55 |
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56 | //------------------------------------------------------------------------------
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57 | TauTaggingPartonClassifier::TauTaggingPartonClassifier(const TObjArray *array) :
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58 | fParticleInputArray(array)
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59 | {
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60 | }
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61 |
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62 | //------------------------------------------------------------------------------
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63 |
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64 | Int_t TauTaggingPartonClassifier::GetCategory(TObject *object)
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65 | {
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66 | Candidate *tau = static_cast<Candidate *>(object);
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67 | Candidate *daughter = 0;
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68 | const TLorentzVector &momentum = tau->Momentum;
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69 | Int_t pdgCode, i;
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70 |
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71 | pdgCode = TMath::Abs(tau->PID);
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72 | if(pdgCode != 15) return -1;
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73 |
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74 | if(momentum.Pt() <= fPTMin || TMath::Abs(momentum.Eta()) > fEtaMax) return -1;
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75 |
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76 | if(tau->D1 < 0) return -1;
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77 |
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78 | if(tau->D1 >= fParticleInputArray->GetEntriesFast() ||
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79 | tau->D2 >= fParticleInputArray->GetEntriesFast())
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80 | {
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81 | throw runtime_error("tau's daughter index is greater than the ParticleInputArray size");
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82 | }
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83 |
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84 | for(i = tau->D1; i <= tau->D2; ++i)
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85 | {
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86 | daughter = static_cast<Candidate *>(fParticleInputArray->At(i));
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87 | pdgCode = TMath::Abs(daughter->PID);
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88 | if(pdgCode == 11 || pdgCode == 13 || pdgCode == 15 || pdgCode == 24) return -1;
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89 | }
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90 |
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91 | return 0;
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92 | }
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93 |
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94 | //------------------------------------------------------------------------------
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95 |
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96 | TauTagging::TauTagging() :
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97 | fClassifier(0), fFilter(0),
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98 | fItPartonInputArray(0), fItJetInputArray(0)
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99 | {
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100 | }
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101 |
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102 | //------------------------------------------------------------------------------
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103 |
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104 | TauTagging::~TauTagging()
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105 | {
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106 | }
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107 |
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108 | //------------------------------------------------------------------------------
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109 |
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110 | void TauTagging::Init()
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111 | {
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112 | map< Int_t, DelphesFormula * >::iterator itEfficiencyMap;
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113 | ExRootConfParam param;
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114 | DelphesFormula *formula;
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115 | Int_t i, size;
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116 |
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117 | fDeltaR = GetDouble("DeltaR", 0.5);
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118 |
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119 | // read efficiency formulas
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120 | param = GetParam("EfficiencyFormula");
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121 | size = param.GetSize();
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122 |
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123 | fEfficiencyMap.clear();
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124 | for(i = 0; i < size/2; ++i)
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125 | {
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126 | formula = new DelphesFormula;
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127 | formula->Compile(param[i*2 + 1].GetString());
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128 |
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129 | fEfficiencyMap[param[i*2].GetInt()] = formula;
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130 | }
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131 |
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132 | // set default efficiency formula
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133 | itEfficiencyMap = fEfficiencyMap.find(0);
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134 | if(itEfficiencyMap == fEfficiencyMap.end())
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135 | {
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136 | formula = new DelphesFormula;
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137 | formula->Compile("0.0");
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138 |
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139 | fEfficiencyMap[0] = formula;
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140 | }
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141 |
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142 | // import input array(s)
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143 |
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144 | fParticleInputArray = ImportArray(GetString("ParticleInputArray", "Delphes/allParticles"));
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145 |
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146 | fClassifier = new TauTaggingPartonClassifier(fParticleInputArray);
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147 | fClassifier->fPTMin = GetDouble("TauPTMin", 1.0);
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148 | fClassifier->fEtaMax = GetDouble("TauEtaMax", 2.5);
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149 |
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150 | fPartonInputArray = ImportArray(GetString("PartonInputArray", "Delphes/partons"));
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151 | fItPartonInputArray = fPartonInputArray->MakeIterator();
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152 |
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153 | fFilter = new ExRootFilter(fPartonInputArray);
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154 |
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155 | fJetInputArray = ImportArray(GetString("JetInputArray", "FastJetFinder/jets"));
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156 | fItJetInputArray = fJetInputArray->MakeIterator();
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157 | }
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158 |
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159 | //------------------------------------------------------------------------------
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160 |
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161 | void TauTagging::Finish()
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162 | {
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163 | map< Int_t, DelphesFormula * >::iterator itEfficiencyMap;
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164 | DelphesFormula *formula;
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165 |
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166 | if(fFilter) delete fFilter;
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167 | if(fClassifier) delete fClassifier;
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168 | if(fItJetInputArray) delete fItJetInputArray;
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169 | if(fItPartonInputArray) delete fItPartonInputArray;
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170 |
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171 | for(itEfficiencyMap = fEfficiencyMap.begin(); itEfficiencyMap != fEfficiencyMap.end(); ++itEfficiencyMap)
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172 | {
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173 | formula = itEfficiencyMap->second;
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174 | if(formula) delete formula;
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175 | }
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176 | }
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177 |
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178 | //------------------------------------------------------------------------------
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179 |
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180 | void TauTagging::Process()
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181 | {
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182 | Candidate *jet, *tau, *daughter;
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183 | TLorentzVector tauMomentum;
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184 | Double_t pt, eta, phi;
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185 | TObjArray *tauArray;
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186 | map< Int_t, DelphesFormula * >::iterator itEfficiencyMap;
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187 | DelphesFormula *formula;
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188 | Int_t pdgCode, charge, i;
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189 |
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190 | // select taus
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191 | fFilter->Reset();
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192 | tauArray = fFilter->GetSubArray(fClassifier, 0);
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193 |
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194 | if(tauArray == 0) return;
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195 |
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196 | TIter itTauArray(tauArray);
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197 |
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198 | // loop over all input jets
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199 | fItJetInputArray->Reset();
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200 | while((jet = static_cast<Candidate *>(fItJetInputArray->Next())))
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201 | {
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202 | const TLorentzVector &jetMomentum = jet->Momentum;
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203 | pdgCode = 0;
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204 | charge = gRandom->Uniform() > 0.5 ? 1 : -1;
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205 | eta = jetMomentum.Eta();
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206 | phi = jetMomentum.Phi();
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207 | pt = jetMomentum.Pt();
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208 |
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209 | // loop over all input taus
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210 | itTauArray.Reset();
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211 | while((tau = static_cast<Candidate *>(itTauArray.Next())))
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212 | {
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213 | if(tau->D1 < 0) continue;
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214 |
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215 | if(tau->D1 >= fParticleInputArray->GetEntriesFast() ||
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216 | tau->D2 >= fParticleInputArray->GetEntriesFast())
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217 | {
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218 | throw runtime_error("tau's daughter index is greater than the ParticleInputArray size");
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219 | }
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220 |
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221 | tauMomentum.SetPxPyPzE(0.0, 0.0, 0.0, 0.0);
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222 |
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223 | for(i = tau->D1; i <= tau->D2; ++i)
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224 | {
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225 | daughter = static_cast<Candidate *>(fParticleInputArray->At(i));
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226 | if(TMath::Abs(daughter->PID) == 16) continue;
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227 | tauMomentum += daughter->Momentum;
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228 | }
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229 |
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230 | if(jetMomentum.DeltaR(tauMomentum) <= fDeltaR)
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231 | {
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232 | pdgCode = 15;
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233 | charge = tau->Charge;
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234 | }
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235 | }
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236 | // find an efficency formula
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237 | itEfficiencyMap = fEfficiencyMap.find(pdgCode);
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238 | if(itEfficiencyMap == fEfficiencyMap.end())
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239 | {
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240 | itEfficiencyMap = fEfficiencyMap.find(0);
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241 | }
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242 | formula = itEfficiencyMap->second;
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243 |
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244 | // apply an efficency formula
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245 | jet->TauTag = gRandom->Uniform() <= formula->Eval(pt, eta);
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246 | // set tau charge
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247 | jet->Charge = charge;
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248 | }
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249 | }
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250 |
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251 | //------------------------------------------------------------------------------
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