[4] | 1 |
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| 2 | Using ExRootAnalysis package for PGS data analysis
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| 3 | ==================================================
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| 4 |
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| 5 |
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| 6 | Author: Pavel Demin
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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| 11 | Introductory remarks
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| 12 | ====================
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| 13 |
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| 14 |
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| 15 | The ExRootAnalysis is a package designed to simplify ROOT tree production and
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| 16 | analysis. The purpose of this tutorial is to present current functionality of
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| 17 | this software.
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 | Quick start with ExRootAnalysis
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| 23 | ===============================
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| 24 |
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| 25 | Make sure that ROOT is installed and ROOTSYS, PATH, LD_LIBRARY_PATH,
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| 26 | DYLD_LIBRARY_PATH are configured correctly.
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| 27 |
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| 28 | Command to unpack the source code:
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| 29 |
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| 30 | tar -zxf ExRootAnalysis.tar.gz
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| 31 |
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| 32 | Commands to create shared library for interactive ROOT session:
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| 33 |
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| 34 | cd ExRootAnalysis
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| 35 |
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| 36 | make
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| 37 |
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| 38 | Commands to create static library for linking with PGS:
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| 39 |
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| 40 | cd ExRootAnalysis
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| 41 |
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| 42 | make static
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| 43 |
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| 44 |
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| 45 |
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| 46 |
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| 47 | Simple analysis using TTree::Draw
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| 48 | =================================
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| 49 |
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| 50 |
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| 51 | Now we can start ROOT and look at the data stored in the ROOT tree.
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| 52 |
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| 53 | Start ROOT and load shared library:
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| 54 |
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| 55 | root
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| 56 | gSystem->Load("lib/libExRootAnalysis.so");
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| 57 |
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| 58 | Open ROOT tree file and do some basic analysis using Draw or TBrowser:
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| 59 |
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| 60 | TFile::Open("pgs_events.root");
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| 61 | LHCO->Draw("Electron.PT");
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| 62 | TBrowser browser;
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| 63 |
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| 64 | Note 1: LHCO - tree name, it can be learnt e.g. from TBrowser
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| 65 |
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| 66 | Note 2: Electron - branch name; PT - variable (leaf) of this branch
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| 67 |
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| 68 | Complete description of all branches can be found in
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| 69 |
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| 70 | ExRootAnalysis/doc/RootTreeDescription.html
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| 71 |
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| 72 |
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| 73 |
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| 74 |
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| 75 | Macro-based analysis
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| 76 | ====================
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| 77 |
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| 78 |
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| 79 | Analysis macro consists of histogram booking, event loop (histogram filling),
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| 80 | histogram display
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| 81 |
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| 82 | Basic analysis macro:
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| 83 |
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| 84 | {
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| 85 | // Load shared library
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| 86 | gSystem->Load("lib/libExRootAnalysis.so");
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| 87 | gSystem->Load("libPhysics");
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| 88 |
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| 89 | // Create chain of root trees
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| 90 | TChain chain("LHCO");
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| 91 | chain.Add("pgs_events.root");
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| 92 |
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| 93 | // Create object of class ExRootTreeReader
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| 94 | ExRootTreeReader *treeReader = new ExRootTreeReader(&chain);
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| 95 | Long64_t numberOfEntries = treeReader->GetEntries();
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| 96 |
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| 97 | // Get pointers to branches used in this analysis
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| 98 | TClonesArray *branchJet = treeReader->UseBranch("Jet");
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| 99 | TClonesArray *branchElectron = treeReader->UseBranch("Electron");
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| 100 |
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| 101 | // Book histograms
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| 102 | TH1 *histJetPT = new TH1F("jet_pt", "jet P_{T}", 100, 0.0, 100.0);
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| 103 | TH1 *histMass = new TH1F("mass", "M_{inv}(e_{1}, e_{2})", 100, 40.0, 140.0);
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| 104 |
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| 105 | // Loop over all events
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| 106 | for(Int_t entry = 0; entry < numberOfEntries; ++entry) {
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| 107 |
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| 108 | // Load selected branches with data from specified event
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| 109 | treeReader->ReadEntry(entry);
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| 110 |
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| 111 | // If event contains at least 1 jet
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| 112 | if(branchJet->GetEntries() > 0) {
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| 113 |
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| 114 | // Take first jet
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| 115 | TRootJet *jet = (TRootJet*) branchJet->At(0);
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| 116 |
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| 117 | // Plot jet transverse momentum
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| 118 | histJetPT->Fill(jet->PT);
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| 119 |
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| 120 | // Print jet transverse momentum
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| 121 | cout << jet->PT << endl;
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| 122 | }
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| 123 |
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| 124 | TRootElectron *elec1, *elec2;
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| 125 | TLorentzVector vec1, vec2;
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| 126 |
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| 127 | // If event contains at least 2 electrons
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| 128 | if(branchElectron->GetEntries() > 1) {
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| 129 |
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| 130 | // Take first two electrons
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| 131 | elec1 = (TRootElectron *) branchElectron->At(0);
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| 132 | elec2 = (TRootElectron *) branchElectron->At(1);
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| 133 |
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| 134 | // Create two 4-vectors for the electrons
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| 135 | vec1.SetPtEtaPhiM(elec1->PT, elec1->Eta, elec1->Phi, 0.0);
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| 136 | vec2.SetPtEtaPhiM(elec2->PT, elec2->Eta, elec2->Phi, 0.0);
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| 137 |
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| 138 | // Plot their invariant mass
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| 139 | histMass->Fill((vec1 + vec2).M());
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| 140 | }
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| 141 | }
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| 142 |
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| 143 | // Show resulting histograms
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| 144 | histJetPT->Draw();
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| 145 | histMass->Draw();
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| 146 | }
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| 147 |
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| 148 |
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| 149 |
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| 150 |
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| 151 | More advanced macro-based analysis
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| 152 | ==================================
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| 153 |
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| 154 |
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| 155 | ExRootAnalysis/test contains macro Example.C using class ExRootTreeReader to
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| 156 | access data and class ExRootResult to manage histograms booking and output
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| 157 |
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| 158 | Here are commands to run this macro:
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| 159 |
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| 160 | cd ExRootAnalysis/test
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| 161 | $EDITOR test.list
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| 162 | root
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| 163 | gSystem->Load("../lib/libExRootAnalysis.so");
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| 164 | .X Example.C("test.list");
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| 165 |
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| 166 | Note: file test.list should contain list of root files that you would like to
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| 167 | analyse (one root file per line)
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| 168 |
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| 169 |
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