training tryouts branch to master #3
| @ -1,11 +1,11 @@ | ||||
| #### B0ToHpHmMuMu @ Tue Apr 16 10:40:41 2024 #### | ||||
| J/Psi Mode: 341 #pm 23 / 202 #pm 25 | ||||
|    Sig/Bkg: 1.69 #pm 0.24 | ||||
| Psi(2S) Mode: 25 #pm 7 / 40 #pm 9 | ||||
|    Sig/Bkg: 0.62 #pm 0.21 | ||||
| Mode Yield Ratio: 0.072 #pm 0.019 | ||||
| #### B0ToHpHmMuMu @ Fri Apr  5 14:10:32 2024 #### | ||||
| J/Psi Mode: 252 #pm 19 / 59 #pm 14 | ||||
|    Sig/Bkg: 4.25 #pm 1.02 | ||||
| Psi(2S) Mode: 15 #pm 4 / 3 #pm 4 | ||||
|    Sig/Bkg: 4.59 #pm 4.45 | ||||
| Mode Yield Ratio: 0.060 #pm 0.017 | ||||
| Rel Br Frac MuMu: 7.701 #pm 0.804 | ||||
| Rel Br Frac: 0.554 #pm 0.157 | ||||
| Rel Br Frac: 0.463 #pm 0.136 | ||||
| 
 | ||||
| 
 | ||||
| Fitted Parameters: Simulation | ||||
| @ -19,14 +19,14 @@ n_{R} = 5.67 \pm 0.73 | ||||
| 
 | ||||
| Fitted Parameters: J/PSI | ||||
| 
 | ||||
| N_{Sig} = 341 \pm 23 | ||||
| N_{Bkg} = 202 \pm 25 | ||||
| N_{Bkg,2#sigma} = 95 \pm 6 | ||||
| N_{Sig}/N_{Bkg} = 1.69 \pm 0.23 | ||||
| N_{Sig}/N_{Bkg,2#sigma} = 3.59 \pm 0.32 | ||||
| #lambda = -0.00188 \pm 0.00064 | ||||
| #mu = 5269.98 \pm 1.88 | ||||
| #sigma_{LR} = 26.06 \pm 1.94 | ||||
| N_{Sig} = 252 \pm 19 | ||||
| N_{Bkg} = 59 \pm 14 | ||||
| N_{Bkg,2#sigma} = 79 \pm 6 | ||||
| N_{Sig}/N_{Bkg} = 4.25 \pm 1.02 | ||||
| N_{Sig}/N_{Bkg,2#sigma} = 3.19 \pm 0.33 | ||||
| #lambda = -0.00400 \pm 0.00395 | ||||
| #mu = 5267.82 \pm 2.42 | ||||
| #sigma_{LR} = 29.94 \pm 2.37 | ||||
| #alpha_{L} = 1.72 (c) | ||||
| n_{L} = 3.34 (c) | ||||
| #alpha_{R} = 1.76 (c) | ||||
| @ -34,14 +34,14 @@ n_{R} = 5.67 (c) | ||||
| 
 | ||||
| Fitted Parameters: PSI(2S) | ||||
| 
 | ||||
| N_{Sig} = 25 \pm 6 | ||||
| N_{Bkg} = 40 \pm 9 | ||||
| N_{Bkg,2#sigma} = 14 \pm 2 | ||||
| N_{Sig}/N_{Bkg} = 0.62 \pm 0.20 | ||||
| N_{Sig}/N_{Bkg,2#sigma} = 1.79 \pm 0.54 | ||||
| #lambda = -0.00355 \pm 0.00217 | ||||
| #mu = 5269.38 \pm 7.62 | ||||
| #sigma_{LR} = 26.06 (c) | ||||
| N_{Sig} = 15 \pm 4 | ||||
| N_{Bkg} = 3 \pm 3 | ||||
| N_{Bkg,2#sigma} = 2 \pm 1 | ||||
| N_{Sig}/N_{Bkg} = 4.59 \pm 4.44 | ||||
| N_{Sig}/N_{Bkg,2#sigma} = 6.17 \pm 2.34 | ||||
| #lambda = -0.00000 \pm 0.00320 | ||||
| #mu = 5275.52 \pm 8.60 | ||||
| #sigma_{LR} = 29.94 (c) | ||||
| #alpha_{L} = 1.72 (c) | ||||
| n_{L} = 3.34 (c) | ||||
| #alpha_{R} = 1.76 (c) | ||||
| @ -50,11 +50,11 @@ n_{R} = 5.67 (c) | ||||
| # J/psi | ||||
| \begin{tabular}{c|c} | ||||
| $N_{Sig}$ & $N_{Bkg}$\\\hline | ||||
| $341 \pm 23$ & $202 \pm 25$ | ||||
| $252 \pm 19$ & $59 \pm 14$ | ||||
| \end{tabular} | ||||
| 
 | ||||
| # psi(2S) | ||||
| \begin{tabular}{c|c} | ||||
| $N_{Sig}$ & $N_{Bkg}$\\\hline | ||||
| $25 \pm 6$ & $40 \pm 9$ | ||||
| $15 \pm 4$ & $3 \pm 3$ | ||||
| \end{tabular} | ||||
|  | ||||
| @ -1,18 +1,18 @@ | ||||
| #### BuToHpMuMu @ Tue Apr 16 10:26:25 2024 #### | ||||
| J/Psi Mode: 919 #pm 35 / 364 #pm 29 | ||||
|    Sig/Bkg: 2.52 #pm 0.22 | ||||
| Psi(2S) Mode: 71 #pm 12 / 211 #pm 24 | ||||
|    Sig/Bkg: 0.34 #pm 0.07 | ||||
| Mode Yield Ratio: 0.077 #pm 0.013 | ||||
| #### BuToHpMuMu @ Tue Apr 16 12:07:16 2024 #### | ||||
| J/Psi Mode: 737 #pm 30 / 174 #pm 19 | ||||
|    Sig/Bkg: 4.24 #pm 0.50 | ||||
| Psi(2S) Mode: 65 #pm 9 / 38 #pm 11 | ||||
|    Sig/Bkg: 1.70 #pm 0.51 | ||||
| Mode Yield Ratio: 0.088 #pm 0.013 | ||||
| Rel Br Frac MuMu: 7.701 #pm 0.804 | ||||
| Rel Br Frac: 0.596 #pm 0.114 | ||||
| Rel Br Frac: 0.675 #pm 0.120 | ||||
| 
 | ||||
| Params from Sim: | ||||
| aL: 1.76 | ||||
| nL: 4.01 | ||||
| aR: 1.93 | ||||
| nR: 4.36 | ||||
| S: 23.72 | ||||
| S: 23.39 | ||||
| 
 | ||||
| #mu = 5278.16 \pm 0.05 | ||||
| #sigma_{LR} = 16.43 \pm 0.05 | ||||
| @ -23,14 +23,14 @@ n_{R} = 4.36 \pm 0.19 | ||||
| 
 | ||||
| Fitted Parameters: J/PSI | ||||
| 
 | ||||
| N_{Sig} = 919 \pm 34 | ||||
| N_{Bkg} = 364 \pm 28 | ||||
| N_{Bkg,2#sigma} = 250 \pm 9 | ||||
| N_{Sig}/N_{Bkg} = 2.52 \pm 0.22 | ||||
| N_{Sig}/N_{Bkg,2#sigma} = 3.68 \pm 0.19 | ||||
| #lambda = -0.00373 \pm 0.00042 | ||||
| #mu = 5271.10 \pm 0.95 | ||||
| #sigma_{LR} = 23.72 \pm 0.88 | ||||
| N_{Sig} = 737 \pm 29 | ||||
| N_{Bkg} = 174 \pm 19 | ||||
| N_{Bkg,2#sigma} = 178 \pm 7 | ||||
| N_{Sig}/N_{Bkg} = 4.24 \pm 0.49 | ||||
| N_{Sig}/N_{Bkg,2#sigma} = 4.15 \pm 0.23 | ||||
| #lambda = -0.00400 \pm 0.00020 | ||||
| #mu = 5271.23 \pm 1.00 | ||||
| #sigma_{LR} = 23.39 \pm 0.90 | ||||
| #alpha_{L} = 1.76 (c) | ||||
| n_{L} = 4.01 (c) | ||||
| #alpha_{R} = 1.93 (c) | ||||
| @ -38,14 +38,14 @@ n_{R} = 4.36 (c) | ||||
| 
 | ||||
| Fitted Parameters: PSI(2S) | ||||
| 
 | ||||
| N_{Sig} = 71 \pm 11 | ||||
| N_{Bkg} = 211 \pm 24 | ||||
| N_{Bkg,2#sigma} = 44 \pm 4 | ||||
| N_{Sig}/N_{Bkg} = 0.34 \pm 0.06 | ||||
| N_{Sig}/N_{Bkg,2#sigma} = 1.62 \pm 0.29 | ||||
| #lambda = -0.00169 \pm 0.00058 | ||||
| #mu = 5264.61 \pm 4.01 | ||||
| #sigma_{LR} = 23.72 (c) | ||||
| N_{Sig} = 65 \pm 9 | ||||
| N_{Bkg} = 38 \pm 10 | ||||
| N_{Bkg,2#sigma} = 16 \pm 2 | ||||
| N_{Sig}/N_{Bkg} = 1.70 \pm 0.51 | ||||
| N_{Sig}/N_{Bkg,2#sigma} = 3.99 \pm 0.76 | ||||
| #lambda = -0.00186 \pm 0.00129 | ||||
| #mu = 5264.90 \pm 3.56 | ||||
| #sigma_{LR} = 23.39 (c) | ||||
| #alpha_{L} = 1.76 (c) | ||||
| n_{L} = 4.01 (c) | ||||
| #alpha_{R} = 1.93 (c) | ||||
| @ -54,11 +54,11 @@ n_{R} = 4.36 (c) | ||||
| # J/psi | ||||
| \begin{tabular}{c|c} | ||||
| $N_{Sig}$ & $N_{Bkg}$\\\hline | ||||
| $919 \pm 34$ & $364 \pm 28$ | ||||
| $737 \pm 29$ & $174 \pm 19$ | ||||
| \end{tabular} | ||||
| 
 | ||||
| # psi(2S) | ||||
| \begin{tabular}{c|c} | ||||
| $N_{Sig}$ & $N_{Bkg}$\\\hline | ||||
| $71 \pm 11$ & $211 \pm 24$ | ||||
| $65 \pm 9$ & $38 \pm 10$ | ||||
| \end{tabular} | ||||
|  | ||||
| @ -1,7 +1,7 @@ | ||||
| #### BuToKpMuMu @ Wed Apr 10 13:49:05 2024 #### | ||||
| J/Psi Mode: 815 #pm 35 / 743 #pm 45 | ||||
|    Sig/Bkg: 1.10 #pm 0.09 | ||||
| Psi(2S) Mode: 69 #pm 12 / 290 #pm 30 | ||||
| #### BuToKpMuMu @ Wed Apr 10 10:51:08 2024 #### | ||||
| J/Psi Mode: 813 #pm 35 / 734 #pm 44 | ||||
|    Sig/Bkg: 1.11 #pm 0.09 | ||||
| Psi(2S) Mode: 69 #pm 12 / 283 #pm 30 | ||||
|    Sig/Bkg: 0.24 #pm 0.05 | ||||
| Mode Yield Ratio: 0.085 #pm 0.015 | ||||
| Rel Br Frac MuMu: 7.701 #pm 0.804 | ||||
| @ -9,10 +9,10 @@ Rel Br Frac: 0.654 #pm 0.132 | ||||
| 
 | ||||
| Params from Sim: | ||||
| aL: 1.77 | ||||
| nL: 3.96 | ||||
| aR: 1.95 | ||||
| nR: 4.62 | ||||
| S: 24.11 | ||||
| nL: 3.86 | ||||
| aR: 1.96 | ||||
| nR: 4.43 | ||||
| S: 24.08 | ||||
| 
 | ||||
| #mu = 5278.10 \pm 0.05 | ||||
| #sigma_{LR} = 16.34 \pm 0.05 | ||||
| @ -23,14 +23,14 @@ n_{R} = 4.62 \pm 0.22 | ||||
| 
 | ||||
| Fitted Parameters: J/PSI | ||||
| 
 | ||||
| N_{Sig} = 815 \pm 34 | ||||
| N_{Bkg} = 743 \pm 44 | ||||
| N_{Bkg,2#sigma} = 258 \pm 9 | ||||
| N_{Sig}/N_{Bkg} = 1.10 \pm 0.08 | ||||
| N_{Sig}/N_{Bkg,2#sigma} = 3.15 \pm 0.18 | ||||
| #lambda = -0.00207 \pm 0.00031 | ||||
| #mu = 5271.47 \pm 1.08 | ||||
| #sigma_{LR} = 24.11 \pm 1.02 | ||||
| N_{Sig} = 813 \pm 34 | ||||
| N_{Bkg} = 734 \pm 44 | ||||
| N_{Bkg,2#sigma} = 257 \pm 9 | ||||
| N_{Sig}/N_{Bkg} = 1.11 \pm 0.08 | ||||
| N_{Sig}/N_{Bkg,2#sigma} = 3.16 \pm 0.18 | ||||
| #lambda = -0.00209 \pm 0.00031 | ||||
| #mu = 5271.35 \pm 1.08 | ||||
| #sigma_{LR} = 24.08 \pm 1.02 | ||||
| #alpha_{L} = 1.77 (c) | ||||
| n_{L} = 3.96 (c) | ||||
| #alpha_{R} = 1.95 (c) | ||||
| @ -38,14 +38,14 @@ n_{R} = 4.62 (c) | ||||
| 
 | ||||
| Fitted Parameters: PSI(2S) | ||||
| 
 | ||||
| N_{Sig} = 69 \pm 12 | ||||
| N_{Bkg} = 290 \pm 30 | ||||
| N_{Bkg,2#sigma} = 53 \pm 5 | ||||
| N_{Sig} = 69 \pm 11 | ||||
| N_{Bkg} = 283 \pm 29 | ||||
| N_{Bkg,2#sigma} = 52 \pm 5 | ||||
| N_{Sig}/N_{Bkg} = 0.24 \pm 0.05 | ||||
| N_{Sig}/N_{Bkg,2#sigma} = 1.32 \pm 0.25 | ||||
| #lambda = -0.00131 \pm 0.00051 | ||||
| #mu = 5268.09 \pm 4.24 | ||||
| #sigma_{LR} = 24.11 (c) | ||||
| N_{Sig}/N_{Bkg,2#sigma} = 1.33 \pm 0.25 | ||||
| #lambda = -0.00136 \pm 0.00051 | ||||
| #mu = 5268.31 \pm 4.17 | ||||
| #sigma_{LR} = 24.08 (c) | ||||
| #alpha_{L} = 1.77 (c) | ||||
| n_{L} = 3.96 (c) | ||||
| #alpha_{R} = 1.95 (c) | ||||
| @ -54,11 +54,11 @@ n_{R} = 4.62 (c) | ||||
| # J/psi | ||||
| \begin{tabular}{c|c} | ||||
| $N_{Sig}$ & $N_{Bkg}$\\\hline | ||||
| $815 \pm 34$ & $743 \pm 44$ | ||||
| $813 \pm 34$ & $734 \pm 44$ | ||||
| \end{tabular} | ||||
| 
 | ||||
| # psi(2S) | ||||
| \begin{tabular}{c|c} | ||||
| $N_{Sig}$ & $N_{Bkg}$\\\hline | ||||
| $69 \pm 12$ & $290 \pm 30$ | ||||
| $69 \pm 11$ & $283 \pm 29$ | ||||
| \end{tabular} | ||||
|  | ||||
| @ -229,7 +229,7 @@ void TrainBDT(std::vector<TV *> vars, const char* unique_id, TTree *sig_tree, TT | ||||
|   data_loader->AddBackgroundTree(bkg_tree, background_weight); | ||||
|   data_loader->PrepareTrainingAndTestTree("", "", "nTrain_Signal=0:nTrain_Background=0:SplitMode=Random:NormMode=NumEvents:V"); | ||||
| 
 | ||||
|   factory->BookMethod(data_loader, TMVA::Types::kBDT, "BDT", "!H:!V:NTrees=600:MinNodeSize=2.5%:CreateMVAPdfs:MaxDepth=3:BoostType=AdaBoost:AdaBoostBeta=0.5:UseBaggedBoost:BaggedSampleFraction=0.5:SeparationType=GiniIndex:nCuts=20"); | ||||
|   factory->BookMethod(data_loader, TMVA::Types::kBDT, "BDT", "!H:!V:NTrees=400:MinNodeSize=2.5%:CreateMVAPdfs:MaxDepth=3:BoostType=AdaBoost:AdaBoostBeta=0.5:UseBaggedBoost:BaggedSampleFraction=0.5:SeparationType=GiniIndex:nCuts=20"); | ||||
| 
 | ||||
|   factory->TrainAllMethods(); | ||||
|   factory->TestAllMethods(); | ||||
|  | ||||
| @ -50,7 +50,8 @@ int new_analysis_b02hphmmumu() | ||||
|   const char *data_tree_name = "SpruceRD_B0ToHpHmMuMu"; | ||||
|   const char *sim_tree_name = "B0ToHpHmMuMu_noPID_mapped"; | ||||
|   const char *end_state_mass_literal = "m(#pi^{+}#pi^{-}_{(#rightarrow K^{-})}#mu^{+}#mu^{-} & #pi^{+}_{(#rightarrow K^{+})}#pi^{-}#mu^{+}#mu^{-}) [MeV]"; | ||||
|   const bool retrain_bdt = true; | ||||
|   const bool retrain_bdt = false; | ||||
|   const bool skip_fit = false; | ||||
| 
 | ||||
|   TChain *data_chain = new TChain(TString::Format("%s/DecayTree", data_tree_name)); | ||||
|   data_chain->Add("/auto/data/pfeiffer/inclusive_detached_dilepton/data_samples/Collision23_Beam6800GeV-VeloClosed-MagDown-Excl-UT_RealData_Sprucing23r1_90000000_RD.root"); | ||||
| @ -108,8 +109,10 @@ int new_analysis_b02hphmmumu() | ||||
|       TV::Float("B0_PT", "B0_PT"), | ||||
|       TV::Float("B0_BPVFDCHI2", "B0_BPVFDCHI2"), | ||||
|       TV::Float("B0_BPVDIRA", "B0_BPVDIRA"), | ||||
|       TV::Double("B0_CHI2", "B0_CHI2"), | ||||
|       TV::Float("Jpsi_BPVIPCHI2", "Jpsi_BPVIPCHI2"), | ||||
|       TV::Float("Jpsi_PT", "Jpsi_PT"), | ||||
|       TV::Double("Jpsi_CHI2", "Jpsi_CHI2"), | ||||
|       TV::Float("Kst0_BPVIPCHI2", "Kst0_BPVIPCHI2"), | ||||
|       TV::Float("Kst0_PT", "Kst0_PT"), | ||||
|       TV::Float("Kplus_BPVIPCHI2", "Kplus_BPVIPCHI2"), | ||||
| @ -117,10 +120,10 @@ int new_analysis_b02hphmmumu() | ||||
|       TV::Float("piminus_BPVIPCHI2", "piminus_BPVIPCHI2"), | ||||
|       TV::Float("piminus_PT", "piminus_PT"), | ||||
|       kplus_pid_k_var, | ||||
|       TV::Float("muminus_BPVIPCHI2", "muminus_BPVIPCHI2"), | ||||
|       // TV::Float("muminus_PT", "muminus_PT"),
 | ||||
|       TV::Float("muplus_BPVIPCHI2", "muplus_BPVIPCHI2"), | ||||
|       // TV::Float("muplus_PT", "muplus_PT"),
 | ||||
|       //TV::Float("muminus_BPVIPCHI2", "muminus_BPVIPCHI2"),
 | ||||
|       TV::Float("muminus_PT", "muminus_PT"), | ||||
|       //TV::Float("muplus_BPVIPCHI2", "muplus_BPVIPCHI2"),
 | ||||
|       TV::Float("muplus_PT", "muplus_PT"), | ||||
|   }; | ||||
| 
 | ||||
|   TTree *sig_tree = new TTree("TreeS", "tree containing signal data"); | ||||
| @ -147,7 +150,8 @@ int new_analysis_b02hphmmumu() | ||||
|       if (std::all_of(vars.begin(), vars.end(), [](TV *v) | ||||
|                       { return v->IsDataFinite(); })) | ||||
|       { | ||||
|         if (reconstructed_B_Mass > 5500. && ((TMath::Abs(dimuon.M() - JPSI_MASS) < 100.) || (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.))) | ||||
|         if (reconstructed_B_Mass > 5500. && ((TMath::Abs(dimuon.M() - JPSI_MASS) < 100.) || (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.)) | ||||
|               && kplus_pid_k_var->GetDataDouble() > -3 && (kplus_pid_k_var->GetDataDouble() - piminus_PID_K) > 0) | ||||
|         { | ||||
|           bkg_tree->Fill(); | ||||
|           bkg_events++; | ||||
| @ -194,6 +198,11 @@ int new_analysis_b02hphmmumu() | ||||
|     std::cout << "# Finished BDT retrain." << std::endl; | ||||
|   } | ||||
| 
 | ||||
|   if (skip_fit) { | ||||
|     std::cout << "# Skipping evaluation of data." << std::endl; | ||||
|     return 0; | ||||
|   } | ||||
| 
 | ||||
|   std::cout << "# Starting evaluation of data." << std::endl; | ||||
| 
 | ||||
|   Float_t *train_vars = new Float_t[vars.size()]; | ||||
|  | ||||
| @ -50,7 +50,8 @@ int new_analysis_bu2hpmumu() | ||||
|   const char *data_tree_name = "SpruceRD_BuToHpMuMu"; | ||||
|   const char *sim_tree_name = "BuToHpMuMu_noPID_mapped"; | ||||
|   const char *end_state_mass_literal = "m(#pi^{+}_{(#rightarrow K^{+})}#mu^{+}#mu^{-}) [MeV]"; | ||||
|   const bool retrain_bdt = true; | ||||
|   const bool retrain_bdt = false; | ||||
|   const bool skip_fit = false; | ||||
| 
 | ||||
|   TChain *data_chain = new TChain(TString::Format("%s/DecayTree", data_tree_name)); | ||||
|   data_chain->Add("/auto/data/pfeiffer/inclusive_detached_dilepton/data_samples/Collision23_Beam6800GeV-VeloClosed-MagDown-Excl-UT_RealData_Sprucing23r1_90000000_RD.root"); | ||||
| @ -60,9 +61,9 @@ int new_analysis_bu2hpmumu() | ||||
|   FourVect *l24v_data = FourVect::Init(data_chain, "muplus"); | ||||
|   FourVect *hp4v_data = FourVect::Init(data_chain, "Kplus"); | ||||
| 
 | ||||
|   // Double_t Kplus_PID_K;
 | ||||
|   Double_t Kplus_PID_K; | ||||
| 
 | ||||
|   // data_chain->SetBranchAddress("Kplus_PID_K", &Kplus_PID_K);
 | ||||
|   data_chain->SetBranchAddress("Kplus_PID_K", &Kplus_PID_K); | ||||
| 
 | ||||
|   TChain *sim_chain = new TChain(TString::Format("%s/DecayTree", sim_tree_name)); | ||||
|   sim_chain->Add("/auto/data/pfeiffer/inclusive_detached_dilepton/MC/BuToHpMuMu_mapped_mc.root"); | ||||
| @ -100,17 +101,19 @@ int new_analysis_bu2hpmumu() | ||||
|   auto hlt1_decision_histos = CreateHlt1DecisionHistos(analysis_name); | ||||
|   std::map<std::string, int> exclusive_hits{}; | ||||
| 
 | ||||
|   TV *kplus_pid_k_var = TV::Double("Kplus_PID_K", "Kplus_PID_K"); | ||||
|   // TV* kplus_pid_k_var = TV::Double("Kplus_PID_K", "Kplus_PID_K");
 | ||||
| 
 | ||||
|   std::vector<TV *> vars{ | ||||
|       TV::Float("B_PT", "B_PT"), | ||||
|       TV::Float("B_BPVFDCHI2", "B_BPVFDCHI2"), | ||||
|       // TV::Float("B_BPVFDCHI2", "B_BPVFDCHI2"),
 | ||||
|       TV::Float("B_BPVDIRA", "B_BPVDIRA"), | ||||
|       TV::Double("B_CHI2", "B_CHI2"), | ||||
|       TV::Float("Jpsi_BPVIPCHI2", "Jpsi_BPVIPCHI2"), | ||||
|       TV::Float("Jpsi_PT", "Jpsi_PT"), | ||||
|       TV::Double("Jpsi_CHI2", "Jpsi_CHI2"), | ||||
|       TV::Float("Kplus_BPVIPCHI2", "Kplus_BPVIPCHI2"), | ||||
|       TV::Float("Kplus_PT", "Kplus_PT"), | ||||
|       kplus_pid_k_var, | ||||
|       // kplus_pid_k_var,
 | ||||
|       TV::Float("muminus_BPVIPCHI2", "muminus_BPVIPCHI2"), | ||||
|       // TV::Float("muminus_PT", "muminus_PT"),
 | ||||
|       TV::Float("muplus_BPVIPCHI2", "muplus_BPVIPCHI2"), | ||||
| @ -142,7 +145,7 @@ int new_analysis_bu2hpmumu() | ||||
|       if (std::all_of(vars.begin(), vars.end(), [](TV *v) | ||||
|                       { return v->IsDataFinite(); })) | ||||
|       { | ||||
|         if (reconstructed_B_Mass > 5500. && ((TMath::Abs(dimuon.M() - JPSI_MASS) < 100.) || (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.))) | ||||
|         if (reconstructed_B_Mass > 5500. && ((TMath::Abs(dimuon.M() - JPSI_MASS) < 100.) || (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.)) && Kplus_PID_K > -3) | ||||
|         { | ||||
|           bkg_tree->Fill(); | ||||
|           bkg_events++; | ||||
| @ -186,6 +189,12 @@ int new_analysis_bu2hpmumu() | ||||
|     std::cout << "# Finished BDT retrain." << std::endl; | ||||
|   } | ||||
| 
 | ||||
|   if (skip_fit) | ||||
|   { | ||||
|     std::cout << "# Skipping evaluation of data." << std::endl; | ||||
|     return 0; | ||||
|   } | ||||
| 
 | ||||
|   std::cout << "# Starting evaluation of data." << std::endl; | ||||
| 
 | ||||
|   Float_t *train_vars = new Float_t[vars.size()]; | ||||
| @ -222,13 +231,13 @@ int new_analysis_bu2hpmumu() | ||||
|       FillHlt1DecisionHistos(hlt1_decision_histos, reconstructed_B_Mass); | ||||
|     } | ||||
| 
 | ||||
|     h1_B_Mass_unf->Fill(reconstructed_B_Mass); | ||||
| 
 | ||||
|     if (kplus_pid_k_var->GetDataDouble() > -3 && ((TMath::Abs(dimuon.M() - JPSI_MASS) < 100.) || (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.))) | ||||
|     if (Kplus_PID_K > -3 && ((TMath::Abs(dimuon.M() - JPSI_MASS) < 100.) || (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.))) | ||||
|     { | ||||
|       double mva_response = reader->EvaluateMVA("BDT"); | ||||
|       h1_bdt_probs->Fill(mva_response); | ||||
| 
 | ||||
|       h1_B_Mass_unf->Fill(reconstructed_B_Mass); | ||||
| 
 | ||||
|       if (mva_response > mva_cut_value) | ||||
|       { | ||||
|         h1_B_Mass_bdtf->Fill(reconstructed_B_Mass); | ||||
|  | ||||
| @ -58,6 +58,10 @@ int new_analysis_bu2kpmumu() | ||||
|   FourVect *l24v_data = FourVect::Init(data_chain, "muminus"); | ||||
|   FourVect *hp4v_data = FourVect::Init(data_chain, "Kplus"); | ||||
| 
 | ||||
|   Double_t Kplus_PID_K; | ||||
| 
 | ||||
|   data_chain->SetBranchAddress("Kplus_PID_K", &Kplus_PID_K); | ||||
| 
 | ||||
|   TChain *sim_chain = new TChain(TString::Format("%s/DecayTree", sim_tree_name)); | ||||
|   sim_chain->Add("/auto/data/pfeiffer/inclusive_detached_dilepton/MC/rd_btoxll_simulation_turbo_v0r0p6657752_BuToKpMuMu_12143001_magdown.root"); | ||||
| 
 | ||||
| @ -138,15 +142,18 @@ int new_analysis_bu2kpmumu() | ||||
| 
 | ||||
|     h1_B_Mass_unf->Fill(reconstructed_B_Mass); | ||||
| 
 | ||||
|     if (TMath::Abs(dimuon.M() - JPSI_MASS) < 100.) | ||||
|     if (Kplus_PID_K > -3) | ||||
|     { | ||||
|       B_Mass_jpsi_var = reconstructed_B_Mass; | ||||
|       tree_B_Mass_jpsi->Fill(); | ||||
|     } | ||||
|     else if (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.) | ||||
|     { | ||||
|       B_Mass_psi2s_var = reconstructed_B_Mass; | ||||
|       tree_B_Mass_psi2s->Fill(); | ||||
|       if (TMath::Abs(dimuon.M() - JPSI_MASS) < 100.) | ||||
|       { | ||||
|         B_Mass_jpsi_var = reconstructed_B_Mass; | ||||
|         tree_B_Mass_jpsi->Fill(); | ||||
|       } | ||||
|       else if (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.) | ||||
|       { | ||||
|         B_Mass_psi2s_var = reconstructed_B_Mass; | ||||
|         tree_B_Mass_psi2s->Fill(); | ||||
|       } | ||||
|     } | ||||
| 
 | ||||
|     PrintProgress(TString::Format("%s BDT Evaluation", analysis_name), data_entries, 10000, i); | ||||
| @ -189,36 +196,41 @@ int new_analysis_bu2kpmumu() | ||||
|   res_file << "#### " << analysis_name << " @ " << std::put_time(&tm, "%c") << " ####" << std::endl; | ||||
|   res_file << "J/Psi Mode: " << ErrToStr(roofit_hist_jpsi_fitsum.signal_yield, 0) << " / " << ErrToStr(roofit_hist_jpsi_fitsum.background_yield, 0) << std::endl; | ||||
|   res_file << "   Sig/Bkg: " << ErrToStr(jpsi_sigobkg, 2) << std::endl; | ||||
|   res_file << "Psi(2S) Mode: " << ErrToStr(roofit_hist_psi2s_fitsum.signal_yield, 0) << " / " << ErrToStr(roofit_hist_psi2s_fitsum.background_yield, 0)  << std::endl; | ||||
|   res_file << "Psi(2S) Mode: " << ErrToStr(roofit_hist_psi2s_fitsum.signal_yield, 0) << " / " << ErrToStr(roofit_hist_psi2s_fitsum.background_yield, 0) << std::endl; | ||||
|   res_file << "   Sig/Bkg: " << ErrToStr(psi2s_sigobkg, 2) << std::endl; | ||||
|   res_file << "Mode Yield Ratio: " << ErrToStr(signal_ratio, 3) << std::endl; | ||||
|   res_file << "Rel Br Frac MuMu: " << ErrToStr(mumu_br_frac, 3) << std::endl; | ||||
| 
 | ||||
|   auto br_frac = MultWithErr(signal_ratio.first, signal_ratio.second, mumu_br_frac.first, mumu_br_frac.second); | ||||
|   res_file << "Rel Br Frac: " << ErrToStr(br_frac, 3) << std::endl << std::endl; | ||||
|   res_file << "Rel Br Frac: " << ErrToStr(br_frac, 3) << std::endl | ||||
|            << std::endl; | ||||
| 
 | ||||
|   res_file << "Params from Sim:" << std::endl << roofit_hist_sim.shape_parameters.ToString() << std::endl; | ||||
|   res_file << "Params from Sim:" << std::endl | ||||
|            << roofit_hist_sim.shape_parameters.ToString() << std::endl; | ||||
| 
 | ||||
|   for (const auto &par : roofit_hist_sim.fitted_params) | ||||
|   { | ||||
|     res_file << par.ToString(true).c_str() << std::endl; | ||||
|   } | ||||
| 
 | ||||
|   res_file << std::endl << "Fitted Parameters: J/PSI" << std::endl << std::endl; | ||||
|   res_file << std::endl | ||||
|            << "Fitted Parameters: J/PSI" << std::endl | ||||
|            << std::endl; | ||||
| 
 | ||||
|   for (const auto &par : roofit_hist_jpsi_fitsum.fitted_params) | ||||
|   { | ||||
|     res_file << par.ToString(true).c_str() << std::endl; | ||||
|   } | ||||
| 
 | ||||
|   res_file << std::endl << "Fitted Parameters: PSI(2S)" << std::endl << std::endl; | ||||
|   res_file << std::endl | ||||
|            << "Fitted Parameters: PSI(2S)" << std::endl | ||||
|            << std::endl; | ||||
| 
 | ||||
|   for (const auto &par : roofit_hist_psi2s_fitsum.fitted_params) | ||||
|   { | ||||
|     res_file << par.ToString(true).c_str() << std::endl; | ||||
|   } | ||||
| 
 | ||||
| 
 | ||||
|   auto print_table = [&res_file](std::string name, std::pair<double, double> sig, std::pair<double, double> bkg) | ||||
|   { | ||||
|     res_file << std::endl; | ||||
|  | ||||
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