Merge pull request 'plotting, analysis for remaining triggers' (#1) from main into master

Reviewed-on: #1

.gitignore

@@ -4,4 +4,5 @@ status_report/**
 branchnames.txt
 images/**
 output_files/**
-BuToHpMuMu_dataloader/**
+BuToHpMuMu_dataloader/**
+B0ToHpHmMuMu_dataloader/**

basic_analysis.h

@@ -65,6 +65,65 @@ public:
   }
 };
 
+struct FittedParam
+{
+  std::string title;
+  std::string name;
+  double value;
+  double error;
+  bool at_limit;
+  bool constant;
+  int decimals;
+
+  FittedParam(RooRealVar var, int decimals)
+  {
+    this->title = var.GetTitle();
+    this->name = var.GetName();
+    double val = var.getVal();
+    this->value = val;
+    this->constant = var.isConstant();
+    if (!this->constant)
+    {
+      this->error = var.getError();
+      this->at_limit = ((val == var.getMin()) || (val == var.getMax()));
+    }
+    else
+    {
+      this->error = 0.;
+    }
+    this->decimals = decimals;
+  }
+
+  std::string ToString() const
+  {
+    if (this->constant)
+    {
+      return TString::Format("%s = %.*f", this->title.c_str(), this->decimals, this->value).Data();
+    }
+    else
+    {
+      return TString::Format("%s = %.*f #pm %.*f", this->title.c_str(), this->decimals, this->value, this->decimals, this->error).Data();
+    }
+  }
+};
+
+struct ShapeParamters
+{
+  double alpha_left;
+  double n_left;
+  double alpha_right;
+  double n_right;
+};
+
+struct RooFitSummary
+{
+  RooPlot *fit_histogram;
+  RooPlot *pull_histogram;
+  std::map<std::string, std::string> pdf_names;
+  std::vector<FittedParam> fitted_params;
+  ShapeParamters shape_parameters;
+};
+
 void DrawInDefaultCanvas(TH1 *histogram, const char *folder, double margin_left = 0, Option_t *option = "")
 {
   std::filesystem::create_directory(TString::Format("output_files/analysis/%s", folder).Data());
@@ -88,6 +147,52 @@ void DrawInDefaultCanvas(RooPlot *rooPlot, const char *folder, double margin_lef
   c->SaveAs(TString::Format("output_files/analysis/%s/%s.pdf", folder, name.Data()).Data());
 }
 
+void DrawInDefaultCanvas(RooFitSummary fitSummary, const char *folder)
+{
+  std::filesystem::create_directory(TString::Format("output_files/analysis/%s", folder).Data());
+  TString name = TString::Format("%s_canvas", fitSummary.fit_histogram->GetName());
+  TCanvas *c = new TCanvas(name, fitSummary.fit_histogram->GetTitle(), 0, 0, 800, 600);
+
+  TPad *pull_pad = new TPad(TString::Format("%s_canv_pull", fitSummary.fit_histogram->GetName()), "Pull Pad", 0., 0., 1., 0.3);
+  pull_pad->Draw();
+  pull_pad->SetTopMargin(0.001);
+  pull_pad->SetBottomMargin(0.3);
+  pull_pad->SetGrid();
+
+  TPad *fit_pad = new TPad(TString::Format("%s_canv_fit", fitSummary.fit_histogram->GetName()), "Fit Pad", 0., 0.3, 1., 1.);
+  fit_pad->Draw();
+  fit_pad->SetBottomMargin(0.001);
+  fit_pad->cd();
+
+  fitSummary.fit_histogram->Draw();
+
+  TLegend *leg1 = new TLegend(0.60, 0.55, 0.87, 0.89);
+  leg1->SetFillColor(kWhite);
+  leg1->SetLineColor(kBlack);
+
+  for (const auto &[name, title] : fitSummary.pdf_names)
+  {
+    leg1->AddEntry(fitSummary.fit_histogram->findObject(name.c_str()), title.c_str(), "LP");
+  }
+
+  for (const auto &par : fitSummary.fitted_params)
+  {
+    if (!par.constant)
+    {
+      leg1->AddEntry((TObject *)0, par.ToString().c_str(), "");
+    }
+  }
+
+  leg1->Draw();
+
+  pull_pad->cd();
+
+  fitSummary.pull_histogram->Draw();
+
+  c->Draw();
+  c->SaveAs(TString::Format("output_files/analysis/%s/%s.pdf", folder, name.Data()).Data());
+}
+
 void PrintProgress(const char *title, unsigned int total, unsigned int every, unsigned int current)
 {
   if ((current + 1) % every == 0 || current + 1 == total)
@@ -112,21 +217,6 @@ RooPlot *CreateRooFitHistogram(TH1D *hist)
   return roo_frame_mass;
 }
 
-struct ShapeParamters
-{
-  double alpha_left;
-  double n_left;
-  double alpha_right;
-  double n_right;
-};
-
-struct RooFitSummary
-{
-  RooPlot *fit_histogram;
-  RooPlot *pull_histogram;
-  ShapeParamters shape_parameters;
-};
-
 RooFitSummary CreateRooFitHistogramAndFitCB(TH1D *hist, bool hasExpBkg, bool useExtShape, ShapeParamters extShape)
 {
   auto suffix_name = [name = hist->GetName()](const char *text)
@@ -154,7 +244,8 @@ RooFitSummary CreateRooFitHistogramAndFitCB(TH1D *hist, bool hasExpBkg, bool use
   RooRealVar var_mass_alphaR(suffix_name("var_mass_alphaR"), "#alpha_{R}", 2., 0., 4.);
   RooRealVar var_mass_nR(suffix_name("var_mass_nR"), "n_{R}", 5., 0., 15.);
 
-  if (useExtShape) {
+  if (useExtShape)
+  {
     var_mass_alphaL.setConstant(true);
     var_mass_alphaL.setVal(extShape.alpha_left);
 
@@ -165,11 +256,16 @@ RooFitSummary CreateRooFitHistogramAndFitCB(TH1D *hist, bool hasExpBkg, bool use
     var_mass_alphaR.setVal(extShape.alpha_right);
 
     var_mass_nR.setConstant(true);
-    var_mass_nR.setVal(extShape.n_left);
+    var_mass_nR.setVal(extShape.n_right);
   }
 
   TString signal_name = suffix_name("sig_cb");
-  RooCrystalBall sig_cb(signal_name, "Signal Crystal Ball", roo_var_mass, var_mass_x0, var_mass_sigmaLR, var_mass_alphaL, var_mass_nL, var_mass_alphaR, var_mass_nR);
+  RooCrystalBall sig_cb(signal_name, "CB Signal", roo_var_mass, var_mass_x0, var_mass_sigmaLR, var_mass_alphaL, var_mass_nL, var_mass_alphaR, var_mass_nR);
+
+  std::vector<FittedParam> fitted_params{};
+  std::map<std::string, std::string> pdf_names{};
+
+  pdf_names[signal_name.Data()] = sig_cb.getTitle().Data();
 
   TString pull_compare_name{};
   if (hasExpBkg)
@@ -179,12 +275,14 @@ RooFitSummary CreateRooFitHistogramAndFitCB(TH1D *hist, bool hasExpBkg, bool use
 
     TString background_name = suffix_name("bgk_exp");
     RooExponential bkg_exp(background_name, "Exp Background", roo_var_mass, var_mass_bkg_c);
+    pdf_names[background_name.Data()] = bkg_exp.getTitle().Data();
 
     RooRealVar var_mass_nsig(suffix_name("nsig"), "N_{Sig}", 0., hist->GetEntries());
     RooRealVar var_mass_nbkg(suffix_name("nbkg"), "N_{Bkg}", 0., hist->GetEntries());
 
     TString fitted_pdf_name = suffix_name("sigplusbkg");
-    RooAddPdf fitted_pdf(fitted_pdf_name, "Sig and Bkg PDF", RooArgList(sig_cb, bkg_exp), RooArgList(var_mass_nsig, var_mass_nbkg));
+    RooAddPdf fitted_pdf(fitted_pdf_name, "Sig + Bkg", RooArgList(sig_cb, bkg_exp), RooArgList(var_mass_nsig, var_mass_nbkg));
+    pdf_names[fitted_pdf_name.Data()] = fitted_pdf.getTitle().Data();
 
     RooFitResult *fitres = fitted_pdf.fitTo(roohist_B_M, RooFit::Save(), RooFit::PrintLevel(1), RooFit::Range(fitting_range_name));
 
@@ -192,26 +290,36 @@ RooFitSummary CreateRooFitHistogramAndFitCB(TH1D *hist, bool hasExpBkg, bool use
     fitted_pdf.plotOn(roo_frame_mass, RooFit::LineColor(kRed), RooFit::LineStyle(kSolid), RooFit::Range(fitting_range_name), RooFit::Name(fitted_pdf_name));
     fitted_pdf.plotOn(roo_frame_mass, RooFit::Components(RooArgSet(bkg_exp)), RooFit::LineColor(kBlue - 7), RooFit::LineStyle(kDashed), RooFit::Range(fitting_range_name), RooFit::Name(background_name));
     fitted_pdf.plotOn(roo_frame_mass, RooFit::Components(RooArgSet(sig_cb)), RooFit::LineColor(kRed - 7), RooFit::LineStyle(kDashed), RooFit::Range(fitting_range_name), RooFit::Name(signal_name));
-    fitted_pdf.paramOn(roo_frame_mass);
+
+    fitted_params.push_back(FittedParam(var_mass_bkg_c, 5));
+    fitted_params.push_back(FittedParam(var_mass_nsig, 2));
+    fitted_params.push_back(FittedParam(var_mass_nbkg, 2));
 
     pull_compare_name = fitted_pdf_name;
   }
   else
   {
     RooFitResult *fitres = sig_cb.fitTo(roohist_B_M, RooFit::Save(), RooFit::PrintLevel(1), RooFit::Range(fitting_range_name));
-
     // sigplusbkg.plotOn(roo_frame_mass, RooFit::VisualizeError(*fitres, 1), RooFit::FillColor(kOrange + 1), RooFit::FillStyle(3144));
     sig_cb.plotOn(roo_frame_mass, RooFit::LineColor(kRed), RooFit::LineStyle(kSolid), RooFit::Range(fitting_range_name), RooFit::Name(signal_name));
     pull_compare_name = signal_name;
-    sig_cb.paramOn(roo_frame_mass);
   }
 
+  fitted_params.push_back(FittedParam(var_mass_x0, 2));
+  fitted_params.push_back(FittedParam(var_mass_sigmaLR, 2));
+  fitted_params.push_back(FittedParam(var_mass_alphaL, 2));
+  fitted_params.push_back(FittedParam(var_mass_nL, 2));
+  fitted_params.push_back(FittedParam(var_mass_alphaR, 2));
+  fitted_params.push_back(FittedParam(var_mass_nR, 2));
+
   RooPlot *roo_frame_pull = roo_var_mass.frame(RooFit::Title("Pull Distribution"), RooFit::Name(TString::Format("%s_pull_rplt", hist->GetName())));
   roo_frame_pull->addPlotable(roo_frame_mass->pullHist(hist_name, pull_compare_name), "P");
 
   return RooFitSummary{
       roo_frame_mass,
       roo_frame_pull,
+      pdf_names,
+      fitted_params,
       ShapeParamters{
           var_mass_alphaL.getVal(),
           var_mass_nL.getVal(),

bdt_classification.h

@@ -202,7 +202,7 @@ void ConnectVarsToData(std::vector<TV *> vars, TChain *data_chain, TChain *mc_ch
 
 void TrainBDT(std::vector<TV *> vars, const char* unique_id, TTree *sig_tree, TTree *bkg_tree)
 {
-  TString outfile_name = TString::Format("%s_out.root", unique_id);
+  TString outfile_name = TString::Format("%s_tmva_out.root", unique_id);
   TFile *output_file = TFile::Open(outfile_name, "RECREATE");
 
   TString factory_options("V:Silent:Color:DrawProgressBar:Transformations=I;D;P;G,D:AnalysisType=Auto");

new_analysis_b02hphmmumu.cpp

@@ -0,0 +1,309 @@
+#include <string>
+#include <iostream>
+#include <cmath>
+#include <algorithm>
+#include <filesystem>
+#include <string_view>
+
+#include "TH1D.h"
+#include "TH2D.h"
+#include "THStack.h"
+#include "TGraph.h"
+#include "TTree.h"
+#include "TChain.h"
+#include "TFile.h"
+#include "TCanvas.h"
+#include "TROOT.h"
+#include "TStyle.h"
+#include "TColor.h"
+#include "TLorentzVector.h"
+#include "TRandom3.h"
+#include "TLegend.h"
+
+#include "RooDataHist.h"
+#include "RooRealVar.h"
+#include "RooPlot.h"
+#include "RooGaussian.h"
+#include "RooExponential.h"
+#include "RooRealConstant.h"
+#include "RooAddPdf.h"
+#include "RooFitResult.h"
+#include "RooProduct.h"
+#include "RooCrystalBall.h"
+#include "RooBreitWigner.h"
+#include "RooArgSet.h"
+#include "RooFFTConvPdf.h"
+#include "RooNovosibirsk.h"
+
+#include "constants.h"
+#include "basic_analysis.h"
+#include "hlt1_decision_analysis.h"
+#include "bdt_classification.h"
+
+// %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Inclusive :: B0 To Hp Hm Mu Mu %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+int new_analysis_b02hphmmumu()
+{
+  const char *analysis_name = "B0ToHpHmMuMu";
+  const char *data_tree_name = "B0ToHpHmMuMu";
+  const char *sim_tree_name = "B0ToHpHmMuMu_noPID";
+  const char *end_state_mass_literal = "m(#pi^{+}_{(#rightarrow K^{+})}#pi^{-}_{(#rightarrow K^{-})}#mu^{+}#mu^{-})";
+  const bool retrain_bdt = true;
+
+  TChain *data_chain = new TChain(TString::Format("%s/DecayTree", data_tree_name));
+  // data_chain->Add("/auto/data/pfeiffer/inclusive_detached_dilepton/data_samples/spruce_magdown_2023_v0_tuple_90000000_v0r0p6288631.root");
+  data_chain->Add("/auto/data/pfeiffer/inclusive_detached_dilepton/data_samples/spruce_magdown_2023_v0r1_tuple_90000000_2023_v0r0p6288631.root");
+
+  Double_t Hp_PID_K, Hm_PID_K;
+  data_chain->SetBranchAddress("Hp_PID_K", &Hp_PID_K);
+  data_chain->SetBranchAddress("Hm_PID_K", &Hm_PID_K);
+
+  FourVect *l14v_data = FourVect::Init(data_chain, "L1");
+  FourVect *l24v_data = FourVect::Init(data_chain, "L2");
+  FourVect *hp4v_data = FourVect::Init(data_chain, "Hp");
+  FourVect *hm4v_data = FourVect::Init(data_chain, "Hm");
+
+  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_fullstream_v0r0p6671378_B0ToKpPimMuMu_11144002_magdown.root");
+
+  FourVect *l14v_sim = FourVect::Init(sim_chain, "L1");
+  FourVect *l24v_sim = FourVect::Init(sim_chain, "L2");
+  FourVect *hp4v_sim = FourVect::Init(sim_chain, "Hp");
+  FourVect *hm4v_sim = FourVect::Init(sim_chain, "Hm");
+
+  Int_t B_BKGCAT, L1_TRUEID, L2_TRUEID, Hp_TRUEID, Hm_TRUEID;
+
+  sim_chain->SetBranchAddress("L1_TRUEID", &L1_TRUEID);
+  sim_chain->SetBranchAddress("L2_TRUEID", &L2_TRUEID);
+  sim_chain->SetBranchAddress("Hp_TRUEID", &Hp_TRUEID);
+  sim_chain->SetBranchAddress("Hm_TRUEID", &Hm_TRUEID);
+  sim_chain->SetBranchAddress("B0_BKGCAT", &B_BKGCAT);
+
+  TH1D *h1_B_Mass_jpsi = new TH1D("h1_B_Mass_jpsi", TString::Format("B Mass, J/#psi Mode (%s)", analysis_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
+  TH1D *h1_B_Mass_psi2s = new TH1D("h1_B_Mass_psi2s", TString::Format("B Mass, #psi(2S) Mode (%s)", analysis_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
+  TH1D *h1_B_Mass_sim = new TH1D("h1_B_Mass_sim", TString::Format("B Mass, Simualted (%s_noPID)", analysis_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
+  TH2D *h2_Hlt1_flags_B_Mass = new TH2D("h2_Hlt1_flags_B_Mass", "Hlt1 Decision vs B Mass", 50, 5100, 5400, 13, 1., 14.);
+  TH2D *h2_Hlt1_flags_excl_B_Mass = new TH2D("h2_Hlt1_flags_excl_B_Mass", "Excl Hlt1 Decision vs B Mass", 50, 5100, 5400, 13, 1., 14.);
+  TH1D *h1_bdt_probs = new TH1D("h1_bdt_probs", "BDT Probabilities", 100, -1, 1);
+
+  h1_B_Mass_jpsi->GetXaxis()->SetTitle(end_state_mass_literal);
+  h1_B_Mass_psi2s->GetXaxis()->SetTitle(end_state_mass_literal);
+  h2_Hlt1_flags_B_Mass->GetXaxis()->SetTitle(end_state_mass_literal);
+  h2_Hlt1_flags_excl_B_Mass->GetXaxis()->SetTitle(end_state_mass_literal);
+
+  ConnectHlt1Decisions(data_chain, h2_Hlt1_flags_B_Mass, h2_Hlt1_flags_excl_B_Mass);
+  auto hlt1_decision_histos = CreateHlt1DecisionHistos(analysis_name);
+  std::map<std::string, int> exclusive_hits{};
+
+  std::vector<TV *> vars{
+      TV::Float("B0_PT", "B0_PT"),
+      TV::Float("B0_BPVFDCHI2", "B0_BPVFDCHI2"),
+      TV::Float("B0_BPVDIRA", "B0_BPVDIRA"),
+      TV::Float("Jpsi_BPVIPCHI2", "Jpsi_BPVIPCHI2"),
+      // TV::Float("Jpsi_BPVDIRA", "Jpsi_BPVDIRA"),
+      TV::Float("Jpsi_PT", "Jpsi_PT"),
+      TV::Float("Hp_BPVIPCHI2", "Hp_BPVIPCHI2"),
+      TV::Float("Hp_PT", "Hp_PT"),
+      TV::Float("Hm_BPVIPCHI2", "Hm_BPVIPCHI2"),
+      TV::Float("Hm_PT", "Hm_PT"),
+      // TV::Double("Kplus_PID_K", "K_PID_K"),
+      TV::Double("Hp_PROBNN_K", "Hp_PROBNN_K"),
+      TV::Double("Hm_PROBNN_K", "Hm_PROBNN_K"),
+      TV::Float("L1_BPVIPCHI2", "L1_BPVIPCHI2"),
+      TV::Float("L2_BPVIPCHI2", "L2_BPVIPCHI2"),
+  };
+
+  TTree *sig_tree = new TTree("TreeS", "tree containing signal data");
+  TTree *bkg_tree = new TTree("TreeB", "tree containing background data");
+
+  ConnectVarsToData(vars, data_chain, sim_chain, sig_tree, bkg_tree);
+
+  unsigned int data_entries = data_chain->GetEntries();
+  unsigned int sim_entries = 100000; // sim_chain->GetEntries();
+
+  unsigned int bkg_events = 0;
+
+  if (retrain_bdt)
+  {
+    std::cout << "# Starting with BDT retrain." << std::endl;
+    for (unsigned int i = 0; i < data_entries; i++)
+    {
+      data_chain->GetEntry(i);
+      TLorentzVector reconstructed_Kstar{};
+      bool found_k_star = false;
+      if (Hp_PID_K > 0 && Hm_PID_K < 0)
+      {
+        reconstructed_Kstar = hp4v_data->LorentzVector(K_MASS) + hm4v_data->LorentzVector();
+        found_k_star = true;
+      }
+      else if (Hm_PID_K > 0 && Hp_PID_K < 0)
+      {
+        reconstructed_Kstar = hp4v_data->LorentzVector() + hm4v_data->LorentzVector(K_MASS);
+        found_k_star = true;
+      }
+
+      if (found_k_star)
+      {
+        Double_t reconstructed_B_Mass = (reconstructed_Kstar + l14v_data->LorentzVector() + l24v_data->LorentzVector()).M();
+
+        if (std::all_of(vars.begin(), vars.end(), [](TV *v)
+                        { return v->IsDataFinite(); }))
+        {
+          if (reconstructed_B_Mass > 5500.)
+          {
+            bkg_tree->Fill();
+            bkg_events++;
+          }
+        }
+      }
+
+      PrintProgress(TString::Format("%s BKG Collection", analysis_name), data_entries, 10000, i);
+    }
+  }
+  else
+  {
+    std::cout << "# Starting without BDT retrain." << std::endl;
+  }
+
+  for (unsigned int i = 0; i < sim_entries; i++)
+  {
+    sim_chain->GetEntry(i);
+
+    if (B_BKGCAT == 30 && TMath::Abs(L1_TRUEID) == PID_MUON && L2_TRUEID == -L1_TRUEID)
+    {
+      TLorentzVector reconstructed_Kstar{};
+      bool found_k_star = false;
+      if (TMath::Abs(Hp_TRUEID) == PID_KAON && TMath::Abs(Hm_TRUEID) == PID_PION)
+      {
+        reconstructed_Kstar = hp4v_sim->LorentzVector(K_MASS) + hm4v_sim->LorentzVector();
+        found_k_star = true;
+      }
+      else if (TMath::Abs(Hp_TRUEID) == PID_PION && TMath::Abs(Hm_TRUEID) == PID_KAON)
+      {
+        reconstructed_Kstar = hp4v_sim->LorentzVector() + hm4v_sim->LorentzVector(K_MASS);
+        found_k_star = true;
+      }
+
+      if (found_k_star)
+      {
+        Double_t reconstructed_B_Mass = (reconstructed_Kstar + l14v_sim->LorentzVector() + l24v_sim->LorentzVector()).M();
+
+        if (std::all_of(vars.begin(), vars.end(), [](TV *v)
+                        { return v->IsMCFinite(); }))
+        {
+          if (retrain_bdt)
+          {
+            sig_tree->Fill();
+          }
+          h1_B_Mass_sim->Fill(reconstructed_B_Mass);
+        }
+      }
+    }
+
+    PrintProgress(TString::Format("%s SIG Collection", analysis_name), sim_entries, 10000, i);
+  }
+
+  if (retrain_bdt)
+  {
+    TrainBDT(vars, analysis_name, sig_tree, bkg_tree);
+    std::cout << "# Finished BDT retrain." << std::endl;
+  }
+
+  std::cout << "# Starting evaluation of data." << std::endl;
+
+  Float_t *train_vars = new Float_t[vars.size()];
+  auto reader = SetupReader(vars, train_vars, analysis_name);
+
+  const double mva_cut_value = -0.12; // 0.09; // -0.02;
+
+  for (unsigned int i = 0; i < data_entries; i++)
+  {
+    data_chain->GetEntry(i);
+
+    TLorentzVector dimuon = l14v_data->LorentzVector() + l24v_data->LorentzVector();
+    TLorentzVector reconstructed_Kstar{};
+    bool found_k_star = false;
+    if (Hp_PID_K > 0 && Hm_PID_K < 0)
+    {
+      reconstructed_Kstar = hp4v_data->LorentzVector(K_MASS) + hm4v_data->LorentzVector();
+      found_k_star = true;
+    }
+    else if (Hm_PID_K > 0 && Hp_PID_K < 0)
+    {
+      reconstructed_Kstar = hp4v_data->LorentzVector() + hm4v_data->LorentzVector(K_MASS);
+      found_k_star = true;
+    }
+
+    if (found_k_star)
+    {
+      Double_t reconstructed_B_Mass = (reconstructed_Kstar + dimuon).M();
+
+      if (std::all_of(vars.begin(), vars.end(), [](TV *v)
+                      { return v->IsDataFinite(); }))
+      {
+        for (size_t j = 0; j < vars.size(); j++)
+        {
+          if (vars[j]->IsDouble())
+          {
+            train_vars[j] = vars[j]->GetDataDouble();
+          }
+          else if (vars[j]->IsFloat())
+          {
+            train_vars[j] = vars[j]->GetDataFloat();
+          }
+        }
+      }
+
+      if (TMath::Abs(dimuon.M() - JPSI_MASS) < 100.)
+      {
+        CheckHlt1Decisioins(h2_Hlt1_flags_B_Mass, h2_Hlt1_flags_excl_B_Mass, exclusive_hits, reconstructed_B_Mass);
+        FillHlt1DecisionHistos(hlt1_decision_histos, reconstructed_B_Mass);
+      }
+
+      double mva_response = reader->EvaluateMVA("BDT");
+      h1_bdt_probs->Fill(mva_response);
+
+      if (mva_response > mva_cut_value)
+      {
+        if (TMath::Abs(reconstructed_Kstar.M() - KSTAR_MASS) < 100.)
+        {
+          if (TMath::Abs(dimuon.M() - JPSI_MASS) < 100.)
+          {
+            h1_B_Mass_jpsi->Fill(reconstructed_B_Mass);
+          }
+          else if (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.)
+          {
+            h1_B_Mass_psi2s->Fill(reconstructed_B_Mass);
+          }
+        }
+      }
+    }
+
+    PrintProgress(TString::Format("%s BDT Evaluation", analysis_name), data_entries, 10000, i);
+  }
+
+  std::cout << "# Exclusive Hits" << std::endl;
+  for (const auto &[line, hits] : exclusive_hits)
+  {
+    std::cout << line << ": " << hits << std::endl;
+  }
+
+  // DrawInDefaultCanvas(h2_Hlt1_flags_B_Mass, analysis_name, 0.16, "COLZ");
+  // DrawInDefaultCanvas(h2_Hlt1_flags_excl_B_Mass, analysis_name, 0.16, "COLZ");
+  DrawInDefaultCanvas(h1_B_Mass_jpsi, analysis_name, 0.1);
+  DrawInDefaultCanvas(h1_B_Mass_psi2s, analysis_name, 0.1);
+
+  auto roofit_hist_sim = CreateRooFitHistogramAndFitCB(h1_B_Mass_sim, false, false, ShapeParamters{});
+  auto roofit_hist_jpsi_fitsum = CreateRooFitHistogramAndFitCB(h1_B_Mass_jpsi, true, true, roofit_hist_sim.shape_parameters);
+  auto roofit_hist_psi2s_fitsum = CreateRooFitHistogramAndFitCB(h1_B_Mass_psi2s, true, true, roofit_hist_sim.shape_parameters);
+
+  DrawInDefaultCanvas(roofit_hist_jpsi_fitsum, analysis_name);
+  DrawInDefaultCanvas(roofit_hist_psi2s_fitsum, analysis_name);
+  DrawInDefaultCanvas(roofit_hist_sim, analysis_name);
+
+  // DrawHlt1DecisionHistos(analysis_name, hlt1_decision_histos);
+
+  DrawBDTProbs(h1_bdt_probs, mva_cut_value, analysis_name);
+
+  return 0;
+}

new_analysis_b02kppimmumu.cpp

@@ -0,0 +1,160 @@
+#include <string>
+#include <iostream>
+#include <cmath>
+#include <algorithm>
+#include <filesystem>
+#include <string_view>
+
+#include "TH1D.h"
+#include "TH2D.h"
+#include "THStack.h"
+#include "TGraph.h"
+#include "TTree.h"
+#include "TChain.h"
+#include "TFile.h"
+#include "TCanvas.h"
+#include "TROOT.h"
+#include "TStyle.h"
+#include "TColor.h"
+#include "TLorentzVector.h"
+#include "TRandom3.h"
+#include "TLegend.h"
+
+#include "RooDataHist.h"
+#include "RooRealVar.h"
+#include "RooPlot.h"
+#include "RooGaussian.h"
+#include "RooExponential.h"
+#include "RooRealConstant.h"
+#include "RooAddPdf.h"
+#include "RooFitResult.h"
+#include "RooProduct.h"
+#include "RooCrystalBall.h"
+#include "RooBreitWigner.h"
+#include "RooArgSet.h"
+#include "RooFFTConvPdf.h"
+#include "RooNovosibirsk.h"
+
+#include "constants.h"
+#include "basic_analysis.h"
+#include "hlt1_decision_analysis.h"
+#include "bdt_classification.h"
+
+// %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Exclusive B0 To Kp Pim Mu Mu %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+int new_analysis_b02kppimmumu()
+{
+  const char *analysis_name = "B0ToKpPimMuMu";
+  const char *data_tree_name = "Hlt2RD_B0ToKpPimMuMu";
+  const char *sim_tree_name = "B0ToKpPimMuMu_noPID";
+  const char *end_state_mass_literal = "m(K^{+}#pi^{-}#mu^{+}#mu^{-})";
+  const bool retrain_bdt = true;
+
+  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_SprucingPass23r1_94000000_RD.root");
+
+  FourVect *l14v_data = FourVect::Init(data_chain, "muplus");
+  FourVect *l24v_data = FourVect::Init(data_chain, "muminus");
+  FourVect *hp4v_data = FourVect::Init(data_chain, "Kplus");
+  FourVect *hm4v_data = FourVect::Init(data_chain, "piminus");
+
+  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_B0ToKpPimMuMu_11144002_magdown.root");
+
+  FourVect *l14v_sim = FourVect::Init(sim_chain, "L1");
+  FourVect *l24v_sim = FourVect::Init(sim_chain, "L2");
+  FourVect *hp4v_sim = FourVect::Init(sim_chain, "K");
+  FourVect *hm4v_sim = FourVect::Init(sim_chain, "Pi");
+
+  Int_t B_BKGCAT, L1_TRUEID, L2_TRUEID, Hp_TRUEID, Hm_TRUEID;
+
+  sim_chain->SetBranchAddress("L1_TRUEID", &L1_TRUEID);
+  sim_chain->SetBranchAddress("L2_TRUEID", &L2_TRUEID);
+  sim_chain->SetBranchAddress("K_TRUEID", &Hp_TRUEID);
+  sim_chain->SetBranchAddress("Pi_TRUEID", &Hm_TRUEID);
+  sim_chain->SetBranchAddress("B0_BKGCAT", &B_BKGCAT);
+
+  TH1D *h1_B_Mass_jpsi = new TH1D("h1_B_Mass_jpsi", TString::Format("B Mass, J/#psi Mode (%s)", analysis_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
+  TH1D *h1_B_Mass_psi2s = new TH1D("h1_B_Mass_psi2s", TString::Format("B Mass, #psi(2S) Mode (%s)", analysis_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
+  TH1D *h1_B_Mass_sim = new TH1D("h1_B_Mass_sim", TString::Format("B Mass, Simualted (%s_noPID)", analysis_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
+  TH2D *h2_Hlt1_flags_B_Mass = new TH2D("h2_Hlt1_flags_B_Mass", "Hlt1 Decision vs B Mass", 50, 5100, 5400, 13, 1., 14.);
+  TH2D *h2_Hlt1_flags_excl_B_Mass = new TH2D("h2_Hlt1_flags_excl_B_Mass", "Excl Hlt1 Decision vs B Mass", 50, 5100, 5400, 13, 1., 14.);
+
+  h1_B_Mass_jpsi->GetXaxis()->SetTitle(end_state_mass_literal);
+  h1_B_Mass_psi2s->GetXaxis()->SetTitle(end_state_mass_literal);
+  h2_Hlt1_flags_B_Mass->GetXaxis()->SetTitle(end_state_mass_literal);
+  h2_Hlt1_flags_excl_B_Mass->GetXaxis()->SetTitle(end_state_mass_literal);
+
+  ConnectHlt1Decisions(data_chain, h2_Hlt1_flags_B_Mass, h2_Hlt1_flags_excl_B_Mass);
+  auto hlt1_decision_histos = CreateHlt1DecisionHistos(analysis_name);
+  std::map<std::string, int> exclusive_hits{};
+
+  unsigned int data_entries = data_chain->GetEntries();
+  unsigned int sim_entries = sim_chain->GetEntries();
+
+  for (unsigned int i = 0; i < sim_entries; i++)
+  {
+    sim_chain->GetEntry(i);
+    Double_t reconstructed_B_Mass = (hp4v_sim->LorentzVector() + hm4v_sim->LorentzVector() + l14v_sim->LorentzVector() + l24v_sim->LorentzVector()).M();
+    if (B_BKGCAT == 0 && TMath::Abs(L1_TRUEID) == PID_MUON && L2_TRUEID == -L1_TRUEID && TMath::Abs(Hp_TRUEID) == PID_KAON && TMath::Abs(Hm_TRUEID) == PID_PION)
+    {
+      h1_B_Mass_sim->Fill(reconstructed_B_Mass);
+    }
+
+    PrintProgress(TString::Format("%s SIG Collection", analysis_name), sim_entries, 10000, i);
+  }
+
+  std::cout << "# Starting evaluation of data." << std::endl;
+
+  for (unsigned int i = 0; i < data_entries; i++)
+  {
+    data_chain->GetEntry(i);
+
+    TLorentzVector dimuon = l14v_data->LorentzVector() + l24v_data->LorentzVector();
+    TLorentzVector reconstructed_Kstar = hp4v_data->LorentzVector() + hm4v_data->LorentzVector();
+    Double_t reconstructed_B_Mass = (reconstructed_Kstar + dimuon).M();
+
+    if (TMath::Abs(dimuon.M() - JPSI_MASS) < 100.)
+    {
+      CheckHlt1Decisioins(h2_Hlt1_flags_B_Mass, h2_Hlt1_flags_excl_B_Mass, exclusive_hits, reconstructed_B_Mass);
+      FillHlt1DecisionHistos(hlt1_decision_histos, reconstructed_B_Mass);
+    }
+
+    if (TMath::Abs(reconstructed_Kstar.M() - KSTAR_MASS) < 100.)
+    {
+      if (TMath::Abs(dimuon.M() - JPSI_MASS) < 100.)
+      {
+        h1_B_Mass_jpsi->Fill(reconstructed_B_Mass);
+      }
+      else if (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.)
+      {
+        h1_B_Mass_psi2s->Fill(reconstructed_B_Mass);
+      }
+    }
+
+    PrintProgress(TString::Format("%s Data Evaluation", analysis_name), data_entries, 10000, i);
+  }
+
+  std::cout << "# Exclusive Hits" << std::endl;
+  for (const auto &[line, hits] : exclusive_hits)
+  {
+    std::cout << line << ": " << hits << std::endl;
+  }
+
+  DrawInDefaultCanvas(h2_Hlt1_flags_B_Mass, analysis_name, 0.16, "COLZ");
+  DrawInDefaultCanvas(h2_Hlt1_flags_excl_B_Mass, analysis_name, 0.16, "COLZ");
+  DrawInDefaultCanvas(h1_B_Mass_jpsi, analysis_name, 0.1);
+  DrawInDefaultCanvas(h1_B_Mass_psi2s, analysis_name, 0.1);
+
+  auto roofit_hist_sim = CreateRooFitHistogramAndFitCB(h1_B_Mass_sim, false, false, ShapeParamters{});
+  auto roofit_hist_jpsi_fitsum = CreateRooFitHistogramAndFitCB(h1_B_Mass_jpsi, true, true, roofit_hist_sim.shape_parameters);
+  auto roofit_hist_psi2s_fitsum = CreateRooFitHistogramAndFitCB(h1_B_Mass_psi2s, true, true, roofit_hist_sim.shape_parameters);
+
+  DrawInDefaultCanvas(roofit_hist_jpsi_fitsum, analysis_name);
+  DrawInDefaultCanvas(roofit_hist_psi2s_fitsum, analysis_name);
+  DrawInDefaultCanvas(roofit_hist_sim, analysis_name);
+
+  DrawHlt1DecisionHistos(analysis_name, hlt1_decision_histos);
+
+  return 0;
+}

new_analysis.cpp → new_analysis_bu2hpmumu.cpp

@@ -42,21 +42,23 @@
 
 // %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Bu To Hp Mu Mu %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 
-int analyze_bu2hpmumu_data()
+int new_analysis_bu2hpmumu()
 {
   const char *analysis_name = "BuToHpMuMu";
+  const char *data_tree_name = "BuToHpMuMu";
+  const char *sim_tree_name = "BuToHpMuMu_noPID";
   const char *end_state_mass_literal = "m(#pi^{+}_{(#rightarrow K^{+})}#mu^{+}#mu^{-})";
   const bool retrain_bdt = false;
 
-  TChain *data_chain = new TChain(TString::Format("%s/DecayTree", analysis_name));
-  data_chain->Add("/auto/data/pfeiffer/inclusive_detached_dilepton/data_samples/spruce_magdown_2023_v0_tuple_90000000_v0r0p6288631.root");
+  TChain *data_chain = new TChain(TString::Format("%s/DecayTree", data_tree_name));
+  // data_chain->Add("/auto/data/pfeiffer/inclusive_detached_dilepton/data_samples/spruce_magdown_2023_v0_tuple_90000000_v0r0p6288631.root");
   data_chain->Add("/auto/data/pfeiffer/inclusive_detached_dilepton/data_samples/spruce_magdown_2023_v0r1_tuple_90000000_2023_v0r0p6288631.root");
 
   FourVect *l14v_data = FourVect::Init(data_chain, "L1");
   FourVect *l24v_data = FourVect::Init(data_chain, "L2");
   FourVect *hp4v_data = FourVect::Init(data_chain, "Hp");
 
-  TChain *sim_chain = new TChain(TString::Format("%s_noPID/DecayTree", analysis_name));
+  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_fullstream_v0r0p6671378_BuToKpMuMu_12143001_magdown.root");
 
   FourVect *l14v_sim = FourVect::Init(sim_chain, "L1");
@@ -107,7 +109,7 @@ int analyze_bu2hpmumu_data()
   ConnectVarsToData(vars, data_chain, sim_chain, sig_tree, bkg_tree);
 
   unsigned int data_entries = data_chain->GetEntries();
-  unsigned int sim_entries = sim_chain->GetEntries();
+  unsigned int sim_entries = data_entries;// sim_chain->GetEntries();
 
   unsigned int bkg_events = 0;
 
@@ -167,7 +169,7 @@ int analyze_bu2hpmumu_data()
   Float_t *train_vars = new Float_t[vars.size()];
   auto reader = SetupReader(vars, train_vars, "BuToHpMuMu");
 
-  const double mva_cut_value = 0; // 0.09; // -0.02;
+  const double mva_cut_value = -0.03; // 0.09; // -0.02;
 
   for (unsigned int i = 0; i < data_entries; i++)
   {
@@ -230,20 +232,15 @@ int analyze_bu2hpmumu_data()
   auto roofit_hist_sim = CreateRooFitHistogramAndFitCB(h1_B_Mass_sim, false, false, ShapeParamters{});
   auto roofit_hist_jpsi_fitsum = CreateRooFitHistogramAndFitCB(h1_B_Mass_jpsi, true, true, roofit_hist_sim.shape_parameters);
   auto roofit_hist_psi2s_fitsum = CreateRooFitHistogramAndFitCB(h1_B_Mass_psi2s, true, true, roofit_hist_sim.shape_parameters);
-  
-  DrawInDefaultCanvas(roofit_hist_jpsi_fitsum.fit_histogram, analysis_name, 0.1);
-  DrawInDefaultCanvas(roofit_hist_psi2s_fitsum.fit_histogram, analysis_name, 0.1);
-  DrawInDefaultCanvas(roofit_hist_sim.fit_histogram, analysis_name, 0.1);
+
+  DrawInDefaultCanvas(roofit_hist_jpsi_fitsum, analysis_name);
+  DrawInDefaultCanvas(roofit_hist_psi2s_fitsum, analysis_name);
+  DrawInDefaultCanvas(roofit_hist_sim, analysis_name);
 
   DrawHlt1DecisionHistos(analysis_name, hlt1_decision_histos);
 
   DrawBDTProbs(h1_bdt_probs, mva_cut_value, analysis_name);
 
-  // auto test_bkg_tree_file = TFile::Open("test_bkg_tree.root", "RECREATE");
-  // bkg_tree->Write();
-  // sig_tree->Write();
-  // test_bkg_tree_file->Close();
-
   return 0;
 }
 
@@ -621,7 +618,7 @@ int analyze_Hlt2RD_B0ToKpPimMuMu()
   return 0;
 }
 
-int new_analysis()
-{
-  return analyze_bu2hpmumu_data();
-}
+// int new_analysis()
+// {
+//   return analyze_bu2hpmumu_data();
+// }

new_analysis_bu2kpmumu.cpp

@@ -0,0 +1,153 @@
+#include <string>
+#include <iostream>
+#include <cmath>
+#include <algorithm>
+#include <filesystem>
+#include <string_view>
+
+#include "TH1D.h"
+#include "TH2D.h"
+#include "THStack.h"
+#include "TGraph.h"
+#include "TTree.h"
+#include "TChain.h"
+#include "TFile.h"
+#include "TCanvas.h"
+#include "TROOT.h"
+#include "TStyle.h"
+#include "TColor.h"
+#include "TLorentzVector.h"
+#include "TRandom3.h"
+#include "TLegend.h"
+
+#include "RooDataHist.h"
+#include "RooRealVar.h"
+#include "RooPlot.h"
+#include "RooGaussian.h"
+#include "RooExponential.h"
+#include "RooRealConstant.h"
+#include "RooAddPdf.h"
+#include "RooFitResult.h"
+#include "RooProduct.h"
+#include "RooCrystalBall.h"
+#include "RooBreitWigner.h"
+#include "RooArgSet.h"
+#include "RooFFTConvPdf.h"
+#include "RooNovosibirsk.h"
+
+#include "constants.h"
+#include "basic_analysis.h"
+#include "hlt1_decision_analysis.h"
+#include "bdt_classification.h"
+
+// %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Exclusive Bu To Kp Mu Mu %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+int new_analysis_bu2kpmumu()
+{
+  const char *analysis_name = "BuToKpMuMu";
+  const char *data_tree_name = "Hlt2RD_BuToKpMuMu";
+  const char *sim_tree_name = "BuToKpMuMu_noPID";
+  const char *end_state_mass_literal = "m(K^{+}#mu^{+}#mu^{-})";
+  const bool retrain_bdt = true;
+
+  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_SprucingPass23r1_94000000_RD.root");
+
+  FourVect *l14v_data = FourVect::Init(data_chain, "muplus");
+  FourVect *l24v_data = FourVect::Init(data_chain, "muminus");
+  FourVect *hp4v_data = FourVect::Init(data_chain, "Kplus");
+
+  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");
+
+  FourVect *l14v_sim = FourVect::Init(sim_chain, "L1");
+  FourVect *l24v_sim = FourVect::Init(sim_chain, "L2");
+  FourVect *hp4v_sim = FourVect::Init(sim_chain, "K");
+
+  Int_t B_BKGCAT, L1_TRUEID, L2_TRUEID, Hp_TRUEID;
+
+  sim_chain->SetBranchAddress("L1_TRUEID", &L1_TRUEID);
+  sim_chain->SetBranchAddress("L2_TRUEID", &L2_TRUEID);
+  sim_chain->SetBranchAddress("K_TRUEID", &Hp_TRUEID);
+  sim_chain->SetBranchAddress("B_BKGCAT", &B_BKGCAT);
+
+  TH1D *h1_B_Mass_jpsi = new TH1D("h1_B_Mass_jpsi", TString::Format("B Mass, J/#psi Mode (%s)", analysis_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
+  TH1D *h1_B_Mass_psi2s = new TH1D("h1_B_Mass_psi2s", TString::Format("B Mass, #psi(2S) Mode (%s)", analysis_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
+  TH1D *h1_B_Mass_sim = new TH1D("h1_B_Mass_sim", TString::Format("B Mass, Simualted (%s_noPID)", analysis_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
+  TH2D *h2_Hlt1_flags_B_Mass = new TH2D("h2_Hlt1_flags_B_Mass", "Hlt1 Decision vs B Mass", 50, 5100, 5400, 13, 1., 14.);
+  TH2D *h2_Hlt1_flags_excl_B_Mass = new TH2D("h2_Hlt1_flags_excl_B_Mass", "Excl Hlt1 Decision vs B Mass", 50, 5100, 5400, 13, 1., 14.);
+
+  h1_B_Mass_jpsi->GetXaxis()->SetTitle(end_state_mass_literal);
+  h1_B_Mass_psi2s->GetXaxis()->SetTitle(end_state_mass_literal);
+  h2_Hlt1_flags_B_Mass->GetXaxis()->SetTitle(end_state_mass_literal);
+  h2_Hlt1_flags_excl_B_Mass->GetXaxis()->SetTitle(end_state_mass_literal);
+
+  ConnectHlt1Decisions(data_chain, h2_Hlt1_flags_B_Mass, h2_Hlt1_flags_excl_B_Mass);
+  auto hlt1_decision_histos = CreateHlt1DecisionHistos(analysis_name);
+  std::map<std::string, int> exclusive_hits{};
+
+  unsigned int data_entries = data_chain->GetEntries();
+  unsigned int sim_entries = sim_chain->GetEntries();
+
+  for (unsigned int i = 0; i < sim_entries; i++)
+  {
+    sim_chain->GetEntry(i);
+    Double_t reconstructed_B_Mass = (hp4v_sim->LorentzVector() + l14v_sim->LorentzVector() + l24v_sim->LorentzVector()).M();
+    if (B_BKGCAT == 0 && TMath::Abs(L1_TRUEID) == PID_MUON && L2_TRUEID == -L1_TRUEID && TMath::Abs(Hp_TRUEID) == PID_KAON)
+    {
+      h1_B_Mass_sim->Fill(reconstructed_B_Mass);
+    }
+
+    PrintProgress(TString::Format("%s SIG Collection", analysis_name), sim_entries, 10000, i);
+  }
+
+  std::cout << "# Starting evaluation of data." << std::endl;
+
+  for (unsigned int i = 0; i < data_entries; i++)
+  {
+    data_chain->GetEntry(i);
+
+    TLorentzVector dimuon = l14v_data->LorentzVector() + l24v_data->LorentzVector();
+    Double_t reconstructed_B_Mass = (hp4v_data->LorentzVector() + dimuon).M();
+
+    if (TMath::Abs(dimuon.M() - JPSI_MASS) < 100.)
+    {
+      CheckHlt1Decisioins(h2_Hlt1_flags_B_Mass, h2_Hlt1_flags_excl_B_Mass, exclusive_hits, reconstructed_B_Mass);
+      FillHlt1DecisionHistos(hlt1_decision_histos, reconstructed_B_Mass);
+    }
+
+    if (TMath::Abs(dimuon.M() - JPSI_MASS) < 100.)
+    {
+      h1_B_Mass_jpsi->Fill(reconstructed_B_Mass);
+    }
+    else if (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.)
+    {
+      h1_B_Mass_psi2s->Fill(reconstructed_B_Mass);
+    }
+
+    PrintProgress(TString::Format("%s BDT Evaluation", analysis_name), data_entries, 10000, i);
+  }
+
+  std::cout << "# Exclusive Hits" << std::endl;
+  for (const auto &[line, hits] : exclusive_hits)
+  {
+    std::cout << line << ": " << hits << std::endl;
+  }
+
+  DrawInDefaultCanvas(h2_Hlt1_flags_B_Mass, analysis_name, 0.16, "COLZ");
+  DrawInDefaultCanvas(h2_Hlt1_flags_excl_B_Mass, analysis_name, 0.16, "COLZ");
+  DrawInDefaultCanvas(h1_B_Mass_jpsi, analysis_name, 0.1);
+  DrawInDefaultCanvas(h1_B_Mass_psi2s, analysis_name, 0.1);
+
+  auto roofit_hist_sim = CreateRooFitHistogramAndFitCB(h1_B_Mass_sim, false, false, ShapeParamters{});
+  auto roofit_hist_jpsi_fitsum = CreateRooFitHistogramAndFitCB(h1_B_Mass_jpsi, true, true, roofit_hist_sim.shape_parameters);
+  auto roofit_hist_psi2s_fitsum = CreateRooFitHistogramAndFitCB(h1_B_Mass_psi2s, true, true, roofit_hist_sim.shape_parameters);
+
+  DrawInDefaultCanvas(roofit_hist_jpsi_fitsum, analysis_name);
+  DrawInDefaultCanvas(roofit_hist_psi2s_fitsum, analysis_name);
+  DrawInDefaultCanvas(roofit_hist_sim, analysis_name);
+
+  DrawHlt1DecisionHistos(analysis_name, hlt1_decision_histos);
+
+  return 0;
+}