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trees, unbinned fit, stacked hists, b2cc line

pull/2/head
Marius Pfeiffer 7 months ago
parent
commit
16c136b109
  1. 112
      basic_analysis.h
  2. 63
      new_analysis_b02hphmmumu.cpp
  3. 55
      new_analysis_b02kppimmumu.cpp
  4. 157
      new_analysis_bu2hpmumu.cpp
  5. 179
      new_analysis_bu2jpsikplus.cpp
  6. 50
      new_analysis_bu2kpmumu.cpp

112
basic_analysis.h

@ -98,6 +98,16 @@ struct FittedParam
this->decimals = decimals;
}
FittedParam(std::string name, std::string title, double value, double err, int decimals) {
this->title = title;
this->name = name;
this->value = value;
this->error = err;
this->decimals = decimals;
this->constant = false;
this->at_limit = false;
}
std::string ToString() const
{
if (this->constant)
@ -128,7 +138,7 @@ struct RooFitSummary
ShapeParamters shape_parameters;
};
void DrawInDefaultCanvas(TH1 *histogram, const char *folder, double margin_left = 0, Option_t *option = "")
void DrawInDefaultCanvas(TH1 *histogram, const char *folder, double margin_left = 0.1, Option_t *option = "")
{
std::filesystem::create_directory(TString::Format("output_files/analysis/%s", folder).Data());
TString name = TString::Format("%s_canvas", histogram->GetName());
@ -140,6 +150,43 @@ void DrawInDefaultCanvas(TH1 *histogram, const char *folder, double margin_left
c->SaveAs(TString::Format("output_files/analysis/%s/%s.pdf", folder, name.Data()).Data());
}
void DrawInDefaultCanvasStacked(std::vector<TH1D *> histograms, std::vector<Color_t> colors, std::vector<Style_t> fill_style, const char *folder, double margin_left = 0.1, Option_t *option = "")
{
std::filesystem::create_directory(TString::Format("output_files/analysis/%s", folder).Data());
TString name = TString::Format("%s_stack_canvas", histograms[0]->GetName());
TCanvas *c = new TCanvas(name, histograms[0]->GetName(), 0, 0, 800, 600);
c->SetLeftMargin(margin_left);
std::string drwopt_2 = std::string(option).empty() ? "SAME HIST" : TString::Format("%s SAME HIST", option).Data();
for (size_t i = 0; i < histograms.size(); i++)
{
const Double_t scaling_factor = 1.;
auto hist_clone = (TH1*)histograms[i]->Clone(TString::Format("%s_clone", histograms[i]->GetName()));
hist_clone->Scale(scaling_factor / histograms[i]->GetMaximum());
hist_clone->SetLineColor(colors[i]);
hist_clone->SetMaximum(scaling_factor + (scaling_factor * 0.05));
hist_clone->SetMinimum(0.);
hist_clone->SetStats(0);
if (fill_style[i] != 0) {
hist_clone->SetFillStyle(fill_style[i]);
hist_clone->SetFillColor(colors[i]);
}
if (i > 0)
{
hist_clone->Draw(drwopt_2.c_str());
}
else
{
hist_clone->Draw(drwopt_2.c_str());
}
}
c->BuildLegend(0.55, 0.79, 0.87, 0.89);
c->Draw();
c->SaveAs(TString::Format("output_files/analysis/%s/%s.pdf", folder, name.Data()).Data());
}
void DrawInDefaultCanvas(RooPlot *rooPlot, const char *folder, double margin_left = 0, Option_t *option = "")
{
std::filesystem::create_directory(TString::Format("output_files/analysis/%s", folder).Data());
@ -151,7 +198,8 @@ 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 PrintStyles(RooPlot* plt) {
void PrintStyles(RooPlot *plt)
{
auto Xaxis = plt->GetXaxis();
auto Yaxis = plt->GetYaxis();
std::cout << "## Styles for plot " << plt->GetName() << std::endl;
@ -227,9 +275,9 @@ void DrawInDefaultCanvas(RooFitSummary fitSummary, const char *folder)
fitSummary.fit_histogram->Draw();
TLegend *leg1 = new TLegend(0.60, 0.55, 0.87, 0.89);
TLegend *leg1 = new TLegend(0.55, 0.45, 0.87, 0.89);
leg1->SetFillColor(kWhite);
leg1->SetLineColor(kBlack);
leg1->SetLineColor(kWhite);
for (const auto &[name, title] : fitSummary.pdf_names)
{
@ -283,17 +331,17 @@ void DrawInDefaultCanvas(RooFitSummary fitSummary, const char *folder)
fitSummary.pull_histogram->Draw();
auto line_mid = new TLine(B_MASS_VAR_MIN, 0, B_MASS_VAR_MAX, 0);
line_mid->SetLineColor(kOrange+4);
line_mid->SetLineColor(kOrange + 4);
line_mid->Draw();
auto line_up = new TLine(B_MASS_VAR_MIN, bound / 2, B_MASS_VAR_MAX, bound / 2);
line_up->SetLineStyle(kDashed);
line_up->SetLineColor(kOrange+4);
line_up->SetLineColor(kOrange + 4);
line_up->Draw();
auto line_low = new TLine(B_MASS_VAR_MIN, -bound / 2, B_MASS_VAR_MAX, -bound / 2);
line_low->SetLineStyle(kDashed);
line_low->SetLineColor(kOrange+4);
line_low->SetLineColor(kOrange + 4);
line_low->Draw();
c->Draw();
@ -324,23 +372,27 @@ RooPlot *CreateRooFitHistogram(TH1D *hist)
return roo_frame_mass;
}
RooFitSummary CreateRooFitHistogramAndFitCB(TH1D *hist, bool hasExpBkg, bool useExtShape, ShapeParamters extShape)
RooFitSummary CreateRooDataSetAndFitCB(TTree *dataSet, TString var_name, TString xAxis, bool hasExpBkg, bool useExtShape, ShapeParamters extShape, Double_t fit_low = 0, Double_t fit_up = 0)
{
auto suffix_name = [name = hist->GetName()](const char *text)
auto suffix_name = [name = dataSet->GetName()](const char *text)
{
return TString::Format("%s_%s", text, name);
};
RooRealVar roo_var_mass(suffix_name("var_mass"), "B Mass Variable", B_MASS_VAR_MIN, B_MASS_VAR_MAX);
Double_t fitRangeUp = fit_low == 0 ? B_MASS_VAR_MIN : fit_low;
Double_t fitRangeLow = fit_up == 0 ? B_MASS_VAR_MAX : fit_up;
RooRealVar roo_var_mass(var_name, "B Mass Variable", B_MASS_VAR_MIN, B_MASS_VAR_MAX);
const char *fitting_range_name = "fitting_range";
roo_var_mass.setRange(fitting_range_name, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
roo_var_mass.setRange(fitting_range_name, fitRangeUp, fitRangeLow);
TString hist_name = suffix_name("roohist_B_M");
RooDataHist roohist_B_M(hist_name, "B Mass Histogram", roo_var_mass, RooFit::Import(*hist));
TString dataset_name = suffix_name("roodataset_B_M");
//RooDataHist roodataset_B_M(hist_name, "B Mass Histogram", roo_var_mass, RooFit::Import(*hist));
RooDataSet roodataset_B_M(dataset_name, "B Mass Data Set", roo_var_mass, RooFit::Import(*dataSet));
RooPlot *roo_frame_mass = roo_var_mass.frame(RooFit::Title(hist->GetTitle()), RooFit::Name(TString::Format("%s_rplt", hist->GetName())));
roohist_B_M.plotOn(roo_frame_mass, RooFit::Binning(B_MASS_HIST_BINS), RooFit::Name(hist_name));
roo_frame_mass->GetXaxis()->SetTitle(hist->GetXaxis()->GetTitle());
RooPlot *roo_frame_mass = roo_var_mass.frame(RooFit::Title(dataSet->GetTitle()), RooFit::Name(TString::Format("%s_rplt", dataSet->GetName())));
roodataset_B_M.plotOn(roo_frame_mass, RooFit::Name(dataset_name));
roo_frame_mass->GetXaxis()->SetTitle(xAxis);
// Crystal Ball for Signal
RooRealVar var_mass_x0(suffix_name("var_mass_x0"), "#mu", 5278., 5170., 5500.);
@ -384,29 +436,43 @@ RooFitSummary CreateRooFitHistogramAndFitCB(TH1D *hist, bool hasExpBkg, bool use
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());
RooRealVar var_mass_nsig(suffix_name("nsig"), "N_{Sig}", 0., dataSet->GetEntries());
RooRealVar var_mass_nbkg(suffix_name("nbkg"), "N_{Bkg}", 0., dataSet->GetEntries());
TString fitted_pdf_name = suffix_name("sigplusbkg");
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));
RooFitResult *fitres = fitted_pdf.fitTo(roodataset_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));
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_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));
double sig_val = var_mass_nsig.getVal();
double sig_err = var_mass_nsig.getError();
double bkg_val = var_mass_nbkg.getVal();
double bkg_err = var_mass_nbkg.getError();
double sig_over_bkg_val = sig_val / TMath::Sqrt(sig_val + bkg_val);
double err_prop_sig = (sig_val + 2 * bkg_val)/(2 * TMath::Power((sig_val + bkg_val), (3/2)));
double err_prop_bkg = -sig_val/(2 * TMath::Power((sig_val + bkg_val), (3/2)));
double sig_over_bkg_err = TMath::Sqrt(TMath::Sq(err_prop_sig * sig_err) + TMath::Sq(err_prop_bkg * bkg_err));
fitted_params.push_back(FittedParam("sig_over_bkg", "N_{Sig}/#sqrt{N_{Sig} + N_{Bkg}}", sig_over_bkg_val, sig_over_bkg_err, 2));
fitted_params.push_back(FittedParam(var_mass_bkg_c, 5));
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));
RooFitResult *fitres = sig_cb.fitTo(roodataset_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;
@ -419,8 +485,8 @@ RooFitSummary CreateRooFitHistogramAndFitCB(TH1D *hist, bool hasExpBkg, bool use
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())));
RooHist *pull_hist = roo_frame_mass->pullHist(hist_name, pull_compare_name);
RooPlot *roo_frame_pull = roo_var_mass.frame(RooFit::Title("Pull Distribution"), RooFit::Name(TString::Format("%s_pull_rplt", dataSet->GetName())));
RooHist *pull_hist = roo_frame_mass->pullHist(dataset_name, pull_compare_name);
roo_frame_pull->addPlotable(pull_hist, "P");
// Double_t pull_min = pull_hist->GetMinimum();

63
new_analysis_b02hphmmumu.cpp

@ -79,16 +79,30 @@ int new_analysis_b02hphmmumu()
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);
Double_t B_Mass_jpsi_var, B_Mass_psi2s_var, B_Mass_sim_var;
TString B_Mass_jpsi_var_name = "B_Mass_jpsi_var";
TString B_Mass_psi2s_var_name = "B_Mass_psi2s_var";
TString B_Mass_sim_var_name = "B_Mass_sim_var";
TTree *tree_B_Mass_jpsi = new TTree("tree_B_Mass_jpsi", TString::Format("B Mass, J/#psi Mode (%s)", analysis_name));
TTree *tree_B_Mass_psi2s = new TTree("tree_B_Mass_psi2s", TString::Format("B Mass, #psi(2S) Mode (%s)", analysis_name));
TTree *tree_B_Mass_sim = new TTree("tree_B_Mass_sim", TString::Format("B Mass, Simualted (%s_noPID)", analysis_name));
tree_B_Mass_jpsi->Branch(B_Mass_jpsi_var_name, &B_Mass_jpsi_var);
tree_B_Mass_psi2s->Branch(B_Mass_psi2s_var_name, &B_Mass_psi2s_var);
tree_B_Mass_sim->Branch(B_Mass_sim_var_name, &B_Mass_sim_var);
TH1D *h1_B_Mass_unf = new TH1D("h1_B_Mass_unf", TString::Format("B Mass (%s), Unfiltered", data_tree_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
TH1D *h1_B_Mass_bdtf = new TH1D("h1_B_Mass_bdtf", TString::Format("B Mass (%s), BDT Filter", data_tree_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
TH1D *h1_B_Mass_sim_unf = new TH1D("h1_B_Mass_sim_unf", TString::Format("B Mass, Simualted (%s), Unfiltered", sim_tree_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);
h1_B_Mass_sim->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_unf->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_sim_unf->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_bdtf->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);
@ -173,6 +187,11 @@ int new_analysis_b02hphmmumu()
{
sim_chain->GetEntry(i);
Double_t reco_mass_pipkp = (hp4v_sim->LorentzVector(K_MASS) + hm4v_sim->LorentzVector() + l14v_sim->LorentzVector() + l24v_sim->LorentzVector()).M();
Double_t reco_mass_pimkm = (hp4v_sim->LorentzVector() + hm4v_sim->LorentzVector(K_MASS) + l14v_sim->LorentzVector() + l24v_sim->LorentzVector()).M();
h1_B_Mass_sim_unf->Fill(reco_mass_pipkp);
h1_B_Mass_sim_unf->Fill(reco_mass_pimkm);
if (B_BKGCAT == 30 && TMath::Abs(L1_TRUEID) == PID_MUON && L2_TRUEID == -L1_TRUEID)
{
TLorentzVector reconstructed_Kstar{};
@ -202,7 +221,8 @@ int new_analysis_b02hphmmumu()
}
}
h1_B_Mass_sim->Fill(reconstructed_B_Mass);
B_Mass_sim_var = reconstructed_B_Mass;
tree_B_Mass_sim->Fill();
}
}
@ -269,17 +289,22 @@ int new_analysis_b02hphmmumu()
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)
{
if (TMath::Abs(reconstructed_Kstar.M() - KSTAR_MASS) < 50.)
h1_B_Mass_bdtf->Fill(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);
B_Mass_jpsi_var = reconstructed_B_Mass;
tree_B_Mass_jpsi->Fill();
}
else if (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.)
{
h1_B_Mass_psi2s->Fill(reconstructed_B_Mass);
B_Mass_psi2s_var = reconstructed_B_Mass;
tree_B_Mass_psi2s->Fill();
}
}
}
@ -294,14 +319,18 @@ int new_analysis_b02hphmmumu()
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);
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_unf, analysis_name, 0.1);
DrawInDefaultCanvas(h1_B_Mass_sim_unf, analysis_name, 0.1);
DrawInDefaultCanvas(h1_B_Mass_bdtf, analysis_name, 0.1);
DrawInDefaultCanvasStacked({h1_B_Mass_unf, h1_B_Mass_bdtf}, {kRed, kBlue}, {0, 3003}, analysis_name);
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);
auto roofit_hist_sim = CreateRooDataSetAndFitCB(tree_B_Mass_sim, B_Mass_sim_var_name, end_state_mass_literal, false, false, ShapeParamters{});
auto roofit_hist_jpsi_fitsum = CreateRooDataSetAndFitCB(tree_B_Mass_jpsi, B_Mass_jpsi_var_name, end_state_mass_literal, true, true, roofit_hist_sim.shape_parameters);
auto roofit_hist_psi2s_fitsum = CreateRooDataSetAndFitCB(tree_B_Mass_psi2s, B_Mass_psi2s_var_name, end_state_mass_literal, true, true, roofit_hist_sim.shape_parameters);
DrawInDefaultCanvas(roofit_hist_jpsi_fitsum, analysis_name);
DrawInDefaultCanvas(roofit_hist_psi2s_fitsum, analysis_name);

55
new_analysis_b02kppimmumu.cpp

@ -78,15 +78,27 @@ int new_analysis_b02kppimmumu()
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);
Double_t B_Mass_jpsi_var, B_Mass_psi2s_var, B_Mass_sim_var;
TString B_Mass_jpsi_var_name = "B_Mass_jpsi_var";
TString B_Mass_psi2s_var_name = "B_Mass_psi2s_var";
TString B_Mass_sim_var_name = "B_Mass_sim_var";
TTree *tree_B_Mass_jpsi = new TTree("tree_B_Mass_jpsi", TString::Format("B Mass, J/#psi Mode (%s)", analysis_name));
TTree *tree_B_Mass_psi2s = new TTree("tree_B_Mass_psi2s", TString::Format("B Mass, #psi(2S) Mode (%s)", analysis_name));
TTree *tree_B_Mass_sim = new TTree("tree_B_Mass_sim", TString::Format("B Mass, Simualted (%s_noPID)", analysis_name));
tree_B_Mass_jpsi->Branch(B_Mass_jpsi_var_name, &B_Mass_jpsi_var);
tree_B_Mass_psi2s->Branch(B_Mass_psi2s_var_name, &B_Mass_psi2s_var);
tree_B_Mass_sim->Branch(B_Mass_sim_var_name, &B_Mass_sim_var);
TH1D *h1_B_Mass_unf = new TH1D("h1_B_Mass_unf", TString::Format("B Mass (%s), Unfiltered", data_tree_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
TH1D *h1_B_Mass_sim_unf = new TH1D("h1_B_Mass_sim_unf", TString::Format("B Mass, Simualted (%s), Unfiltered", sim_tree_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);
h1_B_Mass_sim->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_unf->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_sim_unf->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);
@ -101,9 +113,11 @@ int new_analysis_b02kppimmumu()
{
sim_chain->GetEntry(i);
Double_t reconstructed_B_Mass = (hp4v_sim->LorentzVector() + hm4v_sim->LorentzVector() + l14v_sim->LorentzVector() + l24v_sim->LorentzVector()).M();
h1_B_Mass_sim_unf->Fill(reconstructed_B_Mass);
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);
B_Mass_sim_var = reconstructed_B_Mass;
tree_B_Mass_sim->Fill();
}
PrintProgress(TString::Format("%s SIG Collection", analysis_name), sim_entries, 10000, i);
@ -130,9 +144,8 @@ int new_analysis_b02kppimmumu()
FillHlt1DecisionHistos(hlt1_decision_histos, reconstructed_B_Mass);
}
if (B_MASS_VAR_MIN <= reconstructed_B_Mass && reconstructed_B_Mass <= B_MASS_VAR_MAX)
{
if (TMath::Abs(reconstructed_Kstar.M() - KSTAR_MASS) < 50.)
h1_B_Mass_unf->Fill(reconstructed_B_Mass);
if (TMath::Abs(reconstructed_Kstar.M() - KSTAR_MASS) < 100.)
{
if (TMath::Abs(dimuon.M() - JPSI_MASS) < 100.)
{
@ -154,12 +167,13 @@ int new_analysis_b02kppimmumu()
piminus++;
}
h1_B_Mass_jpsi->Fill(reconstructed_B_Mass);
B_Mass_jpsi_var = reconstructed_B_Mass;
tree_B_Mass_jpsi->Fill();
}
else if (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.)
{
h1_B_Mass_psi2s->Fill(reconstructed_B_Mass);
}
B_Mass_psi2s_var = reconstructed_B_Mass;
tree_B_Mass_psi2s->Fill();
}
}
@ -172,14 +186,17 @@ int new_analysis_b02kppimmumu()
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(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(h1_B_Mass_unf, analysis_name, 0.1);
DrawInDefaultCanvas(h1_B_Mass_sim_unf, analysis_name, 0.1);
auto roofit_hist_sim = CreateRooDataSetAndFitCB(tree_B_Mass_sim, B_Mass_sim_var_name, end_state_mass_literal, false, false, ShapeParamters{});
auto roofit_hist_jpsi_fitsum = CreateRooDataSetAndFitCB(tree_B_Mass_jpsi, B_Mass_jpsi_var_name, end_state_mass_literal, true, true, roofit_hist_sim.shape_parameters);
auto roofit_hist_psi2s_fitsum = CreateRooDataSetAndFitCB(tree_B_Mass_psi2s, B_Mass_psi2s_var_name, end_state_mass_literal, true, true, roofit_hist_sim.shape_parameters);
DrawInDefaultCanvas(roofit_hist_jpsi_fitsum, analysis_name);
DrawInDefaultCanvas(roofit_hist_psi2s_fitsum, analysis_name);
@ -187,7 +204,7 @@ int new_analysis_b02kppimmumu()
// DrawHlt1DecisionHistos(analysis_name, hlt1_decision_histos);
std::cout << "hist entries: " << h1_B_Mass_jpsi->GetEntries() << ", kplus: " << kplus << ", kminus: " << kminus << ", piplus: " << piplus << ", piminus: " << piminus << std::endl;
std::cout << "hist entries: " << tree_B_Mass_jpsi->GetEntries() << ", kplus: " << kplus << ", kminus: " << kminus << ", piplus: " << piplus << ", piminus: " << piminus << std::endl;
return 0;
}

157
new_analysis_bu2hpmumu.cpp

@ -48,7 +48,7 @@ int new_analysis_bu2hpmumu()
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 = true;
const bool retrain_bdt = false;
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");
@ -66,22 +66,40 @@ int new_analysis_bu2hpmumu()
FourVect *hp4v_sim = FourVect::Init(sim_chain, "Hp");
Int_t B_BKGCAT, L1_TRUEID, L2_TRUEID, Hp_TRUEID;
Double_t Hp_PID_K_sim;
sim_chain->SetBranchAddress("L1_TRUEID", &L1_TRUEID);
sim_chain->SetBranchAddress("L2_TRUEID", &L2_TRUEID);
sim_chain->SetBranchAddress("Hp_TRUEID", &Hp_TRUEID);
sim_chain->SetBranchAddress("B_BKGCAT", &B_BKGCAT);
sim_chain->SetBranchAddress("Hp_PID_K", &Hp_PID_K_sim);
Double_t B_Mass_jpsi_var, B_Mass_psi2s_var, B_Mass_sim_var;
TString B_Mass_jpsi_var_name = "B_Mass_jpsi_var";
TString B_Mass_psi2s_var_name = "B_Mass_psi2s_var";
TString B_Mass_sim_var_name = "B_Mass_sim_var";
TTree *tree_B_Mass_jpsi = new TTree("tree_B_Mass_jpsi", TString::Format("B Mass, J/#psi Mode (%s)", analysis_name));
TTree *tree_B_Mass_psi2s = new TTree("tree_B_Mass_psi2s", TString::Format("B Mass, #psi(2S) Mode (%s)", analysis_name));
TTree *tree_B_Mass_sim = new TTree("tree_B_Mass_sim", TString::Format("B Mass, Simualted (%s_noPID)", analysis_name));
tree_B_Mass_jpsi->Branch(B_Mass_jpsi_var_name, &B_Mass_jpsi_var);
tree_B_Mass_psi2s->Branch(B_Mass_psi2s_var_name, &B_Mass_psi2s_var);
tree_B_Mass_sim->Branch(B_Mass_sim_var_name, &B_Mass_sim_var);
TH1D *h1_B_Mass_unf = new TH1D("h1_B_Mass_unf", TString::Format("B Mass (%s), Unfiltered", data_tree_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
TH1D *h1_B_Mass_bdtf = new TH1D("h1_B_Mass_bdtf", TString::Format("B Mass (%s), BDT Filter", data_tree_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
TH1D *h1_B_Mass_sim_unf = new TH1D("h1_B_Mass_sim_unf", TString::Format("B Mass, Simualted (%s), Unfiltered", sim_tree_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
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, -2, 2);
TH1D *h1_Hp_PID_K_pref = new TH1D("h1_Hp_PID_K_pref", "H^{+} PID K, Before TrueID", 50, -10, 10);
TH1D *h1_Hp_PID_K_postf = new TH1D("h1_Hp_PID_K_postf", "H^{+} PID K, After TrueID", 50, -10, 10);
h1_B_Mass_jpsi->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_psi2s->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_sim->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_unf->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_sim_unf->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_bdtf->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);
@ -149,8 +167,11 @@ int new_analysis_bu2hpmumu()
{
sim_chain->GetEntry(i);
Double_t reconstructed_B_Mass = (hp4v_sim->LorentzVector(K_MASS) + l14v_sim->LorentzVector() + l24v_sim->LorentzVector()).M();
h1_Hp_PID_K_pref->Fill(Hp_PID_K_sim);
h1_B_Mass_sim_unf->Fill(reconstructed_B_Mass);
if (B_BKGCAT == 30 && TMath::Abs(L1_TRUEID) == PID_MUON && L2_TRUEID == -L1_TRUEID && TMath::Abs(Hp_TRUEID) == PID_KAON)
{
h1_Hp_PID_K_postf->Fill(Hp_PID_K_sim);
if (sig_events < bkg_events)
{
if (retrain_bdt && std::all_of(vars.begin(), vars.end(), [](TV *v)
@ -161,7 +182,8 @@ int new_analysis_bu2hpmumu()
}
}
h1_B_Mass_sim->Fill(reconstructed_B_Mass);
B_Mass_sim_var = reconstructed_B_Mass;
tree_B_Mass_sim->Fill();
}
PrintProgress(TString::Format("%s SIG Collection", analysis_name), sim_entries, 10000, i);
@ -178,7 +200,7 @@ int new_analysis_bu2hpmumu()
Float_t *train_vars = new Float_t[vars.size()];
auto reader = SetupReader(vars, train_vars, "BuToHpMuMu");
const double mva_cut_value = -0.03;
const double mva_cut_value = -0.02;
for (unsigned int i = 0; i < data_entries; i++)
{
@ -212,15 +234,20 @@ int new_analysis_bu2hpmumu()
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);
if (TMath::Abs(dimuon.M() - JPSI_MASS) < 100.)
{
h1_B_Mass_jpsi->Fill(reconstructed_B_Mass);
B_Mass_jpsi_var = reconstructed_B_Mass;
tree_B_Mass_jpsi->Fill();
}
else if (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.)
{
h1_B_Mass_psi2s->Fill(reconstructed_B_Mass);
B_Mass_psi2s_var = reconstructed_B_Mass;
tree_B_Mass_psi2s->Fill();
}
}
@ -233,14 +260,19 @@ int new_analysis_bu2hpmumu()
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);
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_unf, analysis_name, 0.1);
DrawInDefaultCanvas(h1_B_Mass_sim_unf, analysis_name, 0.1);
DrawInDefaultCanvas(h1_B_Mass_bdtf, analysis_name, 0.1);
DrawInDefaultCanvasStacked({h1_Hp_PID_K_pref, h1_Hp_PID_K_postf}, {kRed, kBlue}, {0, 3003},, analysis_name);
DrawInDefaultCanvasStacked({h1_B_Mass_unf, h1_B_Mass_bdtf}, {kRed, kBlue}, {0, 3003},, analysis_name);
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);
auto roofit_hist_sim = CreateRooDataSetAndFitCB(tree_B_Mass_sim, B_Mass_sim_var_name, end_state_mass_literal, false, false, ShapeParamters{});
auto roofit_hist_jpsi_fitsum = CreateRooDataSetAndFitCB(tree_B_Mass_jpsi, B_Mass_jpsi_var_name, end_state_mass_literal, true, true, roofit_hist_sim.shape_parameters);
auto roofit_hist_psi2s_fitsum = CreateRooDataSetAndFitCB(tree_B_Mass_psi2s, B_Mass_psi2s_var_name, end_state_mass_literal, true, true, roofit_hist_sim.shape_parameters);
DrawInDefaultCanvas(roofit_hist_jpsi_fitsum, analysis_name);
DrawInDefaultCanvas(roofit_hist_psi2s_fitsum, analysis_name);
@ -252,92 +284,3 @@ int new_analysis_bu2hpmumu()
return 0;
}
int analyze_bu2hpmumu_simulation()
{
const char *analysis_name = "BuToHpMuMu_noPID";
const char *end_state_mass_literal = "m(#pi^{+}_{(#rightarrow K^{+})}#mu^{+}#mu^{-})";
TChain *sim_chain = new TChain(TString::Format("%s/DecayTree", analysis_name));
sim_chain->Add("/auto/data/pfeiffer/inclusive_detached_dilepton/MC/rd_btoxll_simulation_fullstream_v0r0p6671378_BuToKpMuMu_12143001_magdown.root");
FourVect *l14v = FourVect::Init(sim_chain, "L1");
FourVect *l24v = FourVect::Init(sim_chain, "L2");
FourVect *hp4v = FourVect::Init(sim_chain, "Hp");
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("Hp_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);
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(sim_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 entries = sim_chain->GetEntries();
for (unsigned int i = 0; i < entries; i++)
{
sim_chain->GetEntry(i);
if (B_BKGCAT == 30 && TMath::Abs(L1_TRUEID) == PID_MUON && L2_TRUEID == -L1_TRUEID && TMath::Abs(Hp_TRUEID) == PID_KAON)
{
TLorentzVector dimuon = l14v->LorentzVector() + l24v->LorentzVector();
Double_t reconstructed_B_Mass = (hp4v->LorentzVector(K_MASS) + 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 (CutHlt1DecisionsOr({"TwoTrackMuonMVA", "DiMuonHighMass"}))
{
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(analysis_name, 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_jpsi = CreateRooFitHistogram(h1_B_Mass_jpsi);
auto roofit_hist_psi2s = CreateRooFitHistogram(h1_B_Mass_psi2s);
DrawInDefaultCanvas(roofit_hist_jpsi, analysis_name, 0.1);
DrawInDefaultCanvas(roofit_hist_psi2s, analysis_name, 0.1);
DrawHlt1DecisionHistos(analysis_name, hlt1_decision_histos);
return 0;
}

179
new_analysis_bu2jpsikplus.cpp

@ -0,0 +1,179 @@
#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 B2CC Bu To Kp Mu Mu %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
int new_analysis_bu2jpsikplus()
{
const char *analysis_name = "BuToJpsiKplus";
const char *data_tree_name = "Hlt2B2CC_BuToJpsiKplus_JpsiToMuMu_Detached";
const char *sim_tree_name = "BuToKpMuMu_noPID";
const char *end_state_mass_literal = "m(K^{+}#mu^{+}#mu^{-})";
const bool retrain_bdt = false;
TChain *data_chain = new TChain(TString::Format("%s/DecayTree", data_tree_name));
data_chain->Add("/auto/data/pfeiffer/inclusive_detached_dilepton/data_samples/b2cc_turbo_superliaison_collision23_butojpsikplus_turbopass_magdown_v0r0p6205916.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");
Bool_t muplus_ISMUON, muminus_ISMUON, Hlt1TrackMVADecision, Hlt1TwoTrackMVADecision;
data_chain->SetBranchAddress("muplus_ISMUON", &muplus_ISMUON);
data_chain->SetBranchAddress("muminus_ISMUON", &muminus_ISMUON);
data_chain->SetBranchAddress("Hlt1TrackMVADecision", &Hlt1TrackMVADecision);
data_chain->SetBranchAddress("Hlt1TwoTrackMVADecision", &Hlt1TwoTrackMVADecision);
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);
Double_t B_Mass_jpsi_var, B_Mass_psi2s_var, B_Mass_sim_var;
TString B_Mass_jpsi_var_name = "B_Mass_jpsi_var";
TString B_Mass_psi2s_var_name = "B_Mass_psi2s_var";
TString B_Mass_sim_var_name = "B_Mass_sim_var";
TTree *tree_B_Mass_jpsi = new TTree("tree_B_Mass_jpsi", TString::Format("B Mass, J/#psi Mode (%s)", analysis_name));
TTree *tree_B_Mass_psi2s = new TTree("tree_B_Mass_psi2s", TString::Format("B Mass, #psi(2S) Mode (%s)", analysis_name));
TTree *tree_B_Mass_sim = new TTree("tree_B_Mass_sim", TString::Format("B Mass, Simualted (%s_noPID)", analysis_name));
tree_B_Mass_jpsi->Branch(B_Mass_jpsi_var_name, &B_Mass_jpsi_var);
tree_B_Mass_psi2s->Branch(B_Mass_psi2s_var_name, &B_Mass_psi2s_var);
tree_B_Mass_sim->Branch(B_Mass_sim_var_name, &B_Mass_sim_var);
TH1D *h1_B_Mass_unf = new TH1D("h1_B_Mass_unf", TString::Format("B Mass (%s), Unfiltered", data_tree_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
TH1D *h1_B_Mass_sim_unf = new TH1D("h1_B_Mass_sim_unf", TString::Format("B Mass, Simualted (%s), Unfiltered", sim_tree_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_unf->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_sim_unf->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();
h1_B_Mass_sim_unf->Fill(reconstructed_B_Mass);
if (B_BKGCAT == 0 && TMath::Abs(L1_TRUEID) == PID_MUON && L2_TRUEID == -L1_TRUEID && TMath::Abs(Hp_TRUEID) == PID_KAON)
{
B_Mass_sim_var = reconstructed_B_Mass;
tree_B_Mass_sim->Fill();
}
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);
// }
h1_B_Mass_unf->Fill(reconstructed_B_Mass);
if (muplus_ISMUON && muminus_ISMUON && (Hlt1TrackMVADecision || Hlt1TwoTrackMVADecision))
{
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);
}
// std::cout << "# Exclusive Hits" << std::endl;
// for (const auto &[line, hits] : exclusive_hits)
// {
// std::cout << line << ": " << hits << std::endl;
// }
DrawInDefaultCanvas(h1_B_Mass_unf, analysis_name, 0.1);
DrawInDefaultCanvas(h1_B_Mass_sim_unf, analysis_name, 0.1);
auto roofit_hist_sim = CreateRooDataSetAndFitCB(tree_B_Mass_sim, B_Mass_sim_var_name, end_state_mass_literal, false, false, ShapeParamters{});
auto roofit_hist_jpsi_fitsum = CreateRooDataSetAndFitCB(tree_B_Mass_jpsi, B_Mass_jpsi_var_name, end_state_mass_literal, true, true, roofit_hist_sim.shape_parameters, 5140., 5460.);
auto roofit_hist_psi2s_fitsum = CreateRooDataSetAndFitCB(tree_B_Mass_psi2s, B_Mass_psi2s_var_name, end_state_mass_literal, true, true, roofit_hist_sim.shape_parameters, 5140., 5460.);
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;
}

50
new_analysis_bu2kpmumu.cpp

@ -48,7 +48,7 @@ int new_analysis_bu2kpmumu()
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;
const bool retrain_bdt = 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_SprucingPass23r1_94000000_RD.root");
@ -71,15 +71,27 @@ int new_analysis_bu2kpmumu()
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);
Double_t B_Mass_jpsi_var, B_Mass_psi2s_var, B_Mass_sim_var;
TString B_Mass_jpsi_var_name = "B_Mass_jpsi_var";
TString B_Mass_psi2s_var_name = "B_Mass_psi2s_var";
TString B_Mass_sim_var_name = "B_Mass_sim_var";
TTree *tree_B_Mass_jpsi = new TTree("tree_B_Mass_jpsi", TString::Format("B Mass, J/#psi Mode (%s)", analysis_name));
TTree *tree_B_Mass_psi2s = new TTree("tree_B_Mass_psi2s", TString::Format("B Mass, #psi(2S) Mode (%s)", analysis_name));
TTree *tree_B_Mass_sim = new TTree("tree_B_Mass_sim", TString::Format("B Mass, Simualted (%s_noPID)", analysis_name));
tree_B_Mass_jpsi->Branch(B_Mass_jpsi_var_name, &B_Mass_jpsi_var);
tree_B_Mass_psi2s->Branch(B_Mass_psi2s_var_name, &B_Mass_psi2s_var);
tree_B_Mass_sim->Branch(B_Mass_sim_var_name, &B_Mass_sim_var);
TH1D *h1_B_Mass_unf = new TH1D("h1_B_Mass_unf", TString::Format("B Mass (%s), Unfiltered", data_tree_name), B_MASS_HIST_BINS, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
TH1D *h1_B_Mass_sim_unf = new TH1D("h1_B_Mass_sim_unf", TString::Format("B Mass, Simualted (%s), Unfiltered", sim_tree_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);
h1_B_Mass_sim->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_unf->GetXaxis()->SetTitle(end_state_mass_literal);
h1_B_Mass_sim_unf->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);
@ -94,9 +106,11 @@ int new_analysis_bu2kpmumu()
{
sim_chain->GetEntry(i);
Double_t reconstructed_B_Mass = (hp4v_sim->LorentzVector() + l14v_sim->LorentzVector() + l24v_sim->LorentzVector()).M();
h1_B_Mass_sim_unf->Fill(reconstructed_B_Mass);
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);
B_Mass_sim_var = reconstructed_B_Mass;
tree_B_Mass_sim->Fill();
}
PrintProgress(TString::Format("%s SIG Collection", analysis_name), sim_entries, 10000, i);
@ -117,13 +131,17 @@ int new_analysis_bu2kpmumu()
FillHlt1DecisionHistos(hlt1_decision_histos, reconstructed_B_Mass);
}
h1_B_Mass_unf->Fill(reconstructed_B_Mass);
if (TMath::Abs(dimuon.M() - JPSI_MASS) < 100.)
{
h1_B_Mass_jpsi->Fill(reconstructed_B_Mass);
B_Mass_jpsi_var = reconstructed_B_Mass;
tree_B_Mass_jpsi->Fill();
}
else if (TMath::Abs(dimuon.M() - PSI2S_MASS) < 100.)
{
h1_B_Mass_psi2s->Fill(reconstructed_B_Mass);
B_Mass_psi2s_var = reconstructed_B_Mass;
tree_B_Mass_psi2s->Fill();
}
PrintProgress(TString::Format("%s BDT Evaluation", analysis_name), data_entries, 10000, i);
@ -135,14 +153,12 @@ int new_analysis_bu2kpmumu()
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);
DrawInDefaultCanvas(h1_B_Mass_unf, analysis_name, 0.1);
DrawInDefaultCanvas(h1_B_Mass_sim_unf, 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);
auto roofit_hist_sim = CreateRooDataSetAndFitCB(tree_B_Mass_sim, B_Mass_sim_var_name, end_state_mass_literal, false, false, ShapeParamters{});
auto roofit_hist_jpsi_fitsum = CreateRooDataSetAndFitCB(tree_B_Mass_jpsi, B_Mass_jpsi_var_name, end_state_mass_literal, true, true, roofit_hist_sim.shape_parameters);
auto roofit_hist_psi2s_fitsum = CreateRooDataSetAndFitCB(tree_B_Mass_psi2s, B_Mass_psi2s_var_name, end_state_mass_literal, true, true, roofit_hist_sim.shape_parameters);
DrawInDefaultCanvas(roofit_hist_jpsi_fitsum, analysis_name);
DrawInDefaultCanvas(roofit_hist_psi2s_fitsum, analysis_name);

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