inclusive_detached_dilepton/basic_analysis.h

232 lines
8.3 KiB
C++

#ifndef BASIC_ANALYSIS
#define BASIC_ANALYSIS
#include <string>
#include <iostream>
#include <cmath>
#include <algorithm>
#include <filesystem>
#include <string_view>
#include "TTree.h"
class FourVect
{
private:
Float_t px, py, pz, energy;
Float_t *PtrPX()
{
return &px;
}
Float_t *PtrPY()
{
return &py;
}
Float_t *PtrPZ()
{
return &pz;
}
Float_t *PtrEnergy()
{
return &energy;
}
public:
static FourVect *Init(TTree *tree, const char *particle)
{
FourVect *v = new FourVect{};
tree->SetBranchAddress(TString::Format("%s_PX", particle).Data(), v->PtrPX());
tree->SetBranchAddress(TString::Format("%s_PY", particle).Data(), v->PtrPY());
tree->SetBranchAddress(TString::Format("%s_PZ", particle).Data(), v->PtrPZ());
tree->SetBranchAddress(TString::Format("%s_ENERGY", particle).Data(), v->PtrEnergy());
return v;
}
TLorentzVector LorentzVector()
{
return TLorentzVector(px, py, pz, energy);
}
TLorentzVector LorentzVector(double sub_mass)
{
TVector3 momentum(px, py, pz);
float energy = TMath::Sqrt(TMath::Sq(sub_mass) + momentum.Mag2());
return TLorentzVector(momentum, energy);
}
std::string ToString()
{
return TString::Format("(%f, %f, %f, %f)", px, py, pz, energy).Data();
}
};
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());
TString name = TString::Format("%s_canvas", histogram->GetName());
TCanvas *c = new TCanvas(name, histogram->GetName(), 0, 0, 800, 600);
c->SetLeftMargin(margin_left);
histogram->SetStats(0);
histogram->Draw(option);
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());
TString name = TString::Format("%s_canvas", rooPlot->GetName());
TCanvas *c = new TCanvas(name, rooPlot->GetName(), 0, 0, 800, 600);
c->SetLeftMargin(margin_left);
rooPlot->Draw(option);
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)
{
std::cout << "["
<< title
<< "] Processed event: " << current + 1 << " (" << TString::Format("%.2f", ((double)(current + 1) / (double)total) * 100.) << "%)" << std::endl;
}
}
RooPlot *CreateRooFitHistogram(TH1D *hist)
{
RooRealVar roo_var_mass("var_mass", "B Mass Variable", B_MASS_VAR_MIN, B_MASS_VAR_MAX);
roo_var_mass.setRange("fitting_range", B_MASS_VAR_MIN, B_MASS_VAR_MAX);
RooDataHist roohist_B_M("roohist_B_M", "B Mass Histogram", roo_var_mass, RooFit::Import(*hist));
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("B Mass Distribution"));
roo_frame_mass->GetXaxis()->SetTitle(hist->GetXaxis()->GetTitle());
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)
{
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);
const char *fitting_range_name = "fitting_range";
roo_var_mass.setRange(fitting_range_name, B_MASS_VAR_MIN, B_MASS_VAR_MAX);
TString hist_name = suffix_name("roohist_B_M");
RooDataHist roohist_B_M(hist_name, "B Mass Histogram", roo_var_mass, RooFit::Import(*hist));
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());
// Crystal Ball for Signal
RooRealVar var_mass_x0(suffix_name("var_mass_x0"), "#mu", 5278., 5170., 5500.);
RooRealVar var_mass_sigmaLR(suffix_name("var_mass_sigmaLR"), "#sigma_{LR}", 16., 5., 40.);
RooRealVar var_mass_alphaL(suffix_name("var_mass_alphaL"), "#alpha_{L}", 2., 0., 4.);
RooRealVar var_mass_nL(suffix_name("var_mass_nL"), "n_{L}", 5., 0., 15.);
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) {
var_mass_alphaL.setConstant(true);
var_mass_alphaL.setVal(extShape.alpha_left);
var_mass_nL.setConstant(true);
var_mass_nL.setVal(extShape.n_left);
var_mass_alphaR.setConstant(true);
var_mass_alphaR.setVal(extShape.alpha_right);
var_mass_nR.setConstant(true);
var_mass_nR.setVal(extShape.n_left);
}
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);
TString pull_compare_name{};
if (hasExpBkg)
{
// Exponential for Background
RooRealVar var_mass_bkg_c(suffix_name("var_mass_bkg_c"), "#lambda", -0.0014, -0.004, -0.000);
TString background_name = suffix_name("bgk_exp");
RooExponential bkg_exp(background_name, "Exp Background", roo_var_mass, var_mass_bkg_c);
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));
RooFitResult *fitres = fitted_pdf.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));
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);
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);
}
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,
ShapeParamters{
var_mass_alphaL.getVal(),
var_mass_nL.getVal(),
var_mass_alphaR.getVal(),
var_mass_nR.getVal()}};
}
bool InRange(double value, double center, double low_intvl, double up_intvl)
{
return center - low_intvl < value && value < center + up_intvl;
}
bool InRange(double value, double center, double intvl)
{
return InRange(value, center, intvl, intvl);
}
#endif