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#include "ikstest.h"
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#include "TopStyle/CMSTopStyle.cc"
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//=================================
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// Program to run IKS test
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// * Input directories:
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// * Data: skimmed_Data_x.xxpb-1
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// => default selection : Data_<suffix>.root
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// => n-1 selection : Data_<suffix>_<invName>.root
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// * MC : skimmed_MC {QCD,WJets,TTbar...}
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// => default selection : QCD_<suffix>.root
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// => n-1 selection : Data_<suffix>_<invName>.root
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// * Upmost output dir specified by <desDir>
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// subdirectory created according to <useInv> and <realData>
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// => <desDir'><xyz><suffix>.pdf (.txt)
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// * e.g. to do KS test on data with MC QCD shape in signal region:
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// useInv=false; realData=true
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//=================================
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using namespace std;
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//define the constants: 2.88/pb
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const Double_t weight_[5] = {0.0524313, //QCD
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0.0089567, //WJets
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0.000306, //TTbar
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0.0080911, //ZJets
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0.000114 //STtch
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};
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const Double_t procQCD = 1.46;
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const Double_t procWJets = 1.03;
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const Double_t procTTbar = 1.;
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const Double_t procZJets = 1.;
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const Double_t procSTtch = 1.;
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// Output directory
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TString baseDir = "Results_2.88pb-1_NEW/";
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// User defined parameters
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bool useInv = false; // whether to use n-1 QCD template
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bool realData = false;
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// Ntuples to use
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TString suffix = "Sel0"; // Suffix of selection
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TString invNames[2] = {"RelIsogt0p1","D0gt0p02"};
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map<TString,TCanvas*> cvs; // map of usual histogram
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bool debug_ = false;
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//=================================
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// Main program
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//=================================
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void ikstest() {
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CMSTopStyle style;
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gROOT->SetStyle("CMS");
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TLatex *latex = new TLatex();
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latex->SetNDC();
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int size_ninv = (useInv ? 2 : 1);
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for (int ninv = 0;ninv < size_ninv; ++ninv) {
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TString invName = invNames[ninv];
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TString desDir;
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if (!useInv) {
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if (!realData) desDir = baseDir + "MC/";
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else desDir = baseDir + "Data_MC/";
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} else {
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if (!realData) desDir = baseDir + "MC_"+invName+"/";
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else desDir = baseDir + "Data_"+invName+"/";
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}
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struct stat stDir;
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if (!stat(desDir,&stDir)){
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cout << "Output folder exists! Continues? (enter to continue; 'q' for quit)" << endl;
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char incmd;
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cin.get(incmd);
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if (incmd == 'q') return;
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} else {
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cout << "Creating folder : " << desDir << endl;
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if (mkdir(desDir,0755) == -1){
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std::cerr << "Error creating folder" << endl;
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return;
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}
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}
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ofstream outprint(TString(desDir+"Results_"+suffix+".txt"));
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//open the files with histograms
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map<string,TFile*> mfile;
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mfile.clear();
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mfile["Data"] = TFile::Open(TString("skimmed_Data_2.88pb-1/Data_"+suffix+".root"));
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// n-1 cuts
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if (useInv) {
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if (realData)
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mfile["InvSel"] = TFile::Open(TString("skimmed_Data_2.88pb-1/Data_"+suffix+"_"+invName+".root"));
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else
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mfile["InvSel"] = TFile::Open(TString("skimmed_MC/v5/QCD_"+suffix+"_"+invName+".root"));
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}
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// RefSel MC
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mfile["0"] = TFile::Open(TString("skimmed_MC/v5/QCD_"+suffix+".root"));
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mfile["1"] = TFile::Open(TString("skimmed_MC/v5/WJets_"+suffix+".root"));
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mfile["2"] = TFile::Open(TString("skimmed_MC/v5/TTbar_"+suffix+".root"));
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mfile["3"] = TFile::Open(TString("skimmed_MC/v5/ZJets_"+suffix+".root"));
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mfile["4"] = TFile::Open(TString("skimmed_MC/v5/STtch_"+suffix+".root"));
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//define histograms and related parameters
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string histoName[3] = {"h_mu_pt_calo","h_met_calo","h_mt_calo"};
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string histoLabelX[3] = {"p_{T}^{#mu} [GeV/c]", "#slash{E}_{T} [GeV/c]", "M_{T}^{W} [GeV/c^{2}]"};
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Int_t xbins[3] = {20,20,40};
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Double_t xlow[3] = {0.,0.,0.};
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Double_t xhigh[3] = {100.,100.,200.};
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string sample[5] = {"QCD","WJets","TTbar","ZJets","STtch"};
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TH1F* hMC_[5][3]; // MC histograms
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TH1F* hData_[3]; // Data or mix MC
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TH1F* hQCD_NEW[3]; // InvSel QCD shape
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TH1F* hKSres_[3];
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TH1F* hKSvalues_[3];
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TH1F* hQCD_KS[3];
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TH1F* hWJets_KS[3];
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//load the histograms from the root files
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for (int vi = 0; vi < 3; ++vi) {// 3 variables
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//cout << "file[" << vi << "] : " << endl;
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string nameNewHisto = "mix_"+histoName[vi];
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string nameNewHistoSFKS = "finalSF_"+histoName[vi];
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string nameNewHistoKSvalues = "KSvalues_"+histoLabelX[vi];
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hData_[vi] = new TH1F(nameNewHisto.c_str(),"",xbins[vi],xlow[vi],xhigh[vi]);
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hKSres_[vi] = new TH1F(nameNewHistoSFKS.c_str(),"",xbins[vi],xlow[vi],xhigh[vi]);
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hKSvalues_[vi] = new TH1F(nameNewHistoKSvalues.c_str(),"",2./stepsize, stepsize, 2.+stepsize);
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ostringstream ssc;
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ssc << vi;
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if (!useInv) {//use QCD MC sample
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hQCD_NEW[vi] = (TH1F*) mfile["0"]->Get(TString(histoName[vi]))->Clone();
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hQCD_NEW[vi] -> Scale(weight_[0]);
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hQCD_NEW[vi] -> SetName(TString("InvSel_"+histoName[vi]+"_"+ssc.str()));
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}
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else {
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hQCD_NEW[vi] = (TH1F*) mfile["InvSel"]->Get(TString(histoName[vi]))->Clone();
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if (!realData) hQCD_NEW[vi] -> Scale(weight_[0]);
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hQCD_NEW[vi] -> SetName(TString("InvSel_"+histoName[vi]+"_"+ssc.str()));
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}
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if (debug_) cout << "hQCD_NEW[" << vi << "] @ " << hQCD_NEW[vi] << endl;
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hData_[vi] -> Sumw2();
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hKSres_[vi] -> Sumw2();
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hKSvalues_[vi] -> Sumw2();
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}
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for (int n = 0; n < 5; ++n) {// 3 MC samples
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for (int ihisto = 0; ihisto < 3; ihisto++) {// 3 variables
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//cout << "Variable[" << ihisto << "]" << endl;
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string histo_name = histoName[ihisto]+sample[n];
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ostringstream ss;
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ss << n;
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hMC_[n][ihisto] = (TH1F*) mfile[ss.str()]->Get(TString(histoName[ihisto]))->Clone();
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if (debug_) {
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cout << "File[" << n << "] @" << mfile[ss.str()]
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<< "; histo[" << ihisto << "] @ " << mfile[ss.str()]->Get(TString(histoName[ihisto]))
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<<"; hMC_[" << n << "][" << ihisto << "] raw evts = "
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<< setw(12) << hMC_[n][ihisto]->Integral();
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}
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hMC_[n][ihisto] -> Scale(weight_[n]);
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hMC_[n][ihisto] -> SetName(TString("MC_"+sample[n]+"_"+histoName[ihisto]));
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if (debug_) cout << "; weighted num evts = " << setw(8) << hMC_[n][ihisto]->Integral() << endl;
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}
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}
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//create the mixed samples = "data"
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TString cvsName0 = "Data";
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if (useInv) {
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cvsName0 += "_";
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cvsName0 += invName;
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}
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cvs[cvsName0] = new TCanvas(cvsName0,"Data distributions",600,700);
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cvs[cvsName0]->Divide(3,1);
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for (int i = 0; i < 3; i++) {
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cvs[cvsName0]->cd(i+1);
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if (!realData) {
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hData_[i] -> Add(hMC_[0][i],hMC_[1][i], procQCD,procWJets);
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hData_[i] -> Add(hMC_[2][i], procTTbar);
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hData_[i] -> Add(hMC_[3][i], procZJets);
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hData_[i] -> Add(hMC_[4][i], procSTtch);
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}
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else {
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TH1F *htmp = (TH1F*) mfile["Data"]->Get(TString(histoName[i]));
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hData_[i] -> Add(htmp,1.);
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}
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hData_[i]->GetXaxis()->SetTitle(histoLabelX[i].c_str());
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hData_[i]->GetYaxis()->SetTitle("Entries");
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hData_[i]->DrawClone();
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}
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cvs[cvsName0]->SaveAs(TString(desDir+"Data_distributions.pdf"));
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//Calculate num of events for each sample
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vector<double> vNev_;
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double NevData = hData_[2]->Integral();
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double corr_NevQCD = hMC_[0][2]->Integral();
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double corr_NevQCD_NEW = hQCD_NEW[2]->Integral();
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double corr_NevWJets = hMC_[1][2]->Integral();
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double corr_NevTTbar = hMC_[2][2]->Integral();
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double corr_NevZJets = hMC_[3][2]->Integral();
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double corr_NevSTtch = hMC_[4][2]->Integral();
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cout << "corr_NevSTtch = " << corr_NevSTtch << endl;
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// double corr_Nevmix = procQCD*corr_NevQCD + procWJets*corr_NevWJets
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// + procTTbar*corr_NevTTbar+procZJets*corr_NevZJets + procSTtch*corr_NevSTtch;//should equal NevData for MC
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// store nev in a vector
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vNev_.push_back(NevData);
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vNev_.push_back((useInv ? corr_NevQCD_NEW : corr_NevQCD));
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vNev_.push_back(corr_NevWJets);
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// Non WJets (use MC expected values):
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if (procTTbar > 0.) vNev_.push_back(corr_NevTTbar*procTTbar);
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if (procZJets > 0.) vNev_.push_back(corr_NevZJets*procZJets);
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if (procSTtch > 0.) vNev_.push_back(corr_NevSTtch*procSTtch);
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outprint << "Events in Data = " << NevData << endl;
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outprint << "Events QCD sample = " << corr_NevQCD << endl;
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outprint << "Events InvSel sample = " << corr_NevQCD_NEW << endl;
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outprint << "---------------------------" << endl;
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outprint << "Events WJets sample = " << corr_NevWJets << endl;
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outprint << "Events TTbar sample = " << corr_NevTTbar << endl;
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outprint << "Events ZJets sample = " << corr_NevZJets << endl;
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outprint << "Events STtch sample = " << corr_NevSTtch << endl;
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//define the containers for chosen numbers (coressponding to the max KStest result)
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testMC maxProb[3];
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//define the scale factors calculated using information obtained from all parameters
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Double_t SFbackg = 0.0;
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Double_t sumSFbackg = 0.0;
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Double_t SFsample = 0.0;
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Double_t sumSFsample = 0.0;
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Double_t allKS = 0.0;
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//do the KS test by varying the scale factors
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for (int i = 0; i < 3; i++) { // 3 variables
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TH1F *data = (TH1F*)hData_[i]->Clone("data");
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data -> SetName("dataClone");
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map<string,TH1F*> mHisto_;
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mHisto_.clear();
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mHisto_["Data"] = data;
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mHisto_["QCD"] = (useInv ? (TH1F*)hQCD_NEW[i]->Clone() : (TH1F*)hMC_[0][i]->Clone());
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mHisto_["WJets"] = (TH1F*)hMC_[1][i]->Clone();//WJets
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if (procTTbar > 0.) mHisto_["TTbar"] = (TH1F*)hMC_[2][i]->Clone();//TTbar
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if (procZJets > 0.) mHisto_["ZJets"] = (TH1F*)hMC_[3][i]->Clone();//ZJets
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if (procSTtch > 0.) mHisto_["STtch"] = (TH1F*)hMC_[4][i]->Clone();//STtch
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//data -> Scale(1./data->Integral());
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vector<testMC> resultsKS = doKStest(vNev_,mHisto_);
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testMC tksmax = getMax(resultsKS);
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maxProb[i] = tksmax;
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outprint << "\nFor the plot " << histoLabelX[i] << " the results are:"<< endl;
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outprint << "\tmax Probability = " << maxProb[i].prob << endl;
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outprint << "\tproc_background = " << maxProb[i].scaleF_backg << endl;
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outprint << "\tproc_sample = " << maxProb[i].scaleF_sample << endl;
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outprint << "\n\tpercent_B of Data = "
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<< maxProb[i].scaleF_backg*corr_NevQCD_NEW*100/NevData << endl;
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outprint << "\tpercent_S of Data = "
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<< maxProb[i].scaleF_sample*corr_NevWJets*100/NevData << endl;
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outprint << "---------------------------" << endl;
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//create the mixed samples with KS test results
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sumSFbackg += maxProb[i].prob*maxProb[i].scaleF_backg;
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sumSFsample += maxProb[i].prob*maxProb[i].scaleF_sample;
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allKS += maxProb[i].prob;
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//fill a histogram with the results from the KS test for each variable
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for (unsigned int jiter = 0; jiter < resultsKS.size(); jiter++) {
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if (resultsKS.at(jiter).prob == 1.)
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cout << "variable [" << i << "]: prob[" << jiter << "]= " << resultsKS.at(jiter).prob << endl;
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hKSvalues_[i]->SetBinContent(jiter,resultsKS.at(jiter).prob);
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}
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delete data;
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}
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//calculate the final scale factors
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SFbackg = sumSFbackg/allKS;
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SFsample = sumSFsample/allKS;
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outprint << "allKS = " << allKS << "\tbackground = " << SFbackg << "\tsample = " << SFsample << endl;
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outprint << "==> Scale Factor for QCD MC = " << SFbackg*corr_NevQCD_NEW/corr_NevQCD << endl;
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outprint << "\tcombined percent_B of Data = "
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<< SFbackg*corr_NevQCD_NEW*100/NevData << endl;
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outprint << "\tcombined percent_S of Data = "
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<< SFsample*corr_NevWJets*100/NevData << endl;
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outprint << "\n" << endl;
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outprint << "=================================" << endl;
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outprint << "\n" << endl;
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//=================================
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// Plots
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//=================================
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for (int i = 0; i < 3; i++) {// 3 variables
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hKSres_[i] -> Add((TH1F*)hQCD_NEW[i]->Clone(),(TH1F*)hMC_[1][i]->Clone(),SFbackg,SFsample);
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hKSres_[i] -> Add((TH1F*)hMC_[2][i]->Clone(),procTTbar);
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hKSres_[i] -> Add((TH1F*)hMC_[3][i]->Clone(),procZJets);
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hKSres_[i] -> Add((TH1F*)hMC_[4][i]->Clone(),procSTtch);
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outprint << "hKSres->Integral() = " << hKSres_[i]->Integral() << endl;
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outprint << "Data->Integral() = " << hData_[i]->Integral() << endl;
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hData_[i]->Rebin(2);
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hQCD_NEW[i]->Rebin(2);
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hMC_[0][i]->Rebin(2);
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hMC_[1][i]->Rebin(2);
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hKSres_[i]->Rebin(2);
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//hKSvalues_[i]->Rebin(2);
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// Stack Wjets and QCD after scaled by KS factors
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hQCD_KS[i] = (TH1F*) hQCD_NEW[i]->Clone();
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hQCD_KS[i]->Scale(SFbackg);
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hQCD_KS[i]->SetLineColor(style.QCDColor);
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hQCD_KS[i]->SetFillColor(style.QCDColor);
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hQCD_KS[i]->SetFillStyle(style.QCDFill);
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hWJets_KS[i] = (TH1F*) hMC_[1][i]->Clone();
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hWJets_KS[i]->Scale(SFsample);
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hWJets_KS[i]->SetLineColor(style.WJetsColor);
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hWJets_KS[i]->SetFillColor(style.WJetsColor);
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hWJets_KS[i]->SetFillStyle(style.WJetsFill);
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if (procTTbar > 0.) {
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hMC_[2][i]->Rebin(2);
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hMC_[2][i]->SetLineColor(style.TtbarColor);
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hMC_[2][i]->SetFillColor(style.TtbarColor);
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hMC_[2][i]->SetFillStyle(style.TtbarFill);
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}
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if (procZJets > 0.) {
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hMC_[3][i]->Rebin(2);
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hMC_[3][i]->SetLineColor(style.DYZJetsColor);
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hMC_[3][i]->SetFillColor(style.DYZJetsColor);
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hMC_[3][i]->SetFillStyle(style.DYZJetsFill);
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}
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if (procSTtch > 0.) {
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hMC_[4][i]->Rebin(2);
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hMC_[4][i]->SetLineColor(style.ST_t_sColor);
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hMC_[4][i]->SetFillColor(style.ST_t_sColor);
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hMC_[4][i]->SetFillStyle(style.ST_t_sFill);
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}
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THStack *hst = new THStack(invName,invName);
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hst->Add((TH1F*)hQCD_KS[i]->Clone());
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if (procSTtch > 0) hst->Add((TH1F*)hMC_[4][i]->Clone());
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if (procZJets > 0) hst->Add((TH1F*)hMC_[3][i]->Clone());
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hst->Add((TH1F*)hWJets_KS[i]->Clone());
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if (procTTbar > 0) hst->Add((TH1F*)hMC_[2][i]->Clone());
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// Set plotting parameters
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hData_[i] ->SetLineColor(1);
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hQCD_NEW[i] ->SetLineColor(2);
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hMC_[0][i] ->SetLineColor(4);
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hMC_[1][i] ->SetLineColor(3);
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hKSres_[i] ->SetLineColor(2);
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hKSvalues_[i]->SetLineColor(i+1);
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hData_[i] ->SetMarkerColor(1);
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hQCD_NEW[i] ->SetMarkerColor(2);
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hMC_[0][i] ->SetMarkerColor(4);
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hMC_[1][i] ->SetMarkerColor(3);
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hKSres_[i] ->SetMarkerColor(2);
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hKSvalues_[i]->SetMarkerColor(i+1);
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hData_[i] ->SetMarkerStyle(24);
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362 |
hQCD_NEW[i] ->SetMarkerStyle(20);
|
363 |
hMC_[0][i] ->SetMarkerStyle(20);
|
364 |
hMC_[1][i] ->SetMarkerStyle(20);
|
365 |
hKSres_[i] ->SetMarkerStyle(20);
|
366 |
hKSvalues_[i]->SetMarkerStyle(20);
|
367 |
|
368 |
hData_[i] ->SetMarkerSize(1.4);
|
369 |
hQCD_NEW[i] ->SetMarkerSize(1.1);
|
370 |
hMC_[0][i] ->SetMarkerSize(1.1);
|
371 |
hMC_[1][i] ->SetMarkerSize(1.1);
|
372 |
hKSres_[i] ->SetMarkerSize(0.9);
|
373 |
hKSvalues_[i]->SetMarkerSize(1.1);
|
374 |
|
375 |
hData_[i] ->SetStats(0);
|
376 |
hQCD_NEW[i] ->SetStats(0);
|
377 |
hMC_[0][i] ->SetStats(0);
|
378 |
hMC_[1][i] ->SetStats(0);
|
379 |
hKSres_[i] ->SetStats(0);
|
380 |
hKSvalues_[i]->SetStats(0);
|
381 |
hQCD_KS[i] ->SetStats(0);
|
382 |
hWJets_KS[i] ->SetStats(0);
|
383 |
|
384 |
hKSres_[i]->GetXaxis()->SetTitle(histoLabelX[i].c_str());
|
385 |
hKSres_[i]->GetYaxis()->SetTitle("Entries");
|
386 |
hKSvalues_[i]->GetXaxis()->SetTitle("iteration #");
|
387 |
hKSvalues_[i]->GetYaxis()->SetTitle("KS test values");
|
388 |
hMC_[0][i]->GetXaxis()->SetTitle(histoLabelX[i].c_str());
|
389 |
hMC_[0][i]->GetYaxis()->SetTitle("A.U.");
|
390 |
|
391 |
|
392 |
TString nameCanvas1 = desDir+histoName[i]+"_QCD_"+suffix+".pdf";
|
393 |
TString cvsName1 = histoName[i]+"_QCD";
|
394 |
if(useInv) cvsName1 = cvsName1 + "_" + invName;
|
395 |
cvs[cvsName1] = new TCanvas(cvsName1,"",600,700);
|
396 |
hQCD_NEW[i] -> Scale(1./hQCD_NEW[i]->Integral());
|
397 |
hMC_[0][i] -> Scale(1./hMC_[0][i]->Integral());
|
398 |
hMC_[1][i] -> Scale(1./hMC_[1][i]->Integral());
|
399 |
outprint << "For " << histoName[i] << " , the KStest result btw MC_QCD/InvSel is = "
|
400 |
<< hMC_[0][i] -> KolmogorovTest(hQCD_NEW[i],"") << endl;
|
401 |
hMC_[0][i]->DrawCopy("P");
|
402 |
if (useInv)
|
403 |
hQCD_NEW[i]->DrawCopy("sameP");
|
404 |
hMC_[1][i]->DrawCopy("sameP");
|
405 |
TLegend *legend1 = new TLegend(0.7, 0.65, 0.9, 0.85);
|
406 |
legend1->AddEntry(hMC_[0][i], "QCD");
|
407 |
if (useInv)
|
408 |
legend1->AddEntry(hQCD_NEW[i], "QCD - InvSel");
|
409 |
legend1->AddEntry(hMC_[1][i], style.WJetsText);
|
410 |
legend1->Draw();
|
411 |
legend1->SetFillColor(kWhite);
|
412 |
//latex->DrawLatex(0.22,0.91,histoName[i].c_str());
|
413 |
//cvs[cvsName1]->SetLogy();
|
414 |
cvs[cvsName1]->SaveAs(nameCanvas1);
|
415 |
|
416 |
|
417 |
TString nameCanvas2 = desDir+histoName[i]+"_dataKS_"+suffix+".pdf";
|
418 |
TString cvsName2 = histoName[i]+"_dataKS";
|
419 |
if(useInv) cvsName2 = cvsName2 + "_" + invName;
|
420 |
cvs[cvsName2] = new TCanvas(cvsName2,"",600,700);
|
421 |
hst->Draw("hist");
|
422 |
hKSres_[i]->Draw("sameP");
|
423 |
hData_[i]->Draw("sameP");
|
424 |
|
425 |
TLegend *legend2 = new TLegend(0.7, 0.65, 0.9, 0.85);
|
426 |
legend2->AddEntry(hData_[i], "Data");
|
427 |
legend2->AddEntry(hKSres_[i], "KS result");
|
428 |
if (procTTbar > 0.) legend2->AddEntry(hMC_[2][i], style.TtbarText);
|
429 |
legend2->AddEntry(hWJets_KS[i], style.WJetsText);
|
430 |
if (procZJets > 0.) legend2->AddEntry(hMC_[3][i], style.DYZJetsText);
|
431 |
if (procSTtch > 0.) legend2->AddEntry(hMC_[4][i], style.ST_t_sText);
|
432 |
legend2->AddEntry(hQCD_KS[i], style.QCDText);
|
433 |
legend2->Draw();
|
434 |
legend2->SetFillColor(kWhite);
|
435 |
//latex->DrawLatex(0.22,0.91,histoName[i].c_str());
|
436 |
//cvs[cvsName2]->SetLogy();
|
437 |
cvs[cvsName2]->SaveAs(nameCanvas2);
|
438 |
|
439 |
}
|
440 |
|
441 |
TString cvsName3 = "KStestValues";
|
442 |
if(useInv) cvsName3 = cvsName3 + "_" + invName;
|
443 |
cvs[cvsName3] = new TCanvas(cvsName3,"",600,700);
|
444 |
if (!realData) hKSvalues_[0]->GetXaxis()->SetRangeUser(0.9,1.2);
|
445 |
hKSvalues_[0]->GetYaxis()->SetRangeUser(1e-36,1.2);
|
446 |
hKSvalues_[0]->Draw();
|
447 |
hKSvalues_[1]->Draw("same");
|
448 |
hKSvalues_[2]->Draw("same");
|
449 |
TLegend *legend3 = new TLegend(0.7, 0.70, 0.9, 0.85);
|
450 |
legend3->AddEntry(hKSvalues_[0], "muon_pT");
|
451 |
legend3->AddEntry(hKSvalues_[1], "MET");
|
452 |
legend3->AddEntry(hKSvalues_[2], "W_mT");
|
453 |
legend3->Draw();
|
454 |
legend3->SetFillColor(kWhite);
|
455 |
//latex->DrawLatex(0.22,0.91,"KS test values");
|
456 |
cvs[cvsName3]->SetLogy();
|
457 |
TString nameCanvas3 = desDir+"KStestValues_newQCD"+suffix+".pdf";
|
458 |
cvs[cvsName3]->SaveAs(nameCanvas3);
|
459 |
}
|
460 |
}
|