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Copy pathElectPlusMuon1DOneError.cc
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ElectPlusMuon1DOneError.cc
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// Standard Library
#include <stdexcept>
#include <iostream>
#include <sstream>
#include "BlueForPhistar/Blue.h"
#include "TSystem.h"
#include <set>
#include <TH1.h>
#include "TMath.h"
#include "TMatrixDSparse.h"
#include "TRandom.h"
#include "TMatrix.h"
#include "TVector.h"
#include "TArray.h"
#include "TGraphAsymmErrors.h"
#include "TLegend.h"
#include <iomanip>
#include "TLatex.h"
#include <TH1D.h>
#include <TFile.h>
#include <TF1.h>
#include <TStyle.h>
#include <TCanvas.h>
#include <TLine.h>
#include <sstream>
#include <string>
#include <iostream>
#include <sstream>
using namespace std;
const double phistarBins[] = {0.000, 0.004, 0.008, 0.012, 0.016, 0.020, 0.024, 0.029, 0.034, 0.039, 0.045, 0.052, 0.057, 0.064, 0.072, 0.081, 0.091, 0.102, 0.114, 0.128, 0.145, 0.165, 0.189, 0.219, 0.258, 0.312, 0.391, 0.524, 0.695, 0.918, 1.153, 1.496, 1.947, 2.522, 3.277};
size_t nphistar = (sizeof (phistarBins) / sizeof (phistarBins[0])) - 1;
const double yBins[] = {0.0, 0.4, 0.8, 1.2, 1.6, 2.0, 2.4};
size_t ny = (sizeof (yBins) / sizeof (yBins[0])) - 1;
size_t nbins = nphistar;
static const Int_t NumEst = 68;
void HeapUser(double**& Array, Int_t Dimension) {
// Array = (double **) malloc(Dimension * sizeof (double *));
// for (Int_t YaxisBin = 0; YaxisBin < Dimension; YaxisBin++) {
// Array[YaxisBin] = (double *) malloc(Dimension * sizeof (double));
// for (Int_t XaxisBin = 0; XaxisBin < Dimension; XaxisBin++) {
// Array[XaxisBin][YaxisBin]=0;
// }
// }
Dimension = NumEst;
Array = new double*[Dimension];
for (Int_t YaxisBin = 0; YaxisBin < Dimension; YaxisBin++) {
Array[YaxisBin] = new double[Dimension];
for (Int_t XaxisBin = 0; XaxisBin < Dimension; XaxisBin++) {
}
}
// cout << "Sanity check " << Array[69] << endl;
}
//void CorrilationMatrixMaker(double** Array, TMatrixD CovMatrix) {
// for (size_t Ybin = 0; Ybin < nphistar * 2; Ybin++) {
// for (size_t Xbin = 0; Xbin < nphistar * 2; Xbin++) {
// if(CovMatrix(Xbin, Xbin)!=0&&CovMatrix(Ybin, Ybin))
// Array[Xbin][Ybin] = CovMatrix(Xbin, Ybin) / sqrt(CovMatrix(Xbin, Xbin) * CovMatrix(Ybin, Ybin))*(1-.000001*(Xbin!=Ybin));
// else{
// if(Xbin==Ybin) Array[Xbin][Ybin]=1;
// else Array[Xbin][Ybin]=0;
// }
// //Array[Ybin][Xbin] = Array[Xbin][Ybin];
// }
// }
//}
void CorrilationMatrixMaker(double Array[][NumEst], TMatrixD CovMatrix, bool IsQCD = false) {
for (size_t Ybin = 0; Ybin < nphistar * (2 - IsQCD); Ybin++) {
for (size_t Xbin = 0; Xbin < nphistar * (2 - IsQCD); Xbin++) {
Array[Xbin][Ybin] = CovMatrix(Xbin, Ybin) / sqrt(CovMatrix(Xbin, Xbin) * CovMatrix(Ybin, Ybin))*(1 - .00000001 * (Xbin != Ybin));
Array[Ybin][Xbin] = Array[Xbin][Ybin];
}
}
if (IsQCD)for (size_t Ybin = 0; Ybin < nphistar * (2 - IsQCD); Ybin++) {
for (size_t Xbin = Ybin; Xbin < nphistar * (2 - IsQCD); Xbin++) {
Array[Xbin][Ybin] = 0;
Array[Ybin][Xbin] = Array[Xbin][Ybin];
}
Array[Ybin][Ybin] = 1;
}
}
void symmetricMaker(double** Array) {
for (size_t Ybin = 0; Ybin < nphistar * 2; Ybin++) {
for (size_t Xbin = Ybin; Xbin < nphistar * 2; Xbin++) {
Array[Ybin][Xbin] = Array[Xbin][Ybin];
}
}
}
void symmetricMaker(double Array[][NumEst]) {
for (size_t Ybin = 0; Ybin < nphistar * 2; Ybin++) {
for (size_t Xbin = Ybin; Xbin < nphistar * 2; Xbin++) {
Array[Ybin][Xbin] = Array[Xbin][Ybin];
}
}
}
void ElectPlusMuon1D(bool DoNorm = false) {
static const Int_t NumUnc = 8;
TString NamUnc[NumUnc];
Int_t NumObs = nphistar;
TString NamEst[NumEst];
TString NamObs[NumObs];
Int_t IWhichObs[NumEst];
for (size_t PhiStarBin = 0; PhiStarBin < NumObs; PhiStarBin++) {
TString ElectronBinName;
ElectronBinName.Format("Electron_Bin_%d02", PhiStarBin);
TString MuonBinName;
MuonBinName.Format("Muon_Bin_%d02", PhiStarBin);
TString BinName;
BinName.Format("Bin_%d02", PhiStarBin);
NamEst[PhiStarBin] = ElectronBinName;
NamEst[PhiStarBin + NumObs] = MuonBinName;
NamObs[PhiStarBin] = BinName;
IWhichObs[PhiStarBin] = PhiStarBin;
IWhichObs[PhiStarBin + NumObs] = PhiStarBin;
}
string OrignialFileLocation;
if (DoNorm)OrignialFileLocation = "~/work/HomeWork/Phistar/CombineElectWithMu/EPlusMuFileV2/Comb_ForBlue_Norm_1D_Born.root";
else OrignialFileLocation = "~/work/HomeWork/Phistar/CombineElectWithMu/EPlusMuFileV2/Comb_ForBlue_Abs_1D_Born.root";
TFile Original(OrignialFileLocation.c_str());
Original.cd();
TGraphAsymmErrors* FullPlot = (TGraphAsymmErrors*) Original.Get("Nominal");
TMatrixD* CovM_tot = (TMatrixD*) Original.Get("CovM_tot");
if (!CovM_tot) {
cout << "can't find covM_tot" << endl;
return;
}
TMatrixD* CovM_stat = (TMatrixD*) Original.Get("CovM_stat");
TMatrixD* CovM_mcstat = (TMatrixD*) Original.Get("Cov_mcstat");
TMatrixD* CovM_eff = (TMatrixD*) Original.Get("CovM_eff");
TMatrixD* CovM_bg_tt = (TMatrixD*) Original.Get("CovM_bg_tt");
TMatrixD* CovM_bg_di = (TMatrixD*) Original.Get("CovM_bg_di");
TMatrixD* CovM_bg_qcd = (TMatrixD*) Original.Get("CovM_bg_qcd");
TMatrixD* CovM_pileup = (TMatrixD*) Original.Get("CovM_pileup");
TMatrixD* CovM_pt = (TMatrixD*) Original.Get("CovM_pt");
TMatrixD* CovM_lumi = (TMatrixD*) Original.Get("CovM_lumi");
NamUnc[0].Format("stat");
NamUnc[1].Format("mcstat");
NamUnc[2].Format("eff");
NamUnc[3].Format("bg_tt");
NamUnc[4].Format("bg_di");
NamUnc[5].Format("bg_qcd");
NamUnc[6].Format("pileup");
NamUnc[7].Format("pt");
vector<TMatrixD> AllCovs;
AllCovs.push_back(*CovM_stat);
AllCovs.push_back(*CovM_mcstat);
AllCovs.push_back(*CovM_eff);
AllCovs.push_back(*CovM_bg_tt);
AllCovs.push_back(*CovM_bg_di);
AllCovs.push_back(*CovM_bg_qcd);
AllCovs.push_back(*CovM_pileup);
AllCovs.push_back(*CovM_pt);
AllCovs.push_back(*CovM_lumi);
//double** CorM_statArray;
//double CorM_statArray[68][68];
auto CorM_statArray = new double[NumEst][NumEst]();
auto CorM_mcstatArray = new double[NumEst][NumEst]();
auto CorM_effArray = new double[NumEst][NumEst]();
auto CorM_bg_ttArray = new double[NumEst][NumEst]();
auto CorM_bg_diArray = new double[NumEst][NumEst]();
auto CorM_bg_qcdArray = new double[NumEst][NumEst]();
auto CorM_pileupArray = new double[NumEst][NumEst]();
auto CorM_ptArray = new double[NumEst][NumEst]();
// double** CorM_statArray[68][68];
// double** CorM_mcstatArray;
// double** CorM_effArray;
// double** CorM_bg_ttArray;
// double** CorM_bg_diArray;
// double** CorM_bg_qcdArray;
// double** CorM_pileupArray;
// double** CorM_ptArray;
// double** CorM_lumiArray;
// HeapUser(CorM_totArray, NumEst);
// HeapUser(CorM_statArray, NumEst);
//HeapUser(CorM_mcstatArray, NumEst);
// HeapUser(CorM_effArray, NumEst);
// HeapUser(CorM_bg_ttArray, NumEst);
// HeapUser(CorM_bg_diArray, NumEst);
// HeapUser(CorM_bg_qcdArray, NumEst);
// HeapUser(CorM_pileupArray, NumEst);
// HeapUser(CorM_ptArray, NumEst);
// HeapUser(CorM_lumiArray, NumEst);
CorrilationMatrixMaker(CorM_statArray, (*CovM_stat));
CorrilationMatrixMaker(CorM_mcstatArray, (*CovM_mcstat));
CorrilationMatrixMaker(CorM_effArray, (*CovM_eff));
CorrilationMatrixMaker(CorM_bg_ttArray, (*CovM_bg_tt));
CorrilationMatrixMaker(CorM_bg_diArray, (*CovM_bg_di));
CorrilationMatrixMaker(CorM_bg_qcdArray, (*CovM_bg_qcd), true);
CorrilationMatrixMaker(CorM_pileupArray, (*CovM_pileup));
CorrilationMatrixMaker(CorM_ptArray, (*CovM_pt));
//NoLumi
Blue *myBlue = new Blue(NumEst, NumUnc, NumObs, &IWhichObs[0]);
myBlue->PrintStatus();
// Fill names
myBlue->FillNamEst(NamEst);
myBlue->FillNamUnc(NamUnc);
myBlue->FillNamObs(NamObs);
static const Int_t LenXEst = NumEst * (NumUnc + 1);
Double_t XEst[LenXEst];
for (size_t PhiStarBin = 0; PhiStarBin < NumEst; PhiStarBin++) {
double x, y;
FullPlot->GetPoint(PhiStarBin, x, y);
XEst[PhiStarBin * (NumUnc + 1)] = y;
XEst[PhiStarBin * (NumUnc + 1) + 1] = sqrt((*CovM_stat)(PhiStarBin, PhiStarBin));
XEst[PhiStarBin * (NumUnc + 1) + 2] = sqrt((*CovM_mcstat)(PhiStarBin, PhiStarBin));
XEst[PhiStarBin * (NumUnc + 1) + 3] = sqrt((*CovM_eff)(PhiStarBin, PhiStarBin));
XEst[PhiStarBin * (NumUnc + 1) + 4] = sqrt((*CovM_bg_tt)(PhiStarBin, PhiStarBin));
XEst[PhiStarBin * (NumUnc + 1) + 5] = sqrt((*CovM_bg_di)(PhiStarBin, PhiStarBin));
XEst[PhiStarBin * (NumUnc + 1) + 6] = sqrt((*CovM_bg_qcd)(PhiStarBin, PhiStarBin));
XEst[PhiStarBin * (NumUnc + 1) + 7] = sqrt((*CovM_pileup)(PhiStarBin, PhiStarBin));
XEst[PhiStarBin * (NumUnc + 1) + 8] = sqrt((*CovM_pt)(PhiStarBin, PhiStarBin));
}
Int_t ind = 0;
for (Int_t i = 0; i < NumEst; i++) {
myBlue->FillEst(i, &XEst[ind]);
ind = ind + NumUnc + 1;
}
// for (Int_t BinX = 0; BinX < NumEst; BinX++) {
// for (Int_t BinY = 40; BinY < NumEst; BinY++) {
// printf("%.3f\t", CorM_statArray[BinX][BinY]);
// }
// cout << endl;
// }
symmetricMaker(CorM_statArray);
myBlue->FillCor(0, CorM_statArray[0]);
myBlue->FillCor(1, CorM_mcstatArray[0]);
myBlue->FillCor(2, CorM_effArray[0]);
myBlue->FillCor(3, CorM_bg_ttArray[0]);
myBlue->FillCor(4, CorM_bg_diArray[0]);
myBlue->FillCor(5, CorM_bg_qcdArray[0]);
myBlue->FillCor(6, CorM_pileupArray[0]);
myBlue->FillCor(7, CorM_ptArray[0]);
myBlue->FixInp();
myBlue->Solve();
double Results[NumObs][NumUnc + 1];
TMatrixD* CovarianceResults = new TMatrixD(NumObs, NumObs);
myBlue->GetResult(Results[0]);
myBlue->GetCovRes(CovarianceResults);
TGraphAsymmErrors ElectronPlot(NumObs);
TGraphAsymmErrors MuonPlot(NumObs);
TGraphAsymmErrors BlueCombGraph(NumObs);
double ElectronErrorSquared[NumObs];
double MuonErrorSquared[NumObs];
double CombinedErrorSquared[NumObs];
for (size_t BinNumber = 0; BinNumber < NumObs; BinNumber++) {
ElectronErrorSquared[BinNumber] = AllCovs[0](BinNumber, BinNumber) + AllCovs[1](BinNumber, BinNumber) + AllCovs[2](BinNumber, BinNumber) + AllCovs[3](BinNumber, BinNumber) +
AllCovs[4](BinNumber, BinNumber) + AllCovs[5](BinNumber, BinNumber) + AllCovs[6](BinNumber, BinNumber) + AllCovs[7](BinNumber, BinNumber);
size_t muonBin = BinNumber + NumObs;
MuonErrorSquared[BinNumber] = AllCovs[0](muonBin, muonBin) + AllCovs[1](muonBin, muonBin) + AllCovs[2](muonBin, muonBin) + AllCovs[3](muonBin, muonBin) +
AllCovs[4](muonBin, muonBin) + AllCovs[5](muonBin, muonBin) + AllCovs[6](muonBin, muonBin) + AllCovs[7](muonBin, muonBin);
CombinedErrorSquared[BinNumber] = (*CovarianceResults)(BinNumber, BinNumber);
}
for (size_t BinNumber = 0; BinNumber < NumObs; BinNumber++) {
double x, y;
FullPlot->GetPoint(BinNumber, x, y);
double RealX = (phistarBins[BinNumber] + phistarBins[BinNumber + 1]) / 2;
double XError = -(phistarBins[BinNumber] - phistarBins[BinNumber + 1]) / 2;
double YerrorElect = sqrt(ElectronErrorSquared[BinNumber] + y * y * .026 * .026 * (!DoNorm));
ElectronPlot.SetPoint(BinNumber, RealX, y);
ElectronPlot.SetPointError(BinNumber, XError, XError, YerrorElect, YerrorElect);
FullPlot->GetPoint(BinNumber + NumObs, x, y);
double YerrorMuon = sqrt(MuonErrorSquared[BinNumber] + y * y * .026 * .026 * (!DoNorm));
MuonPlot.SetPoint(BinNumber, RealX, y);
MuonPlot.SetPointError(BinNumber, XError, XError, YerrorMuon, YerrorMuon);
BlueCombGraph.SetPoint(BinNumber, RealX, Results[BinNumber][0]);
double CombError = sqrt(CombinedErrorSquared[BinNumber] + Results[BinNumber][0] * Results[BinNumber][0]*.026 * .026 * (!DoNorm));
BlueCombGraph.SetPointError(BinNumber, XError, XError, CombError, CombError);
}
string filename;
if (DoNorm)filename = "Results/Comb_Norm_UsingBlue1D.root";
else filename = "Results/Comb_Abs_UsingBlue1D.root";
TFile ResultFile(filename.c_str(), "recreate");
ResultFile.cd();
ElectronPlot.Write("Electron");
MuonPlot.Write("Muons");
BlueCombGraph.Write("h_Comb");
CovarianceResults->Write("TotalCovarianceMatrix");
ResultFile.Write();
delete myBlue;
delete CovarianceResults;
}
TGraphAsymmErrors * CreateRatio(TGraphAsymmErrors* graph, TGraphAsymmErrors* graphmc, bool isData = false) {
double x, y, errorl, errorh, xmc, ymc, errorlmc, errorhmc;
TGraphAsymmErrors* g_ratio = new TGraphAsymmErrors(nbins);
for (size_t ibin = 0; ibin < nbins; ibin++) {
graph->GetPoint(ibin, x, y);
if (!isData) {
graphmc->GetPoint(ibin, xmc, ymc);
errorlmc = graphmc->GetErrorYlow(ibin);
errorhmc = graphmc->GetErrorYhigh(ibin);
g_ratio->SetPoint(ibin, x, ymc / y);
g_ratio->SetPointError(ibin, 0, 0, errorlmc / y, errorhmc / y);
} else {
errorl = graph->GetErrorYlow(ibin);
errorh = graph->GetErrorYhigh(ibin);
g_ratio->SetPoint(ibin, x, 1);
double DataError = -(phistarBins[ibin] - phistarBins[ibin + 1]) / 2;
g_ratio->SetPointError(ibin, DataError, DataError, errorl / y, errorh / y);
}
}
return g_ratio;
}
void Plotter(bool DoNorm = true) {
string FileName;
if (DoNorm)FileName = "Results/Comb_Norm_UsingBlue1D.root";
else FileName = "Results/Comb_Abs_UsingBlue1D.root";
TFile OpenFileName(FileName.c_str());
TGraphAsymmErrors* ElectronFull = (TGraphAsymmErrors*) OpenFileName.Get("Electron");
TGraphAsymmErrors* MuonFull = (TGraphAsymmErrors*) OpenFileName.Get("Muons");
TGraphAsymmErrors* TotalFull = (TGraphAsymmErrors*) OpenFileName.Get("h_Comb");
TGraphAsymmErrors* ElectronRatioFull = CreateRatio(TotalFull, ElectronFull);
TGraphAsymmErrors * MuonRatioFull = CreateRatio(TotalFull, MuonFull);
TGraphAsymmErrors * DataRatioFull = CreateRatio(TotalFull, TotalFull, true);
TCanvas* FinalPhiRatio = new TCanvas("Powheg", "PowhegPlot", 800, 900);
FinalPhiRatio->SetLogx();
gStyle->SetOptStat("");
FinalPhiRatio->cd();
//FinalPhiRatio->SetLeftMargin(0);
DataRatioFull->SetFillColor(kGray);
DataRatioFull->SetTitle("");
DataRatioFull->GetYaxis()->SetTitle("Data/Blue");
DataRatioFull->GetYaxis()->CenterTitle();
DataRatioFull->Draw("AE2");
MuonRatioFull->SetMarkerColor(kRed);
MuonRatioFull->SetLineColor(kRed);
MuonRatioFull->SetMarkerStyle(21);
MuonRatioFull->Draw("PE same");
ElectronRatioFull->SetMarkerColor(kBlue);
ElectronRatioFull->SetLineColor(kBlue);
ElectronRatioFull->SetMarkerStyle(23);
ElectronRatioFull->Draw("PEsame");
TLegend* leg2 = new TLegend(0.1, 0.9, 0.9, 0.97);
leg2->SetNColumns(3);
leg2->SetFillStyle(0);
//leg2->SetBorderSize(1);
leg2->SetLineWidth(1);
leg2->SetTextFont(22);
double TextSize = 0.02;
leg2->SetTextSize(TextSize);
leg2->AddEntry(DataRatioFull, "Blue Combined Z #rightarrow ll", "F");
leg2->AddEntry(MuonRatioFull, "2012 data Z #rightarrow #mu#mu", "P");
leg2->AddEntry(ElectronRatioFull, "2012 Data Z #rightarrow ee", "P");
leg2->Draw();
string PlotName;
if (DoNorm)PlotName = "Plots/OneDNorm";
else PlotName = "Plots/OneDAbs";
string Withtype = PlotName + ".pdf";
FinalPhiRatio->Print(Withtype.c_str());
}
int main(int argc, char * argv[]) {
ElectPlusMuon1D(false);
ElectPlusMuon1D(true);
Plotter(true);
Plotter(false);
return 1;
}