Double_t calc_dNdY(const char *data_file = "pt_RFE", Bool_t show = kFALSE)
{
TGraphErrors *g = new TGraphErrors(data_file);
if (g->IsZombie()) return;
TF1 *flt = new TF1("flt", LevyTsallis, 0., 5., 4);
flt->SetParameters(2.93483e-02, 2.80382e-01, 8.10224e+00, 1.01944e+00);
flt->FixParameter(3, 1.019445);
Double_t fitmin = 0.25, fitmax = 5.25; // !!!
g->Fit(flt, "Q", "", fitmin, fitmax);
g->Fit(flt, "Q", "", fitmin, fitmax);
g->Fit(flt, "Q", "", fitmin, fitmax);
Double_t first, last;
// !!! bining sensibility !!!
Int_t graph_range[2] = {2, 23}; // [2] = 0.05 - 0.01, [23] = 4.70 + 0.01
// interval 1
first = 0.0; // !!!
last = g->GetX()[graph_range[0]] - g->GetErrorX(graph_range[0]);
Double_t fi1 = flt->Integral(first, last);
// interval 2
first = last;
last = g->GetX()[graph_range[1]] + g->GetErrorX(graph_range[1]);
Double_t fi2 = flt->Integral(first, last);
Double_t gi2 = 0.0;
for (Int_t ip = graph_range[0]; ip <= graph_range[1]; ip++)
gi2 += g->GetY()[ip]*g->GetErrorX(ip)*2.0;
// interval 3
first = last;
last = 30.0; // !!!
Double_t fi3 = flt->Integral(first, last);
Double_t result = fi1 + gi2 + fi3;
if (!show) {
delete g;
delete flt;
return result;
}
Printf("function: %f \t %f \t %f", fi1, fi2, fi3);
Printf("graph: \t \t \t %f", gi2);
Printf("result => %f", result);
g->Draw("AP");
gPad->SetLogy();
return result;
}
void JEC_fit_Uncertainty(int N)
{
TF1 *func[1000];
TFile *inf = new TFile("L3Graphs_test_Icone5.root");
TGraphErrors *g = (TGraphErrors*)inf->Get("Correction_vs_CaloPt");
TGraphErrors *vg[1000];
int i,k;
double x[20],y[20],ex[20],ey[20];
double vx[20],vy[20],vex[20],vey[20];
for(i=0;i<g->GetN();i++)
{
g->GetPoint(i,x[i],y[i]);
ex[i]=g->GetErrorX(i);
ey[i]=g->GetErrorY(i);
}
TRandom *rnd = new TRandom();
rnd->SetSeed(0);
for(k=0;k<N;k++)
{
for(i=0;i<g->GetN();i++)
{
vx[i] = rnd->Gaus(x[i],ex[i]);
//vx[i] = x[i];
vy[i] = rnd->Gaus(y[i],ey[i]);
vex[i] = ex[i];
vey[i] = ey[i];
}
vg[k] = new TGraphErrors(g->GetN(),vx,vy,vex,vey);
func[k] = new TF1("func","[0]+[1]/(pow(log10(x),[2])+[3])",1,2000);
func[k]->SetParameters(1,3,6,5);
vg[k]->Fit(func[k],"RQ");
}
TCanvas *c = new TCanvas("c","c");
gPad->SetLogx();
g->SetMarkerStyle(20);
g->SetMaximum(3.5);
g->Draw("AP");
for(k=0;k<N;k++)
{
func[k]->SetLineColor(5);
func[k]->SetLineWidth(1);
cout<<func[k]->GetChisquare()<<endl;
vg[k]->SetMarkerColor(2);
vg[k]->SetLineColor(2);
vg[k]->SetMarkerStyle(21);
//if (func[k]->GetChisquare()<0.1)
//vg[k]->Draw("sameP");
func[k]->Draw("same");
}
}
TGraphErrors *ReadMWGraph(const char *name, Int_t flag)
{
Double_t xreject = 0.49;
TGraphErrors *g = new TGraphErrors(name);
if (g->IsZombie()) return 0;
while (g->GetX()[0] < xreject)
g->RemovePoint(0);
TGraphErrors *g2 = new TGraphErrors(name);
if (g2->IsZombie()) return 0;
while (g2->GetX()[0] < xreject)
g2->RemovePoint(0);
g2->SetMarkerStyle(4);
g2->SetMarkerSize(1.00);
g2->SetMarkerColor(kBlack);
g2->SetLineColor(kBlack);
TGraphErrors *gsys = new TGraphErrors(name, "%lg %lg %lg %*lg %lg");
if (gsys->IsZombie()) return 0;
while (gsys->GetX()[0] < xreject)
gsys->RemovePoint(0);
for (Int_t i = 0; i < gsys->GetN(); i++)
gsys->SetPointError(i, gsys->GetErrorX(i)*0.75, gsys->GetErrorY(i));
gsys->SetFillColor(kGray+2);
gsys->SetLineColor(kGray+2);
gsys->SetFillStyle(3000);
if (flag == 1 || flag == 3) {
TGraphErrors *gt = new TGraphErrors(Form("%s_%s", name, "trues"));
if (gt->IsZombie()) return 0;
while (gt->GetX()[0] < xreject)
gt->RemovePoint(0);
gt->SetMarkerStyle(20);
gt->SetMarkerSize(0.75);
gt->SetMarkerColor(kGreen+1);
gt->SetLineColor(kGreen+1);
TGraphErrors *gbw = new TGraphErrors(Form("%s_%s", name, "gen"));
if (gbw->IsZombie()) return 0;
while (gbw->GetX()[0] < xreject)
gbw->RemovePoint(0);
gbw->SetMarkerStyle(20);
gbw->SetMarkerSize(0.75);
gbw->SetMarkerColor(kBlue+1);
gbw->SetLineColor(kBlue+1);
for (Int_t i = 0; i < g->GetN(); i++) {
g->SetPointError(i, g->GetEX()[i], 0.);
gt->SetPointError(i, gt->GetEX()[i], 0.);
gbw->SetPointError(i, gbw->GetEX()[i], 0.);
}
for (Int_t i = 0; i < g2->GetN(); i++) {
g2->SetPoint(i, g2->GetX()[i], g2->GetY()[i] - gt->GetY()[i] + gbw->GetY()[i]);
g2->SetPointError(i, g2->GetEX()[i], TMath::Sqrt(g2->GetEY()[i]*g2->GetEY()[i] + gt->GetEY()[i]*gt->GetEY()[i] +
gbw->GetEY()[i]*gbw->GetEY()[i]));
// g2->SetPoint(i, g2->GetX()[i], g2->GetY()[i] - gt->GetY()[i] + 1.01947);
// g2->SetPointError(i, g2->GetEX()[i], TMath::Sqrt(g2->GetEY()[i]*g2->GetEY()[i] + gt->GetEY()[i]*gt->GetEY()[i] +
// 7.78680e-06*7.78680e-06));
gsys->SetPoint(i, gsys->GetX()[i], g2->GetY()[i]);
}
}
g->SetTitle();
g->SetName(name);
g->GetXaxis()->SetTitle("p_{T}, GeV/c");
g->SetMarkerStyle(20);
g->SetMarkerSize(0.95);
g->SetMarkerColor(kRed+1);
g->SetLineColor(kRed+1);
const Double_t mass = 1.019455;
const Double_t mass_delta = 0.000020;
const Double_t width = 0.00426;
const Double_t width_delta = 0.00004;
if (flag == 1) { // mass
g->GetYaxis()->SetTitleOffset(1.50);
g->GetYaxis()->SetTitle("mass, GeV/c^{2}");
g->SetMaximum(mass+0.0015);
g->SetMinimum(mass-0.0015);
TBox *box = new TBox(g->GetXaxis()->GetXmin(), mass - mass_delta, g->GetXaxis()->GetXmax(), mass + mass_delta);
box->SetFillColor(kGray+1);
box->SetFillStyle(3001);
g->GetListOfFunctions()->Add(box);
g->GetListOfFunctions()->Add(g2, "CP");
g->GetListOfFunctions()->Add(gt, "CP");
g->GetListOfFunctions()->Add(gbw, "CP");
}
else if (flag == 3) { // mass simple
g2->SetTitle();
g2->SetName(Form("%s_only", name));
g2->GetXaxis()->SetTitle("p_{T}, GeV/c");
g2->SetMarkerStyle(20);
g2->SetMarkerSize(0.75);
g2->SetMarkerColor(kBlack);
g2->SetLineColor(kBlack);
g2->GetYaxis()->SetTitleOffset(1.50);
g2->GetYaxis()->SetTitle("mass, GeV/c^{2}");
g2->SetMaximum(mass+0.0015);
g2->SetMinimum(mass-0.0015);
TBox *box = new TBox(g->GetXaxis()->GetXmin(), mass - mass_delta, g2->GetXaxis()->GetXmax(), mass + mass_delta);
box->SetFillColor(kGray+1);
box->SetFillStyle(3001);
g2->GetListOfFunctions()->Add(box);
g2->GetListOfFunctions()->Add(gsys, "E5");
return g2;
}
else if (flag == 2) { // width
g->SetTitle();
g->SetName(name);
g->GetXaxis()->SetTitle("p_{T}, GeV/c");
g->SetMarkerStyle(20);
g->SetMarkerSize(0.75);
g->SetMarkerColor(kBlack);
g->SetLineColor(kBlack);
g->GetYaxis()->SetTitleOffset(1.50);
g->GetYaxis()->SetTitle("width, GeV/c^{2}");
g->SetMaximum(0.01);
g->SetMinimum(0.0);
TBox *box = new TBox(g->GetXaxis()->GetXmin(), width - width_delta, g->GetXaxis()->GetXmax(), width + width_delta);
box->SetFillColor(kGray+1);
box->SetFillStyle(3001);
g->GetListOfFunctions()->Add(box);
g->GetListOfFunctions()->Add(gsys, "E5");
}
return g;
}
//------------------------------------------------------------------------------
//
// drawXS
//
//------------------------------------------------------------------------------
void drawXS(UInt_t theCharge = WInclusive)
{
gStyle->SetEndErrorSize(5);
// 7 TeV inclusive
//----------------------------------------------------------------------------
xs_value[WInclusive][EEE] = 23.00;
xs_value[WInclusive][EEM] = 19.67;
xs_value[WInclusive][MME] = 19.81;
xs_value[WInclusive][MMM] = 21.02;
xs_value[WInclusive][all] = 20.76;
xs_stat[WInclusive][EEE] = 3.10;
xs_stat[WInclusive][EEM] = 2.73;
xs_stat[WInclusive][MME] = 2.60;
xs_stat[WInclusive][MMM] = 2.30;
xs_stat[WInclusive][all] = 1.32;
xs_syst[WInclusive][EEE] = 1.39;
xs_syst[WInclusive][EEM] = 1.50;
xs_syst[WInclusive][MME] = 1.55;
xs_syst[WInclusive][MMM] = 1.47;
xs_syst[WInclusive][all] = 1.13;
xs_lumi[WInclusive][EEE] = 0.51;
xs_lumi[WInclusive][EEM] = 0.43;
xs_lumi[WInclusive][MME] = 0.44;
xs_lumi[WInclusive][MMM] = 0.46;
xs_lumi[WInclusive][all] = 0.46;
// 7 TeV W+
//----------------------------------------------------------------------------
xs_value[WPlus][EEE] = 13.39;
xs_value[WPlus][EEM] = 13.18;
xs_value[WPlus][MME] = 14.14;
xs_value[WPlus][MMM] = 11.43;
xs_value[WPlus][all] = 12.73;
xs_stat[WPlus][EEE] = 2.39;
xs_stat[WPlus][EEM] = 2.24;
xs_stat[WPlus][MME] = 2.19;
xs_stat[WPlus][MMM] = 1.71;
xs_stat[WPlus][all] = 1.04;
xs_syst[WPlus][EEE] = 0.75;
xs_syst[WPlus][EEM] = 0.64;
xs_syst[WPlus][MME] = 0.74;
xs_syst[WPlus][MMM] = 0.53;
xs_syst[WPlus][all] = 0.59;
xs_lumi[WPlus][EEE] = 0.29;
xs_lumi[WPlus][EEM] = 0.29;
xs_lumi[WPlus][MME] = 0.31;
xs_lumi[WPlus][MMM] = 0.25;
xs_lumi[WPlus][all] = 0.28;
// 7 TeV W-
//----------------------------------------------------------------------------
xs_value[WMinus][EEE] = 9.49;
xs_value[WMinus][EEM] = 6.51;
xs_value[WMinus][MME] = 5.73;
xs_value[WMinus][MMM] = 9.48;
xs_value[WMinus][all] = 7.46;
xs_stat[WMinus][EEE] = 1.95;
xs_stat[WMinus][EEM] = 1.58;
xs_stat[WMinus][MME] = 1.40;
xs_stat[WMinus][MMM] = 1.52;
xs_stat[WMinus][all] = 0.79;
xs_syst[WMinus][EEE] = 0.60;
xs_syst[WMinus][EEM] = 0.37;
xs_syst[WMinus][MME] = 0.37;
xs_syst[WMinus][MMM] = 0.50;
xs_syst[WMinus][all] = 0.40;
xs_lumi[WMinus][EEE] = 0.21;
xs_lumi[WMinus][EEM] = 0.14;
xs_lumi[WMinus][MME] = 0.13;
xs_lumi[WMinus][MMM] = 0.21;
xs_lumi[WMinus][all] = 0.16;
// Do the work
//----------------------------------------------------------------------------
TGraphErrors* gStat = new TGraphErrors(nChannel);
TGraphErrors* gSyst = new TGraphErrors(nChannel);
TGraphErrors* gLumi = new TGraphErrors(nChannel);
for (UInt_t i=0; i<nChannel; i++)
{
Double_t errorSquared = (xs_stat[theCharge][i] * xs_stat[theCharge][i]);
gStat->SetPointError(i, sqrt(errorSquared) / xs_nlo[theCharge], 0.0);
errorSquared += (xs_syst[theCharge][i] * xs_syst[theCharge][i]);
gSyst->SetPointError(i, sqrt(errorSquared) / xs_nlo[theCharge], 0.0);
errorSquared += (xs_lumi[theCharge][i] * xs_lumi[theCharge][i]);
gLumi->SetPointError(i, sqrt(errorSquared) / xs_nlo[theCharge], 0.0);
gStat->SetPoint(i, xs_value[theCharge][i] / xs_nlo[theCharge], nChannel-i-1);
gSyst->SetPoint(i, xs_value[theCharge][i] / xs_nlo[theCharge], nChannel-i-1);
gLumi->SetPoint(i, xs_value[theCharge][i] / xs_nlo[theCharge], nChannel-i-1);
}
// Cosmetics
//----------------------------------------------------------------------------
gStat->SetLineWidth (2);
gStat->SetMarkerSize (1.3);
gStat->SetMarkerStyle(kFullCircle);
gSyst->SetLineColor (kRed);
gSyst->SetLineWidth (2);
gSyst->SetMarkerSize (1.3);
gSyst->SetMarkerStyle(kFullCircle);
gLumi->SetLineColor (kBlue);
gLumi->SetLineWidth (2);
gLumi->SetMarkerSize (1.3);
gLumi->SetMarkerStyle(kFullCircle);
// Draw
//----------------------------------------------------------------------------
TString suffix = "7TeV_" + sCharge[theCharge];
TCanvas* canvas = new TCanvas("ratioNLO_" + suffix, "ratioNLO_" + suffix);
canvas->SetLeftMargin(canvas->GetRightMargin());
Double_t xmin = 0.0;
Double_t xmax = 2.0;
Double_t ylegend = 1.2;
Double_t ymin = -0.6;
Double_t ymax = nChannel + ymin + ylegend;
TH2F* h2 = new TH2F("h2_" + suffix, "", 100, xmin, xmax, 100, ymin, ymax);
h2->Draw();
// NLO WZ cross-section
//----------------------------------------------------------------------------
TBox* nlo = new TBox(1. - xs_nlo_left [theCharge] / xs_nlo[theCharge], ymin,
1. + xs_nlo_right[theCharge] / xs_nlo[theCharge], ymax - ylegend);
nlo->SetLineColor(0);
nlo->SetFillColor(kGray);
nlo->SetFillStyle(1001);
nlo->Draw("e2,same");
TLine* line = new TLine(1., ymin, 1., ymax - ylegend);
line->SetLineColor(kGray+1);
line->SetLineWidth(2);
line->Draw("same");
// Cross sections
//----------------------------------------------------------------------------
gLumi->Draw("p,same");
gSyst->Draw("p,same");
gStat->Draw("p,same");
// Labels
//----------------------------------------------------------------------------
for (UInt_t i=0; i<nChannel; i++) {
Double_t x = gStat->GetX()[i];
Double_t y = gStat->GetY()[i];
Double_t gStatError = gStat->GetErrorX(i);
Double_t gSystError = gSyst->GetErrorX(i);
Double_t gLumiError = gLumi->GetErrorX(i);
DrawTLatex(42, xmin+0.06, y+0.15, 0.035, 12,
Form("%s %.2f #pm %.2f",
lChannel[i].Data(), x, gLumiError), 0);
gLumiError = sqrt(gLumiError*gLumiError - gSystError*gSystError);
gSystError = sqrt(gSystError*gSystError - gStatError*gStatError);
DrawTLatex(42, xmin+0.06, y-0.15, 0.025, 12,
Form("%.2f #pm %.2f #pm %.2f #pm %.2f",
x, gStatError, gSystError, gLumiError), 0);
}
DrawTLatex(42, 0.050, 0.975, _bigLabelSize, 13, "CMS Preliminary");
DrawTLatex(42, 0.940, 0.983, _bigLabelSize, 33,
Form("#sqrt{s} = 7 TeV, L = %.1f fb^{-1}", luminosity/1e3));
TString swz = "";
if (theCharge == WPlus) swz = "W^{+}Z";
else if (theCharge == WMinus) swz = "W^{-}Z";
else swz = "W^{#pm}Z";
h2->GetXaxis()->CenterTitle();
h2->GetXaxis()->SetTitleOffset(1.4);
h2->GetXaxis()->SetTitle(Form("#sigma_{%s}^{exp} / #sigma_{%s}^{theory}",
swz.Data(),
swz.Data()));
h2->GetYaxis()->SetTitle("");
// Remove y-axis labels
//----------------------------------------------------------------------------
TAxis* yaxis = h2->GetYaxis();
for (Int_t j=1; j<yaxis->GetNbins(); j++) yaxis->SetBinLabel(j, "");
// Additional legend
//----------------------------------------------------------------------------
DrawLegend(0.645, 0.840, gStat, " stat.", "lp");
DrawLegend(0.645, 0.795, nlo, " theory", "f");
DrawLegend(0.800, 0.840, gSyst, " syst.", "l");
DrawLegend(0.800, 0.795, gLumi, " lumi.", "l");
// Save
//----------------------------------------------------------------------------
canvas->Update();
canvas->GetFrame()->DrawClone();
canvas->RedrawAxis();
canvas->SaveAs(Form("pdf/ratioNLO_%s.pdf", suffix.Data()));
canvas->SaveAs(Form("png/ratioNLO_%s.png", suffix.Data()));
}