void final_fit() {
TGraph *g1 = new TGraph("2013-02-01-beam-off-clean.dat","%lg %*lg %*lg %*lg %lg"," ");
TGraph *g2 = new TGraph("2013-02-15-beam-off-clean.dat","%lg %*lg %*lg %*lg %lg"," ");
TGraph *g3 = new TGraph("2013-02-28-beam-off_clean.dat","%lg %*lg %*lg %*lg %lg"," ");
TMultiGraph *mg = new TMultiGraph();
mg->Add(g1,"g1");
mg->Add(g2,"g2");
mg->Add(g3,"g3");
TGraph *cernGraph = new TGraph("CERN_guessed_data.dat");
TMultiGraph *mgaxes = new TMultiGraph();
mgaxes->Add(g1,"g12");
mgaxes->Add(g2,"g22");
mgaxes->Add(g3,"g32");
mgaxes->Add(cernGraph,"cernGraph");
// Creates a Root function based on function fitf above
// TF1 *func = new TF1("fitf",fitf,1E9,1E12,2);
// TF1 *func2 = new TF1("fitf",fitf,4E12,5E14,2);
TF1 *lambertfunc = new TF1("fitLambertW",fitLambertW,2e13,5E15,3);
TF1 *lambertCERNfunc = new TF1("fitLambertW",fitLambertW,5e12,1E16,3);
// TF1 *func2 = new TF1("fitLambertW",fitf,1E13,1.1E16,3);
// Sets initial values (guesses)
// func->SetParameters(0.5,0);
// func2->SetParameters(0.5,0);
// lambertfunc->SetParameters(4.27e-11,0.83,4.9e-6); // Based on the other straight line
// lambertfunc->SetParameters(1.9e-17,1.279,1.1e-5);
lambertCERNfunc->SetParameters(4.27e-18,1.289,4.9e-6); // Based on initial fits
lambertfunc->SetParameters(4.27e-18,1.289,4.9e-6); // Based on CERN paper
// Fit histogram in range defined by function
// h2->Fit(func2,"r+");
// lambertCERNfunc->SetLineColor(4);
// lambertCERNfunc->SetLineWidth(2);
// lambertCERNfunc->SetLineStyle(2);
mg->Fit(lambertfunc,"m+");
TCanvas *c1 = new TCanvas("c1","c1",800,800);
mgaxes->SetTitle("Final Fit (with CERN data in black)");
mgaxes->Draw("a");
// mgaxes->SetTicks(2,2);
g1->Draw("*");
g1->SetMarkerStyle(3);
g1->SetMarkerColor(kRed);
g2->Draw("*");
g2->SetMarkerStyle(25);
g2->SetMarkerColor(kBlue);
g3->Draw("*");
g3->SetMarkerStyle(27);
g3->SetMarkerColor(kGreen+3);
lambertfunc->Draw("same");
cernGraph->Draw("*");
lambertCERNfunc->Draw("same");
lambertCERNfunc->SetLineColor(kBlack);
// TH2F *hpx = new TH2F("hpx"," Forward Voltage V_{F} vs. Fluence n_{eq} (with CERN data)",10,1E10,6.4E16,100,0.2,210.0);
// // axis range
// hpx->SetStats(kFALSE);// no statistics
// hpx->Draw();
// g1->SetTitle("Fluence vs. Forward Voltage");
// g1->SetFillColor(1);
// g1->SetMarkerStyle(3);
// g1->Fit(func,"r");
// g1->Fit(lambertfunc,"r+");
// c1->Divide(1,2);
// c1->cd(1);
// h2->SetMarkerStyle(2);
// h2->SetMarkerSize(0.6);
// h2->Draw(); // minor change
// c1->cd(2);
// cernGraph->Draw("*");
// cernGraph->SetMarkerStyle(4);
// cernGraph->GetXaxis()->SetRangeUser(5E10,6.4E20);// axis1->Draw("same");
// g1->Draw("*");
// g1->GetXaxis()->SetRangeUser(5E10,6.4E20);// axis1->Draw("same");
// lambertCERNfunc->Draw("same");
// g1->Draw();
// c1->cd(2);
// lambertfunc->Draw();
c1->SetLogx(1); // Set Log scale in x
c1->SetLogy(1); // Set Log scale in y
c1->SetTicks(2,2); // This is for the ticks on both sides
c1->SetGrid(1);
}
// Determine sensitivity to tracker dynamic inefficiency
// by studying ratio of jet responses in Runs G and F (and BCD / F, E / F)
void drawAvsB() {
setTDRStyle();
string epocha = "BCD";//"BCD";//"H";//"F";//"BCD";//"F";//"E";//"BCD";//"F";
string epochb = "GH";//"G";//"BCD";//"G";//"E";//"E";//"F";//"G";
// Add the rest as well
string epocha2 = "";//"EF";
string epochb2 = "";//"G";
string type = "data";
vector<string> methods;
methods.push_back("mpfchs1");
methods.push_back("ptchs");
bool nozjptb = false;
bool nogjmpf = false;
bool nogjptb = true;
bool mjvsjes = false;
vector<string> samples;
samples.push_back("zeejet");
samples.push_back("zmmjet");
samples.push_back("gamjet");
//samples.push_back("multijet");
cout << "draw"<<epocha<<"vs"<<epochb<<endl;
const char *ct = type.c_str();
const char *pa = epocha.c_str();
const char *pb = epochb.c_str();
const char *pa2 = epocha2.c_str();
const char *pb2 = epochb2.c_str();
TFile *fg = new TFile(Form("rootfiles/jecdata%s.root",pb),"READ");
assert(fg && !fg->IsZombie());
TFile *ff = new TFile(Form("rootfiles/jecdata%s.root",pa),"READ");
assert(ff && !ff->IsZombie());
TFile *fg2(0), *ff2(0);
if (epochb2!="") fg2 = new TFile(Form("rootfiles/jecdata%s.root",pb2),"READ");
if (epocha2!="") ff2 = new TFile(Form("rootfiles/jecdata%s.root",pa2),"READ");
TH1D *h = new TH1D("h",
Form(";p_{T,ref} (GeV);%s ratio (%s / %s)",
(type=="ratio" ? "Data/MC" :
type=="data" ? "Data/data" : "MC/MC"),
(epocha + (epocha2!="" ? "+"+epocha2 : "")).c_str(),
(epochb + (epochb2!="" ? "+"+epochb2 : "")).c_str()),
3470,30,3500);
h->SetMinimum(0.90);
h->SetMaximum(1.15);
h->GetXaxis()->SetMoreLogLabels();
h->GetXaxis()->SetNoExponent();
if (epocha=="F" && epochb=="G")
lumi_13TeV = "Run2016F+G, 3.1+7.1 fb^{-1}";
if (epocha=="BCD" && epochb=="G")
lumi_13TeV = "Run2016BCD+H, 12.9+8.8 fb^{-1}";
if (epocha=="BCD" && epochb=="G")
lumi_13TeV = "Run2016BCD+FearlyGH, 12.9+16.8 fb^{-1}";
if (epocha=="BCD" && epochb=="F")
lumi_13TeV = "Run2016BCD+F, 13+3.1 fb^{-1}";
if (epocha=="BCD" && epochb=="E")
lumi_13TeV = "Run2016BCD+E, 13+4.0 fb^{-1}";
if (epocha=="E" && epochb=="F")
lumi_13TeV = "Run2016E+F, 4.0+3.1 fb^{-1}";
if (epocha=="F" && epochb=="E")
lumi_13TeV = "Run2016E+F, 4.0+3.1 fb^{-1}";
if ((epocha=="BCDEF" && epochb=="GH") ||
(epocha=="BCD" && epocha2=="EF" && epochb=="H" && epochb2=="G"))
lumi_13TeV = "Run2016BCDEF+GH, 19.7+16.8 fb^{-1}";
if (epocha=="EF" && epochb=="BCD")
lumi_13TeV = "Run2016BCD+EF, 12.9+6.8 fb^{-1}";
if (epocha=="H" && epochb=="G")
lumi_13TeV = "Run2016G+H, 8.0+8.8 fb^{-1}";
if ((epocha=="BCD" && epocha2=="EF" && epochb=="G" && epochb2=="H"))
lumi_13TeV = "Run2016BCDFearly+FlateGH, 19.7+16.8 fb^{-1}";
if ((epocha=="BCD" && epocha2=="" && ((epochb=="GH" && epochb2=="") ||
(epochb=="G" && epochb2=="H"))))
lumi_13TeV = "Run2016BCD+FlateGH, 12.9+16.8 fb^{-1}";
if ((epocha=="EF" && epocha2=="" && ((epochb=="GH" && epochb2=="") ||
(epochb=="G" && epochb2=="H"))))
lumi_13TeV = "Run2016EF+FlateGH, 6.8+16.8 fb^{-1}";
if ((epocha=="EF" && epocha2=="" && epochb=="G" && epochb2=="H"))
lumi_13TeV = "Run2016EFearly+FlateGH, 6.8+16.8 fb^{-1}";
TCanvas *c1 = tdrCanvas("c1",h,4,11,true);
c1->SetLogx();
TLatex *tex = new TLatex();
tex->SetNDC(); tex->SetTextSize(0.045);
TMultiGraph *mg = new TMultiGraph();
string s = "draw"+epocha+(epocha2!="" ? "p" + epocha2 : "")
+"vs"+epochb+(epochb2!="" ? "p" + epochb2 : "");
TGraphErrors *gmjb(0), *gmpf(0);
for (unsigned int im = 0; im != methods.size(); ++im) {
const char *cm = methods[im].c_str();
tex->DrawLatex(0.20,0.75-0.06*im,cm);
s += "_" + methods[im];
for (unsigned int is = 0; is != samples.size(); ++is) {
const char *cs = samples[is].c_str();
TGraphErrors *gg = (TGraphErrors*)fg->Get(Form("%s/eta00-13/%s_%s_a30",ct,cm,cs));
cout << cm << " " << cs << endl << flush;
assert(gg);
if (fg2) {
TGraphErrors *gg2 = (TGraphErrors*)fg2->Get(Form("%s/eta00-13/%s_%s_a30",ct,cm,cs));
assert(gg2);
gg = addGraph(gg,gg2);
}
TGraphErrors *gf = (TGraphErrors*)ff->Get(Form("%s/eta00-13/%s_%s_a30",ct,cm,cs));
assert(gf);
if (ff2) {
TGraphErrors *gf2 = (TGraphErrors*)ff2->Get(Form("%s/eta00-13/%s_%s_a30",ct,cm,cs));
assert(gf2);
gf = addGraph(gf,gf2);
}
if (!(gf->GetN()==gg->GetN())) {
// Remove highest pT point is that is the offender (BCD vs GH)
if (gg->GetN()>gf->GetN() &&
fabs(gg->GetX()[gg->GetN()-1]/gf->GetX()[gf->GetN()-1]-1)>0.1 &&
fabs(gg->GetX()[gg->GetN()-2]/gf->GetX()[gf->GetN()-1]-1)<0.1) {
cout << "Remove point B(N-1)" << endl;
gg->RemovePoint(gg->GetN()-1);
}
else {
cout << "sample " << samples[is] << " method " << methods[im]
<< " gf->N: " << gf->GetN() << " gg->N: " << gg->GetN() << endl;
cout << " x_gf(N-1)=" << gf->GetX()[gf->GetN()-1]
<< " x_gg(N-1)=" << gg->GetX()[gg->GetN()-1]
<< " x_gg(N-2)=" << gg->GetX()[gg->GetN()-2] << endl;
}
assert(gf->GetN()==gg->GetN());
}
TGraphErrors *g = (TGraphErrors*)gg->Clone(Form("ge_%s_%s",cm,cs));
for (int i = 0; i != g->GetN(); ++i) {
double yg = gg->GetY()[i];
double yf = gf->GetY()[i];
g->SetPoint(i, gg->GetX()[i], yf / yg);
double ex = gg->GetEX()[i];
double eg = gg->GetEY()[i];
double ef = gf->GetEY()[i];
g->SetPointError(i, ex, yf/yg*sqrt(pow(eg/yg,2)+pow(ef/yf,2)));
}
//g->Draw(is==0 ? "AP" : "SAMEP");
g->SetLineWidth(1+is);
g->Draw("SAMEPZ");
if (samples[is]=="gamjet" && methods[im]=="mpfchs1" && nogjmpf) {
tex->SetTextColor(kBlue);
tex->DrawLatex(0.20,0.63,"#gamma+jet MPF excl. from fit");
tex->SetTextColor(kBlack);
}
else if (samples[is]=="gamjet" && methods[im]=="ptchs" && nogjptb) {
tex->SetTextColor(kBlue);
tex->DrawLatex(0.20,0.63,"#gamma+jet p_{T}^{bal} excl. from fit");
tex->SetTextColor(kBlack);
}
else if ((samples[is]=="zmmjet" || samples[is]=="zeejet") &&
methods[im]=="ptchs" && nozjptb) {
tex->SetTextColor(kRed);
tex->DrawLatex(0.20,0.63,"Z+jet p_{T}^{bal} excl. from fit");
tex->SetTextColor(kBlack);
}
else if (samples[is]=="multijet") {
g->SetMarkerColor(kGray+1);
g->SetLineColor(kGray+1);
if (methods[im]=="ptchs") gmjb = g;
if (methods[im]=="mpfchs1") gmpf = g;
}
else
mg->Add(g);
} // for is
} // for im
if (nogjmpf) s += "_nogjmpf";
if (nogjptb) s += "_nogptb";
if (nozjptb) s += "_nozptb";
if (mjvsjes) {
s += "_mjvsjes";
tex->SetTextColor(kBlack);
tex->DrawLatex(0.20,0.58,"Multijet vs JES fit");
}
TF1 *fjes = new TF1("fjes",jesFit,30,2200,2);
fjes->SetParameters(0.99,0.05);
mg->Fit(fjes,"RN");
fjes->SetLineColor(kBlack);
fjes->SetLineStyle(kDashed);
fjes->SetLineWidth(2);
fjes->SetRange(10.,3500.);
fjes->Draw("SAME");
//TF1 *ft = new TF1("ft","1-[0]-[1]*pow(x,[2]) + ([3]+[4]*log(x))/x",30,2200);
//ft->SetParameters(0,0.05,-0.5,1,0.1);
//ft->FixParameter(3,0);
// Logarithmic sigmoid
//TF1 *ft = new TF1("ft","[0]+(1-[0])/(1. + exp(-(log(x)-log(abs([1])))"
// "/(log(abs([2])+abs([1]))-log(abs([1])))))", 30,2200);
//ft->SetParameters(0.98, 150, 50);
TF1 *ft = new TF1("ft","[0]+(1-[0])/(1. + exp(-(log(x)-[1])/[2]))",30,2200);
//ft->SetParameters(0.98,log(145),log(190)-log(145));
//ft->SetParameters(0.982,4.967,0.271);
//ft->SetParameters(0.976,5.040,0.370); // ENDCAP
//ft->SetParameters(0.985,5.0,0.3);
ft->SetParameters(0.985,5.025,0.3);
//ft->FixParameter(1,5.03); // semi-weighted average of BCD and EF
//ft->FixParameter(2,0.395); // combined fit to BCD+EF / G+H
// ( 12.9*5.055+6.8*5.000)/(12.9+6.8)
ft->FixParameter(1,5.036); // semi-weighted average of BCD/GH and EF/GH
// ( 12.9*0.344 + 6.8*0.455)/(12.9+6.8)
ft->FixParameter(2,0.391); // combined fit to BCD+EF / GH
// Log-sigmoid + powerlaw
//TF1 *ft = new TF1("ft","[0]+(1-[0])/(1. + exp(-(log(x)-[1])/[2]))"
// "*(1-[3]*pow(x,[4]))",30,2200);
//ft->SetParameters(0.982,4.967,0.271,0.1,-0.2);
// Double powerlaw
//TF1 *ft = new TF1("ft","[4]-[0]*pow(x,[1])-[2]*pow(x,[3])",30,2200);
//ft->SetParameters(0.05,-0.15,0.01,-0.3,1);
mg->Fit(ft,"RN");
ft->SetLineColor(kBlue);
ft->SetLineWidth(2);
ft->SetRange(10.,3500.);
ft->Draw("SAME");
// Map multijet with response ratio
if (gmpf) { // we have multijet available
TGraphErrors *gmpf2 = (TGraphErrors*)gmpf->Clone("gmpf2");
gmpf2->SetMarkerColor(kBlack);//kGray+1);
gmpf2->SetLineColor(kBlack);//kGray+1);
for (int i = 0; i != gmpf->GetN(); ++i) {
if (mjvsjes) {
gmpf2->SetPoint(i, 0.4*gmpf->GetX()[i],
fjes->Eval(gmpf->GetX()[i])/gmpf->GetY()[i]);
gmpf2->SetPointError(i, 0.4*gmpf->GetEX()[i],
gmpf->GetEY()[i]);
}
else {
gmpf2->SetPoint(i, 0.4*gmpf->GetX()[i],
ft->Eval(gmpf->GetX()[i])/gmpf->GetY()[i]);
gmpf2->SetPointError(i, 0.4*gmpf->GetEX()[i],
gmpf->GetEY()[i]);
}
}
gmpf2->Draw("SAMEPz");
} // multijet
tex->SetTextColor(kBlue);
tex->DrawLatex(0.50,0.85,Form("#chi^{2} / NDF = %1.1f / %d",
ft->GetChisquare(),
ft->GetNDF()));
tex->SetTextColor(kBlack);
tex->SetTextSize(0.040);
tex->DrawLatex(0.50,0.80,Form("(#chi^{2} / NDF = %1.1f / %d)",
fjes->GetChisquare(),
fjes->GetNDF()));
tex->SetTextColor(kBlue-9);
tex->SetTextSize(0.030);
tex->DrawLatex(0.20,0.25,ft->GetExpFormula());
tex->DrawLatex(0.20,0.20,
Form("p_{0}=%1.3f#pm%1.3f"
", p_{1}=%1.3f#pm%1.3f"
", p_{2}=%1.3f#pm%1.3f",
ft->GetParameter(0),ft->GetParError(0),
ft->GetParameter(1),ft->GetParError(1),
ft->GetParameter(2),ft->GetParError(2)));
if (ft->GetNpar()>3)
tex->DrawLatex(0.20,0.17,
Form("p_{3}=%1.3f#pm%1.3f"
", p_{4}=%1.3f#pm%1.3f",
ft->GetParameter(3),ft->GetParError(3),
ft->GetParameter(4),ft->GetParError(4)));
c1->SaveAs(Form("pdf/%s.pdf",s.c_str()));
for (int i = 0; i != ft->GetNpar(); ++i) {
cout << Form("%s%1.4g",i==0 ? "{" : ", ",ft->GetParameter(i));
}
cout << "}" << endl;
}