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fit_forL_sum.C
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fit_forL_sum.C
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using namespace std;
void fit_forL_sum(){
//16MeV
//-----
TFile *_file0 = TFile::Open("SYSTEMATICS_CutVarAdd_Global_Radius_Normal_16MeV.root");
TGraph* pXimGraphDefault = (TGraph*) _file0->Get("pXimGraphDefault");
//check the points of the model
Double_t xval,yval;
//for(int i=0;i<pXimGraphDefault->GetN();i++){
// pXimGraphDefault->GetPoint(i,xval,yval);
// cout<<" p"<<i<<" y="<<yval<<" x="<<xval<<endl;
//}
//p0 y=2.12357 x=16
//p1 y=1.56054 x=32
//p2 y=1.22629 x=48
//p3 y=1.15273 x=64
//p4 y=1.10786 x=80
//p5 y=1.08411 x=96
//p6 y=1.07307 x=112
//p7 y=1.06325 x=128
//p8 y=1.05872 x=144
//p9 y=1.05501 x=160
//p10 y=1.05246 x=176
//p11 y=1.05098 x=192
//p12 y=1.0497 x=208
//histo model
Double_t binwidth=16.;
const Int_t nbk = 14;
Double_t kbins[nbk+1];
kbins[0]=0.;
kbins[1]=8.;
for(int i=2;i<=nbk;i++){
kbins[i]=kbins[i-1]+binwidth;
// cout<<" b"<<i<<" val="<<kbins[i]<<endl;
}
TH1F* model = new TH1F("model","model",nbk,kbins);
//check the points of the model
for(int i=0;i<13;i++){
pXimGraphDefault->GetPoint(i,xval,yval);
model->SetBinContent(i+2,yval);
}
model->Draw("");
pXimGraphDefault->Draw("same");
//fit the model with an exponential + pol1
TF1* f0 = new TF1("f0","pol1(0)+expo(2)",8.,220.);
// 1 p0 1.33166e+00 8.03323e-02 2.09270e-05 1.69976e-02
// 2 p1 -1.73434e-03 4.98923e-04 1.34600e-07 2.21926e+00
// 3 p2 1.48398e+00 7.57108e-01 4.03957e-04 7.00589e-04
// 4 p3 -7.09006e-02 3.06780e-02 1.43620e-05 2.56536e-02
f0->SetParameters(1.33166e+00,-1.73434e-03,1.48398e+00,-7.09006e-02);
f0->SetLineStyle(2);
f0->SetLineColor(3);
model->Fit(f0,"R");
//data, add se and me for pp,ApAp, for both collision systems
//pPb
TFile *_file1 = TFile::Open("pPb_502TeV_CFOutput_pXi_Rebin_2.root");
//TH1F* se_pp = (TH1F*) _file1->Get("ppSE_Shifted")->Clone("se_pp");
//TH1F* se_ApAp = (TH1F*) _file1->Get("ApApSE_Shifted")->Clone("se_ApAp");
//TH1F* me_pp = (TH1F*) _file1->Get("ppME_Shifted")->Clone("me_pp");
//TH1F* me_ApAp = (TH1F*) _file1->Get("ApApME_Shifted")->Clone("me_ApAp");
TH1F* se_pp = (TH1F*) _file1->Get("ppSE")->Clone("se_pp");
TH1F* se_ApAp = (TH1F*) _file1->Get("ApApSE")->Clone("se_ApAp");
TH1F* me_pp = (TH1F*) _file1->Get("ppME")->Clone("me_pp");
TH1F* me_ApAp = (TH1F*) _file1->Get("ApApME")->Clone("me_ApAp");
se_pp->Add(se_ApAp);
me_pp->Add(me_ApAp);
//pp
TFile *_file2 = TFile::Open("pp_13TeV_CFOutput_pXi_Rebin_2.root");
//TH1F* sepp_pp = (TH1F*) _file2->Get("ppSE_Shifted")->Clone("sepp_pp");
//TH1F* sepp_ApAp = (TH1F*) _file2->Get("ApApSE_Shifted")->Clone("sepp_ApAp");
//TH1F* mepp_pp = (TH1F*) _file2->Get("ppME_Shifted")->Clone("mepp_pp");
//TH1F* mepp_ApAp = (TH1F*) _file2->Get("ApApME_Shifted")->Clone("mepp_ApAp");
TH1F* sepp_pp = (TH1F*) _file2->Get("ppSE")->Clone("sepp_pp");
TH1F* sepp_ApAp = (TH1F*) _file2->Get("ApApSE")->Clone("sepp_ApAp");
TH1F* mepp_pp = (TH1F*) _file2->Get("ppME")->Clone("mepp_pp");
TH1F* mepp_ApAp = (TH1F*) _file2->Get("ApApME")->Clone("mepp_ApAp");
se_pp->Add(sepp_pp);
se_pp->Add(sepp_ApAp);
me_pp->Add(mepp_pp);
me_pp->Add(mepp_ApAp);
//normalize so integral of k* in 200-400 is as in ME of gen
Double_t n1=200.0001;
Double_t n2=399.9999;
se_pp->Scale( me_pp->Integral(me_pp->FindBin(n1),me_pp->FindBin(n2)) / se_pp->Integral(se_pp->FindBin(n1),se_pp->FindBin(n2)) );
TH1F* data = (TH1F*) se_pp->Clone("data");
data->Divide(me_pp);
data->Draw("");
data->SetLineColor(4);data->SetLineWidth(2);data->SetMarkerStyle(20);data->SetMarkerColor(4);
data->Draw("same");
//FIT 1: WITH SIGNAL (f1)
//now try to fit the data with the same exponential and changing only the pol1
cout<<endl<<" FIT WITH SIGNAL F1 "<<endl;
TF1* f1 = new TF1("f1","pol1(0)+expo(2)+gaus(4)",8.,220.);
f1->SetParameter(0,f0->GetParameter(0));
f1->SetParameter(1,f0->GetParameter(1));
f1->SetParameter(2,f0->GetParameter(2));
f1->SetParameter(3,f0->GetParameter(3));
f1->SetParameter(4,.01);
//f1->SetParameter(5,75.);
f1->SetParameter(5,80.);
f1->SetParameter(6,5.);
// 5 p4 1.61071e-01 9.00714e-02 1.03581e-04 3.31302e-03
// 6 p5 7.57188e+01 4.26082e+00 5.65461e-03 4.40653e-05
// 7 p6 6.15229e+00 3.33497e+00 3.78218e-03 -1.18676e-05
f1->SetParameter(4,1.61071e-01);
f1->SetParameter(5,7.57188e+01);
f1->SetParameter(6,6.15229e+00);
data->GetXaxis()->SetRangeUser(0.,200.);
data->Fit(f1,"MR");
f0->Draw("same");
//FIT 2: no signal, exluding signal region (f2)
//bins 8, 9, 10, error infinite:
TH1F* dataFAKE = (TH1F*) data->Clone("dataFAKE");
dataFAKE->SetBinError(8+1,100000.);
dataFAKE->SetBinError(9+1,100000.);
dataFAKE->SetBinError(10+1,100000.);
TF1* f2 = new TF1("f2","pol1(0)+expo(2)",8.,220.);
f2->SetParameter(0,f0->GetParameter(0));
f2->SetParameter(1,f0->GetParameter(1));
f2->SetParameter(2,f0->GetParameter(2));
f2->SetParameter(3,f0->GetParameter(3));
f2->SetLineColor(1);
dataFAKE->SetLineColor(1);dataFAKE->SetLineWidth(1);
dataFAKE->Fit(f2,"MR");
data->Draw("");
dataFAKE->Draw("same");
data->Draw("same");
f0->Draw("same");
f1->Draw("same");
//FIT 3: no signal, whole data (f3)
cout<<endl<<" FIT whole data W/O SIGNAL F3 "<<endl;
TH1F* dataAGAIN = (TH1F*) data->Clone("dataAGAIN");
TF1* f3 = new TF1("f3","pol1(0)+expo(2)",8.,220.);
f3->SetParameter(0,f0->GetParameter(0));
f3->SetParameter(1,f0->GetParameter(1));
f3->SetParameter(2,f0->GetParameter(2));
f3->SetParameter(3,f0->GetParameter(3));
f3->SetLineColor(1);
f3->SetLineStyle(2);
gStyle->SetOptStat(0);
dataAGAIN->Fit(f3,"MR");
data->Draw("");
data->SetTitle("");
data->GetXaxis()->SetTitle("k* (MeV)");
data->GetYaxis()->SetTitle("C(k*)");
data->GetYaxis()->SetRangeUser(0.7,3.3);
//dataFAKE->Draw("same");
dataAGAIN->Draw("same");
data->Draw("same");
f0->Draw("same");
f2->Draw("same");
f1->Draw("same");
TLegend *leg2 = new TLegend( 0.45, 0.45, 0.85, 0.85);
leg2->AddEntry(data,"ALICE p-Pb 5TeV + pp 13TeV");
leg2->AddEntry(f1,"Expo+Pol1 + Gaus ");
leg2->AddEntry(f3,"Expo+Pol1 ");
leg2->AddEntry(f2,"Expo+Pol1 (exclude 64-88 MeV)");
leg2->AddEntry(f0,"Femtoscopic fit HAL QCD (p-Pb)");
leg2->SetLineColor(0);
leg2->Draw();
//evaluate simple nsigma
//data
//f3 (whole fit)
//f2 (excluding signal)
//f0 (CATS)
//compute single bin (bins 8,9,10)
int bin1=8+1;
int bin2=10+1;
Double_t data_val=0.;
Double_t data_e=0.;
Double_t model_val0=0.;
Double_t model_val2=0.;
Double_t model_val3=0.;
for (int i=bin1;i<=bin2;i++){
data_val+=data->GetBinContent(i);
data_e+=pow(data->GetBinError(i),2);
model_val0+=f0->Eval(data->GetBinCenter(i));
model_val2+=f2->Eval(data->GetBinCenter(i));
model_val3+=f3->Eval(data->GetBinCenter(i));
}
data_e=sqrt(data_e);
//model_val0/=3.;
//model_val2/=3.;
//model_val3/=3.;
cout<<" data="<<data_val<<"+-"<<data_e<<endl;
cout<<" data="<<data_val<<"+-"<<data_e<<endl;
cout<<" MODEL 0 (cats) nsigma="<<fabs(data_val-model_val0)/data_e<<endl;
cout<<" MODEL 2 (excluding signal) nsigma="<<fabs(data_val-model_val2)/data_e<<endl;
cout<<" MODEL 3 (fit whole range) nsigma="<<fabs(data_val-model_val3)/data_e<<endl;
}