//____________________________________________________________________ void fitCircle(Int_t n=10000) { //generates n points around a circle and fit them TCanvas *c1 = new TCanvas("c1","c1",600,600); c1->SetGrid(); gr = new TGraph(n); if (n> 999) gr->SetMarkerStyle(1); else gr->SetMarkerStyle(3); TRandom3 r; Double_t x,y; for (Int_t i=0;i<n;i++) { r.Circle(x,y,r.Gaus(4,0.3)); gr->SetPoint(i,x,y); } c1->DrawFrame(-5,-5,5,5); gr->Draw("p"); //Fit a circle to the graph points TVirtualFitter::SetDefaultFitter("Minuit"); //default is Minuit TVirtualFitter *fitter = TVirtualFitter::Fitter(0, 3); fitter->SetFCN(myfcn); fitter->SetParameter(0, "x0", 0, 0.1, 0,0); fitter->SetParameter(1, "y0", 0, 0.1, 0,0); fitter->SetParameter(2, "R", 1, 0.1, 0,0); Double_t arglist[1] = {0}; fitter->ExecuteCommand("MIGRAD", arglist, 0); //Draw the circle on top of the points TArc *arc = new TArc(fitter->GetParameter(0), fitter->GetParameter(1),fitter->GetParameter(2)); arc->SetLineColor(kRed); arc->SetLineWidth(4); arc->Draw(); }
int TwoHistoFit2D(bool global = true) { // create two histograms int nbx1 = 50; int nby1 = 50; int nbx2 = 50; int nby2 = 50; double xlow1 = 0.; double ylow1 = 0.; double xup1 = 10.; double yup1 = 10.; double xlow2 = 5.; double ylow2 = 5.; double xup2 = 20.; double yup2 = 20.; TH2D * h1 = new TH2D("h1","core",nbx1,xlow1,xup1,nby1,ylow1,yup1); TH2D * h2 = new TH2D("h2","tails",nbx2,xlow2,xup2,nby2,ylow2,yup2); double iniParams[10] = { 100, 6., 2., 7., 3, 100, 12., 3., 11., 2. }; // create fit function TF2 * func = new TF2("func",my2Dfunc,xlow2,xup2,ylow2,yup2, 10); func->SetParameters(iniParams); // fill Histos int n1 = 50000; int n2 = 50000; // h1->FillRandom("func", n1); //h2->FillRandom("func",n2); FillHisto(h1,n1,iniParams); FillHisto(h2,n2,iniParams); // scale histograms to same heights (for fitting) double dx1 = (xup1-xlow1)/double(nbx1); double dy1 = (yup1-ylow1)/double(nby1); double dx2 = (xup2-xlow2)/double(nbx2); double dy2 = (yup2-ylow2)/double(nby2); // h1->Sumw2(); // h1->Scale( 1.0 / ( n1 * dx1 * dy1 ) ); // scale histo 2 to scale of 1 h2->Sumw2(); h2->Scale( ( double(n1) * dx1 * dy1 ) / ( double(n2) * dx2 * dy2 ) ); if (global) { // fill data structure for fit (coordinates + values + errors) std::cout << "Do global fit" << std::endl; // fit now all the function together // fill data structure for fit (coordinates + values + errors) TAxis *xaxis1 = h1->GetXaxis(); TAxis *yaxis1 = h1->GetYaxis(); TAxis *xaxis2 = h2->GetXaxis(); TAxis *yaxis2 = h2->GetYaxis(); int nbinX1 = h1->GetNbinsX(); int nbinY1 = h1->GetNbinsY(); int nbinX2 = h2->GetNbinsX(); int nbinY2 = h2->GetNbinsY(); /// reset data structure coords = std::vector<std::pair<double,double> >(); values = std::vector<double>(); errors = std::vector<double>(); for (int ix = 1; ix <= nbinX1; ++ix) { for (int iy = 1; iy <= nbinY1; ++iy) { if ( h1->GetBinContent(ix,iy) > 0 ) { coords.push_back( std::make_pair(xaxis1->GetBinCenter(ix), yaxis1->GetBinCenter(iy) ) ); values.push_back( h1->GetBinContent(ix,iy) ); errors.push_back( h1->GetBinError(ix,iy) ); } } } for (int ix = 1; ix <= nbinX2; ++ix) { for (int iy = 1; iy <= nbinY2; ++iy) { if ( h2->GetBinContent(ix,iy) > 0 ) { coords.push_back( std::make_pair(xaxis2->GetBinCenter(ix), yaxis2->GetBinCenter(iy) ) ); values.push_back( h2->GetBinContent(ix,iy) ); errors.push_back( h2->GetBinError(ix,iy) ); } } } TVirtualFitter::SetDefaultFitter("Minuit"); TVirtualFitter * minuit = TVirtualFitter::Fitter(0,10); for (int i = 0; i < 10; ++i) { minuit->SetParameter(i, func->GetParName(i), func->GetParameter(i), 0.01, 0,0); } minuit->SetFCN(myFcn); double arglist[100]; arglist[0] = 0; // set print level minuit->ExecuteCommand("SET PRINT",arglist,2); // minimize arglist[0] = 5000; // number of function calls arglist[1] = 0.01; // tolerance minuit->ExecuteCommand("MIGRAD",arglist,2); //get result double minParams[10]; double parErrors[10]; for (int i = 0; i < 10; ++i) { minParams[i] = minuit->GetParameter(i); parErrors[i] = minuit->GetParError(i); } double chi2, edm, errdef; int nvpar, nparx; minuit->GetStats(chi2,edm,errdef,nvpar,nparx); func->SetParameters(minParams); func->SetParErrors(parErrors); func->SetChisquare(chi2); int ndf = coords.size()-nvpar; func->SetNDF(ndf); std::cout << "Chi2 Fit = " << chi2 << " ndf = " << ndf << " " << func->GetNDF() << std::endl; // add to list of functions h1->GetListOfFunctions()->Add(func); h2->GetListOfFunctions()->Add(func); } else { // fit independently h1->Fit(func); h2->Fit(func); } // Create a new canvas. TCanvas * c1 = new TCanvas("c1","Two HIstogram Fit example",100,10,900,800); c1->Divide(2,2); gStyle->SetOptFit(); gStyle->SetStatY(0.6); c1->cd(1); h1->Draw(); func->SetRange(xlow1,ylow1,xup1,yup1); func->DrawCopy("cont1 same"); c1->cd(2); h1->Draw("lego"); func->DrawCopy("surf1 same"); c1->cd(3); func->SetRange(xlow2,ylow2,xup2,yup2); h2->Draw(); func->DrawCopy("cont1 same"); c1->cd(4); h2->Draw("lego"); gPad->SetLogz(); func->Draw("surf1 same"); return 0; }
void makegraph_xyhits_mchamp1000(){ //bool save_plots = false; bool save_plots = true; TCanvas* canvas = new TCanvas("c1","c1",10,10,700,550); //canvas_style(canvas); //TH2* h1=new TH2F("h1","",2000,0,2000,2000,-1000,1000); TH2* h1=new TH2F("h1","",1000,-1000,0,1000,0,1000); h1->SetStats(kFALSE); h1->SetTitle(";x [cm];y [cm]"); //h2_style(h1,3,1,1,1001,50,-1111.,-1111.,510,510,20,1,1.4,0); const Int_t n_hits = 20; Float_t x[n_hits] = {-522.992, -524.292, -525.592, -526.892, -606.525, -607.825, -609.124, -610.424, -630.144, -631.444, -632.744, -634.044, -741.681, -743.086, -744.378, -745.665, -765.758, -767.126, -768.413, -769.755}; Float_t y[n_hits] = {82.024, 82.388, 82.661, 82.971, 101.400, 101.678, 101.929, 102.318, 106.826, 107.214, 107.421, 107.769, 132.755, 132.924, 133.286, 133.657, 138.406, 138.637, 139.007, 139.285}; graph = new TGraph(n_hits, x, y); //gr_style(graph,1,1,1,1001,50,-1111,-1111,510,510,20,1,1.3,1); graph->SetMarkerStyle(20); graph->SetMarkerSize(1); graph->SetMarkerColor(1); graph->SetTitle(";x [cm];y [cm]"); //graph->GetYaxis()->SetRangeUser(0,20); //Fit a circle to the graph points TVirtualFitter::SetDefaultFitter("Minuit"); //default is Minuit TVirtualFitter *fitter = TVirtualFitter::Fitter(0, 3); Int_t a,c; Double_t b,f,par; fitter->SetFCN(myfcn); fitter->SetParameter(0, "x0", 0, 0.1, -1000, 1000); fitter->SetParameter(1, "y0", 1000, 0.1, 0, 2000); fitter->SetParameter(2, "R", 1000, 0.1, 0, 1000); Double_t arglist[1] = {0}; fitter->ExecuteCommand("MIGRAD", arglist, 0); //Draw the circle on top of the points TArc *arc = new TArc(fitter->GetParameter(0), fitter->GetParameter(1),fitter->GetParameter(2)); arc->SetLineColor(kRed); arc->SetLineWidth(4); Leg1 = new TLegend(0.45,0.75,0.75,0.85); //Leg1->AddEntry(graph_noChaCut,"Average Before TS","p"); Leg1->AddEntry(graph,"After TS","p"); //Leg1->AddEntry(graph_predicted,"Predicted After TS","p"); Leg1->SetBorderSize(0); Leg1->SetTextSize(0.04); Leg1->SetFillColor(0); //TPaveLabel *text1 = new TPaveLabel(.17,.85,.37,.89,"CMS Preliminary #sqrt{s}=8 TeV","NDC"); //TPaveLabel *text1 = new TPaveLabel(.17,.85,.37,.89,"CMS Preliminary #sqrt{s}=8 TeV 3.4 fb^{-1}","NDC"); //TPaveLabel *text1 = new TPaveLabel(.17,.85,.37,.89,"CMS Preliminary #sqrt{s}=8 TeV 4.4 fb^{-1}","NDC"); TPaveLabel *text1 = new TPaveLabel(.17,.85,.37,.89,"CMS Preliminary #sqrt{s}=8 TeV","NDC"); text1->SetBorderSize(0); text1->SetTextSize(0.7); text1->SetFillColor(0); TPaveLabel *text2 = new TPaveLabel(.17,.85,.37,.89,"1000 GeV H++, Event 58654","NDC"); text2->SetBorderSize(0); text2->SetTextSize(0.7); text2->SetFillColor(0); TPaveText* text1a = new TPaveText(-500,500,-300,700); text1a->SetBorderSize(0); text1a->SetTextSize(0.05); text1a->SetFillColor(0); double p0 = fitter->GetParameter(0); double p1 = fitter->GetParameter(1); double p2 = fitter->GetParameter(2); double e0 = fitter->GetParError(0); double e1 = fitter->GetParError(1); double e2 = fitter->GetParError(2); char p0name[50], p1name[50], p2name[50]; sprintf(p0name,"x0 = %.2f #pm %.2f",p0,e0); sprintf(p1name,"y0 = %.2f #pm %.2f",p1,e1); sprintf(p2name,"R = %.2f #pm %.2f",p2,e2); text1a->AddText(p0name); text1a->AddText(p1name); text1a->AddText(p2name); canvas->cd(); h1->Draw(); arc->Draw("same"); graph->Draw("Psame"); //text1->Draw(); text1a->Draw(); text2->Draw(); //Leg1->Draw(); if(save_plots) canvas->SaveAs("../plots/hits_xy_mchamp1000.eps"); //return 0; }