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kukartse |
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#include "tmvaglob.C"
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void plot_efficiencies( TFile* file, Int_t type = 2, TDirectory* BinDir)
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{
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// input: - Input file (result from TMVA),
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// - type = 1 --> plot efficiency(B) versus eff(S)
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// = 2 --> plot rejection (B) versus efficiency (S)
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Bool_t __PLOT_LOGO__ = kTRUE;
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Bool_t __SAVE_IMAGE__ = kTRUE;
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// the coordinates
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Float_t x1 = 0;
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Float_t x2 = 1;
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Float_t y1 = 0;
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Float_t y2 = 0.8;
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// reverse order if "rejection"
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if (type == 2) {
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Float_t z = y1;
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y1 = 1 - y2;
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y2 = 1 - z;
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// cout << "--- type==2: plot background rejection versus signal efficiency" << endl;
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}
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else {
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// cout << "--- type==1: plot background efficiency versus signal efficiency" << endl;
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}
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// create canvas
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TCanvas* c = new TCanvas( "c", "the canvas", 200, 0, 650, 500 );
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// global style settings
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c->SetGrid();
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c->SetTicks();
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// legend
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Float_t x0L = 0.107, y0H = 0.899;
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Float_t dxL = 0.457-x0L, dyH = 0.22;
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if (type == 2) {
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x0L = 0.15;
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y0H = 1 - y0H + dyH + 0.07;
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}
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TLegend *legend = new TLegend( x0L, y0H-dyH, x0L+dxL, y0H );
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legend->SetTextSize( 0.05 );
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legend->SetHeader( "MVA Method:" );
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legend->SetMargin( 0.4 );
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TString xtit = "Signal efficiency";
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TString ytit = "Background efficiency";
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if (type == 2) ytit = "Background rejection";
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TString ftit = ytit + " versus " + xtit;
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if (TString(BinDir->GetName()).Contains("multicut")){
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ftit += " Bin: ";
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ftit += (BinDir->GetTitle());
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}
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// draw empty frame
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if(gROOT->FindObject("frame")!=0) gROOT->FindObject("frame")->Delete();
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TH2F* frame = new TH2F( "frame", ftit, 500, x1, x2, 500, y1, y2 );
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frame->GetXaxis()->SetTitle( xtit );
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frame->GetYaxis()->SetTitle( ytit );
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TMVAGlob::SetFrameStyle( frame, 1.0 );
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frame->Draw();
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Int_t color = 1;
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Int_t nmva = 0;
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TKey *key, *hkey;
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TString hNameRef = "effBvsS";
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if (type == 2) hNameRef = "rejBvsS";
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TList hists;
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TList methods;
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UInt_t nm = TMVAGlob::GetListOfMethods( methods );
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// TIter next(file->GetListOfKeys());
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TIter next(&methods);
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// loop over all methods
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while (key = (TKey*)next()) {
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TDirectory * mDir = (TDirectory*)key->ReadObj();
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TList titles;
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UInt_t ninst = TMVAGlob::GetListOfTitles(mDir,titles);
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TIter nextTitle(&titles);
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TKey *titkey;
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TDirectory *titDir;
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while ((titkey = TMVAGlob::NextKey(nextTitle,"TDirectory"))) {
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titDir = (TDirectory *)titkey->ReadObj();
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TString methodTitle;
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TMVAGlob::GetMethodTitle(methodTitle,titDir);
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TIter nextKey( titDir->GetListOfKeys() );
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while ((hkey = TMVAGlob::NextKey(nextKey,"TH1"))) {
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TH1 *h = (TH1*)hkey->ReadObj();
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TString hname = h->GetName();
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if (hname.Contains( hNameRef ) && hname.BeginsWith( "MVA_" )) {
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h->SetLineWidth(3);
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h->SetLineColor(color);
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color++; if (color == 5 || color == 10 || color == 11) color++;
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h->Draw("csame");
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kukartse |
1.2 |
cout << "Area under ROC: " << h.Integral("width") << endl;
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cout << "Ratio over/under ROC: " << (1.0-h.Integral("width"))/h.Integral("width") << endl;
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kukartse |
1.1 |
hists.Add(h);
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nmva++;
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}
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}
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}
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}
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while (hists.GetSize()) {
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TListIter hIt(&hists);
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TH1* hist(0);
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Double_t largestInt=0;
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TH1* histWithLargestInt(0);
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while ((hist = (TH1*)hIt())!=0) {
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Double_t integral = hist->Integral(1,hist->FindBin(0.9999));
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if (integral>largestInt) {
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largestInt = integral;
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histWithLargestInt = hist;
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}
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}
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legend->AddEntry(histWithLargestInt,TString(histWithLargestInt->GetTitle()).ReplaceAll("MVA_",""),"l");
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hists.Remove(histWithLargestInt);
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}
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// rescale legend box size
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// current box size has been tuned for 3 MVAs + 1 title
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if (type == 1) {
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dyH *= (1.0 + Float_t(nmva - 3.0)/4.0);
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legend->SetY1( y0H - dyH );
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}
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else {
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dyH *= (Float_t(nmva - 3.0)/4.0);
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legend->SetY2( y0H + dyH);
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}
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// redraw axes
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frame->Draw("sameaxis");
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legend->Draw("same");
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// ============================================================
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if (__PLOT_LOGO__) TMVAGlob::plot_logo();
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// ============================================================
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c->Update();
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TString fname = "plots/" + hNameRef;
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if (TString(BinDir->GetName()).Contains("multicut")){
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TString fprepend(BinDir->GetName());
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fprepend.ReplaceAll("multicutMVA_","");
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fname = "plots/" + fprepend + "_" + hNameRef;
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}
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if (__SAVE_IMAGE__) TMVAGlob::imgconv( c, fname );
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return;
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}
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void efficiencies( TString fin = "TMVA.root", Int_t type = 2, Bool_t useTMVAStyle = kTRUE )
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{
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// argument: type = 1 --> plot efficiency(B) versus eff(S)
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// type = 2 --> plot rejection (B) versus efficiency (S)
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// set style and remove existing canvas'
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TMVAGlob::Initialize( useTMVAStyle );
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// checks if file with name "fin" is already open, and if not opens one
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TFile* file = TMVAGlob::OpenFile( fin );
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// check if multi-cut MVA or only one set of MVAs
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Bool_t multiMVA=kFALSE;
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TIter nextDir(file->GetListOfKeys());
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TKey *key;
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// loop over all directories and check if
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// one contains the key word 'multicutMVA'
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while ((key = (TKey*)nextDir())) {
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TClass *cl = gROOT->GetClass(key->GetClassName());
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if (!cl->InheritsFrom("TDirectory")) continue;
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TDirectory *d = (TDirectory*)key->ReadObj();
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TString path(d->GetPath());
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if (path.Contains("multicutMVA")){
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multiMVA=kTRUE;
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plot_efficiencies( file, type, d );
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}
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}
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plot_efficiencies( file, type, gDirectory );
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return;
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}
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