rf205_compplot.C

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00001 //////////////////////////////////////////////////////////////////////////
00002 //
00003 // 'ADDITION AND CONVOLUTION' RooFit tutorial macro #205
00004 // 
00005 // Options for plotting components of composite p.d.f.s.
00006 //
00007 //
00008 //
00009 // 07/2008 - Wouter Verkerke 
00010 // 
00011 /////////////////////////////////////////////////////////////////////////
00012 
00013 #ifndef __CINT__
00014 #include "RooGlobalFunc.h"
00015 #endif
00016 #include "RooRealVar.h"
00017 #include "RooDataSet.h"
00018 #include "RooGaussian.h"
00019 #include "RooAddPdf.h"
00020 #include "RooChebychev.h"
00021 #include "RooExponential.h"
00022 #include "TCanvas.h"
00023 #include "TAxis.h"
00024 #include "RooPlot.h"
00025 using namespace RooFit ;
00026 
00027 
00028 void rf205_compplot()
00029 {
00030   // S e t u p   c o m p o s i t e    p d f
00031   // --------------------------------------
00032 
00033   // Declare observable x
00034   RooRealVar x("x","x",0,10) ;
00035 
00036   // Create two Gaussian PDFs g1(x,mean1,sigma) anf g2(x,mean2,sigma) and their paramaters
00037   RooRealVar mean("mean","mean of gaussians",5) ;
00038   RooRealVar sigma1("sigma1","width of gaussians",0.5) ;
00039   RooRealVar sigma2("sigma2","width of gaussians",1) ;
00040   RooGaussian sig1("sig1","Signal component 1",x,mean,sigma1) ;  
00041   RooGaussian sig2("sig2","Signal component 2",x,mean,sigma2) ;  
00042 
00043   // Sum the signal components into a composite signal p.d.f.
00044   RooRealVar sig1frac("sig1frac","fraction of component 1 in signal",0.8,0.,1.) ;
00045   RooAddPdf sig("sig","Signal",RooArgList(sig1,sig2),sig1frac) ;
00046   
00047   // Build Chebychev polynomial p.d.f.  
00048   RooRealVar a0("a0","a0",0.5,0.,1.) ;
00049   RooRealVar a1("a1","a1",-0.2,0.,1.) ;
00050   RooChebychev bkg1("bkg1","Background 1",x,RooArgSet(a0,a1)) ;
00051 
00052   // Build expontential pdf
00053   RooRealVar alpha("alpha","alpha",-1) ;
00054   RooExponential bkg2("bkg2","Background 2",x,alpha) ;
00055 
00056   // Sum the background components into a composite background p.d.f.
00057   RooRealVar bkg1frac("sig1frac","fraction of component 1 in background",0.2,0.,1.) ;
00058   RooAddPdf bkg("bkg","Signal",RooArgList(bkg1,bkg2),sig1frac) ;
00059   
00060   // Sum the composite signal and background 
00061   RooRealVar bkgfrac("bkgfrac","fraction of background",0.5,0.,1.) ;
00062   RooAddPdf  model("model","g1+g2+a",RooArgList(bkg,sig),bkgfrac) ;
00063 
00064 
00065 
00066   // S e t u p   b a s i c   p l o t   w i t h   d a t a   a n d   f u l l   p d f 
00067   // ------------------------------------------------------------------------------
00068   
00069   // Generate a data sample of 1000 events in x from model
00070   RooDataSet *data = model.generate(x,1000) ;
00071 
00072   // Plot data and complete PDF overlaid
00073   RooPlot* xframe  = x.frame(Title("Component plotting of pdf=(sig1+sig2)+(bkg1+bkg2)")) ;
00074   data->plotOn(xframe) ;
00075   model.plotOn(xframe) ;
00076 
00077   // Clone xframe for use below
00078   RooPlot* xframe2 = (RooPlot*) xframe->Clone("xframe2") ;
00079 
00080 
00081   // M a k e   c o m p o n e n t   b y   o b j e c t   r e f e r e n c e 
00082   // --------------------------------------------------------------------
00083 
00084   // Plot single background component specified by object reference
00085   model.plotOn(xframe,Components(bkg),LineColor(kRed)) ;
00086 
00087   // Plot single background component specified by object reference
00088   model.plotOn(xframe,Components(bkg2),LineStyle(kDashed),LineColor(kRed)) ;
00089 
00090   // Plot multiple background components specified by object reference
00091   // Note that specified components may occur at any level in object tree
00092   // (e.g bkg is component of 'model' and 'sig2' is component 'sig')
00093   model.plotOn(xframe,Components(RooArgSet(bkg,sig2)),LineStyle(kDotted)) ;
00094 
00095 
00096 
00097   // M a k e   c o m p o n e n t   b y   n a m e  /   r e g e x p  
00098   // ------------------------------------------------------------
00099 
00100   // Plot single background component specified by name
00101   model.plotOn(xframe2,Components("bkg"),LineColor(kCyan)) ;
00102 
00103   // Plot multiple background components specified by name
00104   model.plotOn(xframe2,Components("bkg1,sig2"),LineStyle(kDotted),LineColor(kCyan)) ;
00105 
00106   // Plot multiple background components specified by regular expression on name
00107   model.plotOn(xframe2,Components("sig*"),LineStyle(kDashed),LineColor(kCyan)) ;
00108   
00109   // Plot multiple background components specified by multiple regular expressions on name
00110   model.plotOn(xframe2,Components("bkg1,sig*"),LineStyle(kDashed),LineColor(kYellow),Invisible()) ;
00111   
00112 
00113   // Draw the frame on the canvas
00114   TCanvas* c = new TCanvas("rf205_compplot","rf205_compplot",800,400) ;
00115   c->Divide(2) ;
00116   c->cd(1) ; gPad->SetLeftMargin(0.15) ; xframe->GetYaxis()->SetTitleOffset(1.4) ; xframe->Draw() ;
00117   c->cd(2) ; gPad->SetLeftMargin(0.15) ; xframe2->GetYaxis()->SetTitleOffset(1.4) ; xframe2->Draw() ;
00118 
00119 
00120 }

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