rf203_ranges.C: 'ADDITION AND CONVOLUTION' RooFit tutorial macro #203
/////////////////////////////////////////////////////////////////////////
//
// 'ADDITION AND CONVOLUTION' RooFit tutorial macro #203
//
// Fitting and plotting in sub ranges
//
//
// 07/2008 - Wouter Verkerke
//
/////////////////////////////////////////////////////////////////////////
#ifndef __CINT__
#include "RooGlobalFunc.h"
#endif
#include "RooRealVar.h"
#include "RooDataSet.h"
#include "RooGaussian.h"
#include "RooConstVar.h"
#include "RooPolynomial.h"
#include "RooAddPdf.h"
#include "RooFitResult.h"
#include "RooPlot.h"
#include "TCanvas.h"
#include "TAxis.h"
#include "TH1.h"
using namespace RooFit ;
void rf203_ranges()
{
// S e t u p m o d e l
// ---------------------
// Construct observables x
RooRealVar x("x","x",-10,10) ;
// Construct gaussx(x,mx,1)
RooRealVar mx("mx","mx",0,-10,10) ;
RooGaussian gx("gx","gx",x,mx,RooConst(1)) ;
// Construct px = 1 (flat in x)
RooPolynomial px("px","px",x) ;
// Construct model = f*gx + (1-f)px
RooRealVar f("f","f",0.,1.) ;
RooAddPdf model("model","model",RooArgList(gx,px),f) ;
// Generated 10000 events in (x,y) from p.d.f. model
RooDataSet* modelData = model.generate(x,10000) ;
// F i t f u l l r a n g e
// ---------------------------
// Fit p.d.f to all data
RooFitResult* r_full = model.fitTo(*modelData,Save(kTRUE)) ;
// F i t p a r t i a l r a n g e
// ----------------------------------
// Define "signal" range in x as [-3,3]
x.setRange("signal",-3,3) ;
// Fit p.d.f only to data in "signal" range
RooFitResult* r_sig = model.fitTo(*modelData,Save(kTRUE),Range("signal")) ;
// P l o t / p r i n t r e s u l t s
// ---------------------------------------
// Make plot frame in x and add data and fitted model
RooPlot* frame = x.frame(Title("Fitting a sub range")) ;
modelData->plotOn(frame) ;
model.plotOn(frame,Range("Full"),LineStyle(kDashed),LineColor(kRed)) ; // Add shape in full ranged dashed
model.plotOn(frame) ; // By default only fitted range is shown
// Print fit results
cout << "result of fit on all data " << endl ;
r_full->Print() ;
cout << "result of fit in in signal region (note increased error on signal fraction)" << endl ;
r_sig->Print() ;
// Draw frame on canvas
new TCanvas("rf203_ranges","rf203_ranges",600,600) ;
gPad->SetLeftMargin(0.15) ; frame->GetYaxis()->SetTitleOffset(1.4) ; frame->Draw() ;
return ;
}