rf706_histpdf.C File Reference

Detailed Description

'SPECIAL PDFS' RooFit tutorial macro #706

Histogram based p.d.f.s and functions

 
 
␛[1mRooFit v3.60 -- Developed by Wouter Verkerke and David Kirkby␛[0m 
                Copyright (C) 2000-2013 NIKHEF, University of California & Stanford University
                All rights reserved, please read http://roofit.sourceforge.net/license.txt
 

 
 
#include "RooRealVar.h"
#include "RooDataSet.h"
#include "RooGaussian.h"
#include "RooConstVar.h"
#include "RooPolynomial.h"
#include "RooHistPdf.h"
#include "TCanvas.h"
#include "TAxis.h"
#include "RooPlot.h"
using namespace RooFit ;
 
 
void rf706_histpdf()
{
   // C r e a t e   p d f   f o r   s a m p l i n g 
   // ---------------------------------------------
 
   RooRealVar x("x","x",0,20) ;
   RooPolynomial p("p","p",x,RooArgList(RooConst(0.01),RooConst(-0.01),RooConst(0.0004))) ;
 
 
 
   // C r e a t e   l o w   s t a t s   h i s t o g r a m
   // ---------------------------------------------------
 
   // Sample 500 events from p
   x.setBins(20) ;
   RooDataSet* data1 = p.generate(x,500) ;
   
   // Create a binned dataset with 20 bins and 500 events
   RooDataHist* hist1 = data1->binnedClone() ;
 
   // Represent data in dh as pdf in x
   RooHistPdf histpdf1("histpdf1","histpdf1",x,*hist1,0) ;
 
   // Plot unbinned data and histogram pdf overlaid
   RooPlot* frame1 = x.frame(Title("Low statistics histogram pdf"),Bins(100)) ;
   data1->plotOn(frame1) ;
   histpdf1.plotOn(frame1) ;  
   
 
   // C r e a t e   h i g h   s t a t s   h i s t o g r a m
   // -----------------------------------------------------
 
   // Sample 100000 events from p
   x.setBins(10) ;
   RooDataSet* data2 = p.generate(x,100000) ;
 
   // Create a binned dataset with 10 bins and 100K events
   RooDataHist* hist2 = data2->binnedClone() ;
 
   // Represent data in dh as pdf in x, apply 2nd order interpolation  
   RooHistPdf histpdf2("histpdf2","histpdf2",x,*hist2,2) ;
 
   // Plot unbinned data and histogram pdf overlaid
   RooPlot* frame2 = x.frame(Title("High stats histogram pdf with interpolation"),Bins(100)) ;
   data2->plotOn(frame2) ;
   histpdf2.plotOn(frame2) ;  
 
 
   TCanvas* c = new TCanvas("rf706_histpdf","rf706_histpdf",800,400) ;  
   c->Divide(2) ;
   c->cd(1) ; gPad->SetLeftMargin(0.15) ; frame1->GetYaxis()->SetTitleOffset(1.4) ; frame1->Draw() ;
   c->cd(2) ; gPad->SetLeftMargin(0.15) ; frame2->GetYaxis()->SetTitleOffset(1.8) ; frame2->Draw() ;
 
 
}

Author

07/2008 - Wouter Verkerke

Definition in file rf706_histpdf.C.