rf706_histpdf.C

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/// \file
/// \ingroup tutorial_roofit
/// \notebook -js
/// Special pdf's: histogram-based pdfs and functions
///
/// \macro_image
/// \macro_code
/// \macro_output
///
/// \date July 2008
/// \author Wouter Verkerke
 
#include "RooRealVar.h"
#include "RooDataSet.h"
#include "RooGaussian.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(0.01, -0.01, 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);
   std::unique_ptr<RooDataSet> data1{p.generate(x, 500)};
 
   // Create a binned dataset with 20 bins and 500 events
   std::unique_ptr<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);
   std::unique_ptr<RooDataSet> data2{p.generate(x, 100000)};
 
   // Create a binned dataset with 10 bins and 100K events
   std::unique_ptr<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();
}