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rf404_categories.C File Reference

'DATA AND CATEGORIES' RooFit tutorial macro #404 More...

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Detailed Description

'DATA AND CATEGORIES' RooFit tutorial macro #404

Working with RooCategory objects to describe discrete variables

#ifndef __CINT__
#include "RooGlobalFunc.h"
#endif
#include "RooRealVar.h"
#include "RooDataSet.h"
#include "RooPolynomial.h"
#include "RooCategory.h"
#include "Roo1DTable.h"
#include "RooGaussian.h"
#include "RooConstVar.h"
#include "TCanvas.h"
#include "TAxis.h"
#include "RooPlot.h"
using namespace RooFit ;
void rf404_categories()
{
// C o n s t r u c t a c a t e g o r y w i t h l a b e l s
// ----------------------------------------------------------------
// Define a category with labels only
RooCategory tagCat("tagCat","Tagging category") ;
tagCat.defineType("Lepton") ;
tagCat.defineType("Kaon") ;
tagCat.defineType("NetTagger-1") ;
tagCat.defineType("NetTagger-2") ;
tagCat.Print() ;
// C o n s t r u c t a c a t e g o r y w i t h l a b e l s a n d i n d e c e s
// ----------------------------------------------------------------------------------------
// Define a category with explicitly numbered states
RooCategory b0flav("b0flav","B0 flavour eigenstate") ;
b0flav.defineType("B0",-1) ;
b0flav.defineType("B0bar",1) ;
b0flav.Print() ;
// G e n e r a t e d u m m y d a t a f o r t a b u l a t i o n d e m o
// ----------------------------------------------------------------------------
// Generate a dummy dataset
RooRealVar x("x","x",0,10) ;
RooDataSet *data = RooPolynomial("p","p",x).generate(RooArgSet(x,b0flav,tagCat),10000) ;
// P r i n t t a b l e s o f c a t e g o r y c o n t e n t s o f d a t a s e t s
// ------------------------------------------------------------------------------------------
// Tables are equivalent of plots for categories
Roo1DTable* btable = data->table(b0flav) ;
btable->Print() ;
btable->Print("v") ;
// Create table for subset of events matching cut expression
Roo1DTable* ttable = data->table(tagCat,"x>8.23") ;
ttable->Print() ;
ttable->Print("v") ;
// Create table for all (tagCat x b0flav) state combinations
Roo1DTable* bttable = data->table(RooArgSet(tagCat,b0flav)) ;
bttable->Print("v") ;
// Retrieve number of events from table
// Number can be non-integer if source dataset has weighed events
Double_t nb0 = btable->get("B0") ;
cout << "Number of events with B0 flavor is " << nb0 << endl ;
// Retrieve fraction of events with "Lepton" tag
Double_t fracLep = ttable->getFrac("Lepton") ;
cout << "Fraction of events tagged with Lepton tag is " << fracLep << endl ;
// D e f i n i n g r a n g e s f o r p l o t t i n g , f i t t i n g o n c a t e g o r i e s
// ------------------------------------------------------------------------------------------------------
// Define named range as comma separated list of labels
tagCat.setRange("good","Lepton,Kaon") ;
// Or add state names one by one
tagCat.addToRange("soso","NetTagger-1") ;
tagCat.addToRange("soso","NetTagger-2") ;
// Use category range in dataset reduction specification
RooDataSet* goodData = (RooDataSet*) data->reduce(CutRange("good")) ;
goodData->table(tagCat)->Print("v") ;
}
Author
07/2008 - Wouter Verkerke

Definition in file rf404_categories.C.