 ROOT   Reference Guide rf101_basics.C
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1 /// \file
2 /// \ingroup tutorial_roofit
3 /// \notebook -js
4 /// Basic functionality: fitting, plotting, toy data generation on one-dimensional PDFs.
5 ///
6 /// pdf = gauss(x,m,s)
7 ///
8 /// \macro_image
9 /// \macro_output
10 /// \macro_code
11 ///
12 /// \date July 2008
13 /// \author Wouter Verkerke
14
15 #include "RooRealVar.h"
16 #include "RooDataSet.h"
17 #include "RooGaussian.h"
18 #include "TCanvas.h"
19 #include "RooPlot.h"
20 #include "TAxis.h"
21 using namespace RooFit;
22
23 void rf101_basics()
24 {
25  // S e t u p m o d e l
26  // ---------------------
27
28  // Declare variables x,mean,sigma with associated name, title, initial value and allowed range
29  RooRealVar x("x", "x", -10, 10);
30  RooRealVar mean("mean", "mean of gaussian", 1, -10, 10);
31  RooRealVar sigma("sigma", "width of gaussian", 1, 0.1, 10);
32
33  // Build gaussian pdf in terms of x,mean and sigma
34  RooGaussian gauss("gauss", "gaussian PDF", x, mean, sigma);
35
36  // Construct plot frame in 'x'
37  RooPlot *xframe = x.frame(Title("Gaussian pdf."));
38
39  // P l o t m o d e l a n d c h a n g e p a r a m e t e r v a l u e s
40  // ---------------------------------------------------------------------------
41
42  // Plot gauss in frame (i.e. in x)
43  gauss.plotOn(xframe);
44
45  // Change the value of sigma to 3
46  sigma.setVal(3);
47
48  // Plot gauss in frame (i.e. in x) and draw frame on canvas
49  gauss.plotOn(xframe, LineColor(kRed));
50
51  // G e n e r a t e e v e n t s
52  // -----------------------------
53
54  // Generate a dataset of 1000 events in x from gauss
55  RooDataSet *data = gauss.generate(x, 10000);
56
57  // Make a second plot frame in x and draw both the
58  // data and the pdf in the frame
59  RooPlot *xframe2 = x.frame(Title("Gaussian pdf with data"));
60  data->plotOn(xframe2);
61  gauss.plotOn(xframe2);
62
63  // F i t m o d e l t o d a t a
64  // -----------------------------
65
66  // Fit pdf to data
67  gauss.fitTo(*data);
68
69  // Print values of mean and sigma (that now reflect fitted values and errors)
70  mean.Print();
71  sigma.Print();
72
73  // Draw all frames on a canvas
74  TCanvas *c = new TCanvas("rf101_basics", "rf101_basics", 800, 400);
75  c->Divide(2);
76  c->cd(1);
78  xframe->GetYaxis()->SetTitleOffset(1.6);
79  xframe->Draw();
80  c->cd(2);
82  xframe2->GetYaxis()->SetTitleOffset(1.6);
83  xframe2->Draw();
84 }
c
#define c(i)
Definition: RSha256.hxx:101
RooPlot::Draw
virtual void Draw(Option_t *options=0)
Draw this plot and all of the elements it contains.
Definition: RooPlot.cxx:691
RooGaussian.h
x
Double_t x[n]
Definition: legend1.C:17
RooGaussian
Plain Gaussian p.d.f.
Definition: RooGaussian.h:24
TCanvas.h
RooDataSet.h
TGeant4Unit::gauss
static constexpr double gauss
Definition: TGeant4SystemOfUnits.h:263
RooFit
The namespace RooFit contains mostly switches that change the behaviour of functions of PDFs (or othe...
Definition: RooCFunction1Binding.h:29
RooAbsData::plotOn
virtual RooPlot * plotOn(RooPlot *frame, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none()) const
Definition: RooAbsData.cxx:547
RooPlot.h
RooPlot::GetYaxis
TAxis * GetYaxis() const
Definition: RooPlot.cxx:1258
RooPlot
A RooPlot is a plot frame and a container for graphics objects within that frame.
Definition: RooPlot.h:44
RooRealVar.h
kRed
@ kRed
Definition: Rtypes.h:66
sigma
const Double_t sigma
Definition: h1analysisProxy.h:11
RooFit::LineColor
RooCmdArg LineColor(Color_t color)
Definition: RooGlobalFunc.cxx:57
TCanvas
The Canvas class.
Definition: TCanvas.h:23
TAxis.h
RooDataSet
RooDataSet is a container class to hold unbinned data.
Definition: RooDataSet.h:33
TAttAxis::SetTitleOffset
virtual void SetTitleOffset(Float_t offset=1)
Set distance between the axis and the axis title.
Definition: TAttAxis.cxx:293
RooRealVar
RooRealVar represents a variable that can be changed from the outside.
Definition: RooRealVar.h:37
RooFit::Title
RooCmdArg Title(const char *name)
Definition: RooGlobalFunc.cxx:176
rf101_basics
Definition: rf101_basics.py:1