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normalDist.C File Reference

Tutorial illustrating the new statistical distributions functions (pdf, cdf and quantile) More...

Go to the source code of this file.

Detailed Description

Tutorial illustrating the new statistical distributions functions (pdf, cdf and quantile)

pict1_normalDist.C.png
#ifndef __CINT__
#include "Math/DistFunc.h"
#include "TF1.h"
#include "TCanvas.h"
#include "TSystem.h"
#include "TLegend.h"
#include "TAxis.h"
#endif
void normalDist() {
TF1 *pdfunc = new TF1("pdf","ROOT::Math::normal_pdf(x, [0],[1])",-5,5);
TF1 *cdfunc = new TF1("cdf","ROOT::Math::normal_cdf(x, [0],[1])",-5,5);
TF1 *ccdfunc = new TF1("cdf_c","ROOT::Math::normal_cdf_c(x, [0])",-5,5);
TF1 *qfunc = new TF1("quantile","ROOT::Math::normal_quantile(x, [0])",0,1);
TF1 *cqfunc = new TF1("quantile_c","ROOT::Math::normal_quantile_c(x, [0])",0,1);
pdfunc->SetParameters(1.0,0.0); // set sigma to 1 and mean to zero
pdfunc->SetTitle("");
pdfunc->SetLineColor(kBlue);
pdfunc->GetXaxis()->SetLabelSize(0.06);
pdfunc->GetXaxis()->SetTitle("x");
pdfunc->GetXaxis()->SetTitleSize(0.07);
pdfunc->GetXaxis()->SetTitleOffset(0.55);
pdfunc->GetYaxis()->SetLabelSize(0.06);
cdfunc->SetParameters(1.0,0.0); // set sigma to 1 and mean to zero
cdfunc->SetTitle("");
cdfunc->SetLineColor(kRed);
cdfunc->GetXaxis()->SetLabelSize(0.06);
cdfunc->GetXaxis()->SetTitle("x");
cdfunc->GetXaxis()->SetTitleSize(0.07);
cdfunc->GetXaxis()->SetTitleOffset(0.55);
cdfunc->GetYaxis()->SetLabelSize(0.06);
cdfunc->GetYaxis()->SetTitle("p");
cdfunc->GetYaxis()->SetTitleSize(0.07);
cdfunc->GetYaxis()->SetTitleOffset(0.55);
ccdfunc->SetParameters(1.0,0.0); // set sigma to 1 and mean to zero
ccdfunc->SetTitle("");
ccdfunc->SetLineColor(kGreen);
qfunc->SetParameter(0, 1.0); // set sigma to 1
qfunc->SetTitle("");
qfunc->SetLineColor(kRed);
qfunc->SetNpx(1000); // to get more precision for p close to 0 or 1
qfunc->GetXaxis()->SetLabelSize(0.06);
qfunc->GetXaxis()->SetTitle("p");
qfunc->GetYaxis()->SetLabelSize(0.06);
qfunc->GetXaxis()->SetTitleSize(0.07);
qfunc->GetXaxis()->SetTitleOffset(0.55);
qfunc->GetYaxis()->SetTitle("x");
qfunc->GetYaxis()->SetTitleSize(0.07);
qfunc->GetYaxis()->SetTitleOffset(0.55);
cqfunc->SetParameter(0, 1.0); // set sigma to 1
cqfunc->SetTitle("");
cqfunc->SetLineColor(kGreen);
cqfunc->SetNpx(1000);
TCanvas * c1 = new TCanvas("c1","Normal Distributions",100,10,600,800);
c1->Divide(1,3);
c1->cd(1);
pdfunc->Draw();
TLegend *legend1 = new TLegend(0.583893,0.601973,0.885221,0.854151);
legend1->AddEntry(pdfunc,"normal_pdf","l");
legend1->Draw();
c1->cd(2);
cdfunc->Draw();
ccdfunc->Draw("same");
TLegend *legend2 = new TLegend(0.585605,0.462794,0.886933,0.710837);
legend2->AddEntry(cdfunc,"normal_cdf","l");
legend2->AddEntry(ccdfunc,"normal_cdf_c","l");
legend2->Draw();
c1->cd(3);
qfunc->Draw();
cqfunc->Draw("same");
TLegend *legend3 = new TLegend(0.315094,0.633668,0.695179,0.881711);
legend3->AddEntry(qfunc,"normal_quantile","l");
legend3->AddEntry(cqfunc,"normal_quantile_c","l");
legend3->Draw();
}
Author
Anna Kreshuk

Definition in file normalDist.C.