1 |
#include <vector>
|
2 |
#include <TROOT.h>
|
3 |
#include <TFile.h>
|
4 |
#include <TH1.h>
|
5 |
#include <TH2.h>
|
6 |
#include <TLatex.h>
|
7 |
#include <TCanvas.h>
|
8 |
#include <TMath.h>
|
9 |
#include <TLegend.h>
|
10 |
#include <TObject.h>
|
11 |
#include <iostream>
|
12 |
#include <sstream>
|
13 |
#include <fstream>
|
14 |
#include <iomanip>
|
15 |
#include <map>
|
16 |
#include <sys/types.h>
|
17 |
#include <sys/stat.h>
|
18 |
#include <stdio.h>
|
19 |
|
20 |
const double stepsize = 0.001;
|
21 |
//=================================
|
22 |
// Structure/Functions
|
23 |
//=================================
|
24 |
|
25 |
struct testMC {
|
26 |
testMC(Double_t p = 0., Double_t sb = 0., Double_t ss = 0.){prob=p; scaleF_backg = sb; scaleF_sample = ss;}
|
27 |
Double_t prob;
|
28 |
Double_t scaleF_backg;
|
29 |
Double_t scaleF_sample;
|
30 |
};
|
31 |
|
32 |
//function for doing KS test
|
33 |
vector<testMC> doKStest(Double_t NsS, Double_t Ns1, Double_t Ns2, TH1F* mixS, TH1F* s1, TH1F* s2) {
|
34 |
vector<testMC> output;
|
35 |
//define the scale factors
|
36 |
Double_t sf1 = 0.0; // QCD
|
37 |
Double_t sf2 = 0.0; // Wjets
|
38 |
//KS test
|
39 |
do {
|
40 |
sf1 = (NsS - Ns2*sf2)/Ns1;
|
41 |
if (sf1 < 0) break;
|
42 |
//cout << "..........sf1 = " << sf1 << endl;
|
43 |
int nbins = mixS->GetNbinsX();
|
44 |
double xmin = mixS->GetXaxis()->GetBinLowEdge(1);
|
45 |
double xmax = mixS->GetXaxis()->GetBinUpEdge(nbins);
|
46 |
TH1F *test = new TH1F("test", "", nbins, xmin, xmax);
|
47 |
test -> Sumw2();
|
48 |
test -> Add(s1,s2,sf1,sf2);
|
49 |
//test->Scale(1./(1.*test->Integral()));
|
50 |
Double_t probability = mixS -> KolmogorovTest(test,"");
|
51 |
testMC temp = testMC(probability,sf1,sf2);
|
52 |
output.push_back(temp);
|
53 |
// cout << "probability = " << setw(15) << temp.prob
|
54 |
// << "; sfQCD = " << setw(10) << temp.scaleF_backg
|
55 |
// << "; sfWjets = " << setw(6) << temp.scaleF_sample << endl;
|
56 |
delete test;
|
57 |
sf2 = sf2 + stepsize;
|
58 |
} while(sf1 > 0 && sf2 <= 2.0);
|
59 |
return output;
|
60 |
}
|
61 |
|
62 |
//get the maximum KS test result
|
63 |
testMC getMax(vector<testMC> vec) {
|
64 |
testMC maxKSRes;
|
65 |
Double_t maximum = 0.0;
|
66 |
for (size_t i = 0; i < vec.size(); i++) {
|
67 |
if (maximum < vec.at(i).prob) {
|
68 |
maximum = vec.at(i).prob;
|
69 |
maxKSRes = vec.at(i);
|
70 |
}
|
71 |
}
|
72 |
cout << "for maximum: " << setw(12) << maxKSRes.prob
|
73 |
<< "; sb = " << setw(10) << maxKSRes.scaleF_backg
|
74 |
<< "; ss = " << setw(5) << maxKSRes.scaleF_sample << endl;
|
75 |
return maxKSRes;
|
76 |
}
|