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Comparing UserCode/Jeng/scripts/ikstest.cc (file contents):
Revision 1.6 by jengbou, Tue Sep 7 05:18:46 2010 UTC vs.
Revision 1.9 by jengbou, Thu Sep 9 08:03:25 2010 UTC

#	Line 20 | Line 20
20		using namespace std;
21
22		//define the constants: 2.88/pb
23	<	const double weight_[3]    = {0.0524313, //QCD
24	<	0.0091395, //WJets
25	<	0.000306   //TTbar
23	>	const Double_t weight_[5]  = {0.0524313, //QCD
24	>	0.0089567, //WJets
25	>	0.000306,  //TTbar
26	>	0.0080911, //ZJets
27	>	0.000114   //STtch
28		};
29		const Double_t procQCD     = 1.46;
30	<	const Double_t procWjets   = 1.03;
31	<	const Double_t procttjets  = 1.0;
30	>	const Double_t procWJets   = 1.03;
31	>	const Double_t procTTbar   = 1.;
32	>	const Double_t procZJets   = 1.;
33	>	const Double_t procSTtch   = 1.;
34
35		// Output directory
36	<	TString baseDir = "Results_2.88pb-1/";
36	>	TString baseDir      = "Results_2.88pb-1_Incl3/";
37		// User defined parameters
38	<	bool useInv    = true; // whether to use n-1 QCD template
39	<	bool realData  = false;
38	>	bool realData        = true;
39	>	bool useInv          = true; // whether to use n-1 QCD template
40	>	bool useInvSelShape  = false; // whether to use shape from inverse selection for dataKS plots. Use when useInv is true
41	>	double yLowBound     = 1.e-10;
42		// Ntuples to use
43	<	TString suffix = "Sel4"; // Suffix of selection
44	<	TString invNames[2] = {"RelIsogt0p1","D0gt0p02"};
43	>	int n_sels           = 5; // 5:Run all selections
44	>	TString suffixs[5]   = {"Incl3_Sel0","Incl3_Sel1","Incl3_Sel2","Incl3_Sel3","Incl3_Sel4"}; // Suffix of selection
45	>	TString invNames[2]  = {"RelIsogt0p1","D0gt0p02"};
46	>	TString invLabels[2] = {"RelIso > 0.1","d_{0} > 0.02"};
47		map<TString,TCanvas*> cvs; // map of usual histogram
48	+	bool debug_ = false;
49
50		//=================================
51		// Main program
#	Line 47 | Line 56 | void ikstest() {
56		TLatex *latex = new TLatex();
57		latex->SetNDC();
58
59	+	struct stat stbDir;
60	+	if (stat(baseDir,&stbDir)){
61	+	cout << "Creating folder : " << baseDir << endl;
62	+	if (mkdir(baseDir,0755) == -1){
63	+	std::cerr << "Error creating folder" << endl;
64	+	return;
65	+	}
66	+	}
67	+
68		int size_ninv = (useInv ? 2 : 1);
69	<	for (int ninv = 0;ninv < size_ninv; ++ninv) {
69	>	for (int ninv = 0; ninv < size_ninv; ++ninv) {
70		TString invName = invNames[ninv];
71		TString desDir;
72	+	// create output directory
73		if (!useInv) {
74		if (!realData) desDir = baseDir + "MC/";
75		else desDir = baseDir + "Data_MC/";
#	Line 60 | Line 79 | void ikstest() {
79		}
80		struct stat stDir;
81		if (!stat(desDir,&stDir)){
82	<	cout << "Output folder exists! Continues? (enter to continue; 'q' for quit)" << endl;
82	>	cout << "Output folder exists! Continue to overwrite it? (enter to continue; 'q' for quit)" << endl;
83		char incmd;
84		cin.get(incmd);
85		if (incmd == 'q') return;
#	Line 71 | Line 90 | void ikstest() {
90		return;
91		}
92		}
93	<
94	<	ofstream outprint(TString(desDir+"Results_"+suffix+".txt"));
95	<	//open the files with histograms
96	<	map<string,TFile*> mfile;
97	<	mfile["Data"] = TFile::Open(TString("skimmed_Data_2.88pb-1/Data_"+suffix+".root"));
98	<	// n-1 cuts
99	<	if (useInv) {
100	<	if (realData)
101	<	mfile["InvSel"] = TFile::Open(TString("skimmed_Data_2.88pb-1/Data_"+suffix+"_"+invName+".root"));
102	<	else
103	<	mfile["InvSel"] = TFile::Open(TString("skimmed_MC/v5/QCD_"+suffix+"_"+invName+".root"));
104	<	}
105	<	// RefSel MC
106	<	mfile["0"] = TFile::Open(TString("skimmed_MC/v5/QCD_"+suffix+".root"));
107	<	mfile["1"] = TFile::Open(TString("skimmed_MC/v5/WJets_"+suffix+".root"));
89	<	mfile["2"] = TFile::Open(TString("skimmed_MC/v5/TTbar_"+suffix+".root"));
90	<
91	<	//define histograms and related parameters
92	<	string histoName[3] = {"h_mu_pt_calo","h_met_calo","h_mt_calo"};
93	<	string histoLabelX[3] = {"p_{T}^{#mu} [GeV/c]", "#slash{E}_{T} [GeV/c]", "M_{T}^{W} [GeV/c^{2}]"};
94	<	Int_t xbins[3] = {20,20,40};
95	<	Double_t xlow[3] = {0.,0.,0.};
96	<	Double_t xhigh[3] = {100.,100.,200.};
97	<	string sample[3] = {"QCD","Wjets","ttjets"};
98	<
99	<	TH1F* h_[9];
100	<	TH1F* mixh_[3];
101	<	TH1F* hQCD_NEW[3];
102	<	TH1F* hKSres_[3];
103	<	TH1F* hKSvalues_[3];
104	<	TH1F* hQCD_KS[3];
105	<	TH1F* hWJets_KS[3];
106	<
107	<	//load the histograms from the root files
108	<	for (int i = 0; i < 3; i++) {// 3 variables
109	<	//cout << "file[" << i << "] : " << endl;
110	<	string nameNewHisto = "mix_"+histoName[i];
111	<	string nameNewHistoSFKS = "finalSF_"+histoName[i];
112	<	string nameNewHistoKSvalues = "KSvalues_"+histoLabelX[i];
113	<
114	<	mixh_[i] = new TH1F(nameNewHisto.c_str(),"",xbins[i],xlow[i],xhigh[i]);
115	<	hKSres_[i] = new TH1F(nameNewHistoSFKS.c_str(),"",xbins[i],xlow[i],xhigh[i]);
116	<	hKSvalues_[i] = new TH1F(nameNewHistoKSvalues.c_str(),"",2./stepsize, stepsize, 2.+stepsize);
117	<
118	<	if (!useInv) {//use QCD MC sample
119	<	hQCD_NEW[i] = (TH1F*) mfile["0"]->Get(TString(histoName[i]))->Clone();
120	<	hQCD_NEW[i] -> Scale(weight_[0]);
121	<	hQCD_NEW[i] -> SetName((histoName[i]).c_str());
93	>
94	>	for (int nsel = 0; nsel < n_sels; ++nsel) {
95	>	TString suffix = suffixs[nsel];
96	>
97	>	ofstream outprint(TString(desDir+"Results_"+suffix+".txt"));
98	>	//open the files with histograms
99	>	map<string,TFile*> mfile;
100	>	mfile.clear();
101	>	mfile["Data"] = TFile::Open(TString("skimmed_Data_2.88pb-1/Data_"+suffix+".root"));
102	>	// n-1 cuts
103	>	if (useInv) {
104	>	if (realData)
105	>	mfile["InvSel"] = TFile::Open(TString("skimmed_Data_2.88pb-1/Data_"+suffix+"_"+invName+".root"));
106	>	else
107	>	mfile["InvSel"] = TFile::Open(TString("skimmed_MC/v5/QCD_"+suffix+"_"+invName+".root"));
108		}
109	<	else {
110	<	hQCD_NEW[i] = (TH1F*) mfile["InvSel"]->Get(TString(histoName[i]));
111	<	if (!realData) hQCD_NEW[i] -> Scale(weight_[0]);
112	<	hQCD_NEW[i] -> SetName((histoName[i]).c_str());
109	>	// RefSel MC
110	>	mfile["0"] = TFile::Open(TString("skimmed_MC/v5/QCD_"+suffix+".root"));
111	>	mfile["1"] = TFile::Open(TString("skimmed_MC/v5/WJets_"+suffix+".root"));
112	>	mfile["2"] = TFile::Open(TString("skimmed_MC/v5/TTbar_"+suffix+".root"));
113	>	mfile["3"] = TFile::Open(TString("skimmed_MC/v5/ZJets_"+suffix+".root"));
114	>	mfile["4"] = TFile::Open(TString("skimmed_MC/v5/STtch_"+suffix+".root"));
115	>
116	>	//define histograms and related parameters
117	>	string histoName[3] = {"h_mu_pt_calo","h_met_calo","h_mt_calo"};
118	>	string histoLabelX[3] = {"p_{T}^{#mu} [GeV/c]", "#slash{E}_{T} [GeV/c]", "M_{T}^{W} [GeV/c^{2}]"};
119	>	Int_t xbins[3] = {20,20,40};
120	>	Double_t xlow[3] = {0.,0.,0.};
121	>	Double_t xhigh[3] = {100.,100.,200.};
122	>	string sample[5] = {"QCD","WJets","TTbar","ZJets","STtch"};
123	>
124	>	TH1F* hMC_[5][3];   // MC histograms
125	>	TH1F* hData_[3];    // Data or mix MC
126	>	TH1F* hQCD_NEW[3];  // InvSel QCD shape
127	>	TH1F* hKSres_[3];
128	>	TH1F* hKSvalues_[3];
129	>	TH1F* hQCD_KS[3];
130	>	TH1F* hWJets_KS[3];
131	>
132	>	//load the histograms from the root files
133	>	for (int vi = 0; vi < 3; ++vi) {// 3 variables
134	>	//cout << "file[" << vi << "] : " << endl;
135	>	string nameNewHisto = "mix_"+histoName[vi];
136	>	string nameNewHistoSFKS = "finalSF_"+histoName[vi];
137	>	string nameNewHistoKSvalues = "KSvalues_"+histoLabelX[vi];
138	>
139	>	hData_[vi] = new TH1F(nameNewHisto.c_str(),"",xbins[vi],xlow[vi],xhigh[vi]);
140	>	hKSres_[vi] = new TH1F(nameNewHistoSFKS.c_str(),"",xbins[vi],xlow[vi],xhigh[vi]);
141	>	hKSvalues_[vi] = new TH1F(nameNewHistoKSvalues.c_str(),"",2./stepsize, stepsize, 2.+stepsize);
142	>
143	>	ostringstream ssc;
144	>	ssc << vi;
145	>
146	>	if (!useInv) {//use QCD MC sample
147	>	hQCD_NEW[vi] = (TH1F*) mfile["0"]->Get(TString(histoName[vi]))->Clone();
148	>	hQCD_NEW[vi] -> Scale(weight_[0]);
149	>	hQCD_NEW[vi] -> SetName(TString("InvSel_"+histoName[vi]+"_"+ssc.str()));
150	>	}
151	>	else {
152	>	hQCD_NEW[vi] = (TH1F*) mfile["InvSel"]->Get(TString(histoName[vi]))->Clone();
153	>	if (!realData) hQCD_NEW[vi] -> Scale(weight_[0]);
154	>	hQCD_NEW[vi] -> SetName(TString("InvSel_"+histoName[vi]+"_"+ssc.str()));
155	>	}
156	>	if (debug_) cout << "hQCD_NEW[" << vi << "] @ " << hQCD_NEW[vi] << endl;
157	>
158	>	hData_[vi] -> Sumw2();
159	>	hKSres_[vi] -> Sumw2();
160	>	hKSvalues_[vi] -> Sumw2();
161		}
162
163	<	mixh_[i] -> Sumw2();
164	<	hKSres_[i] -> Sumw2();
165	<	hKSvalues_[i] -> Sumw2();
166	<	}
167	<
168	<	for (int n = 0; n < 3; ++n) {// 3 MC samples
169	<	for (int ihisto = 0; ihisto < 3; ihisto++) {// 3 variables
170	<	//cout << "Variable[" << ihisto << "]" << endl;
171	<	string histo_name = histoName[ihisto]+sample[n];
172	<	ostringstream ss;
173	<	ss << n;
174	<	h_[n*3+ihisto] = (TH1F*) mfile[ss.str()]->Get(TString(histoName[ihisto]))->Clone();
175	<	h_[n*3+ihisto] -> Scale(weight_[n]);
176	<	h_[n*3+ihisto] -> SetName(histo_name.c_str());
163	>	for (int n = 0; n < 5; ++n) {// 3 MC samples
164	>	for (int ihisto = 0; ihisto < 3; ihisto++) {// 3 variables
165	>	//cout << "Variable[" << ihisto << "]" << endl;
166	>	string histo_name = histoName[ihisto]+sample[n];
167	>	ostringstream ss;
168	>	ss << n;
169	>	hMC_[n][ihisto] = (TH1F*) mfile[ss.str()]->Get(TString(histoName[ihisto]))->Clone();
170	>	if (debug_) {
171	>	cout << "File[" << n << "] @" << mfile[ss.str()]
172	>	<< "; histo[" << ihisto << "] @ " <<  mfile[ss.str()]->Get(TString(histoName[ihisto]))
173	>	<<"; hMC_[" << n << "][" << ihisto << "] raw evts = "
174	>	<< setw(12) << hMC_[n][ihisto]->Integral();
175	>	}
176	>	hMC_[n][ihisto] -> Scale(weight_[n]);
177	>	hMC_[n][ihisto] -> SetName(TString("MC_"+sample[n]+"_"+histoName[ihisto]));
178	>	if (debug_) cout << "; weighted num evts = " << setw(8) << hMC_[n][ihisto]->Integral() << endl;
179	>	}
180		}
144	–	}
181
182	<	//create the mixed samples = "data"
183	<	TString cvsName0 = "Data";
184	<	if (useInv) {
185	<	cvsName0 += "_";
186	<	cvsName0 += invName;
151	<	}
152	<	cvs[cvsName0] = new TCanvas(cvsName0,"Data distributions",600,700);
153	<	cvs[cvsName0]->Divide(3,1);
154	<	for (int i = 0; i < 3; i++) {
155	<	cvs[cvsName0]->cd(i+1);
156	<	if (!realData) {
157	<	mixh_[i] -> Add(h_[i],h_[i+3], procQCD,procWjets);
158	<	//mixh_[i] -> Add(mixh_[i],h_[i+6], 1,procttjets);
159	<	//cout << "histo_name: " << mixh_[0]->GetNbinsX() << endl;
182	>	//create the mixed samples = "data"
183	>	TString cvsName0 = "Data";
184	>	if (useInv) {
185	>	cvsName0 += "_";
186	>	cvsName0 += invName;
187		}
188	<	else {
189	<	TH1F *htmp = (TH1F*) mfile["Data"]->Get(TString(histoName[i]));
190	<	mixh_[i] -> Add(htmp,1.);
188	>	cvs[cvsName0] = new TCanvas(cvsName0,"Data distributions",600,700);
189	>	cvs[cvsName0]->Divide(3,1);
190	>	for (int i = 0; i < 3; i++) {
191	>	cvs[cvsName0]->cd(i+1);
192	>	if (!realData) {
193	>	hData_[i] -> Add(hMC_[0][i],hMC_[1][i], procQCD,procWJets);
194	>	hData_[i] -> Add(hMC_[2][i], procTTbar);
195	>	hData_[i] -> Add(hMC_[3][i], procZJets);
196	>	hData_[i] -> Add(hMC_[4][i], procSTtch);
197	>	}
198	>	else {
199	>	TH1F *htmp = (TH1F*) mfile["Data"]->Get(TString(histoName[i]));
200	>	hData_[i] -> Add(htmp,1.);
201	>	}
202	>	hData_[i]->GetXaxis()->SetTitle(histoLabelX[i].c_str());
203	>	hData_[i]->GetYaxis()->SetTitle("Events");
204	>	if (i == 0) // mu pT plot
205	>	hData_[0]->GetXaxis()->SetRangeUser(20.,xhigh[0]);
206	>	hData_[i]->DrawClone("hist");
207		}
208	<	mixh_[i]->GetXaxis()->SetTitle(histoLabelX[i].c_str());
209	<	mixh_[i]->GetYaxis()->SetTitle("Entries");
210	<	mixh_[i]->DrawClone();
211	<	}
212	<	cvs[cvsName0]->SaveAs(TString(desDir+"Data_distributions.pdf"));
208	>	cvs[cvsName0]->SaveAs(TString(desDir+"Data_distributions.pdf"));
209	>	cvs[cvsName0]->SaveAs(TString(desDir+"Data_distributions.png"));
210	>
211	>	//Calculate num of events for each sample
212	>	vector<double> vNev_;
213	>
214	>	double NevData                = hData_[2]->Integral();
215	>	double corr_NevQCD          = hMC_[0][2]->Integral();
216	>	double corr_NevQCD_NEW        = hQCD_NEW[2]->Integral();
217	>	double corr_NevWJets        = hMC_[1][2]->Integral();
218	>	double corr_NevTTbar        = hMC_[2][2]->Integral();
219	>	double corr_NevZJets        = hMC_[3][2]->Integral();
220	>	double corr_NevSTtch        = hMC_[4][2]->Integral();
221	>	cout << "corr_NevSTtch = " << corr_NevSTtch << endl;
222	>	//     double corr_Nevmix            = procQCD*corr_NevQCD + procWJets*corr_NevWJets
223	>	//       + procTTbar*corr_NevTTbar+procZJets*corr_NevZJets + procSTtch*corr_NevSTtch;//should equal NevData for MC
224	>	// store nev in a vector
225	>	vNev_.push_back(NevData);
226	>	vNev_.push_back((useInv ? corr_NevQCD_NEW : corr_NevQCD));
227	>	vNev_.push_back(corr_NevWJets);
228	>
229	>	// Non WJets (use MC expected values):
230	>	if (procTTbar > 0.) vNev_.push_back(corr_NevTTbar*procTTbar);
231	>	if (procZJets > 0.) vNev_.push_back(corr_NevZJets*procZJets);
232	>	if (procSTtch > 0.) vNev_.push_back(corr_NevSTtch*procSTtch);
233
171	–	//define the weight corrections for each sample
172	–	double NevData                = mixh_[2]->Integral();
173	–	double corr_NevQCD            = h_[2]->Integral();
174	–	double corr_NevQCD_NEW        = hQCD_NEW[2]->Integral();
175	–	double corr_NevWjets          = h_[5]->Integral();
176	–	double corr_Nevttjets         = h_[8]->Integral();
177	–	double corr_Nevmix            = procQCD*corr_NevQCD+procWjets*corr_NevWjets;
178	–	//double corr_Nevmix            = procQCD*corr_NevQCD+procWjets*corr_NevWjets+procttjets*corr_Nevttjets;
179	–	if (!realData)
180	–	outprint << "Events mix sample    = " << corr_Nevmix << endl;
181	–	else
234		outprint << "Events in Data       = " << NevData << endl;
235	<	outprint << "Events QCD sample    = " << corr_NevQCD << endl;
236	<	outprint << "Events Wjets sample  = " << corr_NevWjets << endl;
185	<	outprint << "Events InvSel sample = " << corr_NevQCD_NEW << endl;
186	<
187	<	//define the containers for chosen numbers (coressponding to the max KStest result)
188	<	testMC maxProb[3];
189	<
190	<	//define the scale factors calculated using information obtained from all parameters
191	<	Double_t SFbackg = 0.0;
192	<	Double_t sumSFbackg = 0.0;
193	<	Double_t SFsample = 0.0;
194	<	Double_t sumSFsample = 0.0;
195	<	Double_t allKS = 0.0;
196	<
197	<	//do the KS test by varying the scale factors
198	<	for (int i = 0; i < 3; i++) { // 3 variables
199	<	TH1F *data = (TH1F*)mixh_[i]->Clone();
200	<	data -> SetName("dataClone");
201	<	//data -> Scale(1./data->Integral());
202	<	vector<testMC> resultsKS = doKStest((realData ? NevData : corr_Nevmix),
203	<	(useInv ? corr_NevQCD_NEW : corr_NevQCD),
204	<	corr_NevWjets,
205	<	data, hQCD_NEW[i], h_[i+3]);
206	<	testMC tksmax = getMax(resultsKS);
207	<	maxProb[i] = tksmax;
208	<	outprint << "\nFor the plot " << histoLabelX[i] << " the results are:"<< endl;
209	<	outprint << "\tmax Probability = " << maxProb[i].prob << endl;
210	<	outprint << "\tproc_background = " << maxProb[i].scaleF_backg << endl;
211	<	outprint << "\tproc_sample     = " << maxProb[i].scaleF_sample << endl;
212	<
213	<	outprint << "\n\tpercent_B of Data = "
214	<	<< maxProb[i].scaleF_backg*corr_NevQCD_NEW*100/(realData ? NevData : corr_Nevmix) << endl;
215	<	outprint << "\tpercent_S of Data = "
216	<	<< maxProb[i].scaleF_sample*corr_NevWjets*100/(realData ? NevData : corr_Nevmix) << endl;
235	>	outprint << "Events QCD sample    = " << corr_NevQCD << endl;
236	>	outprint << "Events InvSel sample = " << corr_NevQCD_NEW << endl;
237		outprint << "---------------------------" << endl;
238	+	outprint << "Events WJets sample  = " << corr_NevWJets << endl;
239	+	outprint << "Events TTbar sample  = " << corr_NevTTbar << endl;
240	+	outprint << "Events ZJets sample  = " << corr_NevZJets << endl;
241	+	outprint << "Events STtch sample  = " << corr_NevSTtch << endl;
242	+
243	+	//define the containers for chosen numbers (coressponding to the max KStest result)
244	+	testMC maxProb[3];
245	+
246	+	//define the scale factors calculated using information obtained from all parameters
247	+	Double_t SFbackg = 0.0;
248	+	Double_t sumSFbackg = 0.0;
249	+	Double_t SFsample = 0.0;
250	+	Double_t sumSFsample = 0.0;
251	+	Double_t allKS = 0.0;
252	+
253	+	//do the KS test by varying the scale factors
254	+	for (int i = 0; i < 3; i++) { // 3 variables
255	+	TH1F *data = (TH1F*)hData_[i]->Clone("data");
256	+	data -> SetName("dataClone");
257	+	map<string,TH1F*> mHisto_;
258	+	mHisto_.clear();
259	+	mHisto_["Data"]  = data;
260	+	mHisto_["QCD"]   = (useInv ? (TH1F*)hQCD_NEW[i]->Clone() : (TH1F*)hMC_[0][i]->Clone());
261	+	mHisto_["WJets"] = (TH1F*)hMC_[1][i]->Clone();//WJets
262	+	if (procTTbar > 0.) mHisto_["TTbar"] = (TH1F*)hMC_[2][i]->Clone();//TTbar
263	+	if (procZJets > 0.) mHisto_["ZJets"] = (TH1F*)hMC_[3][i]->Clone();//ZJets
264	+	if (procSTtch > 0.) mHisto_["STtch"] = (TH1F*)hMC_[4][i]->Clone();//STtch
265	+
266	+	//data -> Scale(1./data->Integral());
267	+	vector<testMC> resultsKS = doKStest(vNev_,mHisto_);
268	+	testMC tksmax = getMax(resultsKS);
269	+	maxProb[i] = tksmax;
270	+	outprint << "\nFor the plot " << histoLabelX[i] << " the results are:"<< endl;
271	+	outprint << "\tmax Probability = " << maxProb[i].prob << endl;
272	+	outprint << "\tproc_background = " << maxProb[i].scaleF_backg << endl;
273	+	outprint << "\tproc_sample     = " << maxProb[i].scaleF_sample << endl;
274	+
275	+	outprint << "\n\tpercent_B of Data = "
276	+	<< maxProb[i].scaleF_backg*corr_NevQCD_NEW*100/NevData << endl;
277	+	outprint << "\tpercent_S of Data = "
278	+	<< maxProb[i].scaleF_sample*corr_NevWJets*100/NevData << endl;
279	+	outprint << "---------------------------" << endl;
280	+
281	+	//create the mixed samples with KS test results
282	+	sumSFbackg += maxProb[i].prob*maxProb[i].scaleF_backg;
283	+	sumSFsample += maxProb[i].prob*maxProb[i].scaleF_sample;
284	+	allKS += maxProb[i].prob;
285	+
286	+	//fill a histogram with the results from the KS test for each variable
287	+	for (unsigned int jiter = 0; jiter < resultsKS.size(); jiter++) {
288	+	if (resultsKS.at(jiter).prob == 1.)
289	+	cout << "variable [" << i << "]: prob[" << jiter << "]= " << resultsKS.at(jiter).prob << endl;
290	+	hKSvalues_[i]->SetBinContent(jiter,resultsKS.at(jiter).prob);
291	+	}
292	+	delete data;
293	+	}
294	+
295	+	//calculate the final scale factors
296	+	SFbackg = sumSFbackg/allKS;
297	+	SFsample = sumSFsample/allKS;
298	+	double SF_QCD = SFbackg*corr_NevQCD_NEW/corr_NevQCD;
299	+	outprint << "allKS = " << allKS << "\tbackground = " << SFbackg << "\tsample = " << SFsample << endl;
300	+	outprint << "==> Scale Factor for QCD MC = " << SF_QCD << endl;
301	+	outprint << "\tcombined percent_B of Data = "
302	+	<< SFbackg*corr_NevQCD_NEW*100/NevData << endl;
303	+	outprint << "\tcombined percent_S of Data = "
304	+	<< SFsample*corr_NevWJets*100/NevData << endl;
305	+	outprint << "\n" << endl;
306	+	outprint << "=================================" << endl;
307	+	outprint << "\n" << endl;
308	+
309	+
310	+	//=================================
311	+	// Plots
312	+	//=================================
313	+	for (int i = 0; i < 3; i++) {// 3 variables
314	+	gStyle->SetErrorX(0.);
315	+	hKSres_[i] -> Add((TH1F*)hQCD_NEW[i]->Clone(),(TH1F*)hMC_[1][i]->Clone(),SFbackg,SFsample);
316	+	hKSres_[i] -> Add((TH1F*)hMC_[2][i]->Clone(),procTTbar);
317	+	hKSres_[i] -> Add((TH1F*)hMC_[3][i]->Clone(),procZJets);
318	+	hKSres_[i] -> Add((TH1F*)hMC_[4][i]->Clone(),procSTtch);
319	+
320	+	outprint << "hKSres->Integral() = " << hKSres_[i]->Integral() << endl;
321	+	outprint << "Data->Integral()   = " << hData_[i]->Integral() << endl;
322	+
323	+	hData_[i]->Rebin(2);
324	+	hQCD_NEW[i]->Rebin(2);
325	+	hMC_[0][i]->Rebin(2);
326	+	hMC_[1][i]->Rebin(2);
327	+	hKSres_[i]->Rebin(2);
328	+	//hKSvalues_[i]->Rebin(2);
329	+
330	+	// Stack Wjets and QCD after scaled by KS factors
331	+	if (useInv && useInvSelShape) {
332	+	hQCD_KS[i] = (TH1F*) hQCD_NEW[i]->Clone();
333	+	hQCD_KS[i]->Scale(SFbackg);
334	+	}
335	+	else {// Use MC QCD
336	+	hQCD_KS[i] = (TH1F*) hMC_[0][i]->Clone();
337	+	hQCD_KS[i]->Scale(SF_QCD);
338	+	}
339	+	hQCD_KS[i]->SetLineColor(style.QCDColor);
340	+	hQCD_KS[i]->SetFillColor(style.QCDColor);
341	+	hQCD_KS[i]->SetFillStyle(style.QCDFill);
342	+
343	+	hWJets_KS[i] = (TH1F*) hMC_[1][i]->Clone();
344	+	hWJets_KS[i]->Scale(SFsample);
345	+	hWJets_KS[i]->SetLineColor(style.WJetsColor);
346	+	hWJets_KS[i]->SetFillColor(style.WJetsColor);
347	+	hWJets_KS[i]->SetFillStyle(style.WJetsFill);
348	+
349	+	if (procTTbar > 0.) {
350	+	hMC_[2][i]->Rebin(2);
351	+	hMC_[2][i]->SetLineColor(style.TtbarColor);
352	+	hMC_[2][i]->SetFillColor(style.TtbarColor);
353	+	hMC_[2][i]->SetFillStyle(style.TtbarFill);
354	+	}
355	+	if (procZJets > 0.) {
356	+	hMC_[3][i]->Rebin(2);
357	+	hMC_[3][i]->SetLineColor(style.DYZJetsColor);
358	+	hMC_[3][i]->SetFillColor(style.DYZJetsColor);
359	+	hMC_[3][i]->SetFillStyle(style.DYZJetsFill);
360	+	}
361	+	if (procSTtch > 0.) {
362	+	hMC_[4][i]->Rebin(2);
363	+	hMC_[4][i]->SetLineColor(style.ST_tColor);
364	+	hMC_[4][i]->SetFillColor(style.ST_tColor);
365	+	hMC_[4][i]->SetFillStyle(style.ST_tFill);
366	+	}
367	+
368	+	THStack *hst = new THStack(invName,invName);
369	+	hst->Add((TH1F*)hQCD_KS[i]->Clone());
370	+	if (procSTtch > 0) hst->Add((TH1F*)hMC_[4][i]->Clone());
371	+	if (procZJets > 0) hst->Add((TH1F*)hMC_[3][i]->Clone());
372	+	hst->Add((TH1F*)hWJets_KS[i]->Clone());
373	+	if (procTTbar > 0) hst->Add((TH1F*)hMC_[2][i]->Clone());
374	+
375	+	// Set plotting parameters
376	+	hData_[i]    ->SetLineColor(1);
377	+	hQCD_NEW[i]  ->SetLineColor(2);
378	+	hMC_[0][i]   ->SetLineColor(4);
379	+	hMC_[1][i]   ->SetLineColor(3);
380	+	hKSres_[i]   ->SetLineColor(9);
381	+	hKSvalues_[i]->SetLineColor(i+1);
382	+
383	+	hData_[i]    ->SetMarkerColor(1);
384	+	hQCD_NEW[i]  ->SetMarkerColor(2);
385	+	hMC_[0][i]   ->SetMarkerColor(4);
386	+	hMC_[1][i]   ->SetMarkerColor(3);
387	+	hKSres_[i]   ->SetMarkerColor(9);
388	+	hKSvalues_[i]->SetMarkerColor(i+1);
389	+
390	+	hData_[i]    ->SetMarkerStyle((realData ? 20 : 24));
391	+	hQCD_NEW[i]  ->SetMarkerStyle(20);
392	+	hMC_[0][i]   ->SetMarkerStyle(20);
393	+	hMC_[1][i]   ->SetMarkerStyle(20);
394	+	hKSres_[i]   ->SetMarkerStyle(20);
395	+	hKSvalues_[i]->SetMarkerStyle(20);
396	+
397	+	hData_[i]    ->SetMarkerSize((realData ? 1.2 : 1.4));
398	+	hQCD_NEW[i]  ->SetMarkerSize(1.1);
399	+	hMC_[0][i]   ->SetMarkerSize(1.1);
400	+	hMC_[1][i]   ->SetMarkerSize(1.1);
401	+	hKSres_[i]   ->SetMarkerSize(1.18);
402	+	hKSvalues_[i]->SetMarkerSize(1.1);
403	+
404	+	hData_[i]    ->SetStats(0);
405	+	hQCD_NEW[i]  ->SetStats(0);
406	+	hMC_[0][i]   ->SetStats(0);
407	+	hMC_[1][i]   ->SetStats(0);
408	+	hKSres_[i]   ->SetStats(0);
409	+	hKSvalues_[i]->SetStats(0);
410	+	hQCD_KS[i]   ->SetStats(0);
411	+	hWJets_KS[i] ->SetStats(0);
412	+
413	+	hKSres_[i]->GetXaxis()->SetTitle(histoLabelX[i].c_str());
414	+	hKSres_[i]->GetYaxis()->SetTitle("Events");
415	+	hKSvalues_[i]->GetXaxis()->SetTitle("#lambda_{wjets}");
416	+	hKSvalues_[i]->GetYaxis()->SetTitle("KS test values");
417	+	hMC_[0][i]->GetXaxis()->SetTitle(histoLabelX[i].c_str());
418	+	hMC_[0][i]->GetYaxis()->SetTitle("A.U.");
419	+
420	+	TLatex* text1 = new TLatex(1., 1., "2.88 pb^{-1} at #sqrt{s} = 7 TeV");
421	+	text1->SetNDC();
422	+	text1->SetTextAlign(13);
423	+	text1->SetX(0.63);
424	+	text1->SetY(0.91);
425	+	text1->SetTextFont(42);
426	+	text1->SetTextSize(0.03);
427	+	text1->SetTextSizePixels(20);// dflt=28
428	+
429	+	// QCD shape comparison
430	+	TString cvsName1 = histoName[i]+"_QCD";
431	+	double val_Max_ = 0.;
432	+
433	+	if(useInv) cvsName1 = cvsName1 + "_" + invName;
434	+	cvs[cvsName1] = new TCanvas(cvsName1,"",600,700);
435	+	hQCD_NEW[i] -> Scale(1./hQCD_NEW[i]->Integral());
436	+	hMC_[0][i] -> Scale(1./hMC_[0][i]->Integral());
437	+	hMC_[1][i] -> Scale(1./hMC_[1][i]->Integral());
438	+	outprint << "For " << histoName[i] << " , the KStest result btw MC_QCD/InvSel is = "
439	+	<< hMC_[0][i] -> KolmogorovTest(hQCD_NEW[i],"") << endl;
440	+
441	+	hMC_[0][i]->GetXaxis()->SetLabelFont(42);
442	+	hMC_[0][i]->GetXaxis()->SetLabelSize(0.04);
443	+	hMC_[0][i]->GetXaxis()->SetTitleFont(42);
444	+	hMC_[0][i]->GetXaxis()->SetTitleSize(0.05);
445	+	hMC_[0][i]->GetXaxis()->SetTitleOffset(1.2);
446	+	hMC_[0][i]->GetYaxis()->SetLabelFont(42);
447	+	hMC_[0][i]->GetYaxis()->SetLabelSize(0.04);
448	+	hMC_[0][i]->GetYaxis()->SetTitleFont(42);
449	+	hMC_[0][i]->GetYaxis()->SetTitleSize(0.05);
450	+	hMC_[0][i]->GetYaxis()->SetTitleOffset(1.3);
451	+	// Get better Y range
452	+	Int_t nbMax = hMC_[0][i]->GetMaximumBin();
453	+	double tmpval = hMC_[0][i]->GetBinContent(nbMax) + hMC_[0][i]->GetBinError(nbMax);
454	+	val_Max_ = (val_Max_ > 1.2*tmpval ? val_Max_ : 1.2*tmpval);
455	+
456	+	if (useInv) {
457	+	nbMax = hQCD_NEW[i]->GetMaximumBin();
458	+	tmpval = hQCD_NEW[i]->GetBinContent(nbMax) + hQCD_NEW[i]->GetBinError(nbMax);
459	+	val_Max_ = (val_Max_ > 1.2*tmpval ? val_Max_ : 1.2*tmpval);
460	+	}
461	+	hMC_[0][i]->GetYaxis()->SetRangeUser(0.,(val_Max_ > 1. ? 1. : val_Max_));
462	+	if (i == 0) // mu pT plot
463	+	hMC_[0][0]->GetXaxis()->SetRangeUser(20.,xhigh[0]);
464	+	hMC_[0][i]->DrawCopy("histe");
465	+
466	+	if (useInv)
467	+	hQCD_NEW[i]->DrawCopy("samehiste");
468	+
469	+	hMC_[1][i]->DrawCopy("samehiste");
470	+	TLegend *legend1 = new TLegend(0.6, 0.65, 0.92, 0.9);
471	+	legend1->SetFillColor(0);
472	+	legend1->SetFillStyle(0);
473	+
474	+	legend1->AddEntry(hMC_[0][i], "QCD");
475	+	if (useInv)
476	+	if (!realData) legend1->AddEntry(hQCD_NEW[i], TString("QCD (" + invLabels[ninv] + ")"));
477	+	else legend1->AddEntry(hQCD_NEW[i], TString("Data (" + invLabels[ninv]) + ")");
478	+
479	+	legend1->AddEntry(hMC_[1][i], style.WJetsText);
480	+	legend1->Draw();
481	+	legend1->SetFillColor(kWhite);
482	+	//latex->DrawLatex(0.22,0.91,histoName[i].c_str());
483	+	//cvs[cvsName1]->SetLogy();
484	+	TString nameCanvas1 = desDir+histoName[i]+"_QCD_"+suffix;
485	+	cvs[cvsName1]->SaveAs(nameCanvas1+".pdf");
486	+	cvs[cvsName1]->SaveAs(nameCanvas1+".png");
487	+
488	+
489	+	// KS results vs. (pseudo) Data
490	+	TString cvsName2 = histoName[i]+"_dataKS";
491	+	if(useInv) cvsName2 = cvsName2 + "_" + invName;
492	+	cvs[cvsName2] = new TCanvas(cvsName2,"",600,700);
493	+
494	+	// Get better Y range
495	+	val_Max_ = 0.;
496	+	nbMax = hData_[i]->GetMaximumBin();
497	+	tmpval = hData_[i]->GetBinContent(nbMax) + hData_[i]->GetBinError(nbMax);
498	+	val_Max_ = (val_Max_ > 1.05*tmpval ? val_Max_ : 1.05*tmpval);
499	+	nbMax = hKSres_[i]->GetMaximumBin();
500	+	tmpval = hKSres_[i]->GetBinContent(nbMax) + hKSres_[i]->GetBinError(nbMax);
501	+	val_Max_ = (val_Max_ > 1.05*tmpval ? val_Max_ : 1.05*tmpval);
502	+
503	+	hData_[i]->GetYaxis()->SetRangeUser(0.,val_Max_);
504	+
505	+	if (i == 0) // mu pT plot
506	+	hData_[0]->GetXaxis()->SetRangeUser(20.,xhigh[0]);
507	+	hData_[i]->Draw("P");
508	+	hst->Draw("samehist");
509	+	hKSres_[i]->Draw("samehiste");
510	+	hData_[i]->Draw("sameP");
511	+	TLegend *legend2 = new TLegend(0.7, 0.64, 0.9, 0.88);
512	+	legend2->AddEntry(hData_[i], (realData ? "Data" : "Pseudo Data"),"p");
513	+	legend2->AddEntry(hKSres_[i], "KS result");
514	+	if (procTTbar > 0.) legend2->AddEntry(hMC_[2][i], style.TtbarText);
515	+	legend2->AddEntry(hWJets_KS[i], style.WJetsText);
516	+	if (procZJets > 0.) legend2->AddEntry(hMC_[3][i], style.DYZJetsText);
517	+	if (procSTtch > 0.) legend2->AddEntry(hMC_[4][i], style.ST_tText);
518	+	if (realData)
519	+	legend2->AddEntry(hQCD_KS[i], ((!useInvSelShape || !useInv) ? style.QCDText :
520	+	TString("#splitline{Data (" + invLabels[ninv] + ",}{Scaled by IKS)}")));
521	+	else
522	+	legend2->AddEntry(hQCD_KS[i], ((!useInvSelShape || !useInv) ? style.QCDText :
523	+	TString("QCD (" + invLabels[ninv] + ")")));
524	+	legend2->SetFillColor(0);
525	+	legend2->SetFillStyle(0);
526	+	legend2->Draw();
527	+	legend2->SetFillColor(kWhite);
528	+	//latex->DrawLatex(0.22,0.91,histoName[i].c_str());
529	+	//cvs[cvsName2]->SetLogy();
530	+	text1->Draw();
531	+	TString nameCanvas2 = desDir+histoName[i]+"_dataKS_"+suffix;
532	+	cvs[cvsName2]->SaveAs(nameCanvas2+".pdf");
533	+	cvs[cvsName2]->SaveAs(nameCanvas2+".png");
534
219	–	//create the mixed samples with KS test results
220	–	sumSFbackg += maxProb[i].prob*maxProb[i].scaleF_backg;
221	–	sumSFsample += maxProb[i].prob*maxProb[i].scaleF_sample;
222	–	allKS += maxProb[i].prob;
223	–
224	–	//fill a histogram with the results from the KS test for each variable
225	–	for (int jiter = 0; jiter < resultsKS.size(); jiter++) {
226	–	if (resultsKS.at(jiter).prob == 1.)
227	–	cout << "variable [" << i << "]: prob[" << jiter << "]= " << resultsKS.at(jiter).prob << endl;
228	–	hKSvalues_[i]->SetBinContent(jiter,resultsKS.at(jiter).prob);
535		}
230	–	delete data;
231	–	}
536
537	<	//calculate the final scale factors
538	<	SFbackg = sumSFbackg/allKS;
539	<	SFsample = sumSFsample/allKS;
540	<	outprint << "allKS = " << allKS << "\tbackground = " << SFbackg << "\tsample = " << SFsample << endl;
541	<	outprint << "==> Scale Factor for QCD MC = " << SFbackg*corr_NevQCD_NEW/corr_NevQCD << endl;
542	<	outprint << "\tcombined percent_B of Data = "
543	<	<< SFbackg*corr_NevQCD_NEW*100/(realData ? NevData : corr_Nevmix) << endl;
544	<	outprint << "\tcombined percent_S of Data = "
545	<	<< SFsample*corr_NevWjets*100/(realData ? NevData : corr_Nevmix) << endl;
546	<	outprint << "\n" << endl;
547	<	outprint << "=================================" << endl;
548	<	outprint << "\n" << endl;
549	<
550	<
551	<	//=================================
552	<	// Plots
553	<	//=================================
554	<	for (int i = 0; i < 3; i++) {// 3 variables
555	<	hKSres_[i] -> Add(hQCD_NEW[i],h_[i+3],SFbackg,SFsample);
252	<	outprint << "hKSres->Integral() = " << hKSres_[i]->Integral() << endl;
253	<	outprint << "Data->Integral()   = " << mixh_[i]->Integral() << endl;
254	<
255	<	mixh_[i]->Rebin(2);
256	<	hQCD_NEW[i]->Rebin(2);
257	<	h_[i]->Rebin(2);
258	<	h_[i+3]->Rebin(2);
259	<	hKSres_[i]->Rebin(2);
260	<	//hKSvalues_[i]->Rebin(2);
261	<
262	<	// Stack Wjets and QCD after scaled by KS factors
263	<	hQCD_KS[i] = (TH1F*) hQCD_NEW[i]->Clone();
264	<	hQCD_KS[i]->Scale(SFbackg);
265	<	hQCD_KS[i]->SetLineColor(style.QCDColor);
266	<	hQCD_KS[i]->SetFillColor(style.QCDColor);
267	<	hQCD_KS[i]->SetFillStyle(style.QCDFill);
268	<
269	<	hWJets_KS[i] = (TH1F*) h_[i+3]->Clone();
270	<	hWJets_KS[i]->Scale(SFsample);
271	<	hWJets_KS[i]->SetLineColor(style.WJetsColor);
272	<	hWJets_KS[i]->SetFillColor(style.WJetsColor);
273	<	hWJets_KS[i]->SetFillStyle(style.WJetsFill);
274	<
275	<	THStack *hst = new THStack(invName,invName);
276	<	hst->Add(hQCD_KS[i]);
277	<	hst->Add(hWJets_KS[i]);
278	<
279	<	// Set plotting parameters
280	<	mixh_[i]     ->SetLineColor(1);
281	<	hQCD_NEW[i]  ->SetLineColor(2);
282	<	h_[i]        ->SetLineColor(4);
283	<	h_[i+3]      ->SetLineColor(3);
284	<	hKSres_[i]   ->SetLineColor(2);
285	<	hKSvalues_[i]->SetLineColor(i+1);
286	<
287	<	mixh_[i]     ->SetMarkerColor(1);
288	<	hQCD_NEW[i]  ->SetMarkerColor(2);
289	<	h_[i]        ->SetMarkerColor(4);
290	<	h_[i+3]      ->SetMarkerColor(3);
291	<	hKSres_[i]   ->SetMarkerColor(2);
292	<	hKSvalues_[i]->SetMarkerColor(i+1);
293	<
294	<	mixh_[i]     ->SetMarkerStyle(24);
295	<	hQCD_NEW[i]  ->SetMarkerStyle(20);
296	<	h_[i]        ->SetMarkerStyle(20);
297	<	h_[i+3]      ->SetMarkerStyle(20);
298	<	hKSres_[i]   ->SetMarkerStyle(20);
299	<	hKSvalues_[i]->SetMarkerStyle(20);
300	<
301	<	mixh_[i]     ->SetMarkerSize(1.4);
302	<	hQCD_NEW[i]  ->SetMarkerSize(1.1);
303	<	h_[i]        ->SetMarkerSize(1.1);
304	<	h_[i+3]      ->SetMarkerSize(1.1);
305	<	hKSres_[i]   ->SetMarkerSize(0.9);
306	<	hKSvalues_[i]->SetMarkerSize(1.1);
307	<
308	<	mixh_[i]     ->SetStats(0);
309	<	hQCD_NEW[i]  ->SetStats(0);
310	<	h_[i]        ->SetStats(0);
311	<	h_[i+3]      ->SetStats(0);
312	<	hKSres_[i]   ->SetStats(0);
313	<	hKSvalues_[i]->SetStats(0);
314	<	hQCD_KS[i]   ->SetStats(0);
315	<	hWJets_KS[i] ->SetStats(0);
316	<
317	<	hKSres_[i]->GetXaxis()->SetTitle(histoLabelX[i].c_str());
318	<	hKSres_[i]->GetYaxis()->SetTitle("Entries");
319	<	hKSvalues_[i]->GetXaxis()->SetTitle("iteration #");
320	<	hKSvalues_[i]->GetYaxis()->SetTitle("KS test values");
321	<	h_[i]->GetXaxis()->SetTitle(histoLabelX[i].c_str());
322	<	h_[i]->GetYaxis()->SetTitle("A.U.");
323	<
324	<	TString nameCanvas1 = desDir+histoName[i]+"_QCD_"+suffix+".pdf";
325	<	TString cvsName1 = histoName[i]+"_QCD";
326	<	if(useInv) cvsName1 = cvsName1 + "_" + invName;
327	<	cvs[cvsName1] = new TCanvas(cvsName1,"",600,700);
328	<	hQCD_NEW[i] -> Scale(1./hQCD_NEW[i]->Integral());
329	<	h_[i] -> Scale(1./h_[i]->Integral());
330	<	h_[i+3] -> Scale(1./h_[i+3]->Integral());
331	<	outprint << "For " << histoName[i] << " , the KStest result btw MC_QCD/InvSel is = "
332	<	<< h_[i] -> KolmogorovTest(hQCD_NEW[i],"") << endl;
333	<	h_[i]->Draw("P");
334	<	if (useInv)
335	<	hQCD_NEW[i]->Draw("sameP");
336	<	h_[i+3]->Draw("sameP");
337	<	TLegend *legend1 = new TLegend(0.7, 0.70, 0.9, 0.85);
338	<	legend1->AddEntry(h_[i], "QCD");
339	<	if (useInv)
340	<	legend1->AddEntry(hQCD_NEW[i], "QCD - InvSel");
341	<	legend1->AddEntry(h_[i+3], "W+jets");
342	<	legend1->Draw();
343	<	legend1->SetFillColor(kWhite);
344	<	//latex->DrawLatex(0.22,0.91,histoName[i].c_str());
345	<	//cvs[cvsName1]->SetLogy();
346	<	cvs[cvsName1]->SaveAs(nameCanvas1);
347	<
348	<	TString nameCanvas2 = desDir+histoName[i]+"_dataKS_"+suffix+".pdf";
349	<	TString cvsName2 = histoName[i]+"_dataKS";
350	<	if(useInv) cvsName2 = cvsName2 + "_" + invName;
351	<	cvs[cvsName2] = new TCanvas(cvsName2,"",600,700);
352	<	hst->Draw("hist");
353	<	hKSres_[i]->Draw("sameP");
354	<	mixh_[i]->Draw("sameP");
355	<
356	<	TLegend *legend2 = new TLegend(0.7, 0.70, 0.9, 0.85);
357	<	legend2->AddEntry(mixh_[i], "Data");
358	<	legend2->AddEntry(hKSres_[i], "KS result");
359	<	legend2->AddEntry(hWJets_KS[i], style.WJetsText);
360	<	legend2->AddEntry(hQCD_KS[i], style.QCDText);
361	<	legend2->Draw();
362	<	legend2->SetFillColor(kWhite);
363	<	//latex->DrawLatex(0.22,0.91,histoName[i].c_str());
364	<	//cvs[cvsName2]->SetLogy();
365	<	cvs[cvsName2]->SaveAs(nameCanvas2);
366	<	}
537	>	// KS fit results
538	>	TString cvsName3 = "KStestValues";
539	>	if(useInv) cvsName3 = cvsName3 + "_" + invName;
540	>	cvs[cvsName3] = new TCanvas(cvsName3,"",600,700);
541	>	// Zoom-in
542	>	Int_t nbins_ = hKSvalues_[0]->GetNbinsX();;
543	>	Int_t nbMax_ = 1;
544	>	Int_t nbMin_ = nbins_;
545	>	double val_Min_ = 1.;
546	>	for (int i = 0; i < 3; ++i) {
547	>	Int_t tmp = findFirstBinAbove(yLowBound, hKSvalues_[i]);
548	>	val_Min_ = (hKSvalues_[i]->GetBinContent(tmp) < 0.8*val_Min_ ?
549	>	hKSvalues_[i]->GetBinContent(tmp) : 0.8*val_Min_);
550	>	nbMin_ = (nbMin_ < tmp ? nbMin_ : tmp);
551	>	tmp = findLastBinAbove(0., hKSvalues_[i]);
552	>	nbMax_ = (nbMax_ > tmp ? nbMax_ : tmp);
553	>	}
554	>	nbMin_ -= (0.1/stepsize);
555	>	nbMax_ += (0.1/stepsize);
556
557	<	TString cvsName3 = "KStestValues";
558	<	if(useInv) cvsName3 = cvsName3 + "_" + invName;
559	<	cvs[cvsName3] = new TCanvas(cvsName3,"",600,700);
560	<	//hKSvalues_[0]->GetXaxis()->SetRangeUser(0.9,1.2);
561	<	hKSvalues_[0]->GetYaxis()->SetRangeUser(1e-36,1.2);
562	<	hKSvalues_[0]->Draw();
563	<	hKSvalues_[1]->Draw("same");
564	<	hKSvalues_[2]->Draw("same");
565	<	TLegend *legend3 = new TLegend(0.7, 0.70, 0.9, 0.85);
566	<	legend3->AddEntry(hKSvalues_[0], "muon_pT");
567	<	legend3->AddEntry(hKSvalues_[1], "MET");
568	<	legend3->AddEntry(hKSvalues_[2], "W_mT");
569	<	legend3->Draw();
570	<	legend3->SetFillColor(kWhite);
571	<	//latex->DrawLatex(0.22,0.91,"KS test values");
572	<	cvs[cvsName3]->SetLogy();
573	<	TString nameCanvas3 = desDir+"KStestValues_newQCD"+suffix+".pdf";
574	<	cvs[cvsName3]->SaveAs(nameCanvas3);
575	<	}
557	>	hKSvalues_[0]->GetXaxis()->SetRange(nbMin_,nbMax_);
558	>	hKSvalues_[0]->GetYaxis()->SetRangeUser((1e-36 < val_Min_ ? val_Min_ : 1e-36),1.1);
559	>	hKSvalues_[0]->Draw();
560	>	hKSvalues_[1]->Draw("same");
561	>	hKSvalues_[2]->Draw("same");
562	>	TLegend *legend3 = new TLegend(0.2, 0.75, 0.38, 0.93);
563	>	legend3->AddEntry(hKSvalues_[0], "muon_pT");
564	>	legend3->AddEntry(hKSvalues_[1], "MET");
565	>	legend3->AddEntry(hKSvalues_[2], "W_mT");
566	>	legend3->SetFillColor(0);
567	>	legend3->SetFillStyle(0);
568	>	legend3->Draw();
569	>	legend3->SetFillColor(kWhite);
570	>	//latex->DrawLatex(0.22,0.91,"KS test values");
571	>	cvs[cvsName3]->SetLogy();
572	>	TString nameCanvas3 = desDir+"KStestValues_newQCD_"+suffix;
573	>	cvs[cvsName3]->SaveAs(nameCanvas3+".pdf");
574	>	cvs[cvsName3]->SaveAs(nameCanvas3+".png");
575	>
576	>	} //End of nsel loop
577	>	} // End of ninv loop
578		}

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