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root/cvsroot/UserCode/MitPhysics/Utils/src/JetIDMVA.cc

Comparing UserCode/MitPhysics/Utils/src/JetIDMVA.cc (file contents):
Revision 1.3 by pharris, Wed Apr 4 09:51:31 2012 UTC vs.
Revision 1.14 by bendavid, Tue May 29 17:09:02 2012 UTC

#	Line 1 | Line 1
1	+	#include "FWCore/PythonParameterSet/interface/MakeParameterSets.h"
2	+	#include "FWCore/ParameterSet/interface/ParameterSet.h"
3		#include "MitPhysics/Utils/interface/JetIDMVA.h"
4		#include "MitPhysics/Utils/interface/JetTools.h"
5		#include "MitAna/DataTree/interface/StableData.h"
#	Line 13 | Line 15 | using namespace mithep;
15
16		//--------------------------------------------------------------------------------------------------
17		JetIDMVA::JetIDMVA() :
18	<	fJetPtMin(10), //We need to lower this
19	<	fMethodName("JetIDMA"),
18	>	fJetPtMin(0.)  , //We need to lower this
19	>	fDZCut   (0.2),
20	>	fLowPtMethodName ("JetIDMVALowPt" ),
21	>	fHighPtMethodName("JetIDMVAHighPt"),
22		fIsInitialized(kFALSE),
23	<	fNPV    (0),
24	<	fJPt1   (0),
25	<	fJEta1  (0),
26	<	fJPhi1  (0),
27	<	fJD01   (0),
28	<	fJDZ1   (0),
29	<	fJM1    (0),
30	<	fNPart1 (0),
31	<	fLPt1   (0),
32	<	fLEta1  (0),
33	<	fLPhi1  (0),
34	<	fSPt1   (0),
35	<	fSEta1  (0),
36	<	fSPhi1  (0),
37	<	fNEPt1  (0),
38	<	fNEEta1 (0),
39	<	fNEPhi1 (0),
36	<	fEMPt1  (0),
37	<	fEMEta1 (0),
38	<	fEMPhi1 (0),
39	<	fChPt1  (0),
40	<	fChPhi1 (0),
41	<	fLFr1   (0),
42	<	fDRLC1  (0),
43	<	fDRLS1  (0),
44	<	fDRM1   (0),
45	<	fDRNE1  (0),
46	<	fDREM1  (0),
47	<	fDRCH1  (0)
23	>	fNVtx     (0),
24	>	fJPt1     (0),
25	>	fJEta1    (0),
26	>	fJPhi1    (0),
27	>	fJD01     (0),
28	>	fJDZ1     (0),
29	>	fBeta     (0),
30	>	fBetaStar (0),
31	>	fNCharged (0),
32	>	fNNeutrals(0),
33	>	fDRMean   (0),
34	>	fFrac01   (0),
35	>	fFrac02   (0),
36	>	fFrac03   (0),
37	>	fFrac04   (0),
38	>	fFrac05   (0),
39	>	fDR2Mean  (0)
40		{
41		fReader = 0;
42		}
43		//--------------------------------------------------------------------------------------------------
44	<	JetIDMVA::~JetIDMVA()
45	<	{
46	<	fReader = 0;
44	>	JetIDMVA::~JetIDMVA() {
45	>
46	>	delete fReader;
47	>	delete fLowPtReader;
48		}
49
50		//--------------------------------------------------------------------------------------------------
51	<	void JetIDMVA::Initialize( TString iMethodName,
52	<	TString iWeights,
53	<	JetIDMVA::MVAType iType)
51	>	void JetIDMVA::Initialize( JetIDMVA::CutType iCutType,
52	>	TString iLowPtWeights,
53	>	TString iHighPtWeights,
54	>	JetIDMVA::MVAType iType,
55	>	TString iCutFileName)
56		{
57
58		fIsInitialized = kTRUE;
64	–	fMethodName    = iMethodName;
59		fType          = iType;
60	+	fCutType       = iCutType;
61	+
62	+	std::string lCutId = "JetIdParams";
63	+	if(fType == k42)  lCutId = "PuJetIdOptMVA_wp";
64	+	if(fType == k52)  lCutId = "full_5x_wp";
65	+	if(fType == kCut) lCutId = "PuJetIdCutBased_wp";
66	+	//Load Cut Matrix
67	+	edm::ParameterSet lDefConfig = edm::readPSetsFrom(iCutFileName.Data())->getParameter<edm::ParameterSet>("JetIdParams");
68	+	edm::ParameterSet lConfig    = edm::readPSetsFrom(iCutFileName.Data())->getParameter<edm::ParameterSet>(lCutId);
69	+	std::string lCutType = "Tight";
70	+	if(fCutType == kMedium) lCutType = "Medium";
71	+	if(fCutType == kLoose ) lCutType = "Loose";
72	+	if(fCutType == kMET   ) lCutType = "MET";
73	+	if(fType != kCut) {
74	+	std::string lLowPtCut = "MET";
75	+	std::vector<double> lPt010  = lDefConfig.getParameter<std::vector<double> >(("Pt010_" +lLowPtCut).c_str());
76	+	std::vector<double> lPt1020 = lConfig.getParameter<std::vector<double> >(("Pt1020_"+lCutType).c_str());
77	+	std::vector<double> lPt2030 = lConfig.getParameter<std::vector<double> >(("Pt2030_"+lCutType).c_str());
78	+	std::vector<double> lPt3050 = lConfig.getParameter<std::vector<double> >(("Pt3050_"+lCutType).c_str());
79	+	for(int i0 = 0; i0 < 4; i0++) fMVACut[0][i0] = lPt010 [i0];
80	+	for(int i0 = 0; i0 < 4; i0++) fMVACut[1][i0] = lPt1020[i0];
81	+	for(int i0 = 0; i0 < 4; i0++) fMVACut[2][i0] = lPt2030[i0];
82	+	for(int i0 = 0; i0 < 4; i0++) fMVACut[3][i0] = lPt3050[i0];
83	+	}
84	+	if(fType == kCut) {
85	+	for(int i0 = 0; i0 < 2; i0++) {
86	+	std::string lFullCutType = lCutType;
87	+	if(i0 == 0) lFullCutType = "BetaStar"+ lCutType;
88	+	if(i0 == 1) lFullCutType = "RMS"     + lCutType;
89	+	std::vector<double> pt010  = lConfig.getParameter<std::vector<double> >(("Pt010_" +lFullCutType).c_str());
90	+	std::vector<double> pt1020 = lConfig.getParameter<std::vector<double> >(("Pt1020_"+lFullCutType).c_str());
91	+	std::vector<double> pt2030 = lConfig.getParameter<std::vector<double> >(("Pt2030_"+lFullCutType).c_str());
92	+	std::vector<double> pt3050 = lConfig.getParameter<std::vector<double> >(("Pt3050_"+lFullCutType).c_str());
93	+	if(i0 == 0) {
94	+	for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[0][i2] = pt010 [i2];
95	+	for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[1][i2] = pt1020[i2];
96	+	for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[2][i2] = pt2030[i2];
97	+	for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[3][i2] = pt3050[i2];
98	+	}
99	+	if(i0 == 1) {
100	+	for(int i2 = 0; i2 < 4; i2++) fRMSCut[0][i2] = pt010 [i2];
101	+	for(int i2 = 0; i2 < 4; i2++) fRMSCut[1][i2] = pt1020[i2];
102	+	for(int i2 = 0; i2 < 4; i2++) fRMSCut[2][i2] = pt2030[i2];
103	+	for(int i2 = 0; i2 < 4; i2++) fRMSCut[3][i2] = pt3050[i2];
104	+	}
105	+	}
106	+	return;
107	+	}
108	+
109	+
110	+	fLowPtReader   = 0;
111	+	fLowPtReader   = new TMVA::Reader( "!Color:!Silent:Error" );
112	+	fLowPtReader->AddVariable( "nvtx"     , &fNVtx      );
113	+	fLowPtReader->AddVariable( "jetPt"    , &fJPt1      );
114	+	fLowPtReader->AddVariable( "jetEta"   , &fJEta1     );
115	+	fLowPtReader->AddVariable( "jetPhi"   , &fJPhi1     );
116	+	fLowPtReader->AddVariable( "dZ"       , &fJDZ1      );
117	+	fLowPtReader->AddVariable( "d0"       , &fJD01      );
118	+	fLowPtReader->AddVariable( "beta"     , &fBeta      );
119	+	fLowPtReader->AddVariable( "betaStar" , &fBetaStar  );
120	+	fLowPtReader->AddVariable( "nCharged" , &fNCharged  );
121	+	fLowPtReader->AddVariable( "nNeutrals", &fNNeutrals );
122	+	fLowPtReader->AddVariable( "dRMean"   , &fDRMean    );
123	+	fLowPtReader->AddVariable( "frac01"   , &fFrac01    );
124	+	fLowPtReader->AddVariable( "frac02"   , &fFrac02    );
125	+	fLowPtReader->AddVariable( "frac03"   , &fFrac03    );
126	+	fLowPtReader->AddVariable( "frac04"   , &fFrac04    );
127	+	fLowPtReader->AddVariable( "frac05"   , &fFrac05    );
128	+
129		fReader        = 0;
130		fReader        = new TMVA::Reader( "!Color:!Silent:Error" );
131		if (fType == kBaseline) {
132	<	fReader->AddSpectator( "npv"     , &fNPV    );
133	<	fReader->AddVariable( "jspt_1"   , &fJPt1   );
134	<	fReader->AddVariable( "jseta_1"  , &fJEta1  );
135	<	fReader->AddVariable( "jsphi_1"  , &fJPhi1  );
136	<	fReader->AddVariable( "jd0_1"    , &fJD01   );
137	<	fReader->AddVariable( "jdZ_1"    , &fJDZ1   );
138	<	fReader->AddVariable( "jm_1"     , &fJM1    );
139	<	fReader->AddVariable( "npart_1"  , &fNPart1 );
140	<	fReader->AddVariable( "lpt_1"    , &fLPt1   );
141	<	fReader->AddVariable( "leta_1"   , &fLEta1  );
142	<	fReader->AddVariable( "lphi_1"   , &fLPhi1  );
143	<	fReader->AddVariable( "spt_1"    , &fSPt1   );
144	<	fReader->AddVariable( "seta_1"   , &fSEta1  );
145	<	fReader->AddVariable( "sphi_1"   , &fSPhi1  );
146	<	fReader->AddVariable( "lnept_1"  , &fNEPt1  );
147	<	fReader->AddVariable( "lneeta_1" , &fNEEta1 );
148	<	fReader->AddVariable( "lnephi_1" , &fNEPhi1 );
149	<	fReader->AddVariable( "lempt_1"  , &fEMPt1  );
150	<	fReader->AddVariable( "lemeta_1" , &fEMEta1 );
151	<	fReader->AddVariable( "lemphi_1" , &fEMPhi1 );
152	<	fReader->AddVariable( "lchpt_1"  , &fChPt1  );
153	<	fReader->AddVariable( "lchphi_1" , &fChPhi1 );
154	<	fReader->AddVariable( "lLfr_1"   , &fLFr1   );
155	<	fReader->AddVariable( "drlc_1"   , &fDRLC1  );
156	<	fReader->AddVariable( "drls_1"   , &fDRLS1  );
157	<	fReader->AddVariable( "drm_1"    , &fDRM1   );
158	<	fReader->AddVariable( "drmne_1"  , &fDRNE1  );
159	<	fReader->AddVariable( "drem_1"   , &fDREM1  );
160	<	fReader->AddVariable( "drch_1"   , &fDRCH1  );
132	>	fReader->AddVariable( "nvtx"     , &fNVtx      );
133	>	fReader->AddVariable( "jetPt"    , &fJPt1      );
134	>	fReader->AddVariable( "jetEta"   , &fJEta1     );
135	>	fReader->AddVariable( "jetPhi"   , &fJPhi1     );
136	>	fReader->AddVariable( "dZ"       , &fJDZ1      );
137	>	fReader->AddVariable( "d0"       , &fJD01      );
138	>	fReader->AddVariable( "beta"     , &fBeta      );
139	>	fReader->AddVariable( "betaStar" , &fBetaStar  );
140	>	fReader->AddVariable( "nCharged" , &fNCharged  );
141	>	fReader->AddVariable( "nNeutrals", &fNNeutrals );
142	>	fReader->AddVariable( "dRMean"   , &fDRMean    );
143	>	fReader->AddVariable( "frac01"   , &fFrac01    );
144	>	fReader->AddVariable( "frac02"   , &fFrac02    );
145	>	fReader->AddVariable( "frac03"   , &fFrac03    );
146	>	fReader->AddVariable( "frac04"   , &fFrac04    );
147	>	fReader->AddVariable( "frac05"   , &fFrac05    );
148	>	}
149	>	if (fType == k42) {
150	>	fReader->AddVariable( "frac01"   , &fFrac01    );
151	>	fReader->AddVariable( "frac02"   , &fFrac02    );
152	>	fReader->AddVariable( "frac03"   , &fFrac03    );
153	>	fReader->AddVariable( "frac04"   , &fFrac04    );
154	>	fReader->AddVariable( "frac05"   , &fFrac05    );
155	>	fReader->AddVariable( "nvtx"     , &fNVtx      );
156	>	fReader->AddVariable( "nNeutrals", &fNNeutrals );
157	>	fReader->AddVariable( "beta"     , &fBeta      );
158	>	fReader->AddVariable( "betaStar" , &fBetaStar  );
159	>	fReader->AddVariable( "dZ"       , &fJDZ1      );
160	>	fReader->AddVariable( "nCharged" , &fNCharged  );
161	>	fReader->AddSpectator( "jetPt"    , &fJPt1      );
162	>	fReader->AddSpectator( "jetEta"   , &fJEta1     );
163		}
164	<	fReader->BookMVA(fMethodName , iWeights );
164	>	if (fType == k52) {
165	>	fReader->AddVariable( "frac01"   , &fFrac01    );
166	>	fReader->AddVariable( "frac02"   , &fFrac02    );
167	>	fReader->AddVariable( "frac03"   , &fFrac03    );
168	>	fReader->AddVariable( "frac04"   , &fFrac04    );
169	>	fReader->AddVariable( "frac05"   , &fFrac05    );
170	>	fReader->AddVariable( "dR2Mean"  , &fDR2Mean   );
171	>	fReader->AddVariable( "nvtx"     , &fNVtx      );
172	>	fReader->AddVariable( "nNeutrals", &fNNeutrals );
173	>	fReader->AddVariable( "beta"     , &fBeta      );
174	>	fReader->AddVariable( "betaStar" , &fBetaStar  );
175	>	fReader->AddVariable( "dZ"       , &fJDZ1      );
176	>	fReader->AddVariable( "nCharged" , &fNCharged  );
177	>	fReader->AddSpectator( "jetPt"    , &fJPt1      );
178	>	fReader->AddSpectator( "jetEta"   , &fJEta1     );
179	>	}
180	>
181	>	fLowPtReader->BookMVA(fLowPtMethodName  , iLowPtWeights );
182	>	fReader->BookMVA(fHighPtMethodName , iHighPtWeights );
183		std::cout << "Jet ID MVA Initialization\n";
184	<	std::cout << "MethodName : " << fMethodName << " , type == " << fType << std::endl;
184	>	std::cout << "MethodName : " << fLowPtMethodName << " , type == " << fType << std::endl;
185	>
186		}
187
188		//--------------------------------------------------------------------------------------------------
#	Line 109 | Line 193 | Double_t JetIDMVA::MVAValue(
193		Float_t iJPhi1  ,
194		Float_t iJD01   ,
195		Float_t iJDZ1   ,
196	<	Float_t iJM1    ,
197	<	Float_t iNPart1 ,
198	<	Float_t iLPt1   ,
199	<	Float_t iLEta1  ,
200	<	Float_t iLPhi1  ,
201	<	Float_t iSPt1   ,
202	<	Float_t iSEta1  ,
203	<	Float_t iSPhi1  ,
204	<	Float_t iNEPt1  ,
205	<	Float_t iNEEta1 ,
206	<	Float_t iNEPhi1 ,
123	<	Float_t iEMPt1  ,
124	<	Float_t iEMEta1 ,
125	<	Float_t iEMPhi1 ,
126	<	Float_t iChPt1  ,
127	<	Float_t iChPhi1 ,
128	<	Float_t iLFr1   ,
129	<	Float_t iDRLC1  ,
130	<	Float_t iDRLS1  ,
131	<	Float_t iDRM1   ,
132	<	Float_t iDRNE1 ,
133	<	Float_t iDREM1  ,
134	<	Float_t iDRCH1
196	>	Float_t iBeta   ,
197	>	Float_t iBetaStar,
198	>	Float_t iNCharged,
199	>	Float_t iNNeutrals,
200	>	Float_t iDRMean  ,
201	>	Float_t iFrac01  ,
202	>	Float_t iFrac02  ,
203	>	Float_t iFrac03  ,
204	>	Float_t iFrac04  ,
205	>	Float_t iFrac05  ,
206	>	Float_t iDR2Mean
207		){
208
209	<	if (!fIsInitialized) {
209	>	if(!fIsInitialized) {
210		std::cout << "Error: JetIDMVA not properly initialized.\n";
211		return -9999;
212		}
213
214	<	fNPV    = iNPV;
215	<	fJPt1   = iJPt1;
216	<	fJEta1  = iJEta1;
217	<	fJPhi1  = fJPhi1;
218	<	fJD01   = iJD01;
219	<	fJDZ1   = iJDZ1;
220	<	fJM1    = iJM1 ;
221	<	fNPart1 = iNPart1;
222	<	fLPt1   = iLPt1;
223	<	fLEta1  = iLEta1;
224	<	fLPhi1  = iLPhi1;
225	<	fSPt1   = iSPt1;
226	<	fSEta1  = iSEta1;
227	<	fSPhi1  = iSPhi1;
228	<	fNEPt1  = iNEPt1;
229	<	fNEEta1 = iNEEta1;
230	<	fNEPhi1 = iNEPhi1;
159	<	fEMPt1  = iEMPt1;
160	<	fEMEta1 = iEMEta1;
161	<	fEMPhi1 = iEMPhi1;
162	<	fChPt1  = iChPt1;
163	<	fChPhi1 = iChPhi1;
164	<	fLFr1   = iLFr1;
165	<	fDRLC1  = iDRLC1;
166	<	fDRLS1  = iDRLS1;
167	<	fDRM1   = iDRM1;
168	<	fDRNE1  = iDRNE1;
169	<	fDREM1  = iDREM1;
170	<	fDRCH1  = iDRCH1;
214	>	fNVtx      = iNPV;
215	>	fJPt1      = iJPt1;
216	>	fJEta1     = iJEta1;
217	>	fJPhi1     = fJPhi1;
218	>	fJD01      = iJD01;
219	>	fJDZ1      = iJDZ1;
220	>	fBeta      = iBeta;
221	>	fBetaStar  = iBetaStar;
222	>	fNCharged  = iNCharged;
223	>	fNNeutrals = iNNeutrals;
224	>	fDRMean    = iDRMean;
225	>	fFrac01    = iFrac01;
226	>	fFrac02    = iFrac02;
227	>	fFrac03    = iFrac03;
228	>	fFrac04    = iFrac04;
229	>	fFrac05    = iFrac05;
230	>	fDR2Mean   = iDR2Mean;
231
232		Double_t lMVA = -9999;
233	<	lMVA = fReader->EvaluateMVA( fMethodName );
233	>	if(iJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName  );
234	>	if(iJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
235
236		return lMVA;
237		}
238		//--------------------------------------------------------------------------------------------------
239	<	Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex,
239	>	Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices,
240		FactorizedJetCorrector *iJetCorrector,
241	<	const PileupEnergyDensityCol *iPileupEnergyDensity) {
241	>	const PileupEnergyDensityCol *iPileupEnergyDensity,
242	>	RhoUtilities::RhoType type) {
243	>
244		if(!JetTools::passPFLooseId(iJet))                 return false;
245	<	if(correctedPt(iJet,iJetCorrector,iPileupEnergyDensity) < fJetPtMin && iJet->TrackCountingHighEffBJetTagsDisc() == -100) return false; //This line is a bug in the Met training
246	<	if( fabs(JetTools::impactParameter(iJet,iVertex,true)) < 0.2) return true;
247	<	double lMVA = MVAValue(iJet,iVertex,iJetCorrector,iPileupEnergyDensity);
248	<	if(lMVA < -0.8)                            return false;
249	<	if(lMVA < -0.5 && fabs(iJet->Eta()) > 3.0) return false;
245	>	if(fabs(iJet->Eta()) > 4.99)                       return false;
246	>
247	>	double lMVA = MVAValue   (iJet,iVertex,iVertices,iJetCorrector,iPileupEnergyDensity);
248	>	double lPt  = correctedPt(iJet,                  iJetCorrector,iPileupEnergyDensity,type);
249	>	if(lPt < fJetPtMin)                         return false;
250	>
251	>	int lPtId = 0;
252	>	if(lPt > 10 && lPt < 20) lPtId = 1;
253	>	if(lPt > 20 && lPt < 30) lPtId = 2;
254	>	if(lPt > 30                   ) lPtId = 3;
255	>
256	>	int lEtaId = 0;
257	>	if(fabs(iJet->Eta()) > 2.5  && fabs(iJet->Eta()) < 2.75) lEtaId = 1;
258	>	if(fabs(iJet->Eta()) > 2.75 && fabs(iJet->Eta()) < 3.0 ) lEtaId = 2;
259	>	if(fabs(iJet->Eta()) > 3.0  && fabs(iJet->Eta()) < 5.0 ) lEtaId = 3;
260	>
261	>	double lMVACut = fMVACut[lPtId][lEtaId];
262	>	if(lMVA < lMVACut) return false;
263		return true;
264		}
265		//--------------------------------------------------------------------------------------------------
266	<	Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex) {
266	>	Bool_t JetIDMVA::passCut(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices) {
267	>	if(!JetTools::passPFLooseId(iJet))                 return false;
268	>	if(iJet->Pt()        < fJetPtMin) return false;
269	>	if(fabs(iJet->Eta()) > 4.99)      return false;
270	>	//if(fType == kCut) passCut(iJet,iVertex,iVertices);
271	>
272	>	double lPt = iJet->Pt();
273	>	int lPtId = 0;
274	>	if(lPt > 10 && lPt < 20) lPtId = 1;
275	>	if(lPt > 20 && lPt < 30) lPtId = 2;
276	>	if(lPt > 30                   ) lPtId = 3;
277	>
278	>	int lEtaId = 0;
279	>	if(fabs(iJet->Eta()) > 2.5  && fabs(iJet->Eta()) < 2.75) lEtaId = 1;
280	>	if(fabs(iJet->Eta()) > 2.75 && fabs(iJet->Eta()) < 3.0 ) lEtaId = 2;
281	>	if(fabs(iJet->Eta()) > 3.0  && fabs(iJet->Eta()) < 5.0 ) lEtaId = 3;
282	>	float betaStarModified = JetTools::betaStarClassic(iJet,iVertex,iVertices)/log(iVertices ->GetEntries()-0.64);
283	>	float dR2Mean          = JetTools::dR2Mean(iJet,-1);
284	>
285	>	if(betaStarModified < fBetaStarCut[lPtId][lEtaId] &&
286	>	dR2Mean          < fRMSCut     [lPtId][lEtaId]
287	>	) return true;
288	>
289	>	return false;
290	>	}
291	>	//--------------------------------------------------------------------------------------------------
292	>	Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices) {
293		if(!JetTools::passPFLooseId(iJet))                 return false;
294	<	if(iJet->Pt() < fJetPtMin && iJet->TrackCountingHighEffBJetTagsDisc() == -100) return false; //This line is a bug in the Met training
295	<	if( fabs(JetTools::impactParameter(iJet,iVertex,true)) < 0.2) return true;
296	<	double lMVA = MVAValue(iJet,iVertex);
297	<	if(lMVA < -0.8)                            return false;
298	<	if(lMVA < -0.5 && fabs(iJet->Eta()) > 3.0) return false;
294	>	if(iJet->Pt()        < fJetPtMin) return false;
295	>	if(fabs(iJet->Eta()) > 4.99)      return false;
296	>	if(fType == kCut) return passCut(iJet,iVertex,iVertices);
297	>	double lMVA = MVAValue(iJet,iVertex,iVertices);
298	>
299	>	int lPtId = 0;
300	>	if(iJet->Pt() > 10 && iJet->Pt() < 20) lPtId = 1;
301	>	if(iJet->Pt() > 20 && iJet->Pt() < 30) lPtId = 2;
302	>	if(iJet->Pt() > 30                   ) lPtId = 3;
303	>
304	>	int lEtaId = 0;
305	>	if(fabs(iJet->Eta()) > 2.5  && fabs(iJet->Eta()) < 2.75) lEtaId = 1;
306	>	if(fabs(iJet->Eta()) > 2.75 && fabs(iJet->Eta()) < 3.0 ) lEtaId = 2;
307	>	if(fabs(iJet->Eta()) > 3.0  && fabs(iJet->Eta()) < 5.0 ) lEtaId = 3;
308	>
309	>	double lMVACut = fMVACut[lPtId][lEtaId];
310	>	if(lMVA < lMVACut) return false;
311		return true;
312	+	//if(lMVA < -0.8)                            return false;
313	+	//if(lMVA < -0.5 && fabs(iJet->Eta()) > 3.0) return false;
314	+	//if(iJet->Pt() < fJetPtMin && iJet->TrackCountingHighEffBJetTagsDisc() == -100) return false; //This line is a bug in the Met training
315	+	//if( fabs(JetTools::impactParameter(iJet,iVertex,true)) < 0.2) return true;
316		}
317		//--------------------------------------------------------------------------------------------------
318	<	Double_t JetIDMVA::MVAValue(const PFJet *iJet,const Vertex *iVertex, //Vertex here is the PV
318	>	Double_t JetIDMVA::MVAValue(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices, //Vertex here is the PV
319		FactorizedJetCorrector *iJetCorrector,
320		const PileupEnergyDensityCol *iPileupEnergyDensity,
321		Bool_t printDebug) {
#	Line 209 | Line 327 | Double_t JetIDMVA::MVAValue(const PFJet
327		if(!JetTools::passPFLooseId(iJet)) return -2.;
328
329		//set all input variables
330	+	fNVtx      = iVertices->GetEntries();
331		fJPt1      = correctedPt(iJet,iJetCorrector,iPileupEnergyDensity);
332		fJEta1     = iJet->RawMom().Eta();
333		fJPhi1     = iJet->RawMom().Phi();
334	<	fJM1       = iJet->Mass();
335	<
336	<	const mithep::PFCandidate *lLead     = JetTools::leadCand(iJet,-1);
337	<	const mithep::PFCandidate *lSecond   = JetTools::leadCand(iJet,-1,true);
338	<	const mithep::PFCandidate *lLeadNeut = JetTools::leadCand(iJet ,5);
339	<	const mithep::PFCandidate *lLeadEm   = JetTools::leadCand(iJet ,4);
340	<	const mithep::PFCandidate *lLeadCh   = JetTools::leadCand(iJet ,1);
341	<
342	<	fJD01         = JetTools::impactParameter(iJet,iVertex);
343	<	fJDZ1         = JetTools::impactParameter(iJet,iVertex,true);
344	<	fNPart1       = iJet->NPFCands();
345	<	fLPt1         = lLead    ->Pt();
346	<	fLEta1        = lLead    ->Eta();
347	<	fLPhi1        = lLead    ->Phi();
348	<	fSPt1         = lSecond  ->Pt();
349	<	fSEta1        = lSecond  ->Eta();
350	<	fSPhi1        = lSecond  ->Phi();
351	<	fNEPt1        = lLeadNeut->Pt();
233	<	fNEEta1       = lLeadNeut->Eta();
234	<	fNEPhi1       = lLeadNeut->Phi();
235	<	fEMPt1        = lLeadEm  ->Pt();
236	<	fEMEta1       = lLeadEm  ->Eta();
237	<	fEMPhi1       = lLeadEm  ->Phi();
238	<	fChPt1        = lLeadCh  ->Pt();
239	<	//fChEta1       = lLeadCh  ->Eta();
240	<	fChPhi1       = lLeadCh  ->Phi();
241	<	fLFr1         = lLead->Pt()/iJet->Pt();
242	<
243	<	fDRLC1        = MathUtils::DeltaR(iJet->Mom(),lLead  ->Mom());
244	<	fDRLS1        = MathUtils::DeltaR(iJet->Mom(),lSecond->Mom());
245	<	fDRM1         = JetTools::dRMean (iJet,-1);
246	<	fDRNE1        = JetTools::dRMean (iJet, 5);
247	<	fDREM1        = JetTools::dRMean (iJet, 4);
248	<	fDRCH1        = JetTools::dRMean (iJet, 1);
249	<
250	<	double lMVA = fReader->EvaluateMVA( fMethodName );
251	<
334	>	fJD01      = JetTools::impactParameter(iJet,iVertex);
335	>	fJDZ1      = JetTools::impactParameter(iJet,iVertex,true);
336	>	fBeta      = JetTools::Beta(iJet,iVertex,fDZCut);
337	>	fBetaStar  = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut);
338	>	fNCharged  = iJet->ChargedMultiplicity();
339	>	fNNeutrals = iJet->NeutralMultiplicity();
340	>
341	>	fDRMean    = JetTools::dRMean(iJet,-1);
342	>	fDR2Mean   = JetTools::dR2Mean(iJet,-1);
343	>	fFrac01    = JetTools::frac  (iJet,0.1,0. ,-1);
344	>	fFrac02    = JetTools::frac  (iJet,0.2,0.1,-1);
345	>	fFrac03    = JetTools::frac  (iJet,0.3,0.2,-1);
346	>	fFrac04    = JetTools::frac  (iJet,0.4,0.3,-1);
347	>	fFrac05    = JetTools::frac  (iJet,0.5,0.4,-1);
348	>
349	>	double lMVA = 0;
350	>	if(fJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName  );
351	>	if(fJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
352		if (printDebug == kTRUE) {
353		std::cout << "Debug Jet MVA: "
354	<	<< fNPV    << " "
355	<	<< fJPt1   << " "
356	<	<< fJEta1  << " "
357	<	<< fJPhi1  << " "
358	<	<< fJD01   << " "
359	<	<< fJDZ1   << " "
360	<	<< fJM1    << " "
361	<	<< fNPart1 << " "
362	<	<< fLPt1   << " "
363	<	<< fLEta1  << " "
364	<	<< fLPhi1  << " "
365	<	<< fSPt1   << " "
366	<	<< fSEta1  << " "
367	<	<< fSPhi1  << " "
368	<	<< fNEPt1  << " "
369	<	<< fNEEta1 << " "
370	<	<< fNEPhi1 << " "
271	<	<< fEMPt1  << " "
272	<	<< fEMEta1 << " "
273	<	<< fEMPhi1 << " "
274	<	<< fChPt1  << " "
275	<	<< fChPhi1 << " "
276	<	<< fLFr1   << " "
277	<	<< fDRLC1  << " "
278	<	<< fDRLS1  << " "
279	<	<< fDRM1   << " "
280	<	<< fDRNE1 << " "
281	<	<< fDREM1  << " "
282	<	<< fDRCH1  << " "
354	>	<< fNVtx      << " "
355	>	<< fJPt1      << " "
356	>	<< fJEta1     << " "
357	>	<< fJPhi1     << " "
358	>	<< fJD01      << " "
359	>	<< fJDZ1      << " "
360	>	<< fBeta      << " "
361	>	<< fBetaStar  << " "
362	>	<< fNCharged  << " "
363	>	<< fNNeutrals << " "
364	>	<< fDRMean    << " "
365	>	<< fFrac01    << " "
366	>	<< fFrac02    << " "
367	>	<< fFrac03    << " "
368	>	<< fFrac04    << " "
369	>	<< fFrac05    << " "
370	>	<< fDRMean
371		<< " === : === "
372		<< lMVA << " "
373		<< std::endl;
#	Line 287 | Line 375 | Double_t JetIDMVA::MVAValue(const PFJet
375
376		return lMVA;
377		}
378	<	Double_t JetIDMVA::MVAValue(const PFJet *iJet,const Vertex *iVertex, //Vertex here is the PV
378	>	Double_t JetIDMVA::MVAValue(const PFJet *iJet,const Vertex *iVertex, const VertexCol *iVertices,//Vertex here is the PV
379		Bool_t printDebug) {
380
381		if (!fIsInitialized) {
#	Line 297 | Line 385 | Double_t JetIDMVA::MVAValue(const PFJet
385		if(!JetTools::passPFLooseId(iJet)) return -2.;
386
387		//set all input variables
388	+	fNVtx      = iVertices->GetEntries();
389		fJPt1      = iJet->Pt();
390		fJEta1     = iJet->RawMom().Eta();
391		fJPhi1     = iJet->RawMom().Phi();
392	<	fJM1       = iJet->Mass();
393	<
394	<	const mithep::PFCandidate *lLead     = JetTools::leadCand(iJet,-1);
395	<	const mithep::PFCandidate *lSecond   = JetTools::leadCand(iJet,-1,true);
396	<	const mithep::PFCandidate *lLeadNeut = JetTools::leadCand(iJet ,5);
397	<	const mithep::PFCandidate *lLeadEm   = JetTools::leadCand(iJet ,4);
398	<	const mithep::PFCandidate *lLeadCh   = JetTools::leadCand(iJet ,1);
399	<
400	<	fJD01         = JetTools::impactParameter(iJet,iVertex);
401	<	fJDZ1         = JetTools::impactParameter(iJet,iVertex,true);
402	<	fNPart1       = iJet->NPFCands();
403	<	fLPt1         = lLead    ->Pt();
404	<	fLEta1        = lLead    ->Eta();
405	<	fLPhi1        = lLead    ->Phi();
406	<	fSPt1         = lSecond  ->Pt();
407	<	fSEta1        = lSecond  ->Eta();
408	<	fSPhi1        = lSecond  ->Phi();
409	<	fNEPt1        = lLeadNeut->Pt();
410	<	fNEEta1       = lLeadNeut->Eta();
322	<	fNEPhi1       = lLeadNeut->Phi();
323	<	fEMPt1        = lLeadEm  ->Pt();
324	<	fEMEta1       = lLeadEm  ->Eta();
325	<	fEMPhi1       = lLeadEm  ->Phi();
326	<	fChPt1        = lLeadCh  ->Pt();
327	<	//fChEta1       = lLeadCh  ->Eta();
328	<	fChPhi1       = lLeadCh  ->Phi();
329	<	fLFr1         = lLead->Pt()/iJet->RawMom().Pt();
330	<
331	<	fDRLC1        = MathUtils::DeltaR(iJet->Mom(),lLead  ->Mom());
332	<	fDRLS1        = MathUtils::DeltaR(iJet->Mom(),lSecond->Mom());
333	<	fDRM1         = JetTools::dRMean (iJet,-1);
334	<	fDRNE1        = JetTools::dRMean (iJet, 5);
335	<	fDREM1        = JetTools::dRMean (iJet, 4);
336	<	fDRCH1        = JetTools::dRMean (iJet, 1);
337	<
338	<	double lMVA = fReader->EvaluateMVA( fMethodName );
339	<
392	>	fJD01      = JetTools::impactParameter(iJet,iVertex);
393	>	fJDZ1      = JetTools::impactParameter(iJet,iVertex,true);
394	>	fBeta      = JetTools::Beta(iJet,iVertex,fDZCut);
395	>	fBetaStar  = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut);
396	>	fNCharged  = iJet->ChargedMultiplicity();
397	>	fNNeutrals = iJet->NeutralMultiplicity();
398	>
399	>	fDRMean    = JetTools::dRMean (iJet,-1);
400	>	fDR2Mean   = JetTools::dR2Mean(iJet,-1);
401	>	fFrac01    = JetTools::frac   (iJet,0.1,0. ,-1);
402	>	fFrac02    = JetTools::frac   (iJet,0.2,0.1,-1);
403	>	fFrac03    = JetTools::frac   (iJet,0.3,0.2,-1);
404	>	fFrac04    = JetTools::frac   (iJet,0.4,0.3,-1);
405	>	fFrac05    = JetTools::frac   (iJet,0.5,0.4,-1);
406	>
407	>	double lMVA = 0;
408	>	if(fJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName  );
409	>	if(fJPt1 > 10) lMVA = fReader     ->EvaluateMVA( fHighPtMethodName );
410	>
411		if (printDebug == kTRUE) {
412		std::cout << "Debug Jet MVA: "
413	<	<< fNPV    << " "
414	<	<< fJPt1   << " "
415	<	<< fJEta1  << " "
416	<	<< fJPhi1  << " "
417	<	<< fJD01   << " "
418	<	<< fJDZ1   << " "
419	<	<< fJM1    << " "
420	<	<< fNPart1 << " "
421	<	<< fLPt1   << " "
422	<	<< fLEta1  << " "
423	<	<< fLPhi1  << " "
424	<	<< fSPt1   << " "
425	<	<< fSEta1  << " "
426	<	<< fSPhi1  << " "
427	<	<< fNEPt1  << " "
428	<	<< fNEEta1 << " "
429	<	<< fNEPhi1 << " "
359	<	<< fEMPt1  << " "
360	<	<< fEMEta1 << " "
361	<	<< fEMPhi1 << " "
362	<	<< fChPt1  << " "
363	<	<< fChPhi1 << " "
364	<	<< fLFr1   << " "
365	<	<< fDRLC1  << " "
366	<	<< fDRLS1  << " "
367	<	<< fDRM1   << " "
368	<	<< fDRNE1 << " "
369	<	<< fDREM1  << " "
370	<	<< fDRCH1  << " "
413	>	<< fNVtx      << " "
414	>	<< fJPt1      << " "
415	>	<< fJEta1     << " "
416	>	<< fJPhi1     << " "
417	>	<< fJD01      << " "
418	>	<< fJDZ1      << " "
419	>	<< fBeta      << " "
420	>	<< fBetaStar  << " "
421	>	<< fNCharged  << " "
422	>	<< fNNeutrals << " "
423	>	<< fDRMean    << " "
424	>	<< fFrac01    << " "
425	>	<< fFrac02    << " "
426	>	<< fFrac03    << " "
427	>	<< fFrac04    << " "
428	>	<< fFrac05    << " "
429	>	<< fDRMean
430		<< " === : === "
431		<< lMVA << " "
432		<< std::endl;
#	Line 375 | Line 434 | Double_t JetIDMVA::MVAValue(const PFJet
434
435		return lMVA;
436		}
437	<	Double_t JetIDMVA::correctedPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector,const PileupEnergyDensityCol *iPUEnergyDensity) {
437	>	Double_t JetIDMVA::correctedPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector,
438	>	const PileupEnergyDensityCol *iPUEnergyDensity,
439	>	RhoUtilities::RhoType type) {
440	>	Double_t Rho = 0.0;
441	>	switch(type) {
442	>	case RhoUtilities::MIT_RHO_VORONOI_HIGH_ETA:
443	>	Rho = iPUEnergyDensity->At(0)->Rho();
444	>	break;
445	>	case RhoUtilities::MIT_RHO_VORONOI_LOW_ETA:
446	>	Rho = iPUEnergyDensity->At(0)->RhoLowEta();
447	>	break;
448	>	case RhoUtilities::MIT_RHO_RANDOM_HIGH_ETA:
449	>	Rho = iPUEnergyDensity->At(0)->RhoRandom();
450	>	break;
451	>	case RhoUtilities::MIT_RHO_RANDOM_LOW_ETA:
452	>	Rho = iPUEnergyDensity->At(0)->RhoRandomLowEta();
453	>	break;
454	>	case RhoUtilities::CMS_RHO_RHOKT6PFJETS:
455	>	Rho = iPUEnergyDensity->At(0)->RhoKt6PFJets();
456	>	break;
457	>	default:
458	>	// use the old default
459	>	Rho = iPUEnergyDensity->At(0)->Rho();
460	>	break;
461	>	}
462	>
463		const FourVectorM rawMom = iJet->RawMom();
464		iJetCorrector->setJetEta(rawMom.Eta());
465		iJetCorrector->setJetPt (rawMom.Pt());
466		iJetCorrector->setJetPhi(rawMom.Phi());
467		iJetCorrector->setJetE  (rawMom.E());
468	<	iJetCorrector->setRho   (iPUEnergyDensity->At(0)->RhoHighEta());
468	>	iJetCorrector->setRho   (Rho);
469		iJetCorrector->setJetA  (iJet->JetArea());
470		iJetCorrector->setJetEMF(-99.0);
471		Double_t correction = iJetCorrector->getCorrection();

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