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

Comparing UserCode/MitPhysics/Utils/src/ElectronIDMVA.cc (file contents):
Revision 1.4 by sixie, Mon Oct 3 16:32:09 2011 UTC vs.
Revision 1.13 by sixie, Sun Apr 15 12:27:34 2012 UTC

#	Line 15 | Line 15 | using namespace mithep;
15		//--------------------------------------------------------------------------------------------------
16		ElectronIDMVA::ElectronIDMVA() :
17		fMethodname("BDTG method"),
18	<	fIsInitialized(kFALSE)
18	>	fIsInitialized(kFALSE),
19	>	fMVAType(ElectronIDMVA::kUninitialized),
20	>	fUseBinnedVersion(kTRUE),
21	>	fNMVABins(0)
22		{
23		// Constructor.
21	–	for(UInt_t i=0; i<6; ++i) {
22	–	fTMVAReader[i] = 0;
23	–	}
24		}
25
26
27		//--------------------------------------------------------------------------------------------------
28		ElectronIDMVA::~ElectronIDMVA()
29		{
30	<	for(UInt_t i=0; i<6; ++i) {
30	>	for(UInt_t i=0; i<fTMVAReader.size(); ++i) {
31		if (fTMVAReader[i]) delete fTMVAReader[i];
32		}
33		}
34
35		//--------------------------------------------------------------------------------------------------
36	+	void ElectronIDMVA::Initialize( std::string methodName,
37	+	std::string weightsfile,
38	+	ElectronIDMVA::MVAType type)
39	+	{
40	+
41	+	std::vector<std::string> tempWeightFileVector;
42	+	tempWeightFileVector.push_back(weightsfile);
43	+	Initialize(methodName,type,kFALSE,tempWeightFileVector);
44	+	}
45	+
46	+	//--------------------------------------------------------------------------------------------------
47		void ElectronIDMVA::Initialize( TString methodName,
48		TString Subdet0Pt10To20Weights ,
49		TString Subdet1Pt10To20Weights ,
#	Line 42 | Line 53 | void ElectronIDMVA::Initialize( TString
53		TString Subdet2Pt20ToInfWeights,
54		ElectronIDMVA::MVAType type) {
55
56	+	std::vector<std::string> tempWeightFileVector;
57	+	tempWeightFileVector.push_back(std::string(Subdet0Pt10To20Weights.Data()));
58	+	tempWeightFileVector.push_back(std::string(Subdet1Pt10To20Weights.Data()));
59	+	tempWeightFileVector.push_back(std::string(Subdet2Pt10To20Weights.Data()));
60	+	tempWeightFileVector.push_back(std::string(Subdet0Pt20ToInfWeights.Data()));
61	+	tempWeightFileVector.push_back(std::string(Subdet1Pt20ToInfWeights.Data()));
62	+	tempWeightFileVector.push_back(std::string(Subdet2Pt20ToInfWeights.Data()));
63	+	Initialize(std::string(methodName.Data()),type,kTRUE,tempWeightFileVector);
64	+
65	+	}
66	+
67	+
68	+	//--------------------------------------------------------------------------------------------------
69	+	void ElectronIDMVA::Initialize(  std::string methodName,
70	+	ElectronIDMVA::MVAType type,
71	+	Bool_t useBinnedVersion,
72	+	std::vector<std::string> weightsfiles
73	+
74	+	) {
75	+
76	+	//clean up first
77	+	for (uint i=0;i<fTMVAReader.size(); ++i) {
78	+	if (fTMVAReader[i]) delete fTMVAReader[i];
79	+	}
80	+	fTMVAReader.clear();
81	+
82	+	//initialize
83		fIsInitialized = kTRUE;
46	–
84		fMethodname = methodName;
85	<
86	<	for(UInt_t i=0; i<6; ++i) {
87	<	if (fTMVAReader[i]) delete fTMVAReader[i];
85	>	fMVAType = type;
86	>	fUseBinnedVersion = useBinnedVersion;
87	>
88	>	//Define expected number of bins
89	>	UInt_t ExpectedNBins = 0;
90	>	if (!fUseBinnedVersion) {
91	>	ExpectedNBins = 1;
92	>	} else if (type == kBaseline
93	>	||type == kNoIPInfo
94	>	||type == kWithIPInfo
95	>	||type == kIDIsoCombined) {
96	>	ExpectedNBins = 6;
97	>	} else if (type == kIDEGamma2012TrigV0 ||
98	>	type == kIDEGamma2012NonTrigV0) {
99	>	ExpectedNBins = 6;
100	>	} else if (type == kIsoRingsV0) {
101	>	ExpectedNBins = 4;
102	>	}
103	>	fNMVABins = ExpectedNBins;
104	>
105	>	//Check number of weight files given
106	>	if (fNMVABins != weightsfiles.size() ) {
107	>	std::cout << "Error: Expected Number of bins = " << fNMVABins << " does not equal to weightsfiles.size() = "
108	>	<< weightsfiles.size() << std::endl;
109	>	assert(fNMVABins == weightsfiles.size());
110	>	}
111	>
112
113	<	fTMVAReader[i] = new TMVA::Reader( "!Color:!Silent:Error" );
114	<	fTMVAReader[i]->SetVerbose(kTRUE);
113	>	for(UInt_t i=0; i<fNMVABins; ++i) {
114	>	TMVA::Reader *tmpTMVAReader = new TMVA::Reader( "!Color:!Silent:Error" );
115	>	tmpTMVAReader->SetVerbose(kTRUE);
116
117		if (type == kBaseline) {
118	<	fTMVAReader[i]->AddVariable( "SigmaIEtaIEta",         &fMVAVar_EleSigmaIEtaIEta         );
119	<	fTMVAReader[i]->AddVariable( "DEtaIn",                &fMVAVar_EleDEtaIn                );
120	<	fTMVAReader[i]->AddVariable( "DPhiIn",                &fMVAVar_EleDPhiIn                );
121	<	fTMVAReader[i]->AddVariable( "FBrem",                 &fMVAVar_EleFBrem                 );
122	<	fTMVAReader[i]->AddVariable( "SigmaIPhiIPhi",         &fMVAVar_EleSigmaIPhiIPhi         );
123	<	fTMVAReader[i]->AddVariable( "NBrem",                 &fMVAVar_EleNBrem                 );
124	<	fTMVAReader[i]->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP );
118	>	tmpTMVAReader->AddVariable( "SigmaIEtaIEta",         &fMVAVar_EleSigmaIEtaIEta            );
119	>	tmpTMVAReader->AddVariable( "DEtaIn",                &fMVAVar_EleDEtaIn                   );
120	>	tmpTMVAReader->AddVariable( "DPhiIn",                &fMVAVar_EleDPhiIn                   );
121	>	tmpTMVAReader->AddVariable( "FBrem",                 &fMVAVar_EleFBrem                    );
122	>	tmpTMVAReader->AddVariable( "SigmaIPhiIPhi",         &fMVAVar_EleSigmaIPhiIPhi            );
123	>	tmpTMVAReader->AddVariable( "NBrem",                 &fMVAVar_EleNBrem                    );
124	>	tmpTMVAReader->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP    );
125	>	}
126	>	if (type == kNoIPInfo) {
127	>	tmpTMVAReader->AddVariable( "SigmaIEtaIEta",         &fMVAVar_EleSigmaIEtaIEta            );
128	>	tmpTMVAReader->AddVariable( "DEtaIn",                &fMVAVar_EleDEtaIn                   );
129	>	tmpTMVAReader->AddVariable( "DPhiIn",                &fMVAVar_EleDPhiIn                   );
130	>	tmpTMVAReader->AddVariable( "FBrem",                 &fMVAVar_EleFBrem                    );
131	>	tmpTMVAReader->AddVariable( "EOverP",                &fMVAVar_EleEOverP                   );
132	>	tmpTMVAReader->AddVariable( "ESeedClusterOverPout",  &fMVAVar_EleESeedClusterOverPout     );
133	>	tmpTMVAReader->AddVariable( "SigmaIPhiIPhi",         &fMVAVar_EleSigmaIPhiIPhi            );
134	>	tmpTMVAReader->AddVariable( "NBrem",                 &fMVAVar_EleNBrem                    );
135	>	tmpTMVAReader->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP    );
136	>	tmpTMVAReader->AddVariable( "ESeedClusterOverPIn",   &fMVAVar_EleESeedClusterOverPIn      );
137	>	}
138	>	if (type == kWithIPInfo) {
139	>	tmpTMVAReader->AddVariable( "SigmaIEtaIEta",         &fMVAVar_EleSigmaIEtaIEta            );
140	>	tmpTMVAReader->AddVariable( "DEtaIn",                &fMVAVar_EleDEtaIn                   );
141	>	tmpTMVAReader->AddVariable( "DPhiIn",                &fMVAVar_EleDPhiIn                   );
142	>	tmpTMVAReader->AddVariable( "D0",                    &fMVAVar_EleD0                       );
143	>	tmpTMVAReader->AddVariable( "FBrem",                 &fMVAVar_EleFBrem                    );
144	>	tmpTMVAReader->AddVariable( "EOverP",                &fMVAVar_EleEOverP                   );
145	>	tmpTMVAReader->AddVariable( "ESeedClusterOverPout",  &fMVAVar_EleESeedClusterOverPout     );
146	>	tmpTMVAReader->AddVariable( "SigmaIPhiIPhi",         &fMVAVar_EleSigmaIPhiIPhi            );
147	>	tmpTMVAReader->AddVariable( "NBrem",                 &fMVAVar_EleNBrem                    );
148	>	tmpTMVAReader->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP    );
149	>	tmpTMVAReader->AddVariable( "ESeedClusterOverPIn",   &fMVAVar_EleESeedClusterOverPIn      );
150	>	tmpTMVAReader->AddVariable( "IP3d",                  &fMVAVar_EleIP3d                     );
151	>	tmpTMVAReader->AddVariable( "IP3dSig",               &fMVAVar_EleIP3dSig                  );
152	>	}
153	>	if (type == kIDIsoCombined) {
154	>	tmpTMVAReader->AddVariable( "SigmaIEtaIEta",         &fMVAVar_EleSigmaIEtaIEta            );
155	>	tmpTMVAReader->AddVariable( "DEtaIn",                &fMVAVar_EleDEtaIn                   );
156	>	tmpTMVAReader->AddVariable( "DPhiIn",                &fMVAVar_EleDPhiIn                   );
157	>	tmpTMVAReader->AddVariable( "D0",                    &fMVAVar_EleD0                       );
158	>	tmpTMVAReader->AddVariable( "FBrem",                 &fMVAVar_EleFBrem                    );
159	>	tmpTMVAReader->AddVariable( "EOverP",                &fMVAVar_EleEOverP                   );
160	>	tmpTMVAReader->AddVariable( "ESeedClusterOverPout",  &fMVAVar_EleESeedClusterOverPout     );
161	>	tmpTMVAReader->AddVariable( "SigmaIPhiIPhi",         &fMVAVar_EleSigmaIPhiIPhi            );
162	>	tmpTMVAReader->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP    );
163	>	tmpTMVAReader->AddVariable( "ESeedClusterOverPIn",   &fMVAVar_EleESeedClusterOverPIn      );
164	>	tmpTMVAReader->AddVariable( "IP3d",                  &fMVAVar_EleIP3d                     );
165	>	tmpTMVAReader->AddVariable( "IP3dSig",               &fMVAVar_EleIP3dSig                  );
166	>
167	>	tmpTMVAReader->AddVariable( "GsfTrackChi2OverNdof",  &fMVAVar_EleGsfTrackChi2OverNdof     );
168	>	tmpTMVAReader->AddVariable( "dEtaCalo",              &fMVAVar_EledEtaCalo                 );
169	>	tmpTMVAReader->AddVariable( "dPhiCalo",              &fMVAVar_EledPhiCalo                 );
170	>	tmpTMVAReader->AddVariable( "R9",                    &fMVAVar_EleR9                       );
171	>	tmpTMVAReader->AddVariable( "SCEtaWidth",            &fMVAVar_EleSCEtaWidth               );
172	>	tmpTMVAReader->AddVariable( "SCPhiWidth",            &fMVAVar_EleSCPhiWidth               );
173	>	tmpTMVAReader->AddVariable( "CovIEtaIPhi",           &fMVAVar_EleCovIEtaIPhi              );
174	>	if (i == 2 || i == 5) {
175	>	tmpTMVAReader->AddVariable( "PreShowerOverRaw",      &fMVAVar_ElePreShowerOverRaw       );
176	>	}
177	>	tmpTMVAReader->AddVariable( "ChargedIso03",          &fMVAVar_EleChargedIso03OverPt       );
178	>	tmpTMVAReader->AddVariable( "NeutralHadronIso03",    &fMVAVar_EleNeutralHadronIso03OverPt );
179	>	tmpTMVAReader->AddVariable( "GammaIso03",            &fMVAVar_EleGammaIso03OverPt         );
180	>	tmpTMVAReader->AddVariable( "ChargedIso04",          &fMVAVar_EleChargedIso04OverPt       );
181	>	tmpTMVAReader->AddVariable( "NeutralHadronIso04",    &fMVAVar_EleNeutralHadronIso04OverPt );
182	>	tmpTMVAReader->AddVariable( "GammaIso04",            &fMVAVar_EleGammaIso04OverPt         );
183	>
184	>	}
185	>
186	>	if (type == kIDEGamma2012TrigV0 || type == kIDEGamma2012NonTrigV0 ) {
187	>	// Pure tracking variables
188	>	tmpTMVAReader->AddVariable("fbrem",           &fMVAVar_EleFBrem);
189	>	tmpTMVAReader->AddVariable("kfchi2",          &fMVAVar_EleKFTrkChiSqr);
190	>	tmpTMVAReader->AddVariable("kfhits",          &fMVAVar_EleKFTrkNHits);  //Don't have this in BAMBU
191	>	tmpTMVAReader->AddVariable("kfhitsall",       &fMVAVar_EleKFTrkNHits);
192	>	tmpTMVAReader->AddVariable("gsfchi2",         &fMVAVar_EleGsfTrackChi2OverNdof);
193	>	tmpTMVAReader->AddVariable("deta",            &fMVAVar_EleDEtaIn);
194	>	tmpTMVAReader->AddVariable("dphi",            &fMVAVar_EleDPhiIn);
195	>	tmpTMVAReader->AddVariable("detacalo",        &fMVAVar_EledEtaCalo);
196	>	tmpTMVAReader->AddVariable("see",             &fMVAVar_EleSigmaIEtaIEta);
197	>	tmpTMVAReader->AddVariable("spp",             &fMVAVar_EleSigmaIPhiIPhi);
198	>	tmpTMVAReader->AddVariable("etawidth",        &fMVAVar_EleSCEtaWidth);
199	>	tmpTMVAReader->AddVariable("phiwidth",        &fMVAVar_EleSCPhiWidth);
200	>	tmpTMVAReader->AddVariable("e1x5e5x5",        &fMVAVar_EleE1x5OverE5x5);
201	>	tmpTMVAReader->AddVariable("R9",              &fMVAVar_EleR9);
202	>	tmpTMVAReader->AddVariable("HoE",             &fMVAVar_EleHoverE);
203	>	tmpTMVAReader->AddVariable("EoP",             &fMVAVar_EleEOverP);
204	>	tmpTMVAReader->AddVariable("IoEmIoP",         &fMVAVar_EleOneOverEMinusOneOverP);
205	>	tmpTMVAReader->AddVariable("eleEoPout",       &fMVAVar_EleEEleClusterOverPout);
206	>	tmpTMVAReader->AddVariable("EoPout",          &fMVAVar_EleESeedClusterOverPout); //we have this only in BAMBU
207	>	tmpTMVAReader->AddVariable("PreShowerOverRaw",&fMVAVar_ElePreShowerOverRaw);
208	>
209	>	tmpTMVAReader->AddSpectator("eta",            &fMVAVar_EleEta);
210	>	tmpTMVAReader->AddSpectator("pt",             &fMVAVar_ElePt);
211		}
212
213	<	if (type == kV1) {
214	<	fTMVAReader[i]->AddVariable( "SigmaIEtaIEta",         &fMVAVar_EleSigmaIEtaIEta         );
215	<	fTMVAReader[i]->AddVariable( "DEtaIn",                &fMVAVar_EleDEtaIn                );
216	<	fTMVAReader[i]->AddVariable( "DPhiIn",                &fMVAVar_EleDPhiIn                );
217	<	fTMVAReader[i]->AddVariable( "HoverE",                &fMVAVar_EleHoverE                );
218	<	fTMVAReader[i]->AddVariable( "FBrem",                 &fMVAVar_EleFBrem                 );
219	<	fTMVAReader[i]->AddVariable( "EOverP",                &fMVAVar_EleEOverP                );
220	<	fTMVAReader[i]->AddVariable( "ESeedClusterOverPout",  &fMVAVar_EleESeedClusterOverPout  );
221	<	fTMVAReader[i]->AddVariable( "SigmaIPhiIPhi",         &fMVAVar_EleSigmaIPhiIPhi         );
222	<	fTMVAReader[i]->AddVariable( "NBrem",                 &fMVAVar_EleNBrem                 );
223	<	fTMVAReader[i]->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP );
224	<	fTMVAReader[i]->AddVariable( "ESeedClusterOverPIn",   &fMVAVar_EleESeedClusterOverPIn   );
225	<	}
226	<	if (type == kV2) {
227	<	fTMVAReader[i]->AddVariable( "SigmaIEtaIEta",         &fMVAVar_EleSigmaIEtaIEta         );
228	<	fTMVAReader[i]->AddVariable( "DEtaIn",                &fMVAVar_EleDEtaIn                );
229	<	fTMVAReader[i]->AddVariable( "DPhiIn",                &fMVAVar_EleDPhiIn                );
230	<	fTMVAReader[i]->AddVariable( "HoverE",                &fMVAVar_EleHoverE                );
231	<	fTMVAReader[i]->AddVariable( "D0",                    &fMVAVar_EleD0                    );
232	<	fTMVAReader[i]->AddVariable( "FBrem",                 &fMVAVar_EleFBrem                 );
233	<	fTMVAReader[i]->AddVariable( "EOverP",                &fMVAVar_EleEOverP                );
234	<	fTMVAReader[i]->AddVariable( "ESeedClusterOverPout",  &fMVAVar_EleESeedClusterOverPout  );
235	<	fTMVAReader[i]->AddVariable( "SigmaIPhiIPhi",         &fMVAVar_EleSigmaIPhiIPhi         );
236	<	fTMVAReader[i]->AddVariable( "NBrem",                 &fMVAVar_EleNBrem                 );
237	<	fTMVAReader[i]->AddVariable( "OneOverEMinusOneOverP", &fMVAVar_EleOneOverEMinusOneOverP );
238	<	fTMVAReader[i]->AddVariable( "ESeedClusterOverPIn",   &fMVAVar_EleESeedClusterOverPIn   );
91	<	fTMVAReader[i]->AddVariable( "IP3d",                  &fMVAVar_EleIP3d                  );
92	<	fTMVAReader[i]->AddVariable( "IP3dSig",               &fMVAVar_EleIP3dSig               );
93	<	}
94	<
95	<	if (i==0) fTMVAReader[i]->BookMVA(fMethodname , Subdet0Pt10To20Weights );
96	<	if (i==1) fTMVAReader[i]->BookMVA(fMethodname , Subdet1Pt10To20Weights );
97	<	if (i==2) fTMVAReader[i]->BookMVA(fMethodname , Subdet2Pt10To20Weights );
98	<	if (i==3) fTMVAReader[i]->BookMVA(fMethodname , Subdet0Pt20ToInfWeights );
99	<	if (i==4) fTMVAReader[i]->BookMVA(fMethodname , Subdet1Pt20ToInfWeights );
100	<	if (i==5) fTMVAReader[i]->BookMVA(fMethodname , Subdet2Pt20ToInfWeights );
213	>	if (type == kIsoRingsV0) {
214	>	tmpTMVAReader->AddVariable( "ChargedIso_DR0p0To0p1",         &fMVAVar_ChargedIso_DR0p0To0p1        );
215	>	tmpTMVAReader->AddVariable( "ChargedIso_DR0p1To0p2",         &fMVAVar_ChargedIso_DR0p1To0p2        );
216	>	tmpTMVAReader->AddVariable( "ChargedIso_DR0p2To0p3",         &fMVAVar_ChargedIso_DR0p2To0p3        );
217	>	tmpTMVAReader->AddVariable( "ChargedIso_DR0p3To0p4",         &fMVAVar_ChargedIso_DR0p3To0p4        );
218	>	tmpTMVAReader->AddVariable( "ChargedIso_DR0p4To0p5",         &fMVAVar_ChargedIso_DR0p4To0p5        );
219	>	tmpTMVAReader->AddVariable( "GammaIso_DR0p0To0p1",           &fMVAVar_GammaIso_DR0p0To0p1          );
220	>	tmpTMVAReader->AddVariable( "GammaIso_DR0p1To0p2",           &fMVAVar_GammaIso_DR0p1To0p2          );
221	>	tmpTMVAReader->AddVariable( "GammaIso_DR0p2To0p3",           &fMVAVar_GammaIso_DR0p2To0p3          );
222	>	tmpTMVAReader->AddVariable( "GammaIso_DR0p3To0p4",           &fMVAVar_GammaIso_DR0p3To0p4          );
223	>	tmpTMVAReader->AddVariable( "GammaIso_DR0p4To0p5",           &fMVAVar_GammaIso_DR0p4To0p5          );
224	>	tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p0To0p1",   &fMVAVar_NeutralHadronIso_DR0p0To0p1  );
225	>	tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p1To0p2",   &fMVAVar_NeutralHadronIso_DR0p1To0p2  );
226	>	tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p2To0p3",   &fMVAVar_NeutralHadronIso_DR0p2To0p3  );
227	>	tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p3To0p4",   &fMVAVar_NeutralHadronIso_DR0p3To0p4  );
228	>	tmpTMVAReader->AddVariable( "NeutralHadronIso_DR0p4To0p5",   &fMVAVar_NeutralHadronIso_DR0p4To0p5  );
229	>	tmpTMVAReader->AddSpectator( "eta",   &fMVAVar_EleEta );
230	>	tmpTMVAReader->AddSpectator( "pt" ,   &fMVAVar_ElePt  );
231	>	}
232	>
233	>	tmpTMVAReader->BookMVA(fMethodname , weightsfiles[i] );
234	>	std::cout << "MVABin " << i << " : MethodName = " << fMethodname
235	>	<< " , type == " << type << " , "
236	>	<< "Load weights file : " << weightsfiles[i]
237	>	<< std::endl;
238	>	fTMVAReader.push_back(tmpTMVAReader);
239
240		}
241	+	std::cout << "Electron ID MVA Completed\n";
242	+	}
243
104	–	std::cout << "Electron ID MVA Initialization\n";
105	–	std::cout << "MethodName : " << fMethodname << " , type == " << type << std::endl;
106	–	std::cout << "Load weights file : " << Subdet0Pt10To20Weights << std::endl;
107	–	std::cout << "Load weights file : " << Subdet1Pt10To20Weights << std::endl;
108	–	std::cout << "Load weights file : " << Subdet2Pt10To20Weights << std::endl;
109	–	std::cout << "Load weights file : " << Subdet0Pt20ToInfWeights << std::endl;
110	–	std::cout << "Load weights file : " << Subdet1Pt20ToInfWeights << std::endl;
111	–	std::cout << "Load weights file : " << Subdet2Pt20ToInfWeights << std::endl;
244
245	+	//--------------------------------------------------------------------------------------------------
246	+	UInt_t ElectronIDMVA::GetMVABin( double eta, double pt) const {
247	+
248	+	//Default is to return the first bin
249	+	uint bin = 0;
250	+
251	+	if (fMVAType == ElectronIDMVA::kBaseline
252	+	||fMVAType == ElectronIDMVA::kNoIPInfo
253	+	||fMVAType == ElectronIDMVA::kWithIPInfo
254	+	||fMVAType == ElectronIDMVA::kIDIsoCombined) {
255	+	if (pt < 20 && fabs(eta) < 1.0) bin = 0;
256	+	if (pt < 20 && fabs(eta) >= 1.0 && fabs(eta) < 1.479) bin = 1;
257	+	if (pt < 20 && fabs(eta) >= 1.479) bin = 2;
258	+	if (pt >= 20 && fabs(eta) < 1.0) bin = 3;
259	+	if (pt >= 20 && fabs(eta) >= 1.0 && fabs(eta) < 1.479) bin = 4;
260	+	if (pt >= 20 && fabs(eta) >= 1.479) bin = 5;
261	+	}
262	+
263	+	if (fMVAType == ElectronIDMVA::kIsoRingsV0) {
264	+	if (pt < 10 && fabs(eta) < 1.479) bin = 0;
265	+	if (pt < 10 && fabs(eta) >= 1.479) bin = 1;
266	+	if (pt >= 10 && fabs(eta) < 1.479) bin = 2;
267	+	if (pt >= 10 && fabs(eta) >= 1.479) bin = 3;
268	+	}
269	+
270	+	if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0 ||
271	+	fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0 ) {
272	+	bin = 0;
273	+	if (pt < 10 && fabs(eta) < 0.8) bin = 0;
274	+	if (pt < 10 && fabs(eta) >= 0.8 && fabs(eta) < 1.479 ) bin = 1;
275	+	if (pt < 10 && fabs(eta) >= 1.479) bin = 2;
276	+	if (pt >= 10 && fabs(eta) < 0.8) bin = 3;
277	+	if (pt >= 10 && fabs(eta) >= 0.8 && fabs(eta) < 1.479 ) bin = 4;
278	+	if (pt >= 10 && fabs(eta) >= 1.479) bin = 5;
279	+	}
280	+
281	+	return bin;
282		}
283
284	+
285	+
286		//--------------------------------------------------------------------------------------------------
287	<	Double_t ElectronIDMVA::MVAValue(Double_t ElePt , Double_t EleSCEta,
287	>	Double_t ElectronIDMVA::MVAValue(Double_t ElePt , Double_t EleEta,
288		Double_t EleSigmaIEtaIEta,
289		Double_t EleDEtaIn,
290		Double_t EleDPhiIn,
#	Line 137 | Line 308 | Double_t ElectronIDMVA::MVAValue(Double_
308		}
309
310		Int_t subdet = 0;
311	<	if (fabs(EleSCEta) < 1.0) subdet = 0;
312	<	else if (fabs(EleSCEta) < 1.479) subdet = 1;
311	>	if (fabs(EleEta) < 1.0) subdet = 0;
312	>	else if (fabs(EleEta) < 1.479) subdet = 1;
313		else subdet = 2;
314		Int_t ptBin = 0;
315		if (ElePt > 20.0) ptBin = 1;
#	Line 177 | Line 348 | Double_t ElectronIDMVA::MVAValue(Double_
348		return mva;
349		}
350
351	+	//--------------------------------------------------------------------------------------------------
352	+	Double_t ElectronIDMVA::MVAValue(Double_t ElePt , Double_t EleEta, Double_t PileupEnergyDensity,
353	+	Double_t EleSigmaIEtaIEta,
354	+	Double_t EleDEtaIn,
355	+	Double_t EleDPhiIn,
356	+	Double_t EleHoverE,
357	+	Double_t EleD0,
358	+	Double_t EleDZ,
359	+	Double_t EleFBrem,
360	+	Double_t EleEOverP,
361	+	Double_t EleESeedClusterOverPout,
362	+	Double_t EleSigmaIPhiIPhi,
363	+	Double_t EleNBrem,
364	+	Double_t EleOneOverEMinusOneOverP,
365	+	Double_t EleESeedClusterOverPIn,
366	+	Double_t EleIP3d,
367	+	Double_t EleIP3dSig,
368	+	Double_t EleGsfTrackChi2OverNdof,
369	+	Double_t EledEtaCalo,
370	+	Double_t EledPhiCalo,
371	+	Double_t EleR9,
372	+	Double_t EleSCEtaWidth,
373	+	Double_t EleSCPhiWidth,
374	+	Double_t EleCovIEtaIPhi,
375	+	Double_t ElePreShowerOverRaw,
376	+	Double_t EleChargedIso03,
377	+	Double_t EleNeutralHadronIso03,
378	+	Double_t EleGammaIso03,
379	+	Double_t EleChargedIso04,
380	+	Double_t EleNeutralHadronIso04,
381	+	Double_t EleGammaIso04,
382	+	Bool_t printDebug
383	+	) {
384	+
385	+	if (!fIsInitialized) {
386	+	std::cout << "Error: ElectronIDMVA not properly initialized.\n";
387	+	return -9999;
388	+	}
389	+
390	+	Double_t Rho = 0;
391	+	if (!(TMath::IsNaN(PileupEnergyDensity) || isinf(PileupEnergyDensity))) Rho = PileupEnergyDensity;
392	+
393	+	Int_t subdet = 0;
394	+	if (fabs(EleEta) < 1.0) subdet = 0;
395	+	else if (fabs(EleEta) < 1.479) subdet = 1;
396	+	else subdet = 2;
397	+	Int_t ptBin = 0;
398	+	if (ElePt > 20.0) ptBin = 1;
399	+
400	+	//set all input variables
401	+	fMVAVar_EleSigmaIEtaIEta = EleSigmaIEtaIEta;
402	+	fMVAVar_EleDEtaIn = EleDEtaIn;
403	+	fMVAVar_EleDPhiIn = EleDPhiIn;
404	+	fMVAVar_EleHoverE = EleHoverE;
405	+	fMVAVar_EleD0 = EleD0;
406	+	fMVAVar_EleDZ = EleDZ;
407	+	fMVAVar_EleFBrem = EleFBrem;
408	+	fMVAVar_EleEOverP = EleEOverP;
409	+	fMVAVar_EleESeedClusterOverPout = EleESeedClusterOverPout;
410	+	fMVAVar_EleSigmaIPhiIPhi = EleSigmaIPhiIPhi;
411	+	fMVAVar_EleNBrem = EleNBrem;
412	+	fMVAVar_EleOneOverEMinusOneOverP = EleOneOverEMinusOneOverP;
413	+	fMVAVar_EleESeedClusterOverPIn = EleESeedClusterOverPIn;
414	+	fMVAVar_EleIP3d = EleIP3d;
415	+	fMVAVar_EleIP3dSig = EleIP3dSig;
416	+	fMVAVar_EleGsfTrackChi2OverNdof = EleGsfTrackChi2OverNdof;
417	+	fMVAVar_EledEtaCalo = EledEtaCalo;
418	+	fMVAVar_EledPhiCalo = EledPhiCalo;
419	+	fMVAVar_EleR9 = EleR9;
420	+	fMVAVar_EleSCEtaWidth = EleSCEtaWidth;
421	+	fMVAVar_EleSCPhiWidth = EleSCPhiWidth;
422	+	fMVAVar_EleCovIEtaIPhi = EleCovIEtaIPhi;
423	+	fMVAVar_ElePreShowerOverRaw = ElePreShowerOverRaw;
424	+	fMVAVar_EleChargedIso03OverPt
425	+	= (EleChargedIso03
426	+	- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleChargedIso03, EleEta)) / ElePt;
427	+	fMVAVar_EleNeutralHadronIso03OverPt
428	+	= (EleNeutralHadronIso03
429	+	- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso03, EleEta)
430	+	+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso007,EleEta)) / ElePt;
431	+	fMVAVar_EleGammaIso03OverPt
432	+	= (EleGammaIso03
433	+	- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIso03, EleEta)
434	+	+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoVetoEtaStrip03,EleEta))/ElePt;
435	+	fMVAVar_EleChargedIso04OverPt
436	+	= (EleChargedIso04
437	+	- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleChargedIso04, EleEta))/ElePt;
438	+	fMVAVar_EleNeutralHadronIso04OverPt
439	+	= (EleNeutralHadronIso04
440	+	- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso04, EleEta)
441	+	+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso007,EleEta))/ElePt;
442	+	fMVAVar_EleGammaIso04OverPt
443	+	= (EleGammaIso04
444	+	- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIso04, EleEta)
445	+	+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoVetoEtaStrip04,EleEta))/ElePt;
446	+
447	+
448	+
449	+
450	+	Double_t mva = -9999;
451	+	TMVA::Reader *reader = 0;
452	+	Int_t MVABin = -1;
453	+	if (subdet == 0 && ptBin == 0) MVABin = 0;
454	+	if (subdet == 1 && ptBin == 0) MVABin = 1;
455	+	if (subdet == 2 && ptBin == 0) MVABin = 2;
456	+	if (subdet == 0 && ptBin == 1) MVABin = 3;
457	+	if (subdet == 1 && ptBin == 1) MVABin = 4;
458	+	if (subdet == 2 && ptBin == 1) MVABin = 5;
459	+	assert(MVABin >= 0 && MVABin <= 5);
460	+	reader = fTMVAReader[MVABin];
461	+
462	+	mva = reader->EvaluateMVA( fMethodname );
463	+
464	+	if (printDebug == kTRUE) {
465	+	std::cout << "Debug Electron MVA: "
466	+	<< ElePt << " " << EleEta << " " << " --> MVABin " << MVABin << " : "
467	+	<< fMVAVar_EleSigmaIEtaIEta << " "
468	+	<< fMVAVar_EleDEtaIn << " "
469	+	<< fMVAVar_EleDPhiIn << " "
470	+	<< fMVAVar_EleHoverE << " "
471	+	<< fMVAVar_EleD0 << " "
472	+	<< fMVAVar_EleDZ << " "
473	+	<< fMVAVar_EleFBrem << " "
474	+	<< fMVAVar_EleEOverP << " "
475	+	<< fMVAVar_EleESeedClusterOverPout << " "
476	+	<< fMVAVar_EleSigmaIPhiIPhi << " "
477	+	<< fMVAVar_EleNBrem << " "
478	+	<< fMVAVar_EleOneOverEMinusOneOverP << " "
479	+	<< fMVAVar_EleESeedClusterOverPIn << " "
480	+	<< fMVAVar_EleIP3d << " "
481	+	<< fMVAVar_EleIP3dSig << " "
482	+	<< fMVAVar_EleGsfTrackChi2OverNdof << " "
483	+	<< fMVAVar_EledEtaCalo << " "
484	+	<< fMVAVar_EledPhiCalo << " "
485	+	<< fMVAVar_EleR9 << " "
486	+	<< fMVAVar_EleSCEtaWidth << " "
487	+	<< fMVAVar_EleSCPhiWidth << " "
488	+	<< fMVAVar_EleCovIEtaIPhi << " "
489	+	<< fMVAVar_ElePreShowerOverRaw << " "
490	+	<< fMVAVar_EleChargedIso03OverPt  << " "
491	+	<< fMVAVar_EleNeutralHadronIso03OverPt  << " "
492	+	<< fMVAVar_EleGammaIso03OverPt  << " "
493	+	<< fMVAVar_EleChargedIso04OverPt  << " "
494	+	<< fMVAVar_EleNeutralHadronIso04OverPt  << " "
495	+	<< fMVAVar_EleGammaIso04OverPt  << " "
496	+	<< " === : === "
497	+	<< mva
498	+	<< std::endl;
499	+	}
500	+
501	+	return mva;
502	+	}
503
504
505		//--------------------------------------------------------------------------------------------------
506	<	Double_t ElectronIDMVA::MVAValue(const Electron *ele, const Vertex *vertex) {
506	>	Double_t ElectronIDMVA::MVAValue(const Electron *ele, const Vertex *vertex,
507	>	const PFCandidateCol *PFCands,
508	>	const PileupEnergyDensityCol *PileupEnergyDensity,
509	>	Double_t intRadius,
510	>	Bool_t printDebug) {
511
512		if (!fIsInitialized) {
513		std::cout << "Error: ElectronIDMVA not properly initialized.\n";
#	Line 193 | Line 520 | Double_t ElectronIDMVA::MVAValue(const E
520		else subdet = 2;
521		Int_t ptBin = 0;
522		if (ele->Pt() > 20.0) ptBin = 1;
523	+
524	+	Double_t Rho = 0;
525	+	if (!(TMath::IsNaN(PileupEnergyDensity->At(0)->Rho()) || isinf(PileupEnergyDensity->At(0)->Rho()))) Rho = PileupEnergyDensity->At(0)->Rho();
526	+
527	+	//set all input variables
528	+	fMVAVar_EleSigmaIEtaIEta = ele->CoviEtaiEta() ;
529	+	fMVAVar_EleDEtaIn = ele->DeltaEtaSuperClusterTrackAtVtx();
530	+	fMVAVar_EleDPhiIn = ele->DeltaPhiSuperClusterTrackAtVtx();
531	+	fMVAVar_EleHoverE = ele->HadronicOverEm();
532	+	fMVAVar_EleD0 = ele->BestTrk()->D0Corrected(*vertex);
533	+	fMVAVar_EleDZ = ele->BestTrk()->DzCorrected(*vertex);
534	+	fMVAVar_EleFBrem = ele->FBrem();
535	+	fMVAVar_EleEOverP = ele->ESuperClusterOverP();
536	+	fMVAVar_EleESeedClusterOverPout = ele->ESeedClusterOverPout();
537	+	if (!TMath::IsNaN(ele->SCluster()->Seed()->CoviPhiiPhi())) fMVAVar_EleSigmaIPhiIPhi = TMath::Sqrt(ele->SCluster()->Seed()->CoviPhiiPhi());
538	+	else fMVAVar_EleSigmaIPhiIPhi = ele->CoviEtaiEta();
539	+	fMVAVar_EleNBrem = ele->NumberOfClusters() - 1;
540	+	fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->SCluster()->Energy())) - 1.0 / ele->BestTrk()->P();
541	+	fMVAVar_EleESeedClusterOverPIn = ele->ESeedClusterOverPIn();
542	+	fMVAVar_EleIP3d = ele->Ip3dPV();
543	+	fMVAVar_EleIP3dSig = ele->Ip3dPVSignificance();
544	+	fMVAVar_EleGsfTrackChi2OverNdof = ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof();
545	+	fMVAVar_EledEtaCalo =  ele->DeltaEtaSeedClusterTrackAtCalo();
546	+	fMVAVar_EledPhiCalo = ele->DeltaPhiSeedClusterTrackAtCalo();
547	+	fMVAVar_EleR9 = ele->SCluster()->R9();
548	+	fMVAVar_EleSCEtaWidth = ele->SCluster()->EtaWidth();
549	+	fMVAVar_EleSCPhiWidth = ele->SCluster()->PhiWidth();
550	+	fMVAVar_EleCovIEtaIPhi = ele->SCluster()->Seed()->CoviEtaiPhi();
551	+	fMVAVar_ElePreShowerOverRaw = ele->SCluster()->PreshowerEnergy() / ele->SCluster()->RawEnergy();
552	+	fMVAVar_EleChargedIso03OverPt
553	+	= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 99999, 0.3, intRadius)
554	+	- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleChargedIso03, ele->SCluster()->Eta())) / ele->Pt();
555	+	fMVAVar_EleNeutralHadronIso03OverPt
556	+	= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 0.5, 0.3, intRadius, PFCandidate::eNeutralHadron)
557	+	- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso03, ele->SCluster()->Eta())
558	+	+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso007,ele->SCluster()->Eta())) / ele->Pt();
559	+	fMVAVar_EleGammaIso03OverPt
560	+	= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 0.5, 0.3, intRadius, PFCandidate::eGamma)
561	+	- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIso03, ele->SCluster()->Eta())
562	+	+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoVetoEtaStrip03,ele->SCluster()->Eta())) / ele->Pt();
563	+	fMVAVar_EleChargedIso04OverPt
564	+	= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 99999, 0.4, intRadius)
565	+	- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleChargedIso04, ele->SCluster()->Eta())) / ele->Pt();
566	+	fMVAVar_EleNeutralHadronIso04OverPt
567	+	= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 0.5, 0.4, intRadius, PFCandidate::eNeutralHadron)
568	+	- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso04, ele->SCluster()->Eta())
569	+	+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIso007,ele->SCluster()->Eta())) / ele->Pt() ;
570	+	fMVAVar_EleGammaIso04OverPt
571	+	= (IsolationTools::PFElectronIsolation(ele, PFCands, vertex, 0.1, 0.5, 0.4, intRadius, PFCandidate::eGamma)
572	+	- Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIso04, ele->SCluster()->Eta())
573	+	+ Rho * ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoVetoEtaStrip04,ele->SCluster()->Eta())) / ele->Pt();
574
575	+	//Additional vars
576	+	fMVAVar_EleEEleClusterOverPout = 0;
577	+	fMVAVar_EleKFTrkChiSqr = ele->TrackerTrk()->RChi2();
578	+	fMVAVar_EleKFTrkNHits = ele->TrackerTrk()->NHits();
579	+	fMVAVar_EleE1x5OverE5x5 = ele->SCluster()->Seed()->E1x5() / ele->SCluster()->Seed()->E5x5();
580	+
581	+
582	+
583	+
584	+	Double_t mva = -9999;
585	+	TMVA::Reader *reader = 0;
586	+	Int_t MVABin = -1;
587	+	if (subdet == 0 && ptBin == 0) MVABin = 0;
588	+	if (subdet == 1 && ptBin == 0) MVABin = 1;
589	+	if (subdet == 2 && ptBin == 0) MVABin = 2;
590	+	if (subdet == 0 && ptBin == 1) MVABin = 3;
591	+	if (subdet == 1 && ptBin == 1) MVABin = 4;
592	+	if (subdet == 2 && ptBin == 1) MVABin = 5;
593	+	assert(MVABin >= 0 && MVABin <= 5);
594	+	reader = fTMVAReader[MVABin];
595	+
596	+	mva = reader->EvaluateMVA( fMethodname );
597	+
598	+	if (printDebug == kTRUE) {
599	+	//     std::cout << "Debug Electron MVA: "
600	+	//               << ele->Pt() << " " << ele->Eta() << " " << ele->Phi() << " : "
601	+	//               << ele->Pt() << " " << ele->SCluster()->AbsEta() << " --> MVABin " << MVABin << " : "
602	+	//               << fMVAVar_EleSigmaIEtaIEta << " "
603	+	//               << fMVAVar_EleDEtaIn << " "
604	+	//               << fMVAVar_EleDPhiIn << " "
605	+	//               << fMVAVar_EleHoverE << " "
606	+	//               << fMVAVar_EleD0 << " "
607	+	//               << fMVAVar_EleDZ << " "
608	+	//               << fMVAVar_EleFBrem << " "
609	+	//               << fMVAVar_EleEOverP << " "
610	+	//               << fMVAVar_EleESeedClusterOverPout << " "
611	+	//               << fMVAVar_EleSigmaIPhiIPhi << " "
612	+	//               << fMVAVar_EleNBrem << " "
613	+	//               << fMVAVar_EleOneOverEMinusOneOverP << " "
614	+	//               << fMVAVar_EleESeedClusterOverPIn << " "
615	+	//               << fMVAVar_EleIP3d << " "
616	+	//               << fMVAVar_EleIP3dSig << " "
617	+	//               << fMVAVar_EleGsfTrackChi2OverNdof << " "
618	+	//               << fMVAVar_EledEtaCalo << " "
619	+	//               << fMVAVar_EledPhiCalo << " "
620	+	//               << fMVAVar_EleR9 << " "
621	+	//               << fMVAVar_EleSCEtaWidth << " "
622	+	//               << fMVAVar_EleSCPhiWidth << " "
623	+	//               << fMVAVar_EleCovIEtaIPhi << " "
624	+	//               << fMVAVar_ElePreShowerOverRaw << " "
625	+	//               << fMVAVar_EleChargedIso03OverPt  << " "
626	+	//               << fMVAVar_EleNeutralHadronIso03OverPt  << " "
627	+	//               << fMVAVar_EleGammaIso03OverPt  << " "
628	+	//               << fMVAVar_EleChargedIso04OverPt  << " "
629	+	//               << fMVAVar_EleNeutralHadronIso04OverPt  << " "
630	+	//               << fMVAVar_EleGammaIso04OverPt  << " "
631	+	//               << " === : === "
632	+	//               << mva << " "
633	+	//               << std::endl;
634	+	std::cout << "Debug Electron MVA: "
635	+	<< ele->Pt() << " " << ele->Eta() << " " << ele->Phi() << " : "
636	+	<< ele->Pt() << " " << ele->SCluster()->AbsEta() << " --> MVABin " << MVABin << " : "
637	+	<< fMVAVar_EleSigmaIEtaIEta << " "
638	+	<< fMVAVar_EleDEtaIn << " "
639	+	<< fMVAVar_EleDPhiIn << " "
640	+	<< fMVAVar_EleHoverE << " "
641	+	<< fMVAVar_EleD0 << " "
642	+	<< fMVAVar_EleDZ << " "
643	+	<< fMVAVar_EleFBrem << " "
644	+	<< fMVAVar_EleEOverP << " "
645	+	<< fMVAVar_EleESeedClusterOverPout << " "
646	+	<< fMVAVar_EleSigmaIPhiIPhi << " "
647	+	<< fMVAVar_EleNBrem << " "
648	+	<< fMVAVar_EleOneOverEMinusOneOverP << " "
649	+	<< fMVAVar_EleESeedClusterOverPIn << " "
650	+	<< fMVAVar_EleIP3d << " "
651	+	<< fMVAVar_EleIP3dSig << " "
652	+	<< fMVAVar_EleGsfTrackChi2OverNdof << " "
653	+	<< fMVAVar_EledEtaCalo << " "
654	+	<< fMVAVar_EledPhiCalo << " "
655	+	<< fMVAVar_EleR9 << " "
656	+	<< fMVAVar_EleSCEtaWidth << " "
657	+	<< fMVAVar_EleSCPhiWidth << " "
658	+	<< fMVAVar_EleCovIEtaIPhi << " "
659	+	<< fMVAVar_ElePreShowerOverRaw << " "
660	+	<< fMVAVar_EleKFTrkChiSqr  << " "
661	+	<< fMVAVar_EleKFTrkNHits  << " "
662	+	<< fMVAVar_EleE1x5OverE5x5  << " "
663	+	<< " ::: "
664	+
665	+	<< " === : === "
666	+	<< mva << " "
667	+	<< std::endl;
668	+
669	+	}
670	+
671	+	return mva;
672	+	}
673	+
674	+	//--------------------------------------------------------------------------------------------------
675	+	Double_t ElectronIDMVA::MVAValue(const Electron *ele, const Vertex *vertex,
676	+	Bool_t printDebug) {
677	+
678	+	if (!fIsInitialized) {
679	+	std::cout << "Error: ElectronIDMVA not properly initialized.\n";
680	+	return -9999;
681	+	}
682	+
683	+	Int_t subdet = 0;
684	+	if (ele->SCluster()->AbsEta() < 1.0) subdet = 0;
685	+	else if (ele->SCluster()->AbsEta() < 1.479) subdet = 1;
686	+	else subdet = 2;
687	+	Int_t ptBin = 0;
688	+	if (ele->Pt() > 20.0) ptBin = 1;
689	+
690	+	fMVAVar_ElePt = ele->Pt();
691	+	fMVAVar_EleEta = ele->Eta();
692	+
693		//set all input variables
694		fMVAVar_EleSigmaIEtaIEta = ele->CoviEtaiEta() ;
695		fMVAVar_EleDEtaIn = ele->DeltaEtaSuperClusterTrackAtVtx();
#	Line 207 | Line 703 | Double_t ElectronIDMVA::MVAValue(const E
703		if (!TMath::IsNaN(ele->SCluster()->Seed()->CoviPhiiPhi())) fMVAVar_EleSigmaIPhiIPhi = TMath::Sqrt(ele->SCluster()->Seed()->CoviPhiiPhi());
704		else fMVAVar_EleSigmaIPhiIPhi = ele->CoviEtaiEta();
705		fMVAVar_EleNBrem = ele->NumberOfClusters() - 1;
706	<	fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->ESuperClusterOverP()*ele->BestTrk()->P())) - 1.0 / ele->BestTrk()->P();
706	>	fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->SCluster()->Energy())) - 1.0 / ele->BestTrk()->P();
707		fMVAVar_EleESeedClusterOverPIn = ele->ESeedClusterOverPIn();
708		fMVAVar_EleIP3d = ele->Ip3dPV();
709		fMVAVar_EleIP3dSig = ele->Ip3dPVSignificance();
710
711	+
712	+	fMVAVar_EleEEleClusterOverPout = 0;
713	+	fMVAVar_EleKFTrkChiSqr = ele->TrackerTrk()->RChi2();
714	+	fMVAVar_EleKFTrkNHits = ele->TrackerTrk()->NHits();
715	+	fMVAVar_EleGsfTrackChi2OverNdof = ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof();
716	+	fMVAVar_EledEtaCalo =  ele->DeltaEtaSeedClusterTrackAtCalo();
717	+	fMVAVar_EleSCEtaWidth = ele->SCluster()->EtaWidth();
718	+	fMVAVar_EleSCPhiWidth = ele->SCluster()->PhiWidth();
719	+	fMVAVar_EleE1x5OverE5x5 = ele->SCluster()->Seed()->E1x5() / ele->SCluster()->Seed()->E5x5();
720	+	fMVAVar_EleR9 = ele->SCluster()->R9();
721	+	fMVAVar_EleHoverE = ele->HadronicOverEm();
722	+	fMVAVar_EleEOverP = ele->ESuperClusterOverP();
723	+	fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->SCluster()->Energy())) - 1.0 / ele->BestTrk()->P();
724	+	fMVAVar_EleR9 = ele->SCluster()->R9();
725	+	fMVAVar_ElePreShowerOverRaw = ele->SCluster()->PreshowerEnergy() / ele->SCluster()->RawEnergy();
726	+
727	+
728		Double_t mva = -9999;
729		TMVA::Reader *reader = 0;
730		Int_t MVABin = -1;
#	Line 226 | Line 739 | Double_t ElectronIDMVA::MVAValue(const E
739
740		mva = reader->EvaluateMVA( fMethodname );
741
742	+	if (printDebug == kTRUE) {
743	+	std::cout << "Debug Electron MVA: "
744	+	<< ele->Pt() << " " << ele->Eta() << " " << ele->Phi() << " : "
745	+	<< ele->Pt() << " " << ele->SCluster()->AbsEta() << " --> MVABin " << MVABin << " : "
746	+	<< fMVAVar_EleSigmaIEtaIEta << " "
747	+	<< fMVAVar_EleDEtaIn << " "
748	+	<< fMVAVar_EleDPhiIn << " "
749	+	<< fMVAVar_EleHoverE << " "
750	+	<< fMVAVar_EleD0 << " "
751	+	<< fMVAVar_EleDZ << " "
752	+	<< fMVAVar_EleFBrem << " "
753	+	<< fMVAVar_EleEOverP << " "
754	+	<< fMVAVar_EleESeedClusterOverPout << " "
755	+	<< fMVAVar_EleSigmaIPhiIPhi << " "
756	+	<< fMVAVar_EleNBrem << " "
757	+	<< fMVAVar_EleOneOverEMinusOneOverP << " "
758	+	<< fMVAVar_EleESeedClusterOverPIn << " "
759	+	<< fMVAVar_EleIP3d << " "
760	+	<< fMVAVar_EleIP3dSig << " "
761	+	<< fMVAVar_EleGsfTrackChi2OverNdof << " "
762	+	<< fMVAVar_EledEtaCalo << " "
763	+	<< fMVAVar_EledPhiCalo << " "
764	+	<< fMVAVar_EleR9 << " "
765	+	<< fMVAVar_EleSCEtaWidth << " "
766	+	<< fMVAVar_EleSCPhiWidth << " "
767	+	<< fMVAVar_EleCovIEtaIPhi << " "
768	+	<< fMVAVar_ElePreShowerOverRaw << " "
769	+	<< fMVAVar_EleKFTrkChiSqr  << " "
770	+	<< fMVAVar_EleKFTrkNHits  << " "
771	+	<< fMVAVar_EleE1x5OverE5x5  << " "
772	+	<< " === : === "
773	+	<< mva << " "
774	+	<< std::endl;
775	+
776	+	}
777	+
778	+
779	+
780		return mva;
781		}
782	+
783	+
784	+
785	+
786	+	//--------------------------------------------------------------------------------------------------
787	+	//MVA Includes Isolation with removal of other leptons
788	+	//
789	+	Double_t ElectronIDMVA::MVAValue(const Electron *ele, const Vertex *vertex,
790	+	const PFCandidateCol *PFCands,
791	+	const PileupEnergyDensityCol *PileupEnergyDensity,
792	+	ElectronTools::EElectronEffectiveAreaTarget EffectiveAreaTarget,
793	+	const ElectronCol *goodElectrons,
794	+	const MuonCol *goodMuons,
795	+	Bool_t printDebug) {
796	+
797	+	if (!fIsInitialized) {
798	+	std::cout << "Error: ElectronIDMVA not properly initialized.\n";
799	+	return -9999;
800	+	}
801	+
802	+	Double_t Rho = 0;
803	+	if (!(TMath::IsNaN(PileupEnergyDensity->At(0)->Rho()) || isinf(PileupEnergyDensity->At(0)->Rho()))) Rho = PileupEnergyDensity->At(0)->Rho();
804	+
805	+	//set all input variables
806	+	fMVAVar_ElePt = ele->Pt();
807	+	fMVAVar_EleEta = ele->SCluster()->Eta();
808	+	fMVAVar_EleSigmaIEtaIEta = ele->CoviEtaiEta() ;
809	+	fMVAVar_EleDEtaIn = ele->DeltaEtaSuperClusterTrackAtVtx();
810	+	fMVAVar_EleDPhiIn = ele->DeltaPhiSuperClusterTrackAtVtx();
811	+	fMVAVar_EleHoverE = ele->HadronicOverEm();
812	+	fMVAVar_EleD0 = ele->BestTrk()->D0Corrected(*vertex);
813	+	fMVAVar_EleDZ = ele->BestTrk()->DzCorrected(*vertex);
814	+	fMVAVar_EleFBrem = ele->FBrem();
815	+	fMVAVar_EleEOverP = ele->ESuperClusterOverP();
816	+	fMVAVar_EleESeedClusterOverPout = ele->ESeedClusterOverPout();
817	+	if (!TMath::IsNaN(ele->SCluster()->Seed()->CoviPhiiPhi())) fMVAVar_EleSigmaIPhiIPhi = TMath::Sqrt(ele->SCluster()->Seed()->CoviPhiiPhi());
818	+	else fMVAVar_EleSigmaIPhiIPhi = ele->CoviEtaiEta();
819	+	fMVAVar_EleNBrem = ele->NumberOfClusters() - 1;
820	+
821	+	if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0
822	+	|| fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0
823	+	|| fMVAType == ElectronIDMVA::kIsoRingsV0) {
824	+	fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->SCluster()->Energy())) - 1.0 / ele->P();
825	+	} else {
826	+	fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->SCluster()->Energy())) - 1.0 / ele->BestTrk()->P();
827	+	}
828	+
829	+	fMVAVar_EleESeedClusterOverPIn = ele->ESeedClusterOverPIn();
830	+	fMVAVar_EleIP3d = ele->Ip3dPV();
831	+	fMVAVar_EleIP3dSig = ele->Ip3dPVSignificance();
832	+	fMVAVar_EleGsfTrackChi2OverNdof = ele->BestTrk()->Chi2() / ele->BestTrk()->Ndof();
833	+	fMVAVar_EledEtaCalo =  ele->DeltaEtaSeedClusterTrackAtCalo();
834	+	fMVAVar_EledPhiCalo = ele->DeltaPhiSeedClusterTrackAtCalo();
835	+	fMVAVar_EleR9 = ele->SCluster()->R9();
836	+	fMVAVar_EleSCEtaWidth = ele->SCluster()->EtaWidth();
837	+	fMVAVar_EleSCPhiWidth = ele->SCluster()->PhiWidth();
838	+	fMVAVar_EleCovIEtaIPhi = ele->SCluster()->Seed()->CoviEtaiPhi();
839	+	fMVAVar_ElePreShowerOverRaw = ele->SCluster()->PreshowerEnergy() / ele->SCluster()->RawEnergy();
840	+
841	+	//Additional vars
842	+	fMVAVar_EleEEleClusterOverPout = 0;
843	+	if (ele->TrackerTrk()) {
844	+	fMVAVar_EleKFTrkChiSqr = ele->TrackerTrk()->RChi2();
845	+	fMVAVar_EleKFTrkNHits = ele->TrackerTrk()->NHits();
846	+	} else {
847	+	fMVAVar_EleKFTrkChiSqr = 0;
848	+	fMVAVar_EleKFTrkNHits = -1;
849	+	}
850	+
851	+	fMVAVar_EleE1x5OverE5x5 = (ele->SCluster()->Seed()->E5x5() > 0.0) ? 1.0-ele->SCluster()->Seed()->E1x5() / ele->SCluster()->Seed()->E5x5() : -1. ;
852	+
853	+	Double_t tmpChargedIso_DR0p0To0p1  = 0;
854	+	Double_t tmpChargedIso_DR0p1To0p2  = 0;
855	+	Double_t tmpChargedIso_DR0p2To0p3  = 0;
856	+	Double_t tmpChargedIso_DR0p3To0p4  = 0;
857	+	Double_t tmpChargedIso_DR0p4To0p5  = 0;
858	+	Double_t tmpGammaIso_DR0p0To0p1  = 0;
859	+	Double_t tmpGammaIso_DR0p1To0p2  = 0;
860	+	Double_t tmpGammaIso_DR0p2To0p3  = 0;
861	+	Double_t tmpGammaIso_DR0p3To0p4  = 0;
862	+	Double_t tmpGammaIso_DR0p4To0p5  = 0;
863	+	Double_t tmpNeutralHadronIso_DR0p0To0p1  = 0;
864	+	Double_t tmpNeutralHadronIso_DR0p1To0p2  = 0;
865	+	Double_t tmpNeutralHadronIso_DR0p2To0p3  = 0;
866	+	Double_t tmpNeutralHadronIso_DR0p3To0p4  = 0;
867	+	Double_t tmpNeutralHadronIso_DR0p4To0p5  = 0;
868	+
869	+	for (UInt_t p=0; p<PFCands->GetEntries();p++) {
870	+	const PFCandidate *pf = PFCands->At(p);
871	+
872	+	//exclude the electron itself
873	+	if(pf->GsfTrk() && ele->GsfTrk() &&
874	+	pf->GsfTrk() == ele->GsfTrk()) continue;
875	+	if(pf->TrackerTrk() && ele->TrackerTrk() &&
876	+	pf->TrackerTrk() == ele->TrackerTrk()) continue;
877	+
878	+	//************************************************************
879	+	// New Isolation Calculations
880	+	//************************************************************
881	+	Double_t dr = MathUtils::DeltaR(ele->Mom(), pf->Mom());
882	+
883	+	if (dr < 1.0) {
884	+	Bool_t IsLeptonFootprint = kFALSE;
885	+	//************************************************************
886	+	// Lepton Footprint Removal
887	+	//************************************************************
888	+	for (UInt_t q=0; q < goodElectrons->GetEntries() ; ++q) {
889	+	//if pf candidate matches an electron passing ID cuts, then veto it
890	+	if(pf->GsfTrk() && goodElectrons->At(q)->GsfTrk() &&
891	+	pf->GsfTrk() == goodElectrons->At(q)->GsfTrk()) IsLeptonFootprint = kTRUE;
892	+	if(pf->TrackerTrk() && goodElectrons->At(q)->TrackerTrk() &&
893	+	pf->TrackerTrk() == goodElectrons->At(q)->TrackerTrk()) IsLeptonFootprint = kTRUE;
894	+	//if pf candidate lies in veto regions of electron passing ID cuts, then veto it
895	+	if(pf->BestTrk() && fabs(goodElectrons->At(q)->SCluster()->Eta()) >= 1.479
896	+	&& MathUtils::DeltaR(goodElectrons->At(q)->Mom(), pf->Mom()) < 0.015) IsLeptonFootprint = kTRUE;
897	+	if(pf->PFType() == PFCandidate::eGamma && fabs(goodElectrons->At(q)->SCluster()->Eta()) >= 1.479 &&
898	+	MathUtils::DeltaR(goodElectrons->At(q)->Mom(), pf->Mom()) < 0.08) IsLeptonFootprint = kTRUE;
899	+	}
900	+	for (UInt_t q=0; q < goodMuons->GetEntries() ; ++q) {
901	+	//if pf candidate matches an muon passing ID cuts, then veto it
902	+	if(pf->TrackerTrk() && goodMuons->At(q)->TrackerTrk() &&
903	+	pf->TrackerTrk() == goodMuons->At(q)->TrackerTrk()) IsLeptonFootprint = kTRUE;
904	+	//if pf candidate lies in veto regions of muon passing ID cuts, then veto it
905	+	if(pf->BestTrk() && MathUtils::DeltaR(goodMuons->At(q)->Mom(), pf->Mom()) < 0.01) IsLeptonFootprint = kTRUE;
906	+	}
907	+
908	+	if (!IsLeptonFootprint) {
909	+	Bool_t passVeto = kTRUE;
910	+	//Charged
911	+	if(pf->BestTrk()) {
912	+	if (!(fabs(pf->BestTrk()->DzCorrected(*vertex) - ele->BestTrk()->DzCorrected(*vertex)) < 0.2)) passVeto = kFALSE;
913	+	//************************************************************
914	+	// Veto any PFmuon, or PFEle
915	+	if (pf->PFType() == PFCandidate::eElectron || pf->PFType() == PFCandidate::eMuon) passVeto = kFALSE;
916	+	//************************************************************
917	+	//************************************************************
918	+	// Footprint Veto
919	+	if (fabs(ele->SCluster()->Eta()) >= 1.479 && dr < 0.015) passVeto = kFALSE;
920	+	//************************************************************
921	+	if (passVeto) {
922	+	if (dr < 0.1) tmpChargedIso_DR0p0To0p1 += pf->Pt();
923	+	if (dr >= 0.1 && dr < 0.2) tmpChargedIso_DR0p1To0p2 += pf->Pt();
924	+	if (dr >= 0.2 && dr < 0.3) tmpChargedIso_DR0p2To0p3 += pf->Pt();
925	+	if (dr >= 0.3 && dr < 0.4) tmpChargedIso_DR0p3To0p4 += pf->Pt();
926	+	if (dr >= 0.4 && dr < 0.5) tmpChargedIso_DR0p4To0p5 += pf->Pt();
927	+	} //pass veto
928	+
929	+	}
930	+	//Gamma
931	+	else if (pf->PFType() == PFCandidate::eGamma) {
932	+	//************************************************************
933	+	// Footprint Veto
934	+	if (fabs(ele->SCluster()->Eta()) >= 1.479) {
935	+	if (dr < 0.08) passVeto = kFALSE;
936	+	}
937	+	//************************************************************
938	+
939	+	if (passVeto) {
940	+	if (dr < 0.1) tmpGammaIso_DR0p0To0p1 += pf->Pt();
941	+	if (dr >= 0.1 && dr < 0.2) tmpGammaIso_DR0p1To0p2 += pf->Pt();
942	+	if (dr >= 0.2 && dr < 0.3) tmpGammaIso_DR0p2To0p3 += pf->Pt();
943	+	if (dr >= 0.3 && dr < 0.4) tmpGammaIso_DR0p3To0p4 += pf->Pt();
944	+	if (dr >= 0.4 && dr < 0.5) tmpGammaIso_DR0p4To0p5 += pf->Pt();
945	+	}
946	+	}
947	+	//NeutralHadron
948	+	else {
949	+	if (dr < 0.1) tmpNeutralHadronIso_DR0p0To0p1 += pf->Pt();
950	+	if (dr >= 0.1 && dr < 0.2) tmpNeutralHadronIso_DR0p1To0p2 += pf->Pt();
951	+	if (dr >= 0.2 && dr < 0.3) tmpNeutralHadronIso_DR0p2To0p3 += pf->Pt();
952	+	if (dr >= 0.3 && dr < 0.4) tmpNeutralHadronIso_DR0p3To0p4 += pf->Pt();
953	+	if (dr >= 0.4 && dr < 0.5) tmpNeutralHadronIso_DR0p4To0p5 += pf->Pt();
954	+	}
955	+	} //not lepton footprint
956	+	} //in 1.0 dr cone
957	+	} //loop over PF candidates
958	+
959	+	Double_t fMVAVar_ChargedIso_DR0p0To0p1  = 0;
960	+	Double_t fMVAVar_ChargedIso_DR0p1To0p2  = 0;
961	+	Double_t fMVAVar_ChargedIso_DR0p2To0p3  = 0;
962	+	Double_t fMVAVar_ChargedIso_DR0p3To0p4  = 0;
963	+	Double_t fMVAVar_ChargedIso_DR0p4To0p5  = 0;
964	+	Double_t fMVAVar_GammaIso_DR0p0To0p1  = 0;
965	+	Double_t fMVAVar_GammaIso_DR0p1To0p2  = 0;
966	+	Double_t fMVAVar_GammaIso_DR0p2To0p3  = 0;
967	+	Double_t fMVAVar_GammaIso_DR0p3To0p4  = 0;
968	+	Double_t fMVAVar_GammaIso_DR0p4To0p5  = 0;
969	+	Double_t fMVAVar_NeutralHadronIso_DR0p0To0p1  = 0;
970	+	Double_t fMVAVar_NeutralHadronIso_DR0p1To0p2  = 0;
971	+	Double_t fMVAVar_NeutralHadronIso_DR0p2To0p3  = 0;
972	+	Double_t fMVAVar_NeutralHadronIso_DR0p3To0p4  = 0;
973	+	Double_t fMVAVar_NeutralHadronIso_DR0p4To0p5  = 0;
974	+
975	+	fMVAVar_ChargedIso_DR0p0To0p1   = TMath::Min((tmpChargedIso_DR0p0To0p1)/ele->Pt(), 2.5);
976	+	fMVAVar_ChargedIso_DR0p1To0p2   = TMath::Min((tmpChargedIso_DR0p1To0p2)/ele->Pt(), 2.5);
977	+	fMVAVar_ChargedIso_DR0p2To0p3 = TMath::Min((tmpChargedIso_DR0p2To0p3)/ele->Pt(), 2.5);
978	+	fMVAVar_ChargedIso_DR0p3To0p4 = TMath::Min((tmpChargedIso_DR0p3To0p4)/ele->Pt(), 2.5);
979	+	fMVAVar_ChargedIso_DR0p4To0p5 = TMath::Min((tmpChargedIso_DR0p4To0p5)/ele->Pt(), 2.5);
980	+	fMVAVar_GammaIso_DR0p0To0p1 = TMath::Max(TMath::Min((tmpGammaIso_DR0p0To0p1 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoDR0p0To0p1, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
981	+	fMVAVar_GammaIso_DR0p1To0p2 = TMath::Max(TMath::Min((tmpGammaIso_DR0p1To0p2 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoDR0p1To0p2, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
982	+	fMVAVar_GammaIso_DR0p2To0p3 = TMath::Max(TMath::Min((tmpGammaIso_DR0p2To0p3 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoDR0p2To0p3, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
983	+	fMVAVar_GammaIso_DR0p3To0p4 = TMath::Max(TMath::Min((tmpGammaIso_DR0p3To0p4 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoDR0p3To0p4, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
984	+	fMVAVar_GammaIso_DR0p4To0p5 = TMath::Max(TMath::Min((tmpGammaIso_DR0p4To0p5 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoDR0p4To0p5, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
985	+	fMVAVar_NeutralHadronIso_DR0p0To0p1 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p0To0p1 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIsoDR0p0To0p1, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
986	+	fMVAVar_NeutralHadronIso_DR0p1To0p2 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p1To0p2 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIsoDR0p1To0p2, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
987	+	fMVAVar_NeutralHadronIso_DR0p2To0p3 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p2To0p3 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIsoDR0p2To0p3, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
988	+	fMVAVar_NeutralHadronIso_DR0p3To0p4 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p3To0p4 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIsoDR0p3To0p4, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
989	+	fMVAVar_NeutralHadronIso_DR0p4To0p5 = TMath::Max(TMath::Min((tmpNeutralHadronIso_DR0p4To0p5 - Rho*ElectronTools::ElectronEffectiveArea(ElectronTools::kEleNeutralHadronIsoDR0p4To0p5, ele->SCluster()->Eta(), EffectiveAreaTarget))/ele->Pt(), 2.5), 0.0);
990	+
991	+	//   cout << "gg: " << tmpGammaIso_DR0p4To0p5 << " : " << ElectronTools::ElectronEffectiveArea(ElectronTools::kEleGammaIsoDR0p4To0p5, ele->SCluster()->Eta(), EffectiveAreaTarget) << " " << EffectiveAreaTarget << endl;
992	+
993	+	//Do Binding of MVA input variables
994	+	if (fMVAType == ElectronIDMVA::kIDEGamma2012TrigV0
995	+	|| fMVAType == ElectronIDMVA::kIDEGamma2012NonTrigV0
996	+	|| fMVAType == ElectronIDMVA::kIsoRingsV0) {
997	+	bindVariables();
998	+	}
999	+
1000	+	Double_t mva = -9999;
1001	+	TMVA::Reader *reader = 0;
1002	+	Int_t MVABin = -1;
1003	+
1004	+	if (fMVAVar_ElePt < 10 && fabs(fMVAVar_EleEta) < 1.479) MVABin = 0;
1005	+	if (fMVAVar_ElePt < 10 && fabs(fMVAVar_EleEta) >= 1.479) MVABin = 1;
1006	+	if (fMVAVar_ElePt > 10 && fabs(fMVAVar_EleEta) < 1.479) MVABin = 2;
1007	+	if (fMVAVar_ElePt > 10 && fabs(fMVAVar_EleEta) >= 1.479) MVABin = 3;
1008	+
1009	+	std::cout <<" -> BIN: " << fMVAVar_EleEta << " " << fMVAVar_ElePt << " : " << MVABin << std::endl;
1010	+
1011	+	if (!fUseBinnedVersion) {
1012	+	reader = fTMVAReader[0];
1013	+	} else {
1014	+	reader = fTMVAReader[MVABin];
1015	+	}
1016	+
1017	+
1018	+	mva = reader->EvaluateMVA( fMethodname );
1019	+
1020	+	if (printDebug == kTRUE) {
1021	+
1022	+	std::cout << "Debug Electron MVA: \n";
1023	+	std::cout << " fbrem " <<  fMVAVar_EleFBrem
1024	+	<< " kfchi2 " << fMVAVar_EleKFTrkChiSqr
1025	+	<< " kfhits " << fMVAVar_EleKFTrkNHits
1026	+	<< " kfhitsall " << fMVAVar_EleKFTrkNHits
1027	+	<< " gsfchi2 " << fMVAVar_EleGsfTrackChi2OverNdof
1028	+	<< " deta " <<  fMVAVar_EleDEtaIn
1029	+	<< " dphi " << fMVAVar_EleDPhiIn
1030	+	<< " detacalo " << fMVAVar_EledEtaCalo
1031	+	<< " see " << fMVAVar_EleSigmaIEtaIEta
1032	+	<< " spp " << fMVAVar_EleSigmaIPhiIPhi
1033	+	<< " etawidth " << fMVAVar_EleSCEtaWidth
1034	+	<< " phiwidth " << fMVAVar_EleSCPhiWidth
1035	+	<< " e1x5e5x5 " << fMVAVar_EleE1x5OverE5x5
1036	+	<< " R9 " << fMVAVar_EleR9
1037	+	<< " HoE " << fMVAVar_EleHoverE
1038	+	<< " EoP " << fMVAVar_EleEOverP
1039	+	<< " IoEmIoP " << fMVAVar_EleOneOverEMinusOneOverP
1040	+	<< " eleEoPout " << fMVAVar_EleESeedClusterOverPout
1041	+	<< " EoPout " << fMVAVar_EleESeedClusterOverPout
1042	+	<< " d0 " << fMVAVar_EleD0
1043	+	<< " ip3d " << fMVAVar_EleIP3d
1044	+	<< " eta " << fMVAVar_EleEta
1045	+	<< " pt " << fMVAVar_ElePt << std::endl;
1046	+
1047	+	std::cout << fMVAVar_ChargedIso_DR0p0To0p1 << " "
1048	+	<< fMVAVar_ChargedIso_DR0p1To0p2 << " "
1049	+	<< fMVAVar_ChargedIso_DR0p2To0p3 << " "
1050	+	<< fMVAVar_ChargedIso_DR0p3To0p4 << " "
1051	+	<< fMVAVar_ChargedIso_DR0p4To0p5 << " "
1052	+	<< fMVAVar_GammaIso_DR0p0To0p1 << " "
1053	+	<< fMVAVar_GammaIso_DR0p1To0p2 << " "
1054	+	<< fMVAVar_GammaIso_DR0p2To0p3 << " "
1055	+	<< fMVAVar_GammaIso_DR0p3To0p4 << " "
1056	+	<< fMVAVar_GammaIso_DR0p4To0p5 << " "
1057	+	<< fMVAVar_NeutralHadronIso_DR0p0To0p1 << " "
1058	+	<< fMVAVar_NeutralHadronIso_DR0p1To0p2 << " "
1059	+	<< fMVAVar_NeutralHadronIso_DR0p2To0p3 << " "
1060	+	<< fMVAVar_NeutralHadronIso_DR0p3To0p4 << " "
1061	+	<< fMVAVar_NeutralHadronIso_DR0p4To0p5 << " "
1062	+	<< std::endl;
1063	+	std::cout << "MVA: " << mva << " "
1064	+	<< std::endl;
1065	+	}
1066	+
1067	+	return mva;
1068	+	}
1069	+
1070	+
1071	+	void ElectronIDMVA::bindVariables() {
1072	+
1073	+	// this binding is needed for variables that sometime diverge.
1074	+
1075	+	if(fMVAVar_EleFBrem < -1.)
1076	+	fMVAVar_EleFBrem = -1.;
1077	+
1078	+	fMVAVar_EleDEtaIn = fabs(fMVAVar_EleDEtaIn);
1079	+	if(fMVAVar_EleDEtaIn > 0.06)
1080	+	fMVAVar_EleDEtaIn = 0.06;
1081	+
1082	+
1083	+	fMVAVar_EleDPhiIn = fabs(fMVAVar_EleDPhiIn);
1084	+	if(fMVAVar_EleDPhiIn > 0.6)
1085	+	fMVAVar_EleDPhiIn = 0.6;
1086	+
1087	+
1088	+	if(fMVAVar_EleESeedClusterOverPout > 20.)
1089	+	fMVAVar_EleESeedClusterOverPout = 20.;
1090	+
1091	+	if(fMVAVar_EleEOverP > 20.)
1092	+	fMVAVar_EleEOverP = 20.;
1093	+
1094	+	if(fMVAVar_EleEEleClusterOverPout > 20.)
1095	+	fMVAVar_EleEEleClusterOverPout = 20.;
1096	+
1097	+
1098	+	fMVAVar_EledEtaCalo = fabs(fMVAVar_EledEtaCalo);
1099	+	if(fMVAVar_EledEtaCalo > 0.2)
1100	+	fMVAVar_EledEtaCalo = 0.2;
1101	+
1102	+
1103	+	if(fMVAVar_EleE1x5OverE5x5 < -1.)
1104	+	fMVAVar_EleE1x5OverE5x5 = -1;
1105	+
1106	+	if(fMVAVar_EleE1x5OverE5x5 > 2.)
1107	+	fMVAVar_EleE1x5OverE5x5 = 2.;
1108	+
1109	+
1110	+
1111	+	if(fMVAVar_EleR9 > 5)
1112	+	fMVAVar_EleR9 = 5;
1113	+
1114	+	if(fMVAVar_EleGsfTrackChi2OverNdof > 200.)
1115	+	fMVAVar_EleGsfTrackChi2OverNdof = 200;
1116	+
1117	+
1118	+	if(fMVAVar_EleKFTrkChiSqr > 10.)
1119	+	fMVAVar_EleKFTrkChiSqr = 10.;
1120	+
1121	+	// Needed for a bug in CMSSW_420, fixed in more recent CMSSW versions
1122	+	if(std::isnan(fMVAVar_EleSigmaIPhiIPhi))
1123	+	fMVAVar_EleSigmaIPhiIPhi = 0.;
1124	+
1125	+
1126	+	return;
1127	+	}

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