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//--------------------------------------------------------------------------------------------------
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// $Id $
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//
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// Met Regression
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//
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// Authors: P. Harris
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//--------------------------------------------------------------------------------------------------
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#ifndef MITPHYSICS_UTILS_MVAMet_H
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#define MITPHYSICS_UTILS_MVAMet_H
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#include <TMatrixD.h>
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#include "MitAna/DataTree/interface/PFJetFwd.h"
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#include "MitAna/DataTree/interface/VertexFwd.h"
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#include "MitAna/DataTree/interface/TrackFwd.h"
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#include "MitAna/DataTree/interface/Met.h"
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#include "MitAna/DataTree/interface/PFMet.h"
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#include "MitAna/DataTree/interface/PFMetCol.h"
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#include "MitAna/DataTree/interface/PFJet.h"
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#include "MitAna/DataTree/interface/PFJetCol.h"
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#include "MitAna/DataTree/interface/PFCandidateCol.h"
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#include "MitAna/DataTree/interface/PileupEnergyDensityCol.h"
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#include "MitCommon/MathTools/interface/MathUtils.h"
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#include "MitPhysics/Utils/interface/RecoilTools.h"
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#include "MitPhysics/Utils/interface/GBRForest.h"
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class TRandom3;
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namespace mithep {
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class MVAMet {
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public:
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MVAMet();
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~MVAMet();
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enum MVAType {
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kBaseline = 0
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};
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//void setVariables(TMVA::Reader *iReader,bool iScale);
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//void Initialize( TString iU1MethodName="U1MVA",
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// TString iPhiMethodName="PhiMVA",
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// TString iJetMVAFile="$CMSSW_BASE/src/MitPhysics/data/mva_RecoilPhiRegress_baseline.weights.xml",
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// TString iU1Weights="$CMSSW_BASE/src/MitPhysics/data/mva_RecoilRegress_baseline.weights.xml",
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// TString iPhiWeights="$CMSSW_BASE/src/MitPhysics/data/mva_JetID.weights.xml",
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// MVAType iType=kBaseline);
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void Initialize(
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TString iJetLowPtFile ="$CMSSW_BASE/src/MitPhysics/data/mva_RecoilPhiRegress_baseline.weights.xml",
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TString iJetHighPtFile="$CMSSW_BASE/src/MitPhysics/data/mva_RecoilPhiRegress_baseline.weights.xml",
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TString iJetCutFile ="$CMSSW_BASE/src/MitPhysics/data/mva_RecoilPhiRegress_baseline.weights.xml",
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TString iU1Weights ="$CMSSW_BASE/src/MitPhysics/data/gbrmet.root",
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TString iPhiWeights ="$CMSSW_BASE/src/MitPhysics/data/gbrmetphi.root",
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TString iCovU1Weights ="$CMSSW_BASE/src/MitPhysics/data/gbrcovu1_52.root",
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TString iCovU2Weights ="$CMSSW_BASE/src/MitPhysics/data/gbrcovu2_52.root",
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MVAMet::MVAType iType=kBaseline);
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Bool_t IsInitialized() const { return fIsInitialized; }
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Double_t evaluatePhi();
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Double_t evaluateU1();
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Double_t evaluateCovU1();
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Double_t evaluateCovU2();
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Double_t MVAValue( bool iPhi,
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Float_t iPFSumEt,
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Float_t iU ,
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Float_t iUPhi ,
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Float_t iTKSumEt,
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Float_t iTKU ,
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Float_t iTKUPhi ,
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Float_t iNPSumEt,
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Float_t iNPU ,
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Float_t iNPUPhi ,
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Float_t iPUSumEt,
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Float_t iPUMet ,
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Float_t iPUMetPhi,
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Float_t iPCSumEt,
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Float_t iPCU ,
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Float_t iPCUPhi ,
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Float_t iJSPt1 ,
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Float_t iJSEta1 ,
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Float_t iJSPhi1 ,
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Float_t iJSPt2 ,
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Float_t iJSEta2 ,
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Float_t iJSPhi2 ,
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Float_t iNJet ,
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Float_t iNAllJet,
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Float_t iNPV );
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Met GetMet( Bool_t iPhi,Float_t iPtVis,Float_t iPhiVis,Float_t iSumEtVis,
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const PFMet *iMet ,
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const PFCandidateCol *iCands,
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const Vertex *iVertex,const VertexCol *iVertices,
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const PFJetCol *iJets ,
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FactorizedJetCorrector *iJetCorrector,
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const PileupEnergyDensityCol *iPileupEnergyDensity,
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int iNPV,
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Bool_t printDebug=false);
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Met GetMet( Bool_t iPhi,Float_t iPtVis,Float_t iPhiVis,Float_t iSumEtVis,
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const PFMet *iMet ,
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const PFCandidateCol *iCands,
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const Vertex *iVertex,const VertexCol *iVertices,
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const PFJetCol *iJets ,
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int iNPV,
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Bool_t printDebug=false);
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Met GetMet( Bool_t iPhi,
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Float_t iPt1,Float_t iPhi1,Float_t iEta1,
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Float_t iPt2,Float_t iPhi2,Float_t iEta2,
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const PFMet *iMet ,
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const PFCandidateCol *iCands,
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const Vertex *iVertex,const VertexCol *iVertices,
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const PFJetCol *iJets ,
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FactorizedJetCorrector *iJetCorrector,
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const PileupEnergyDensityCol *iPUEnergyDensity,
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int iNPV,
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Bool_t printDebug=false);
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Met GetMet( Bool_t iPhi,
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Float_t iPt1,Float_t iPhi1,Float_t iEta1,
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Float_t iPt2,Float_t iPhi2,Float_t iEta2,
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const PFMet *iMet ,
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const PFCandidateCol *iCands,
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const Vertex *iVertex,const VertexCol *iVertices,
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const PFJetCol *iJets ,
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int iNPV,
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Bool_t printDebug=false);
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TMatrixD* GetMetCovariance() { return fCov; }
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double GetSignificance () { return fSignificance;}
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RecoilTools *fRecoilTools;
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protected:
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TString fPhiMethodName;
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TString fU1MethodName;
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TString fCovU1MethodName;
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TString fCovU2MethodName;
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Bool_t fIsInitialized;
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MVAType fType;
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Float_t fSumEt ;
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Float_t fU ;
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Float_t fUPhi ;
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Float_t fTKSumEt;
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Float_t fTKU ;
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Float_t fTKUPhi ;
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Float_t fNPSumEt;
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Float_t fNPU ;
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Float_t fNPUPhi ;
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Float_t fPUSumEt;
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Float_t fPUMet ;
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Float_t fPUMetPhi ;
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Float_t fPCSumEt;
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Float_t fPCU ;
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Float_t fPCUPhi ;
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Float_t fJSPt1 ;
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Float_t fJSEta1 ;
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Float_t fJSPhi1 ;
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Float_t fJSPt2 ;
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Float_t fJSEta2 ;
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Float_t fJSPhi2 ;
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Float_t fNJet ;
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Float_t fNAllJet;
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Float_t fNPV ;
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Float_t fUPhiMVA;
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Float_t fUMVA;
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Float_t* fPhiVals;
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Float_t* fU1Vals;
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Float_t* fCovVals;
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GBRForest *fPhiReader;
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GBRForest *fU1Reader;
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GBRForest *fCovU1Reader;
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GBRForest *fCovU2Reader;
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Float_t fSignificance;
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TMatrixD *fCov;
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//TMVA::Reader* fPhiReader;
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//TMVA::Reader* fU1Reader;
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ClassDef(MVAMet,0)
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};
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}
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#endif
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