python.Class_FeatureHandler.FeatureHandler Class Reference

Collaboration diagram for python.Class_FeatureHandler.FeatureHandler:

Public Member Functions
def	getFeatureNames (self)
def	getFeatureTypes (self)
def	getFeatureDefaultValues (self)
def	addToFeatures (self, theBaseName, theVarTypeName, theFeatureType, defaultValueOverride=0)
def	addToFeatures_FullName (self, completeFeatureName, theVarTypeName, theFeatureType, defaultValueOverride=0)
def	addToFeatures_AllTypes (self, theBaseName, theVarTypeName, theFeatureType, defaultValueOverride=0)
def	addToFeatures_AllTypes_AllEnergyVariants (self, theBaseName, theVarTypeName, theFeatureType, defaultValueOverride=0)
def	__init__ (self)
def	dump (self)
def	addSingleVariables (self)
def	addMultiplicities (self)
def	addFourMomentum (self)
def	addTypeSpecificFeatures_Num (self)
def	addTypeSpecificFeatures_PID (self)
def	addTypeSpecificFeatures_Shots (self)
def	addTypeSpecificFeatures_Ratios (self)
def	addTypeSpecificFeatures_EtRings (self)
def	addTypeSpecificFeatures_Isolations (self)
def	addTypeSpecificFeatures_Mean (self)
def	addTypeSpecificFeatures_StdDevs (self)
def	addTypeSpecificFeatures_HLV (self)
def	addTypeSpecificFeatures_Angle (self)
def	addTypeSpecificFeatures_DeltaR (self)
def	addTypeSpecificFeatures_JetMoment (self)
def	addCombinedFeatures_Single (self)
def	addCombinedFeatures_TypeVsType (self)
def	addCombinedFeatures_SelectedTypes (self)
def	addGenericJetFeatures (self)
def	addImpactParameterFeatures (self)

Public Attributes
	m_VarTypeName_Sum
	m_VarTypeName_Ratio
	m_VarTypeName_EtInRing
	m_VarTypeName_Isolation
	m_VarTypeName_Num
	m_VarTypeName_Mean
	m_VarTypeName_StdDev
	m_VarTypeName_HLV
	m_VarTypeName_Angle
	m_VarTypeName_DeltaR
	m_VarTypeName_JetMoment
	m_VarTypeName_Combined
	m_VarTypeName_JetShape
	m_VarTypeName_ImpactParams
	m_VarTypeName_Basic
	m_VarTypeName_PID
	m_VarTypeName_Shots
	m_DefaultValues
	m_ConstituentTypeName_All
	m_ConstituentTypeName_Charged
	m_ConstituentTypeName_Neutral
	m_ConstituentTypeName_Pi0Neut
	m_ConstituentTypeName_OutNeut
	m_ConstituentTypeName_OutChrg
	m_ConstituentTypeName_NeutLowA
	m_ConstituentTypeName_NeutLowB
	m_ConstituentTypes
	m_EnergyVariantsList
	m_Feature_Names
	m_Feature_Defaults
	m_Feature_Types

Detailed Description

Definition at line 5 of file Class_FeatureHandler.py.

Constructor & Destructor Documentation

__init__()

def python.Class_FeatureHandler.FeatureHandler.__init__

(

self

)

Definition at line 84 of file Class_FeatureHandler.py.

    def __init__(self):
        
        #setup the varType prefixes
        # they are passed to the feature extractor later on - avoids errors due to typos
        self.m_VarTypeName_Sum          = "Sum"
        self.m_VarTypeName_Ratio        = "Ratio"
        self.m_VarTypeName_EtInRing     = "EtInRing"
        self.m_VarTypeName_Isolation    = "Isolation"
        self.m_VarTypeName_Num          = "Num"
        self.m_VarTypeName_Mean         = "Mean"
        self.m_VarTypeName_StdDev       = "StdDev"
        self.m_VarTypeName_HLV          = "HLV"
        self.m_VarTypeName_Angle        = "Angle"
        self.m_VarTypeName_DeltaR       = "DeltaR"
        self.m_VarTypeName_JetMoment    = "JetMoment"
        self.m_VarTypeName_Combined     = "Combined"
        self.m_VarTypeName_JetShape     = "JetShape"
        self.m_VarTypeName_ImpactParams = "ImpactParams"
        self.m_VarTypeName_Basic        = "Basic"
        self.m_VarTypeName_PID          = "PID"
        self.m_VarTypeName_Shots        = "Shots"
        
        #setup the default values for the different variable types
        self.m_DefaultValues = {}
        self.m_DefaultValues[self.m_VarTypeName_Sum]          = -4000.0
        self.m_DefaultValues[self.m_VarTypeName_Ratio]        = -0.2
        self.m_DefaultValues[self.m_VarTypeName_EtInRing]     = -1000.0
        self.m_DefaultValues[self.m_VarTypeName_Isolation]    = -0.2
        self.m_DefaultValues[self.m_VarTypeName_Num]          = -5.0
        self.m_DefaultValues[self.m_VarTypeName_Mean]         = -0.2
        self.m_DefaultValues[self.m_VarTypeName_StdDev]       = -0.2
        self.m_DefaultValues[self.m_VarTypeName_HLV]          = -4000.0
        self.m_DefaultValues[self.m_VarTypeName_Angle]        = -0.2
        self.m_DefaultValues[self.m_VarTypeName_DeltaR]       = -0.2
        self.m_DefaultValues[self.m_VarTypeName_JetMoment]    = -0.2
        self.m_DefaultValues[self.m_VarTypeName_Combined]     = -10.0
        self.m_DefaultValues[self.m_VarTypeName_JetShape]     = -2.0
        self.m_DefaultValues[self.m_VarTypeName_ImpactParams] = -100.
        self.m_DefaultValues[self.m_VarTypeName_Basic]        = -5.0
        self.m_DefaultValues[self.m_VarTypeName_PID]          = -9.0
        self.m_DefaultValues[self.m_VarTypeName_Shots]        = -2.0
        
        #setup the constituent types
        self.m_ConstituentTypeName_All      = "All"
        self.m_ConstituentTypeName_Charged  = "Charged"
        self.m_ConstituentTypeName_Neutral  = "Neutral"
        self.m_ConstituentTypeName_Pi0Neut  = "Pi0Neut"
        self.m_ConstituentTypeName_OutNeut  = "OuterNeut"
        self.m_ConstituentTypeName_OutChrg  = "OuterChrg"
        self.m_ConstituentTypeName_NeutLowA = "NeutLowA"
        self.m_ConstituentTypeName_NeutLowB = "NeutLowB"
        
        self.m_ConstituentTypes = []
        #baseline
        self.m_ConstituentTypes += [self.m_ConstituentTypeName_Charged]
        self.m_ConstituentTypes += [self.m_ConstituentTypeName_Neutral]
        self.m_ConstituentTypes += [self.m_ConstituentTypeName_Pi0Neut]
        #for testing
        self.m_ConstituentTypes += [self.m_ConstituentTypeName_NeutLowA]
        self.m_ConstituentTypes += [self.m_ConstituentTypeName_NeutLowB]
        
        self.m_EnergyVariantsList = []
        self.m_EnergyVariantsList += ["EtAllConsts"]
        self.m_EnergyVariantsList += ["EtNeutLowA"]
        self.m_EnergyVariantsList += ["EtNeutLowB"]
        # ==============================================
        
        
        #setup member variables to hold feature info
        self.m_Feature_Names      = {}
        self.m_Feature_Defaults   = {}
        self.m_Feature_Types      = {}
        
        #fill member variables
        self.addSingleVariables()
        self.addMultiplicities()
        self.addFourMomentum()
        self.addTypeSpecificFeatures_Num()
        self.addTypeSpecificFeatures_PID()
        self.addTypeSpecificFeatures_Shots()
        self.addTypeSpecificFeatures_Ratios()
        #self.addTypeSpecificFeatures_EtRings()     #Note wrt EtRings and Isolations:
        #self.addTypeSpecificFeatures_Isolations()  #     Move to different function in FeatureCalc
        self.addTypeSpecificFeatures_Mean()
        self.addTypeSpecificFeatures_StdDevs()
        self.addTypeSpecificFeatures_HLV()
        self.addTypeSpecificFeatures_Angle()
        self.addTypeSpecificFeatures_DeltaR()
        self.addTypeSpecificFeatures_JetMoment()
        self.addCombinedFeatures_Single()
        self.addCombinedFeatures_TypeVsType()
        self.addCombinedFeatures_SelectedTypes()
        self.addGenericJetFeatures()
        self.addImpactParameterFeatures()
        

Member Function Documentation

addCombinedFeatures_SelectedTypes()

def python.Class_FeatureHandler.FeatureHandler.addCombinedFeatures_SelectedTypes

(

self

)

Definition at line 603 of file Class_FeatureHandler.py.

    def addCombinedFeatures_SelectedTypes(self):
        iTypes = []
        iTypes += ["Charged"]
        
        jTypes = []
        jTypes += ["Pi0Neut"]
        jTypes += ["Neutral"]
        
        Variables_WithEnergyTypes = []
        Variables_WithEnergyTypes += [ ["Mean", "Et_Wrt"] ]
        
        Variables = []
        Variables += [ ["InvMass", ""] ]
        Variables += [ ["Angle1st2nd", ""] ]
        for iType in iTypes:
            for jType in jTypes:
                
                for iVar in Variables:
                    featName = iVar[0] + iType + jType + iVar[1]
                    self.addToFeatures(featName, self.m_VarTypeName_Combined, "F")
                #end loop over variables
                
                for iVar in Variables_WithEnergyTypes:
                    featName = iVar[0] + iType + jType + iVar[1]
                    for iEnergyType in self.m_EnergyVariantsList:
                        featNameWithEnergy = featName + iEnergyType
                        self.addToFeatures(featNameWithEnergy, self.m_VarTypeName_Combined, "F")
                #end loop over variables for energy types
                
            #end loop over jTypes
        #end loop over iTypes

addCombinedFeatures_Single()

def python.Class_FeatureHandler.FeatureHandler.addCombinedFeatures_Single

(

self

)

Definition at line 558 of file Class_FeatureHandler.py.

    def addCombinedFeatures_Single(self):
        Variables = []
        Variables += ["NumChargedOverNumNeutral"]
        Variables += ["NumChargedOverNumTotal"]
        Variables += ["AnglePlane1stCharged1st2ndNeutral"]
        Variables += ["FarthestNeutral_AngleToCharged"]
        Variables += ["FarthestNeutral_BDTScore"]
        Variables += ["FarthestNeutral_EtOverChargedEt"]
        
        for iVar in Variables:
            self.addToFeatures(iVar, self.m_VarTypeName_Combined, "F")
        #end loop over variables

addCombinedFeatures_TypeVsType()

def python.Class_FeatureHandler.FeatureHandler.addCombinedFeatures_TypeVsType

(

self

)

Definition at line 573 of file Class_FeatureHandler.py.

    def addCombinedFeatures_TypeVsType(self):
        Types = []
        Types += ["Charged"]
        Types += ["Neutral"]
        Types += ["Pi0Neut"]
        
        Variables = []
        Variables += [ ["Log1st", "EtOver", "Et"] ]
        Variables += [ ["Log", "EtOver", "Et"] ]
        Variables += [ ["Angle", "To", ""] ]
        Variables += [ ["DeltaR1st", "To1st", ""] ]
        Variables += [ ["Angle1st", "To1st", ""] ]
        for iType in Types:
            for jType in Types:
                
                #skip if types are equal
                if iType == jType:
                    continue
                
                for iVar in Variables:
                    featName = iVar[0] + iType + iVar[1] + jType + iVar[2]
                    #if iVar[2] != "-":
                        #featName = featName + iVar[2]
                    self.addToFeatures(featName, self.m_VarTypeName_Combined, "F")
                #end loop over variables
            #end loop over jType
        #end loop over iType

addFourMomentum()

def python.Class_FeatureHandler.FeatureHandler.addFourMomentum

(

self

)

Definition at line 232 of file Class_FeatureHandler.py.

    def addFourMomentum(self):
        Variables = []
        Variables += ["pt"]
        Variables += ["eta"]
        Variables += ["phi"]
        Variables += ["m"]
        
        Types = []
        Types += ["ProtoMomentumCore"]
        Types += ["ProtoMomentumWide"]
        #Types += ["ValMomCore2GeV"]
        
        
        for iVar in Variables:
            for iType in Types:
                curFeatName = iType + "_" + iVar
                curDefVal   = -4000.
                if iVar == "eta" or iVar == "phi":
                    curDefVal = -9.
                if iVar == "m":
                    curDefVal = -200.
                self.addToFeatures(curFeatName, self.m_VarTypeName_Basic, "F", curDefVal)
            #end loop types
        #end loop vars 

addGenericJetFeatures()

def python.Class_FeatureHandler.FeatureHandler.addGenericJetFeatures

(

self

)

Definition at line 637 of file Class_FeatureHandler.py.

    def addGenericJetFeatures(self):
        Variables = []
        
        #thrust and such
        Variables += ["JetThrust"]
        Variables += ["JetThrustMajor"]
        Variables += ["JetThrustMinor"]
        Variables += ["JetOblateness"]
        Variables += ["JetSphericity"]
        Variables += ["JetAplanarity"]
        Variables += ["JetPlanarity"]
        
        #fox wolfram moments
        Variables += ["JetFoxWolfram1"]
        Variables += ["JetFoxWolfram1"]
        Variables += ["JetFoxWolfram1"]
        Variables += ["JetFoxWolfram1"]
        Variables += ["JetFoxWolframRatioFW2OverFW1"]
        Variables += ["JetFoxWolframRatioFW4pow4OverFW1"]
        Variables += ["JetFoxWolframRatioFW234OverFW1pow4"]
        Variables += ["JetFoxWolframRatioFW1PlusFW2OverFW4"]
        
        for iVar in Variables:
            self.addToFeatures(iVar, self.m_VarTypeName_JetShape, "F")
        #end loop over variables

addImpactParameterFeatures()

def python.Class_FeatureHandler.FeatureHandler.addImpactParameterFeatures

(

self

)

Definition at line 665 of file Class_FeatureHandler.py.

    def addImpactParameterFeatures(self):
        maxTrack = 4
        
        Variables = []
        Variables += [ ["TransIPTrack", "_SortByEt"] ]
        Variables += [ ["LongIPTrack", "_SortByEt"] ]
        Variables += [ ["TransSignfIPTrack", "_SortByEt"] ]
        Variables += [ ["LongSignfIPTrack", "_SortByEt"] ]
        Variables += [ ["TransIP", "_SortByValue"] ]
        Variables += [ ["TransSignfIP", "_SortByValue"] ]
        
        for iTrk in range(1, maxTrack):
            for iVar in Variables:
                featName = iVar[0] + str(iTrk) + iVar[1]
                self.addToFeatures(featName, self.m_VarTypeName_ImpactParams, "F")
            #end loop over variables
        #end loop over tracks

addMultiplicities()

def python.Class_FeatureHandler.FeatureHandler.addMultiplicities

(

self

)

Definition at line 216 of file Class_FeatureHandler.py.

    def addMultiplicities(self):
        Variables = self.m_ConstituentTypes
        
        for iVar in Variables:
            featName = "N" + iVar + "Consts"
            self.addToFeatures(featName, self.m_VarTypeName_Basic, "F")
        #end loop over variables
        
        #add the inclusive one
        self.addToFeatures("N" + self.m_ConstituentTypeName_All     + "Consts", self.m_VarTypeName_Basic, "F")
        self.addToFeatures("N" + self.m_ConstituentTypeName_OutChrg + "Consts", self.m_VarTypeName_Basic, "F")
        self.addToFeatures("N" + self.m_ConstituentTypeName_OutNeut + "Consts", self.m_VarTypeName_Basic, "F")
        

addSingleVariables()

def python.Class_FeatureHandler.FeatureHandler.addSingleVariables

(

self

)

Definition at line 195 of file Class_FeatureHandler.py.

    def addSingleVariables(self):
        Variables = []
        Variables += ["isPanTauCandidate"]
        Variables += ["RecoMode"]
        Variables += ["RecoMode_PanTau"]
        Variables += ["BDTValue_1p0n_vs_1p1n"]
        Variables += ["BDTValue_1p1n_vs_1pXn"]
        Variables += ["BDTValue_3p0n_vs_3pXn"]
        Variables += ["SumCharge"]
        Variables += ["AbsCharge"]
        for iVar in Variables:
            curDefVal = self.m_DefaultValues[self.m_VarTypeName_Basic]
            if iVar == "isPanTauCandidate":
                curDefVal = 0
            if iVar == "RecoMode" or iVar == "RecoMode_PanTau":
                curDefVal = -10
            self.addToFeatures(iVar, self.m_VarTypeName_Basic, "F", curDefVal)
        #end loop over variables

addToFeatures()

def python.Class_FeatureHandler.FeatureHandler.addToFeatures	(		self,
			theBaseName,
			theVarTypeName,
			theFeatureType,
			defaultValueOverride = 0
	)

Add a single feature with given name, type and default value 

Definition at line 28 of file Class_FeatureHandler.py.

    def addToFeatures(self, theBaseName, theVarTypeName, theFeatureType, defaultValueOverride=0):
        """ Add a single feature with given name, type and default value """
        
        #set feature name and default value
        featureName     = theVarTypeName + "_" + theBaseName
        defaultValue    = self.m_DefaultValues[theVarTypeName]
        if defaultValueOverride != 0:
            defaultValue    = defaultValueOverride
        
        #add to features
        self.m_Feature_Names[featureName]    = featureName
        self.m_Feature_Defaults[featureName] = defaultValue
        self.m_Feature_Types[featureName]    = theFeatureType

addToFeatures_AllTypes()

def python.Class_FeatureHandler.FeatureHandler.addToFeatures_AllTypes	(		self,
			theBaseName,
			theVarTypeName,
			theFeatureType,
			defaultValueOverride = 0
	)

Add the feature described by theName, theType and theDefault for all known constituent types

Definition at line 57 of file Class_FeatureHandler.py.

    def addToFeatures_AllTypes(self, theBaseName, theVarTypeName, theFeatureType, defaultValueOverride=0):
        """ Add the feature described by theName, theType and theDefault for all known constituent types"""
        
        #set default value
        defaultValue    = self.m_DefaultValues[theVarTypeName]
        if defaultValueOverride != 0:
            defaultValue = defaultValueOverride
        
        #fill feature for all types
        for iConstType in self.m_ConstituentTypes:
            featureName     = iConstType + "_" + theVarTypeName + "_" + theBaseName
            
            self.m_Feature_Names[featureName]    = featureName
            self.m_Feature_Defaults[featureName] = defaultValue
            self.m_Feature_Types[featureName]    = theFeatureType
        #end loop over types

addToFeatures_AllTypes_AllEnergyVariants()

def python.Class_FeatureHandler.FeatureHandler.addToFeatures_AllTypes_AllEnergyVariants	(		self,
			theBaseName,
			theVarTypeName,
			theFeatureType,
			defaultValueOverride = 0
	)

Add the feature described by theName, theType and theDefault for all known constituent types

Definition at line 76 of file Class_FeatureHandler.py.

    def addToFeatures_AllTypes_AllEnergyVariants(self, theBaseName, theVarTypeName, theFeatureType, defaultValueOverride=0):
        """ Add the feature described by theName, theType and theDefault for all known constituent types"""
        for iEnergyType in self.m_EnergyVariantsList:
            featureName     = theBaseName + iEnergyType
            self.addToFeatures_AllTypes(featureName, theVarTypeName, theFeatureType, defaultValueOverride)
        #end loop over energy types

addToFeatures_FullName()

def python.Class_FeatureHandler.FeatureHandler.addToFeatures_FullName	(		self,
			completeFeatureName,
			theVarTypeName,
			theFeatureType,
			defaultValueOverride = 0
	)

Definition at line 43 of file Class_FeatureHandler.py.

    def addToFeatures_FullName(self, completeFeatureName, theVarTypeName, theFeatureType, defaultValueOverride=0):
        #set feature name and default value
        featureName     = completeFeatureName
        defaultValue    = self.m_DefaultValues[theVarTypeName]
        if defaultValueOverride != 0:
            defaultValue    = defaultValueOverride
        
        #add to features
        self.m_Feature_Names[featureName]    = featureName
        self.m_Feature_Defaults[featureName] = defaultValue
        self.m_Feature_Types[featureName]    = theFeatureType

addTypeSpecificFeatures_Angle()

def python.Class_FeatureHandler.FeatureHandler.addTypeSpecificFeatures_Angle

(

self

)

Definition at line 504 of file Class_FeatureHandler.py.

    def addTypeSpecificFeatures_Angle(self):
        Variables = []
        Variables += ["ToJetAxis"]
        Variables += ["1stToJetAxis"]
        Variables += ["2ndToJetAxis"]
        Variables += ["3rdToJetAxis"]
        Variables += ["1stTo2nd"]
        Variables += ["1stTo3rd"]
        Variables += ["2ndTo3rd"]
        Variables += ["MaxToJetAxis"]
        Variables += ["MeanValue123"]
        Variables += ["Btw1213Planes"]
        for iVar in Variables:
            self.addToFeatures_AllTypes(iVar, self.m_VarTypeName_Angle, "F")
        #end loop over variables

addTypeSpecificFeatures_DeltaR()

def python.Class_FeatureHandler.FeatureHandler.addTypeSpecificFeatures_DeltaR

(

self

)

Definition at line 522 of file Class_FeatureHandler.py.

    def addTypeSpecificFeatures_DeltaR(self):
        Variables = []
        Variables += ["ToJetAxis"]
        Variables += ["MaxToJetAxis"]
        Variables += ["1stToJetAxis"]
        Variables += ["2ndToJetAxis"]
        Variables += ["3rdToJetAxis"]
        Variables += ["1stTo2nd"]
        Variables += ["1stTo3rd"]
        Variables += ["2ndTo3rd"]
        
        Sorts = []
        Sorts += ["EtSort"]
        Sorts += ["BDTSort"]
        
        for iSort in Sorts:
            for iVar in Variables:
                featName = iVar + "_" + iSort
                self.addToFeatures_AllTypes(featName, self.m_VarTypeName_DeltaR, "F")
        #end loop over variables

addTypeSpecificFeatures_EtRings()

def python.Class_FeatureHandler.FeatureHandler.addTypeSpecificFeatures_EtRings

(

self

)

Definition at line 382 of file Class_FeatureHandler.py.

    def addTypeSpecificFeatures_EtRings(self):
        Variables = []
        Variables += ["00To01"]
        Variables += ["01To02"]
        Variables += ["02To03"]
        Variables += ["03To04"]
        Variables += ["04To05"]
        for iVar in Variables:
            completeFeatureName = self.m_ConstituentTypeName_All + "_" + self.m_VarTypeName_EtInRing + "_" + iVar
            self.addToFeatures_FullName(completeFeatureName, self.m_VarTypeName_EtInRing, "F")
        #end loop over variables

addTypeSpecificFeatures_HLV()

def python.Class_FeatureHandler.FeatureHandler.addTypeSpecificFeatures_HLV

(

self

)

Definition at line 450 of file Class_FeatureHandler.py.

    def addTypeSpecificFeatures_HLV(self):
        Variables = []
        Variables += ["SumPt"]
        Variables += ["SumEta"]
        Variables += ["SumPhi"]
        Variables += ["SumM"]
        for iVar in Variables:
            curDefVal   = -4000.
            if iVar == "SumEta" or iVar == "SumPhi":
                curDefVal = -9.
            if iVar == "SumM":
                curDefVal = -200.
            self.addToFeatures_AllTypes(iVar, self.m_VarTypeName_HLV, "F", curDefVal)
            
            # also add the OutChrg and OutNeut
            featName = self.m_ConstituentTypeName_OutChrg + "_" + self.m_VarTypeName_HLV + "_" + iVar
            self.addToFeatures_FullName(featName, self.m_VarTypeName_HLV, "F", curDefVal)
            
            featName = self.m_ConstituentTypeName_OutNeut + "_" + self.m_VarTypeName_HLV + "_" + iVar
            self.addToFeatures_FullName(featName, self.m_VarTypeName_HLV, "F", curDefVal)
            
        #end loop over variables
        
        VariablesVec = []
        VariablesVec += ["Constituents_pt"]
        VariablesVec += ["Constituents_eta"]
        VariablesVec += ["Constituents_phi"]
        VariablesVec += ["Constituents_m"]
        
        VariablesVecSort = []
        VariablesVecSort += ["EtSort"]
        VariablesVecSort += ["BDTSort"]
        
        for iSort in VariablesVecSort:
            for iVecVar in VariablesVec:
                featName = iSort + "_" + iVecVar
                curDefVal   = -4000.
                if iVecVar == "Constituents_eta" or iVecVar == "Constituents_phi":
                    curDefVal = -9.
                if iVecVar == "Constituents_m":
                    curDefVal = -200.
                self.addToFeatures_AllTypes(featName, self.m_VarTypeName_HLV, "V", curDefVal)
                
                # also add the OutChrg and OutNeut
                featName = self.m_ConstituentTypeName_OutChrg + "_" + self.m_VarTypeName_HLV + "_" + iSort + "_" + iVecVar
                self.addToFeatures_FullName(featName, self.m_VarTypeName_HLV, "V", curDefVal)
                
                featName = self.m_ConstituentTypeName_OutNeut + "_" + self.m_VarTypeName_HLV + "_" + iSort + "_" + iVecVar
                self.addToFeatures_FullName(featName, self.m_VarTypeName_HLV, "V", curDefVal)
                
        #end loop over variables

addTypeSpecificFeatures_Isolations()

def python.Class_FeatureHandler.FeatureHandler.addTypeSpecificFeatures_Isolations

(

self

)

Definition at line 396 of file Class_FeatureHandler.py.

    def addTypeSpecificFeatures_Isolations(self):
        Variables = []
        Variables += ["EtIn01Over"]
        Variables += ["EtIn02Over"]
        Variables += ["EtIn03Over"]
        Variables += ["EtIn04Over"]
        Variables += ["EtIn00To02Over"]
        Variables += ["EtIn02To04Over"]
        
        for iVar in Variables:
            for iEnergyType in self.m_EnergyVariantsList:
                completeFeatureName = self.m_ConstituentTypeName_All + "_" + self.m_VarTypeName_Isolation + "_" + iVar + iEnergyType
                self.addToFeatures_FullName(completeFeatureName, self.m_VarTypeName_Isolation, "F")
        #end loop over variables
        
        Variables = []
        Variables += ["EtIn01OverEtIn02"]
        Variables += ["EtIn01OverEtIn04"]
        for iVar in Variables:
            completeFeatureName = self.m_ConstituentTypeName_All + "_" + self.m_VarTypeName_Isolation + iVar
            self.addToFeatures_FullName(completeFeatureName, self.m_VarTypeName_Isolation, "F")
        #end loop over variables
        

addTypeSpecificFeatures_JetMoment()

def python.Class_FeatureHandler.FeatureHandler.addTypeSpecificFeatures_JetMoment

(

self

)

Definition at line 545 of file Class_FeatureHandler.py.

    def addTypeSpecificFeatures_JetMoment(self):
        Variables = []
        Variables += ["EtDR"]
        Variables += ["EtDRprime"]
        Variables += ["EtDR2"]
        Variables += ["EtAngle"]
        Variables += ["EtDRxTotalEt"]
        for iVar in Variables:
            self.addToFeatures_AllTypes(iVar, self.m_VarTypeName_JetMoment, "F")
        #end loop over variables

addTypeSpecificFeatures_Mean()

def python.Class_FeatureHandler.FeatureHandler.addTypeSpecificFeatures_Mean

(

self

)

Definition at line 422 of file Class_FeatureHandler.py.

    def addTypeSpecificFeatures_Mean(self):
        Variables_WithEnergyTypes = []
        Variables_WithEnergyTypes += ["Et_Wrt"]
        Variables_WithEnergyTypes += ["DRToJetAxis_Wrt"]
        Variables_WithEnergyTypes += ["DRToLeading_Wrt"]
        for iVar in Variables_WithEnergyTypes:
            self.addToFeatures_AllTypes_AllEnergyVariants(iVar, self.m_VarTypeName_Mean, "F")
        #end loop over variables

addTypeSpecificFeatures_Num()

def python.Class_FeatureHandler.FeatureHandler.addTypeSpecificFeatures_Num

(

self

)

Definition at line 259 of file Class_FeatureHandler.py.

    def addTypeSpecificFeatures_Num(self):
        Variables = []
        Variables += ["ConstsIn00To01"]
        Variables += ["ConstsIn01To02"]
        Variables += ["ConstsIn02To03"]
        Variables += ["ConstsIn03To04"]
        for iVar in Variables:
            self.addToFeatures_AllTypes(iVar, self.m_VarTypeName_Num, "F")

addTypeSpecificFeatures_PID()

def python.Class_FeatureHandler.FeatureHandler.addTypeSpecificFeatures_PID

(

self

)

Definition at line 270 of file Class_FeatureHandler.py.

    def addTypeSpecificFeatures_PID(self):
        Variables = []
        Variables += ["BDTValues"]
        Variables += ["BDTValuesSum"]
        
        Sorts = []
        Sorts += ["BDTSort"]
        Sorts += ["EtSort"]
        
        MaxNum = 4
        
        for iVar in Variables:
            for iSort in Sorts:
                for iNum in range(1, MaxNum):
                    featName = iVar + "_" + iSort + "_" + str(iNum)
                    self.addToFeatures_AllTypes(featName, self.m_VarTypeName_PID, "F")
                #end loop over num
            #end loop over sort
        #end loop over variables

addTypeSpecificFeatures_Ratios()

def python.Class_FeatureHandler.FeatureHandler.addTypeSpecificFeatures_Ratios

(

self

)

Definition at line 356 of file Class_FeatureHandler.py.

    def addTypeSpecificFeatures_Ratios(self):
        
        Variables_WithEnergyTypes = []
        Variables_WithEnergyTypes += ["EtOver"]
        Variables_WithEnergyTypes += ["1stEtOver"]
        Variables_WithEnergyTypes += ["1stBDTEtOver"]
        for iVar in Variables_WithEnergyTypes:
            self.addToFeatures_AllTypes_AllEnergyVariants(iVar, self.m_VarTypeName_Ratio, "F")
        #end loop over variables with energy types
        
        Variables = []
        Variables += ["1stEtOverTypeEt"]
        Variables += ["1stBDTEtOverTypeEt"]
        Variables += ["EFOsOverTotalEFOs"]
        Variables += ["Log1stEtOver2ndEt"]
        Variables += ["Log1stEtOver3rdEt"]
        Variables += ["Log2ndEtOver3rdEt"]
        Variables += ["Log1stEtOver2ndEt_BDTSort"]
        Variables += ["Log1stEtOver3rdEt_BDTSort"]
        Variables += ["Log2ndEtOver3rdEt_BDTSort"]
        for iVar in Variables:
            self.addToFeatures_AllTypes(iVar, self.m_VarTypeName_Ratio, "F")
        #end loop over variables with energy types

addTypeSpecificFeatures_Shots()

def python.Class_FeatureHandler.FeatureHandler.addTypeSpecificFeatures_Shots

(

self

)

Definition at line 292 of file Class_FeatureHandler.py.

    def addTypeSpecificFeatures_Shots(self):
        Variables = []
        Variables += ["nPhotons"]
        Variables += ["nShots"]
        Variables += ["SumShots_Et"]
        Variables += ["SumShots_Eta"]
        Variables += ["SumShots_Phi"]
        Variables += ["SumShots_M"]
        Variables += ["ConstDeltaRToSumShots"]
        Variables += ["EtSumShotsOverConstEt"]
        Variables += ["TauDeltaRToSumShots"]
        Variables += ["EtSumShotsOverTauEt"]
        
        Sorts = []
        Sorts += ["BDTSort"]
        
        MaxNum = 4
        
        for iVar in Variables:
            for iSort in Sorts:
                for iNum in range(1, MaxNum):
                    featName = iVar + "_" + iSort + "_" + str(iNum)
                    curDefVal = self.m_DefaultValues[self.m_VarTypeName_Shots]
                    if iVar == "Et":
                        curDefVal = -1000
                    if iVar == "Eta" or iVar == "Phi":
                        curDefVal = -8
                    if iVar == "M":
                        curDefVal = -200
                    
                    self.addToFeatures_FullName(self.m_ConstituentTypeName_Neutral + "_" + self.m_VarTypeName_Shots + "_" + featName, self.m_VarTypeName_Shots, "F", curDefVal)
                    self.addToFeatures_FullName(self.m_ConstituentTypeName_Pi0Neut + "_" + self.m_VarTypeName_Shots + "_" + featName, self.m_VarTypeName_Shots, "F", curDefVal)
                    self.addToFeatures_FullName(self.m_ConstituentTypeName_NeutLowA + "_" + self.m_VarTypeName_Shots + "_" + featName, self.m_VarTypeName_Shots, "F", curDefVal)
                    self.addToFeatures_FullName(self.m_ConstituentTypeName_NeutLowB + "_" + self.m_VarTypeName_Shots + "_" + featName, self.m_VarTypeName_Shots, "F", curDefVal)
                #end loop over iNum
            #end loop over sorts
        #end loop over variables
        
        Variables = []
        Variables += ["MaxDeltaRSumShotToConst"]
        Variables += ["MinDeltaRSumShotToConst"]
        Variables += ["MaxDeltaRSumShotToTau"]
        Variables += ["MinDeltaRSumShotToTau"]
        Variables += ["DeltaRAllShotsToTau"]
        Variables += ["EtAllShotsOverEtTau"]
        Variables += ["NShotsInSeed"]
        Variables += ["NPhotonsInSeed"]
        Variables += ["BestDiShotMass"]
        Variables += ["MinDiShotMass"]
        Variables += ["MaxDiShotMass"]
        for iVar in Variables:
            featName = iVar
            curDefVal = self.m_DefaultValues[self.m_VarTypeName_Shots]
            if iVar == "BestDiShotMass" or iVar == "MinDiShotMass" or iVar == "MaxDiShotMass":
                curDefVal = -200
            
            self.addToFeatures_FullName(self.m_ConstituentTypeName_Neutral + "_" + self.m_VarTypeName_Shots + "_" + featName, self.m_VarTypeName_Shots, "F", curDefVal)
            self.addToFeatures_FullName(self.m_ConstituentTypeName_Pi0Neut + "_" + self.m_VarTypeName_Shots + "_" + featName, self.m_VarTypeName_Shots, "F", curDefVal)
            self.addToFeatures_FullName(self.m_ConstituentTypeName_NeutLowA + "_" + self.m_VarTypeName_Shots + "_" + featName, self.m_VarTypeName_Shots, "F", curDefVal)
            self.addToFeatures_FullName(self.m_ConstituentTypeName_NeutLowB + "_" + self.m_VarTypeName_Shots + "_" + featName, self.m_VarTypeName_Shots, "F", curDefVal)
            
        #end loop over variables

addTypeSpecificFeatures_StdDevs()

def python.Class_FeatureHandler.FeatureHandler.addTypeSpecificFeatures_StdDevs

(

self

)

Definition at line 433 of file Class_FeatureHandler.py.

    def addTypeSpecificFeatures_StdDevs(self):
        Variables = []
        Variables += ["E"]
        Variables += ["Et"]
        Variables += ["DRToJetAxis"]
        Variables += ["DRToLeading"]
        for iVar in Variables:
            self.addToFeatures_AllTypes(iVar, self.m_VarTypeName_StdDev, "F")
        #end loop over variables
        
        Variables_WithEnergyTypes = []
        Variables_WithEnergyTypes += ["Et_Wrt"]
        for iVar in Variables_WithEnergyTypes:
            self.addToFeatures_AllTypes_AllEnergyVariants(iVar, self.m_VarTypeName_StdDev, "F")

dump()

def python.Class_FeatureHandler.FeatureHandler.dump

(

self

)

Definition at line 182 of file Class_FeatureHandler.py.

    def dump(self):
        print("config_FeatureCalculator: Dumping features:")
        for iFeature in sorted(self.m_Feature_Names.iterkeys()):
            featName    = self.m_Feature_Names[iFeature]
            featType    = self.m_Feature_Types[iFeature]
            featDefault = self.m_Feature_Defaults[iFeature]
            print("\t" + string.ljust(featName, 50) + " of type " + featType + " defaults to " + string.rjust(str(featDefault), 10) )
            #print("\t" + featName + " of type " + featType + " defaults to " + str(featDefault) )
        #end for over features
        print("config_FeatureCalculator: Done dumping features")

getFeatureDefaultValues()

def python.Class_FeatureHandler.FeatureHandler.getFeatureDefaultValues

(

self

)

Definition at line 21 of file Class_FeatureHandler.py.

    def getFeatureDefaultValues(self):
        listFeatDefaults = []
        for iFeature in self.m_Feature_Defaults:
            listFeatDefaults += [self.m_Feature_Defaults[iFeature]]
        return listFeatDefaults

getFeatureNames()

def python.Class_FeatureHandler.FeatureHandler.getFeatureNames

(

self

)

Definition at line 7 of file Class_FeatureHandler.py.

    def getFeatureNames(self):
        listFeatNames = []
        for iFeature in self.m_Feature_Names:
            listFeatNames += [self.m_Feature_Names[iFeature]]
        return listFeatNames

getFeatureTypes()

def python.Class_FeatureHandler.FeatureHandler.getFeatureTypes

(

self

)

Definition at line 14 of file Class_FeatureHandler.py.

    def getFeatureTypes(self):
        listFeatTypes = []
        for iFeature in self.m_Feature_Types:
            listFeatTypes += [self.m_Feature_Types[iFeature]]
        return listFeatTypes

Member Data Documentation

m_ConstituentTypeName_All

python.Class_FeatureHandler.FeatureHandler.m_ConstituentTypeName_All

Definition at line 127 of file Class_FeatureHandler.py.

m_ConstituentTypeName_Charged

python.Class_FeatureHandler.FeatureHandler.m_ConstituentTypeName_Charged

Definition at line 128 of file Class_FeatureHandler.py.

m_ConstituentTypeName_NeutLowA

python.Class_FeatureHandler.FeatureHandler.m_ConstituentTypeName_NeutLowA

Definition at line 133 of file Class_FeatureHandler.py.

m_ConstituentTypeName_NeutLowB

python.Class_FeatureHandler.FeatureHandler.m_ConstituentTypeName_NeutLowB

Definition at line 134 of file Class_FeatureHandler.py.

m_ConstituentTypeName_Neutral

python.Class_FeatureHandler.FeatureHandler.m_ConstituentTypeName_Neutral

Definition at line 129 of file Class_FeatureHandler.py.

m_ConstituentTypeName_OutChrg

python.Class_FeatureHandler.FeatureHandler.m_ConstituentTypeName_OutChrg

Definition at line 132 of file Class_FeatureHandler.py.

m_ConstituentTypeName_OutNeut

python.Class_FeatureHandler.FeatureHandler.m_ConstituentTypeName_OutNeut

Definition at line 131 of file Class_FeatureHandler.py.

m_ConstituentTypeName_Pi0Neut

python.Class_FeatureHandler.FeatureHandler.m_ConstituentTypeName_Pi0Neut

Definition at line 130 of file Class_FeatureHandler.py.

m_ConstituentTypes

python.Class_FeatureHandler.FeatureHandler.m_ConstituentTypes

Definition at line 136 of file Class_FeatureHandler.py.

m_DefaultValues

python.Class_FeatureHandler.FeatureHandler.m_DefaultValues

Definition at line 107 of file Class_FeatureHandler.py.

m_EnergyVariantsList

python.Class_FeatureHandler.FeatureHandler.m_EnergyVariantsList

Definition at line 145 of file Class_FeatureHandler.py.

m_Feature_Defaults

python.Class_FeatureHandler.FeatureHandler.m_Feature_Defaults

Definition at line 154 of file Class_FeatureHandler.py.

m_Feature_Names

python.Class_FeatureHandler.FeatureHandler.m_Feature_Names

Definition at line 153 of file Class_FeatureHandler.py.

m_Feature_Types

python.Class_FeatureHandler.FeatureHandler.m_Feature_Types

Definition at line 155 of file Class_FeatureHandler.py.

m_VarTypeName_Angle

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_Angle

Definition at line 96 of file Class_FeatureHandler.py.

m_VarTypeName_Basic

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_Basic

Definition at line 102 of file Class_FeatureHandler.py.

m_VarTypeName_Combined

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_Combined

Definition at line 99 of file Class_FeatureHandler.py.

m_VarTypeName_DeltaR

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_DeltaR

Definition at line 97 of file Class_FeatureHandler.py.

m_VarTypeName_EtInRing

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_EtInRing

Definition at line 90 of file Class_FeatureHandler.py.

m_VarTypeName_HLV

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_HLV

Definition at line 95 of file Class_FeatureHandler.py.

m_VarTypeName_ImpactParams

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_ImpactParams

Definition at line 101 of file Class_FeatureHandler.py.

m_VarTypeName_Isolation

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_Isolation

Definition at line 91 of file Class_FeatureHandler.py.

m_VarTypeName_JetMoment

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_JetMoment

Definition at line 98 of file Class_FeatureHandler.py.

m_VarTypeName_JetShape

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_JetShape

Definition at line 100 of file Class_FeatureHandler.py.

m_VarTypeName_Mean

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_Mean

Definition at line 93 of file Class_FeatureHandler.py.

m_VarTypeName_Num

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_Num

Definition at line 92 of file Class_FeatureHandler.py.

m_VarTypeName_PID

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_PID

Definition at line 103 of file Class_FeatureHandler.py.

m_VarTypeName_Ratio

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_Ratio

Definition at line 89 of file Class_FeatureHandler.py.

m_VarTypeName_Shots

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_Shots

Definition at line 104 of file Class_FeatureHandler.py.

m_VarTypeName_StdDev

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_StdDev

Definition at line 94 of file Class_FeatureHandler.py.

m_VarTypeName_Sum

python.Class_FeatureHandler.FeatureHandler.m_VarTypeName_Sum

Definition at line 88 of file Class_FeatureHandler.py.

---

The documentation for this class was generated from the following file:

• Class_FeatureHandler.py