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training_v1.yaml
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training_v1.yaml
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Setup:
n_tau : 250 # number of candidates in one batch
iso_cone : 0.5
n_inner_cells : 11
inner_cell_size : 0.02
n_outer_cells : 21
outer_cell_size : 0.05
n_threads : 1
debug : False
use_weights : True
# tau_types_names.keys are written in accordance with tauType in the tau tuple
tau_types_names : { "0":"e", "1":"mu", "2":"tau", "3":"jet" }
DeepTauVSjet_cut : -1.0
recompute_tautype : True
include_mismatched : False # whether to keep tau candidates with tau_type not present in `tau_types_names`
input_dir : "/eos/cms/store/group/phys_tau/TauML/prod_2018_v2/ShuffleMergeSpectral_trainingSamples-2_rerun/"
input_spectrum : "/eos/cms/store/group/phys_tau/TauML/prod_2018_v2/ShuffleMergeSpectral_TrainingSpectrum/ShuffleMergeSpectral_trainingSamples-2_rerun.root"
target_spectrum : "/eos/cms/store/group/phys_tau/TauML/prod_2018_v2/ShuffleMergeSpectral_TrainingSpectrum/ShuffleMergeSpectral_trainingSamples-2_rerun.root"
weight_thr : 100000.0
dataloader_core : "TauMLTools/Training/interface/DataLoader_main.h"
rm_inner_from_outer : False
input_type : "ROOT" # supported: 'ROOT', 'tf', 'Adversarial', 'AdversarialGenerate'
tf_input_dir : /eos/cms/store/group/phys_tau/TauML/prod_2018_v2/tf_datasets/emb_21k_99cut # path to saved tf dataset
tf_dataset_x_order : ["TauFlat", "inner_egamma", "inner_muon", "inner_hadron", "outer_egamma", "outer_muon", "outer_hadron"] # specify order of layers in tf dataset
adversarial_dataset : "/eos/cms/store/group/phys_tau/TauML/prod_2018_v2/adversarial_datasets/AdvTraining" # False if not use, ds name if use
adv_parameter : [1, 10] # k1, k2 for gradients in common layers
n_adv_tau : 100 # number of candidates per adversarial batch
adv_learning_rate : 0.01
use_previous_opt : False
adversarial_weights : "/eos/cms/store/group/phys_tau/TauML/prod_2018_v2/adversarial_datasets/adversarial_weights/adv_weights.root" # weights for adversarial dataset generation
# here define variables for the Histogram_2D class
yaxis : [
20. , 30. , 40. , 50. , 60. , 70. , 80. , 90. , 100., 110.,
120., 130., 140., 150., 160., 170., 180., 190., 200.,
250., 300., 350., 400., 450., 500., 600., 700., 1000.
]
xaxis_list : [
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #20-30
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #30-40
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #40-50
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #50-60
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #60-70
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #70-80
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #80-90
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #90-100
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #100-110
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #110-120
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #120-130
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #130-140
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #140-150
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #150-160
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #160-170
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #170-180
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #180-190
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #190-200
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #200-250
[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0, 2.1, 2.2, 2.3, 2.4, 2.5], #250-300
[0.0, 0.2, 0.4, 0.6, 0.8, 1.0, 1.2, 1.5, 1.8, 2.1, 2.5], #300-350
[0.0, 0.2, 0.4, 0.6, 0.8, 1.0, 1.2, 1.5, 1.8, 2.1, 2.5], #350-400
[0.0, 0.2, 0.4, 0.6, 0.8, 1.0, 1.2, 1.5, 1.8, 2.1, 2.5], #400-450
[0.0, 0.2, 0.4, 0.6, 0.8, 1.0, 1.2, 1.5, 1.8, 2.1, 2.5], #450-500
[0.0, 0.3, 0.6, 0.9, 1.2, 1.5, 1.8, 2.5], #500-600
[0.0, 0.3, 0.6, 0.9, 1.2, 1.5, 1.8, 2.5], #600-700
[0.0, 0.3, 0.6, 0.9, 1.2, 1.5, 1.8, 2.5], #700-1000
]
xmin : 0
xmax : 2.5
SetupNN:
model_name : "DeepTau2018v0"
n_batches : 80000
n_batches_val : 80000
n_batches_log : 1000 # monitor every n batches in tensorboard
epoch : 0
n_epochs : 1
validation_split : 0.3
max_queue_size : 10
n_load_workers : 4
input_grids : [
[ GridGlobal, PfCand_electron, PfCand_gamma, Electron ], # e-gamma
[ GridGlobal, PfCand_muon, Muon ], # muons
[ GridGlobal, PfCand_chHad, PfCand_nHad ] # hadrons
]
TauLossesSFs : [1, 2.5, 5, 1.5]
optimizer_name : "Nadam"
learning_rate : 0.001
schedule_decay : 0.0001
step_decay : 0 # Halve lr every *this* epochs, if not 0
tau_net : { "activation": "PReLU", "dropout_rate": 0.2, "reduction_rate": 1.4, "first_layer_width": "2*n*(1+drop)", "last_layer_width": "n*(1+drop)" }
comp_net : { "activation": "PReLU", "dropout_rate": 0.2, "reduction_rate": 1.6, "first_layer_width": "2*n*(1+drop)", "last_layer_width": "n*(1+drop)" }
comp_merge_net : { "activation": "PReLU", "dropout_rate": 0.2, "reduction_rate": 1.6, "first_layer_width": "n", "last_layer_width": 64 }
conv_2d_net : { "activation": "PReLU", "dropout_rate": 0.2, "reduction_rate": null, "window_size": 3 }
dense_net : { "activation": "PReLU", "dropout_rate": 0.2, "reduction_rate": 1, "first_layer_width": 200, "last_layer_width": 200, "min_n_layers": 4 }
first_layer_reg : null # eg "L1, reg_fact"
active_features : ['TauFlat', 'GridGlobal', 'PfCand_electron', 'PfCand_muon', 'PfCand_chHad', 'PfCand_nHad', 'PfCand_gamma', 'Electron', 'Muon']
cell_locations : ['inner', 'outer']
loss : "tau_crossentropy_v2" # should not be specified when using DeepTauModel() class
using_new_loss : False
metrics : ["accuracy", "TauLosses.tau_crossentropy", "TauLosses.tau_crossentropy_v2", "TauLosses.Le", "TauLosses.Lmu", "TauLosses.Ljet", "TauLosses.He", "TauLosses.Hmu", "TauLosses.Htau", "TauLosses.Hjet", "TauLosses.Hcat_e", "TauLosses.Hcat_mu", "TauLosses.Hcat_jet", "TauLosses.Hbin", "TauLosses.Hcat_eInv", "TauLosses.Hcat_muInv", "TauLosses.Hcat_jetInv", "TauLosses.Fe", "TauLosses.Fmu", "TauLosses.Fjet", "TauLosses.Fcmb"]
CellObjectType : [
GridGlobal,
PfCand_electron,
PfCand_muon,
PfCand_chHad,
PfCand_nHad,
PfCand_gamma,
Electron,
Muon
]
Scaling_setup:
# --------------------------------------------------------
file_path: '/eos/cms/store/group/phys_tau/TauML/prod_2018_v2/ShuffleMergeSpectral_trainingSamples-2_rerun/ShuffleMergeSpectral*.root' # input files to be used for computation of scaling params
output_json_folder: 'output_json' # directory where json files with scaling params will be stored
file_range: [0, 100] # range of files in the sorted `file_path` to be processed, right endpoint excluded; -1 to run on all files from file_path
tree_name: taus # TTree name in input files to be read
log_step: 10 # will make a snapshot of scaling parameters per this number of input files
version: 5 # string to be added to a json filename
# --------------------------------------------------------
# aliases for selection cuts
selection:
- &mpi -3.141592653589793
- &pi 3.141592653589793
# ----------------------------
- &tau_dxy_valid '(tau_dxy > -10) & (tau_dxy_error > 0)'
- &tau_dz_sig_valid 'tau_dz_error > 0'
- &tau_ip3d_valid '(tau_ip3d > - 10) & (tau_ip3d_error > 0)'
- &tau_e_ratio_valid 'tau_e_ratio > 0'
- &tau_gj_angle_diff_valid 'tau_gj_angle_diff >= 0'
- &tau_pvt_sig_valid 'pv_tE > 0'
# ----------------------------
- &is_pfElectron 'pfCand_particleType == 2'
- &is_pfElectron_hasTrackDetails '(pfCand_particleType == 2) & (pfCand_hasTrackDetails == 1)'
- &is_pfElectron_hasTrackDetails_track_ndof '(pfCand_particleType == 2) & (pfCand_hasTrackDetails == 1) & (pfCand_track_ndof > 0)'
- &is_pfElectron_hasTimeDetails '(pfCand_particleType == 2) & (pfCand_timeError >= 0)'
# ----------------------------
- &is_pfMuon 'pfCand_particleType == 3'
- &is_pfMuon_hasTrackDetails '(pfCand_particleType == 3) & (pfCand_hasTrackDetails == 1)'
- &is_pfMuon_hasTrackDetails_track_ndof '(pfCand_particleType == 3) & (pfCand_hasTrackDetails == 1) & (pfCand_track_ndof > 0)'
- &is_pfMuon_hasTimeDetails '(pfCand_particleType == 3) & (pfCand_timeError >= 0)'
# ----------------------------
- &is_pfGamma 'pfCand_particleType == 4'
- &is_pfGamma_hasTrackDetails '(pfCand_particleType == 4) & (pfCand_hasTrackDetails == 1)'
- &is_pfGamma_hasTrackDetails_track_ndof '(pfCand_particleType == 4) & (pfCand_hasTrackDetails == 1) & (pfCand_track_ndof > 0)'
- &is_pfGamma_hasTimeDetails '(pfCand_particleType == 4) & (pfCand_timeError >= 0)'
# ----------------------------
- &is_neutralHadron 'pfCand_particleType == 5'
# ----------------------------
- &is_chargedHadron 'pfCand_particleType == 1'
- &is_chargedHadron_hasTrackDetails '(pfCand_particleType == 1) & (pfCand_hasTrackDetails == 1)'
- &is_chargedHadron_hasTrackDetails_track_ndof '(pfCand_particleType == 1) & (pfCand_hasTrackDetails == 1) & (pfCand_track_ndof > 0)'
- &is_chargedHadron_hasTimeDetails '(pfCand_particleType == 1) & (pfCand_timeError >= 0)'
# ----------------------------
- &muon_normalizedChi2_valid 'muon_normalizedChi2 >= 0'
- &muon_pfEcalEnergy_valid 'muon_pfEcalEnergy >= 0'
# ----------------------------
- &ele_has_closestCtfTrack 'ele_closestCtfTrack_normalizedChi2 >= 0'
- &ele_cc_valid 'ele_cc_ele_energy >= 0'
# --------------------------------------------------------
# parameters for inner/outer tau cones' definition
cone_definition:
inner: # parameters for `dR_tau_signal_cone`
min_pt: 30.
min_radius: 0.05
opening_coef: 3.
outer:
dR: 0.5 # `dR_tau_outer_cone`
# --------------------------------------------------------
# per feature types configuration for cone splitting
cone_selection:
TauFlat:
var_names: # used to derive dR selection query
pt: tau_pt
eta: tau_eta
phi: tau_phi
cone_types: [null] # [null] in case of no split into cones (i.e. inclusive computation)
# ----------------------------
GridGlobal:
var_names: # used to derive dR selection query
eta: tau_eta
phi: tau_phi
cone_types: [null] # [null] in case of no split into cones (i.e. inclusive computation)
# ----------------------------
PfCand_electron:
var_names:
eta: pfCand_eta
phi: pfCand_phi
cone_types: [inner, outer] # list of cone types for which to compute scaling params
# ----------------------------
PfCand_muon:
var_names:
eta: pfCand_eta
phi: pfCand_phi
cone_types: [inner, outer]
# ----------------------------
PfCand_chHad:
var_names:
eta: pfCand_eta
phi: pfCand_phi
cone_types: [inner, outer]
# ----------------------------
PfCand_nHad:
var_names:
eta: pfCand_eta
phi: pfCand_phi
cone_types: [inner, outer]
# ----------------------------
PfCand_gamma:
var_names:
eta: pfCand_eta
phi: pfCand_phi
cone_types: [inner, outer]
# ----------------------------
Electron:
var_names:
eta: ele_eta
phi: ele_phi
cone_types: [inner, outer]
# ----------------------------
Muon:
var_names:
eta: muon_eta
phi: muon_phi
cone_types: [inner, outer]
# --------------------------------------------------------
## Map of feature names to a list [selection, aliases, scaling_type, *lim_params] where:
## - selection: string, cuts to be applied on-the-fly by uproot when loading data into awkward array
## - aliases: dictionary, definitions of variables not present in original file and added on-the-fly by uproot when loading data.
## - scaling_type: string, one of ["no scaling", "categorical", "linear", "normal"]
## - lim_params: if passed, should be either a list of two numbers or a dictionary. See README for more details.
Features_all :
TauFlat :
- rho: [null, null, "linear", 0, 50]
- tau_pt: [null, null, "linear", 20, 1000]
- tau_eta: [null, null, "linear", -2.3, 2.3]
- tau_phi: [null, null, "linear", *mpi, *pi]
- tau_mass: [null, null, "normal", -5, 5]
- tau_E_over_pt: [null, {"tau_E_over_pt": "sqrt((tau_pt*cosh(tau_eta))*(tau_pt*cosh(tau_eta)) + tau_mass*tau_mass)/tau_pt"}, "normal", -5, 5]
- tau_charge: [null, null, "no_scaling"]
- tau_n_charged_prongs: [null, {"tau_n_charged_prongs": "tau_decayMode//5 + 1"}, "categorical"]
- tau_n_neutral_prongs: [null, {"tau_n_neutral_prongs": "tau_decayMode%5"}, "categorical"]
- tau_chargedIsoPtSum: [null, null, "normal", -5, 5]
- tau_chargedIsoPtSumdR03_over_dR05: ['tau_chargedIsoPtSum!=0', {"tau_chargedIsoPtSumdR03_over_dR05": "tau_chargedIsoPtSumdR03/tau_chargedIsoPtSum"}, "no_scaling"]
- tau_footprintCorrection: [null, null, "normal", -5, 5]
- tau_neutralIsoPtSum: [null, null, "normal", -5, 5]
- tau_neutralIsoPtSumWeight_over_neutralIsoPtSum: ['tau_neutralIsoPtSum!=0', {"tau_neutralIsoPtSumWeight_over_neutralIsoPtSum": "tau_neutralIsoPtSumWeight/tau_neutralIsoPtSum"}, "no_scaling"]
- tau_neutralIsoPtSumWeightdR03_over_neutralIsoPtSum: ['tau_neutralIsoPtSum!=0', {"tau_neutralIsoPtSumWeightdR03_over_neutralIsoPtSum": "tau_neutralIsoPtSumWeightdR03/tau_neutralIsoPtSum"}, "no_scaling"]
- tau_neutralIsoPtSumdR03_over_dR05: ['tau_neutralIsoPtSum!=0', {"tau_neutralIsoPtSumdR03_over_dR05": "tau_neutralIsoPtSumdR03/tau_neutralIsoPtSum"}, "no_scaling"]
- tau_photonPtSumOutsideSignalCone: [null, null, "normal", -5, 5]
- tau_puCorrPtSum: [null, null, "normal", -5, 5]
- tau_dxy_valid: [null, {"tau_dxy_valid": *tau_dxy_valid}, "no_scaling"]
- tau_dxy: [*tau_dxy_valid, null, "normal", -5, 5]
- tau_dxy_sig: [*tau_dxy_valid, {"tau_dxy_sig": "abs(tau_dxy)/tau_dxy_error"}, "normal", -5, 5]
- tau_ip3d_valid: [null, {"tau_ip3d_valid": *tau_ip3d_valid}, "no_scaling"]
- tau_ip3d: [*tau_ip3d_valid, null, "normal", -5, 5]
- tau_ip3d_sig: [*tau_ip3d_valid, {"tau_ip3d_sig": "abs(tau_ip3d)/tau_ip3d_error"}, "normal", -5, 5]
- tau_dz: [null, null, "normal", -5, 5]
- tau_dz_sig_valid: [null, {"tau_dz_sig_valid": *tau_dz_sig_valid}, "no_scaling"]
- tau_dz_sig: [*tau_dz_sig_valid, {"tau_dz_sig": "abs(tau_dz)/tau_dz_error"}, "normal", -5, 5]
- tau_flightLength_x: [null, null, "normal", -5, 5]
- tau_flightLength_y: [null, null, "normal", -5, 5]
- tau_flightLength_z: [null, null, "normal", -5, 5]
- tau_flightLength_sig: [null, null, "normal", -5, 5]
- tau_pt_weighted_deta_strip: [null, null, "linear", 0., 1.]
- tau_pt_weighted_dphi_strip: [null, null, "linear", 0., 1.]
- tau_pt_weighted_dr_signal: [null, null, "normal", -5, 5]
- tau_pt_weighted_dr_iso: [null, null, "linear", 0., 1.]
- tau_leadingTrackNormChi2: [null, null, "normal", -5, 5]
- tau_e_ratio_valid: [null, {"tau_e_ratio_valid": *tau_e_ratio_valid}, "no_scaling"]
- tau_e_ratio: [*tau_e_ratio_valid, null, "linear", 0., 1.]
- tau_gj_angle_diff_valid: [null, {"tau_gj_angle_diff_valid": *tau_gj_angle_diff_valid}, "no_scaling"]
- tau_gj_angle_diff: [*tau_gj_angle_diff_valid, null, "linear", 0., *pi]
- tau_n_photons: [null, null, "normal", -5, 5]
- tau_emFraction: [null, null, "linear", -1., 1.]
- tau_inside_ecal_crack: [null, null, "no_scaling"]
- tau_leadChargedCand_etaAtEcalEntrance_minus_tau_eta: [null, {"tau_leadChargedCand_etaAtEcalEntrance_minus_tau_eta": "tau_leadChargedCand_etaAtEcalEntrance - tau_eta"}, "normal", -5, 5]
GridGlobal:
- rho: [null, null, "linear", 0, 50]
- tau_pt: [null, null, "linear", 20, 1000]
- tau_eta: [null, null, "linear", -2.3, 2.3]
- tau_inside_ecal_crack: [null, null, "no_scaling"]
- pv_t: [null, null, "linear", -1.0, 1.0]
- pv_t_sig: [*tau_pvt_sig_valid, {"pv_t_sig": "abs(pv_t)/pv_tE"}, "normal", -5, 5]
PfCand_electron :
- pfCand_ele_valid: [*is_pfElectron, null, "no_scaling"]
- pfCand_ele_rel_pt: [*is_pfElectron, {"pfCand_ele_rel_pt": "pfCand_pt/tau_pt"}, "normal", -5, 5]
- pfCand_ele_deta: [*is_pfElectron, {"pfCand_ele_deta": "pfCand_eta - tau_eta"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}]
- pfCand_ele_dphi: [*is_pfElectron, {"pfCand_ele_dphi": "pfCand_phi - tau_phi"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}] # NB: will not bring dphi values to [-pi,pi] on the fly here
- pfCand_ele_pvAssociationQuality: [*is_pfElectron, {"pfCand_ele_pvAssociationQuality": "pfCand_pvAssociationQuality"}, "categorical"]
- pfCand_ele_puppiWeight: [*is_pfElectron, {"pfCand_ele_puppiWeight": "pfCand_puppiWeight"}, "no_scaling"]
- pfCand_ele_charge: [*is_pfElectron, {"pfCand_ele_charge": "pfCand_charge"}, "no_scaling"]
- pfCand_ele_lostInnerHits: [*is_pfElectron, {"pfCand_ele_lostInnerHits": "pfCand_lostInnerHits"}, "categorical"]
- pfCand_ele_nPixelHits: [*is_pfElectron, {"pfCand_ele_nPixelHits": "pfCand_nPixelHits"}, "linear", 0, 10]
- pfCand_ele_vertex_dx: [*is_pfElectron, {"pfCand_ele_vertex_dx": "pfCand_vertex_x-pv_x"}, "normal", -5, 5]
- pfCand_ele_vertex_dy: [*is_pfElectron, {"pfCand_ele_vertex_dy": "pfCand_vertex_y-pv_y"}, "normal", -5, 5]
- pfCand_ele_vertex_dz: [*is_pfElectron, {"pfCand_ele_vertex_dz": "pfCand_vertex_z-pv_z"}, "normal", -5, 5]
- pfCand_ele_vertex_dx_tauFL: [*is_pfElectron, {"pfCand_ele_vertex_dx_tauFL": "pfCand_vertex_x-pv_x-tau_flightLength_x"}, "normal", -5, 5]
- pfCand_ele_vertex_dy_tauFL: [*is_pfElectron, {"pfCand_ele_vertex_dy_tauFL": "pfCand_vertex_y-pv_y-tau_flightLength_y"}, "normal", -5, 5]
- pfCand_ele_vertex_dz_tauFL: [*is_pfElectron, {"pfCand_ele_vertex_dz_tauFL": "pfCand_vertex_z-pv_z-tau_flightLength_z"}, "normal", -5, 5]
- pfCand_ele_hasTrackDetails: [*is_pfElectron, {"pfCand_ele_hasTrackDetails": "pfCand_hasTrackDetails==1"}, "no_scaling"]
- pfCand_ele_hasTimeDetails: [*is_pfElectron, {"pfCand_ele_hasTimeDetails": "pfCand_hasTimeDetails==1"}, "no_scaling"]
- pfCand_ele_dxy: [*is_pfElectron_hasTrackDetails, {"pfCand_ele_dxy": "pfCand_dxy"}, "normal", -5, 5]
- pfCand_ele_dxy_sig: [*is_pfElectron_hasTrackDetails, {"pfCand_ele_dxy_sig": "abs(pfCand_dxy)/pfCand_dxy_error"}, "normal", -5, 5]
- pfCand_ele_dz: [*is_pfElectron_hasTrackDetails, {"pfCand_ele_dz": "pfCand_dz"}, "normal", -5, 5]
- pfCand_ele_dz_sig: [*is_pfElectron_hasTrackDetails, {"pfCand_ele_dz_sig": "abs(pfCand_dz)/pfCand_dz_error"}, "normal", -5, 5]
- pfCand_ele_time: [*is_pfElectron_hasTimeDetails, {"pfCand_ele_time": "pfCand_time"}, "normal", -5, 5]
- pfCand_ele_vertex_dt: [*is_pfElectron_hasTimeDetails, {"pfCand_ele_vertex_dt": "pfCand_time-pv_t"}, "normal", -5, 5]
- pfCand_ele_time_sig: [*is_pfElectron_hasTimeDetails, {"pfCand_ele_time_sig": "abs(pfCand_time-pv_t)/pfCand_timeError"}, "normal", -5, 5]
- pfCand_ele_track_chi2_ndof: [*is_pfElectron_hasTrackDetails_track_ndof, {"pfCand_ele_track_chi2_ndof": "pfCand_track_chi2/pfCand_track_ndof"}, "normal", -5, 5]
- pfCand_ele_track_ndof: [*is_pfElectron_hasTrackDetails_track_ndof, {"pfCand_ele_track_ndof": "pfCand_track_ndof"}, "normal", -5, 5]
PfCand_muon :
- pfCand_muon_valid: [*is_pfMuon, null, "no_scaling"]
- pfCand_muon_rel_pt: [*is_pfMuon, {"pfCand_muon_rel_pt": "pfCand_pt/tau_pt"}, "normal", -5, 5]
- pfCand_muon_deta: [*is_pfMuon, {"pfCand_muon_deta": "pfCand_eta - tau_eta"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}]
- pfCand_muon_dphi: [*is_pfMuon, {"pfCand_muon_dphi": "pfCand_phi - tau_phi"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}] # NB: will not bring dphi values to [-pi,pi] on the fly here
- pfCand_muon_pvAssociationQuality: [*is_pfMuon, {"pfCand_muon_pvAssociationQuality": "pfCand_pvAssociationQuality"}, "categorical"]
- pfCand_muon_fromPV: [*is_pfMuon, {"pfCand_muon_fromPV": "pfCand_fromPV"}, "categorical"]
- pfCand_muon_puppiWeight: [*is_pfMuon, {"pfCand_muon_puppiWeight": "pfCand_puppiWeight"}, "no_scaling"]
- pfCand_muon_charge: [*is_pfMuon, {"pfCand_muon_charge": "pfCand_charge"}, "no_scaling"]
- pfCand_muon_lostInnerHits: [*is_pfMuon, {"pfCand_muon_lostInnerHits": "pfCand_lostInnerHits"}, "categorical"]
- pfCand_muon_nPixelHits: [*is_pfMuon, {"pfCand_muon_nPixelHits": "pfCand_nPixelHits"}, "linear", 0, 11]
- pfCand_muon_vertex_dx: [*is_pfMuon, {"pfCand_muon_vertex_dx": "pfCand_vertex_x-pv_x"}, "normal", -5, 5]
- pfCand_muon_vertex_dy: [*is_pfMuon, {"pfCand_muon_vertex_dy": "pfCand_vertex_y-pv_y"}, "normal", -5, 5]
- pfCand_muon_vertex_dz: [*is_pfMuon, {"pfCand_muon_vertex_dz": "pfCand_vertex_z-pv_z"}, "normal", -5, 5]
- pfCand_muon_vertex_dx_tauFL: [*is_pfMuon, {"pfCand_muon_vertex_dx_tauFL": "pfCand_vertex_x-pv_x-tau_flightLength_x"}, "normal", -5, 5]
- pfCand_muon_vertex_dy_tauFL: [*is_pfMuon, {"pfCand_muon_vertex_dy_tauFL": "pfCand_vertex_y-pv_y-tau_flightLength_y"}, "normal", -5, 5]
- pfCand_muon_vertex_dz_tauFL: [*is_pfMuon, {"pfCand_muon_vertex_dz_tauFL": "pfCand_vertex_z-pv_z-tau_flightLength_z"}, "normal", -5, 5]
- pfCand_muon_hasTrackDetails: [*is_pfMuon, {"pfCand_muon_hasTrackDetails": "pfCand_hasTrackDetails==1"}, "no_scaling"]
- pfCand_muon_hasTimeDetails: [*is_pfMuon, {"pfCand_muon_hasTimeDetails": "pfCand_hasTimeDetails==1"}, "no_scaling"]
- pfCand_muon_dxy: [*is_pfMuon_hasTrackDetails, {"pfCand_muon_dxy": "pfCand_dxy"}, "normal", -5, 5]
- pfCand_muon_dxy_sig: [*is_pfMuon_hasTrackDetails, {"pfCand_muon_dxy_sig": "abs(pfCand_dxy)/pfCand_dxy_error"}, "normal", -5, 5]
- pfCand_muon_dz: [*is_pfMuon_hasTrackDetails, {"pfCand_muon_dz": "pfCand_dz"}, "normal", -5, 5]
- pfCand_muon_dz_sig: [*is_pfMuon_hasTrackDetails, {"pfCand_muon_dz_sig": "abs(pfCand_dz)/pfCand_dz_error"}, "normal", -5, 5]
- pfCand_muon_time: [*is_pfMuon_hasTimeDetails, {"pfCand_muon_time": "pfCand_time"}, "normal", -5, 5]
- pfCand_muon_vertex_dt: [*is_pfMuon_hasTimeDetails, {"pfCand_muon_vertex_dt": "pfCand_time-pv_t"}, "normal", -5, 5]
- pfCand_muon_time_sig: [*is_pfMuon_hasTimeDetails, {"pfCand_muon_time_sig": "abs(pfCand_time-pv_t)/pfCand_timeError"}, "normal", -5, 5]
- pfCand_muon_track_chi2_ndof: [*is_pfMuon_hasTrackDetails_track_ndof, {"pfCand_muon_track_chi2_ndof": "pfCand_track_chi2/pfCand_track_ndof"}, "normal", -5, 5]
- pfCand_muon_track_ndof: [*is_pfMuon_hasTrackDetails_track_ndof, {"pfCand_muon_track_ndof": "pfCand_track_ndof"}, "normal", -5, 5]
PfCand_chHad :
- pfCand_chHad_valid: [*is_chargedHadron, null, "no_scaling"]
- pfCand_chHad_rel_pt: [*is_chargedHadron, {"pfCand_chHad_rel_pt": "pfCand_pt/tau_pt"}, "normal", -5, 5]
- pfCand_chHad_deta: [*is_chargedHadron, {"pfCand_chHad_deta": "pfCand_eta - tau_eta"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}]
- pfCand_chHad_dphi: [*is_chargedHadron, {"pfCand_chHad_dphi": "pfCand_phi - tau_phi"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}] # NB: will not bring dphi values to [-pi,pi] on the fly here
- pfCand_chHad_tauLeadChargedHadrCand: [*is_chargedHadron, {"pfCand_chHad_tauLeadChargedHadrCand": "pfCand_tauLeadChargedHadrCand"}, "no_scaling"]
- pfCand_chHad_pvAssociationQuality: [*is_chargedHadron, {"pfCand_chHad_pvAssociationQuality": "pfCand_pvAssociationQuality"}, "categorical"]
- pfCand_chHad_fromPV: [*is_chargedHadron, {"pfCand_chHad_fromPV": "pfCand_fromPV"}, "categorical"]
- pfCand_chHad_puppiWeight: [*is_chargedHadron, {"pfCand_chHad_puppiWeight": "pfCand_puppiWeight"}, "no_scaling"]
- pfCand_chHad_puppiWeightNoLep: [*is_chargedHadron, {"pfCand_chHad_puppiWeightNoLep": "pfCand_puppiWeightNoLep"}, "no_scaling"]
- pfCand_chHad_charge: [*is_chargedHadron, {"pfCand_chHad_charge": "pfCand_charge"}, "no_scaling"]
- pfCand_chHad_lostInnerHits: [*is_chargedHadron, {"pfCand_chHad_lostInnerHits": "pfCand_lostInnerHits"}, "categorical"]
- pfCand_chHad_nPixelHits: [*is_chargedHadron, {"pfCand_chHad_nPixelHits": "pfCand_nPixelHits"}, "linear", 0, 12]
- pfCand_chHad_vertex_dx: [*is_chargedHadron, {"pfCand_chHad_vertex_dx": "pfCand_vertex_x - pv_x"}, "normal", -5, 5]
- pfCand_chHad_vertex_dy: [*is_chargedHadron, {"pfCand_chHad_vertex_dy": "pfCand_vertex_y - pv_y"}, "normal", -5, 5]
- pfCand_chHad_vertex_dz: [*is_chargedHadron, {"pfCand_chHad_vertex_dz": "pfCand_vertex_z - pv_z"}, "normal", -5, 5]
- pfCand_chHad_vertex_dx_tauFL: [*is_chargedHadron, {"pfCand_chHad_vertex_dx_tauFL": "pfCand_vertex_x - pv_x - tau_flightLength_x"}, "normal", -5, 5]
- pfCand_chHad_vertex_dy_tauFL: [*is_chargedHadron, {"pfCand_chHad_vertex_dy_tauFL": "pfCand_vertex_y - pv_y - tau_flightLength_y"}, "normal", -5, 5]
- pfCand_chHad_vertex_dz_tauFL: [*is_chargedHadron, {"pfCand_chHad_vertex_dz_tauFL": "pfCand_vertex_z - pv_z - tau_flightLength_z"}, "normal", -5, 5]
- pfCand_chHad_hasTrackDetails: [*is_chargedHadron, {"pfCand_chHad_hasTrackDetails": "pfCand_hasTrackDetails==1"}, "no_scaling"]
- pfCand_chHad_hasTimeDetails: [*is_chargedHadron, {"pfCand_chHad_hasTimeDetails": "pfCand_hasTimeDetails==1"}, "no_scaling"]
- pfCand_chHad_dxy: [*is_chargedHadron_hasTrackDetails, {"pfCand_chHad_dxy": "pfCand_dxy"}, "normal", -5, 5]
- pfCand_chHad_dxy_sig: [*is_chargedHadron_hasTrackDetails, {"pfCand_chHad_dxy_sig": "abs(pfCand_dxy)/pfCand_dxy_error"}, "normal", -5, 5]
- pfCand_chHad_dz: [*is_chargedHadron_hasTrackDetails, {"pfCand_chHad_dz": "pfCand_dz"}, "normal", -5, 5]
- pfCand_chHad_dz_sig: [*is_chargedHadron_hasTrackDetails, {"pfCand_chHad_dz_sig": "abs(pfCand_dz)/pfCand_dz_error"}, "normal", -5, 5]
- pfCand_chHad_time: [*is_chargedHadron_hasTimeDetails, {"pfCand_chHad_time": "pfCand_time"}, "normal", -5, 5]
- pfCand_chHad_vertex_dt: [*is_chargedHadron_hasTimeDetails, {"pfCand_chHad_vertex_dt": "pfCand_time - pv_t"}, "normal", -5, 5]
- pfCand_chHad_time_sig: [*is_chargedHadron_hasTimeDetails, {"pfCand_chHad_time_sig": "abs(pfCand_time - pv_t)/pfCand_timeError"}, "normal", -5, 5]
- pfCand_chHad_track_chi2_ndof: [*is_chargedHadron_hasTrackDetails_track_ndof, {"pfCand_chHad_track_chi2_ndof": "pfCand_track_chi2/pfCand_track_ndof"}, "normal", -5, 5]
- pfCand_chHad_track_ndof: [*is_chargedHadron_hasTrackDetails_track_ndof, {"pfCand_chHad_track_ndof": "pfCand_track_ndof"}, "normal", -5, 5]
- pfCand_chHad_hcalFraction: [*is_chargedHadron, {"pfCand_chHad_hcalFraction": "pfCand_hcalFraction"}, "no_scaling"]
- pfCand_chHad_rawCaloFraction: [*is_chargedHadron, {"pfCand_chHad_rawCaloFraction": "pfCand_rawCaloFraction"}, "linear", 0., 2.6]
PfCand_nHad :
- pfCand_nHad_valid: [*is_neutralHadron, null, "no_scaling"]
- pfCand_nHad_rel_pt: [*is_neutralHadron, {"pfCand_nHad_rel_pt": "pfCand_pt/tau_pt"}, "normal", -5, 5]
- pfCand_nHad_deta: [*is_neutralHadron, {"pfCand_nHad_deta": "pfCand_eta - tau_eta"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}]
- pfCand_nHad_dphi: [*is_neutralHadron, {"pfCand_nHad_dphi": "pfCand_phi - tau_phi"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}] # NB: will not bring dphi values to [-pi,pi] on the fly here
- pfCand_nHad_puppiWeight: [*is_neutralHadron, {"pfCand_nHad_puppiWeight": pfCand_puppiWeight}, "no_scaling"]
- pfCand_nHad_puppiWeightNoLep: [*is_neutralHadron, {"pfCand_nHad_puppiWeightNoLep": pfCand_puppiWeightNoLep}, "no_scaling"]
- pfCand_nHad_hcalFraction: [*is_neutralHadron, {"pfCand_nHad_hcalFraction": "pfCand_hcalFraction"}, "no_scaling"]
PfCand_gamma :
- pfCand_gamma_valid: [*is_pfGamma, null, "no_scaling"]
- pfCand_gamma_rel_pt: [*is_pfGamma, {"pfCand_gamma_rel_pt": "pfCand_pt/tau_pt"}, "normal", -5, 5]
- pfCand_gamma_deta: [*is_pfGamma, {"pfCand_gamma_deta": "pfCand_eta - tau_eta"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}]
- pfCand_gamma_dphi: [*is_pfGamma, {"pfCand_gamma_dphi": "pfCand_phi - tau_phi"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}] # NB: will not bring dphi values to [-pi,pi] on the fly here
- pfCand_gamma_pvAssociationQuality: [*is_pfGamma, {"pfCand_gamma_pvAssociationQuality": "pfCand_pvAssociationQuality"}, "categorical"]
- pfCand_gamma_fromPV: [*is_pfGamma, {"pfCand_gamma_fromPV": "pfCand_fromPV"}, "categorical"]
- pfCand_gamma_puppiWeight: [*is_pfGamma, {"pfCand_gamma_puppiWeight": "pfCand_puppiWeight"}, "no_scaling"]
- pfCand_gamma_puppiWeightNoLep: [*is_pfGamma, {"pfCand_gamma_puppiWeightNoLep": "pfCand_puppiWeightNoLep"}, "no_scaling"]
- pfCand_gamma_lostInnerHits: [*is_pfGamma, {"pfCand_gamma_lostInnerHits": "pfCand_lostInnerHits"}, "categorical"]
- pfCand_gamma_nPixelHits: [*is_pfGamma, {"pfCand_gamma_nPixelHits": "pfCand_nPixelHits"}, "linear", 0, 7]
- pfCand_gamma_vertex_dx: [*is_pfGamma, {"pfCand_gamma_vertex_dx": "pfCand_vertex_x - pv_x"}, "normal", -5, 5]
- pfCand_gamma_vertex_dy: [*is_pfGamma, {"pfCand_gamma_vertex_dy": "pfCand_vertex_y - pv_y"}, "normal", -5, 5]
- pfCand_gamma_vertex_dz: [*is_pfGamma, {"pfCand_gamma_vertex_dz": "pfCand_vertex_z - pv_z"}, "normal", -5, 5]
- pfCand_gamma_vertex_dx_tauFL: [*is_pfGamma, {"pfCand_gamma_vertex_dx_tauFL": "pfCand_vertex_x - pv_x - tau_flightLength_x"}, "normal", -5, 5]
- pfCand_gamma_vertex_dy_tauFL: [*is_pfGamma, {"pfCand_gamma_vertex_dy_tauFL": "pfCand_vertex_y - pv_y - tau_flightLength_y"}, "normal", -5, 5]
- pfCand_gamma_vertex_dz_tauFL: [*is_pfGamma, {"pfCand_gamma_vertex_dz_tauFL": "pfCand_vertex_z - pv_z - tau_flightLength_z"}, "normal", -5, 5]
- pfCand_gamma_hasTrackDetails: [*is_pfGamma, {"pfCand_gamma_hasTrackDetails": "pfCand_hasTrackDetails==1"}, "no_scaling"]
- pfCand_gamma_hasTimeDetails: [*is_pfGamma, {"pfCand_gamma_hasTimeDetails": "pfCand_hasTimeDetails==1"}, "no_scaling"]
- pfCand_gamma_dxy: [*is_pfGamma_hasTrackDetails, {"pfCand_gamma_dxy": "pfCand_dxy"}, "normal", -5, 5]
- pfCand_gamma_dxy_sig: [*is_pfGamma_hasTrackDetails, {"pfCand_gamma_dxy_sig": "abs(pfCand_dxy)/pfCand_dxy_error"}, "normal", -5, 5]
- pfCand_gamma_dz: [*is_pfGamma_hasTrackDetails, {"pfCand_gamma_dz": "pfCand_dz"}, "normal", -5, 5]
- pfCand_gamma_dz_sig: [*is_pfGamma_hasTrackDetails, {"pfCand_gamma_dz_sig": "abs(pfCand_dz)/pfCand_dz_error"}, "normal", -5, 5]
- pfCand_gamma_time: [*is_pfGamma_hasTimeDetails, {"pfCand_gamma_time": "pfCand_time"}, "normal", -5, 5]
- pfCand_gamma_vertex_dt: [*is_pfGamma_hasTimeDetails, {"pfCand_gamma_vertex_dt": "pfCand_time - pv_t"}, "normal", -5, 5]
- pfCand_gamma_time_sig: [*is_pfGamma_hasTimeDetails, {"pfCand_gamma_time_sig": "abs(pfCand_time - pv_t)/pfCand_timeError"}, "normal", -5, 5]
- pfCand_gamma_track_chi2_ndof: [*is_pfGamma_hasTrackDetails_track_ndof, {"pfCand_gamma_track_chi2_ndof": "pfCand_track_chi2/pfCand_track_ndof"}, "normal", -5, 5]
- pfCand_gamma_track_ndof: [*is_pfGamma_hasTrackDetails_track_ndof, {"pfCand_gamma_track_ndof": "pfCand_track_ndof"}, "normal", -5, 5]
Electron :
- ele_valid: [null, null, "no_scaling"]
- ele_rel_pt: [null, {"ele_rel_pt": "ele_pt/tau_pt"}, "normal", -5, 5]
- ele_deta: [null, {"ele_deta": "ele_eta - tau_eta"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}]
- ele_dphi: [null, {"ele_dphi": "ele_phi - tau_phi"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}] # NB: will not bring dphi values to [-pi,pi] on the fly here
- ele_cc_valid: [null, {"ele_cc_valid": *ele_cc_valid}, "no_scaling"]
- ele_cc_ele_rel_energy: [*ele_cc_valid, {"ele_cc_ele_rel_energy": "ele_cc_ele_energy/ele_pt"}, "normal", -5, 5]
- ele_cc_gamma_rel_energy: [*ele_cc_valid, {"ele_cc_gamma_rel_energy": "ele_cc_gamma_energy/ele_cc_ele_energy"}, "normal", -5, 5]
- ele_cc_n_gamma: [*ele_cc_valid, null, "normal", -5, 5]
- ele_rel_trackMomentumAtVtx: [null, {"ele_rel_trackMomentumAtVtx": "ele_trackMomentumAtVtx/ele_pt"}, "normal", -5, 5]
- ele_rel_trackMomentumAtCalo: [null, {"ele_rel_trackMomentumAtCalo": "ele_trackMomentumAtCalo/ele_pt"}, "normal", -5, 5]
- ele_rel_trackMomentumOut: [null, {"ele_rel_trackMomentumOut": "ele_trackMomentumOut/ele_pt"}, "normal", -5, 5]
- ele_rel_trackMomentumAtEleClus: [null, {"ele_rel_trackMomentumAtEleClus": "ele_trackMomentumAtEleClus/ele_pt"}, "normal", -5, 5]
- ele_rel_trackMomentumAtVtxWithConstraint: [null, {"ele_rel_trackMomentumAtVtxWithConstraint": "ele_trackMomentumAtVtxWithConstraint/ele_pt"}, "normal", -5, 5]
- ele_rel_ecalEnergy: [null, {"ele_rel_ecalEnergy": "ele_ecalEnergy/ele_pt"}, "normal", -5, 5]
- ele_ecalEnergy_sig: [null, {"ele_ecalEnergy_sig": "ele_ecalEnergy/ele_ecalEnergy_error"}, "normal", -5, 5]
- ele_eSuperClusterOverP: [null, null, "normal", -5, 5]
- ele_eSeedClusterOverP: [null, null, "normal", -5, 5]
- ele_eSeedClusterOverPout: [null, null, "normal", -5, 5]
- ele_eEleClusterOverPout: [null, null, "normal", -5, 5]
- ele_deltaEtaSuperClusterTrackAtVtx: [null, null, "normal", -5, 5]
- ele_deltaEtaSeedClusterTrackAtCalo: [null, null, "normal", -5, 5]
- ele_deltaEtaEleClusterTrackAtCalo: [null, null, "normal", -5, 5]
- ele_deltaPhiEleClusterTrackAtCalo: [null, null, "normal", -5, 5]
- ele_deltaPhiSuperClusterTrackAtVtx: [null, null, "normal", -5, 5]
- ele_deltaPhiSeedClusterTrackAtCalo: [null, null, "normal", -5, 5]
- ele_mvaInput_earlyBrem: [null, null, "categorical"]
- ele_mvaInput_lateBrem: [null, null, "categorical"]
- ele_mvaInput_sigmaEtaEta: [null, null, "normal", -5, 5]
- ele_mvaInput_hadEnergy: [null, null, "normal", -5, 5]
- ele_mvaInput_deltaEta: [null, null, "normal", -5, 5]
- ele_gsfTrack_normalizedChi2: [null, null, "normal", -5, 5]
- ele_gsfTrack_numberOfValidHits: [null, null, "normal", -5, 5]
- ele_rel_gsfTrack_pt: [null, {"ele_rel_gsfTrack_pt": "ele_gsfTrack_pt/ele_pt"}, "normal", -5, 5]
- ele_gsfTrack_pt_sig: [null, {"ele_gsfTrack_pt_sig": "ele_gsfTrack_pt/ele_gsfTrack_pt_error"}, "normal", -5, 5]
- ele_has_closestCtfTrack: [null, {"ele_has_closestCtfTrack": *ele_has_closestCtfTrack}, "no_scaling"]
- ele_closestCtfTrack_normalizedChi2: [*ele_has_closestCtfTrack, null, "normal", -5, 5]
- ele_closestCtfTrack_numberOfValidHits: [*ele_has_closestCtfTrack, null, "normal", -5, 5]
Muon :
- muon_valid: [null, null, "no_scaling"]
- muon_rel_pt: [null, {"muon_rel_pt": "muon_pt/tau_pt"}, "normal", -5, 5]
- muon_deta: [null, {"muon_deta": "muon_eta - tau_eta"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}]
- muon_dphi: [null, {"muon_dphi": "muon_phi - tau_phi"}, "linear", {'inner': [-0.1, 0.1], 'outer': [-0.5, 0.5]}] # NB: will not bring dphi values to [-pi,pi] on the fly here
- muon_dxy: [null, null, "normal", -5, 5]
- muon_dxy_sig: [null, {"muon_dxy_sig": "abs(muon_dxy)/muon_dxy_error"}, "normal", -5, 5]
- muon_normalizedChi2_valid: [null, {"muon_normalizedChi2_valid": *muon_normalizedChi2_valid}, "no_scaling"]
- muon_normalizedChi2: [*muon_normalizedChi2_valid, null, "normal", -5, 5]
- muon_numberOfValidHits: [*muon_normalizedChi2_valid, null, "normal", -5, 5]
- muon_segmentCompatibility: [null, null, "no_scaling"]
- muon_caloCompatibility: [null, null, "no_scaling"]
- muon_pfEcalEnergy_valid: [null, {"muon_pfEcalEnergy_valid": *muon_pfEcalEnergy_valid}, "no_scaling"]
- muon_rel_pfEcalEnergy: [*muon_pfEcalEnergy_valid, {"muon_rel_pfEcalEnergy": "muon_pfEcalEnergy/muon_pt"}, "normal", -5, 5]
- muon_n_matches_DT_1: [null, null, "linear", 0., 2.]
- muon_n_matches_DT_2: [null, null, "linear", 0., 2.]
- muon_n_matches_DT_3: [null, null, "linear", 0., 2.]
- muon_n_matches_DT_4: [null, null, "linear", 0., 2.]
- muon_n_matches_CSC_1: [null, null, "linear", 0., 6.]
- muon_n_matches_CSC_2: [null, null, "linear", 0., 2.]
- muon_n_matches_CSC_3: [null, null, "linear", 0., 2.]
- muon_n_matches_CSC_4: [null, null, "linear", 0., 2.]
- muon_n_matches_RPC_1: [null, null, "linear", 0., 7.]
- muon_n_matches_RPC_2: [null, null, "linear", 0., 6.]
- muon_n_matches_RPC_3: [null, null, "linear", 0., 4.]
- muon_n_matches_RPC_4: [null, null, "linear", 0., 4.]
- muon_n_hits_DT_1: [null, null, "linear", 0., 12.]
- muon_n_hits_DT_2: [null, null, "linear", 0., 12.]
- muon_n_hits_DT_3: [null, null, "linear", 0., 12.]
- muon_n_hits_DT_4: [null, null, "linear", 0., 8.]
- muon_n_hits_CSC_1: [null, null, "linear", 0., 24.]
- muon_n_hits_CSC_2: [null, null, "linear", 0., 12.]
- muon_n_hits_CSC_3: [null, null, "linear", 0., 12.]
- muon_n_hits_CSC_4: [null, null, "linear", 0., 12.]
- muon_n_hits_RPC_1: [null, null, "linear", 0., 4.]
- muon_n_hits_RPC_2: [null, null, "linear", 0., 4.]
- muon_n_hits_RPC_3: [null, null, "linear", 0., 2.]
- muon_n_hits_RPC_4: [null, null, "linear", 0., 2.]
Features_disable :
TauFlat : ["tau_phi"]
GridGlobal : ["pv_t", "pv_t_sig"]
PfCand_electron : ["pfCand_ele_hasTimeDetails", "pfCand_ele_time", "pfCand_ele_vertex_dt", "pfCand_ele_time_sig"]
PfCand_muon : ["pfCand_muon_hasTimeDetails", "pfCand_muon_time", "pfCand_muon_vertex_dt", "pfCand_muon_time_sig"]
PfCand_chHad : ["pfCand_chHad_hasTimeDetails", "pfCand_chHad_time", "pfCand_chHad_vertex_dt", "pfCand_chHad_time_sig"]
PfCand_nHad : [ ]
PfCand_gamma : ["pfCand_gamma_hasTimeDetails", "pfCand_gamma_time", "pfCand_gamma_vertex_dt", "pfCand_gamma_time_sig"]
Electron : [ ]
Muon : [ ]