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BDT.log
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BDT.log
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------------------------------------------------------------------
| Welcome to ROOT 6.22/06 https://root.cern |
| (c) 1995-2020, The ROOT Team; conception: R. Brun, F. Rademakers |
| Built for linuxx8664gcc on Nov 27 2020, 15:14:08 |
| From tags/v6-22-06@v6-22-06 |
| Try '.help', '.demo', '.license', '.credits', '.quit'/'.q' |
------------------------------------------------------------------
Processing compact_teacher.cpp...
DataSetInfo : [dataset] : Added class "Signal"
: Add Tree nominal of type Signal with 16050 events
: Add Tree nominal of type Signal with 25715 events
: Add Tree nominal of type Signal with 13142 events
: Add Tree nominal of type Signal with 14146 events
: Add Tree nominal of type Signal with 12349 events
: Add Tree nominal of type Signal with 5221 events
: Add Tree nominal of type Signal with 19743 events
: Add Tree nominal of type Signal with 30316 events
: Add Tree nominal of type Signal with 15837 events
: Add Tree nominal of type Signal with 13271 events
: Add Tree nominal of type Signal with 11691 events
: Add Tree nominal of type Signal with 5163 events
: Add Tree nominal of type Signal with 343 events
DataSetInfo : [dataset] : Added class "Background"
: Add Tree nominal of type Background with 5071 events
: Add Tree nominal of type Background with 3985 events
: Add Tree nominal of type Background with 900908 events
: Add Tree nominal of type Background with 909059 events
: Add Tree nominal of type Background with 38834 events
: Add Tree nominal of type Background with 39850 events
: Add Tree nominal of type Background with 4217 events
: Add Tree nominal of type Background with 5671 events
: Add Tree nominal of type Background with 4815 events
: Add Tree nominal of type Background with 1689691 events
: Add Tree nominal of type Background with 1799801 events
: Add Tree nominal of type Background with 34884 events
: Add Tree nominal of type Background with 36659 events
: Add Tree nominal of type Background with 1203 events
: Add Tree nominal of type Background with 4941 events
: Add Tree nominal of type Background with 2532 events
: Add Tree nominal of type Background with 24743 events
: Add Tree nominal of type Background with 51987 events
: Add Tree nominal of type Background with 20076 events
: Add Tree nominal of type Background with 117917 events
: Add Tree nominal of type Background with 9436 events
: Add Tree nominal of type Background with 50 events
Factory : Booking method: [1mBDTG[0m
:
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[0] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Signal
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[0] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[0] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
: Building event vectors for type 2 Background
: Dataset[dataset] : create input formulas for tree nominal
<WARNING> : Expression: DeltaJet01(jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jet_eta[1] does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_dR(jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pt(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: jj_Pz(jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
<WARNING> : Expression: sumPz(lepton_pt[0],lepton_pt[1],lepton_pt[2],lepton_eta[0],lepton_eta[1],lepton_eta[2],lepton_phi[0],lepton_phi[1],lepton_phi[2],jet_pt[0],jet_pt[1],jet_eta[0],jet_eta[1],jet_phi[0],jet_phi[1]) does not provide data for this event. This event is not taken into account. --> please check if you use as a variable an entry of an array which is not filled for some events (e.g. arr[4] when arr has only 3 elements).
<WARNING> : If you want to take the event into account you can do something like: "Alt$(arr[4],0)" where in cases where arr doesn't have a 4th element, 0 is taken as an alternative.
DataSetFactory : [dataset] : Number of events in input trees
: Dataset[dataset] : Signal requirement: "(( (passEventCleaning && passTrigger && isTrigMatched) && (@lepton_pt.size()==3) && (abs(total_charge)==1) && ((lepton_ID[0]!=-lepton_ID[1] || Mll01>12e3) && (lepton_ID[0]!=-lepton_ID[2] || Mll02>12e3) && (lepton_ID[1]!=-lepton_ID[2] || Mll12>12e3)) && ((lepton_ID[0]==-lepton_ID[1] && abs(Mll01-91.2e3)<10e3) || (lepton_ID[0]==-lepton_ID[2] && abs(Mll02-91.2e3)<10e3) || (lepton_ID[1]==-lepton_ID[2] && abs(Mll12-91.2e3)<10e3)) && ( (Mll12==best_Z_Mll && lepton_isTightLH[0] && lepton_ambiguityType[0]==0 && lepton_isolationFixedCutLoose[0] && ((lepton_PromptLeptonVeto[0]<-0.7 && abs(lepton_ID[0])==11) || (lepton_PromptLeptonVeto[0]<-0.5 && abs(lepton_ID[0])==13))) || (Mll02==best_Z_Mll && lepton_isTightLH[1] && lepton_ambiguityType[1]==0 && lepton_isolationFixedCutLoose[1] && ((lepton_PromptLeptonVeto[1]<-0.7 && abs(lepton_ID[1])==11) || (lepton_PromptLeptonVeto[1]<-0.5 && abs(lepton_ID[1])==13))) || (Mll01==best_Z_Mll && lepton_isTightLH[2] && lepton_ambiguityType[2]==0 && lepton_isolationFixedCutLoose[2] && ((lepton_PromptLeptonVeto[2]<-0.7 && abs(lepton_ID[2])==11) || (lepton_PromptLeptonVeto[2]<-0.5 && abs(lepton_ID[2])==13))) ) && (@jet_pt.size()!=0) && (nJets_mv2c10_70==0) && (lepton_pt[2]/1000.>15.) && ((HT_lep+HT_had)/1000.)>200. && (@jet_pt.size()==2) ))&&((( ((Mll12==best_Z_Mll)*lepton_SFObjTightLH[0]+(Mll12!=best_Z_Mll)*lepton_SFObjLoose[0])*((Mll02==best_Z_Mll)*lepton_SFObjTightLH[1]+(Mll02!=best_Z_Mll)*lepton_SFObjLoose[1])*((Mll01==best_Z_Mll)*lepton_SFObjTightLH[2]+(Mll01!=best_Z_Mll)*lepton_SFObjLoose[2]) ) *( (mcWeightOrg*xsec*(1./tot_weight)*pileupEventWeight*JVT_EventWeight*MV2c10_FixedCutBEff_70_EventWeight)*(36184.86*(RunYear<2016.5) + 43593.8*(RunYear>2016.5)) * ( 1 + (MCchannelNumber==364253)*( 0.05*(@jet_pt.size()==1) + (-0.02)*(@jet_pt.size()==2) + (-0.07)*(@jet_pt.size()>2) ) ) * ( 1 + (MCchannelNumber==364250 || MCchannelNumber==345705 || MCchannelNumber==345706)*( 0.04*(@jet_pt.size()==0 || @jet_pt.size()==1) + (-0.30)*(@jet_pt.size()==2) + (-0.36)*(@jet_pt.size()>2) ) ) )*( ( ((Mll12==best_Z_Mll)*lepton_SFObjTightLH[0]+(Mll12!=best_Z_Mll)*lepton_SFObjLoose[0])*((Mll02==best_Z_Mll)*lepton_SFObjTightLH[1]+(Mll02!=best_Z_Mll)*lepton_SFObjLoose[1])*((Mll01==best_Z_Mll)*lepton_SFObjTightLH[2]+(Mll01!=best_Z_Mll)*lepton_SFObjLoose[2]) ) ))<0.07)"
: Dataset[dataset] : Signal -- number of events passed: 33654 / sum of weights: 34.0971
: Dataset[dataset] : Signal -- efficiency : 0.259904
: Dataset[dataset] : Background requirement: "(( (passEventCleaning && passTrigger && isTrigMatched) && (@lepton_pt.size()==3) && (abs(total_charge)==1) && ((lepton_ID[0]!=-lepton_ID[1] || Mll01>12e3) && (lepton_ID[0]!=-lepton_ID[2] || Mll02>12e3) && (lepton_ID[1]!=-lepton_ID[2] || Mll12>12e3)) && ((lepton_ID[0]==-lepton_ID[1] && abs(Mll01-91.2e3)<10e3) || (lepton_ID[0]==-lepton_ID[2] && abs(Mll02-91.2e3)<10e3) || (lepton_ID[1]==-lepton_ID[2] && abs(Mll12-91.2e3)<10e3)) && ( (Mll12==best_Z_Mll && lepton_isTightLH[0] && lepton_ambiguityType[0]==0 && lepton_isolationFixedCutLoose[0] && ((lepton_PromptLeptonVeto[0]<-0.7 && abs(lepton_ID[0])==11) || (lepton_PromptLeptonVeto[0]<-0.5 && abs(lepton_ID[0])==13))) || (Mll02==best_Z_Mll && lepton_isTightLH[1] && lepton_ambiguityType[1]==0 && lepton_isolationFixedCutLoose[1] && ((lepton_PromptLeptonVeto[1]<-0.7 && abs(lepton_ID[1])==11) || (lepton_PromptLeptonVeto[1]<-0.5 && abs(lepton_ID[1])==13))) || (Mll01==best_Z_Mll && lepton_isTightLH[2] && lepton_ambiguityType[2]==0 && lepton_isolationFixedCutLoose[2] && ((lepton_PromptLeptonVeto[2]<-0.7 && abs(lepton_ID[2])==11) || (lepton_PromptLeptonVeto[2]<-0.5 && abs(lepton_ID[2])==13))) ) && (@jet_pt.size()!=0) && (nJets_mv2c10_70==0) && (lepton_pt[2]/1000.>15.) && ((HT_lep+HT_had)/1000.)>200. && (@jet_pt.size()==2) ))&&((( ((Mll12==best_Z_Mll)*lepton_SFObjTightLH[0]+(Mll12!=best_Z_Mll)*lepton_SFObjLoose[0])*((Mll02==best_Z_Mll)*lepton_SFObjTightLH[1]+(Mll02!=best_Z_Mll)*lepton_SFObjLoose[1])*((Mll01==best_Z_Mll)*lepton_SFObjTightLH[2]+(Mll01!=best_Z_Mll)*lepton_SFObjLoose[2]) ) *( (mcWeightOrg*xsec*(1./tot_weight)*pileupEventWeight*JVT_EventWeight*MV2c10_FixedCutBEff_70_EventWeight)*(36184.86*(RunYear<2016.5) + 43593.8*(RunYear>2016.5)) * ( 1 + (MCchannelNumber==364253)*( 0.05*(@jet_pt.size()==1) + (-0.02)*(@jet_pt.size()==2) + (-0.07)*(@jet_pt.size()>2) ) ) * ( 1 + (MCchannelNumber==364250 || MCchannelNumber==345705 || MCchannelNumber==345706)*( 0.04*(@jet_pt.size()==0 || @jet_pt.size()==1) + (-0.30)*(@jet_pt.size()==2) + (-0.36)*(@jet_pt.size()>2) ) ) )*( ( ((Mll12==best_Z_Mll)*lepton_SFObjTightLH[0]+(Mll12!=best_Z_Mll)*lepton_SFObjLoose[0])*((Mll02==best_Z_Mll)*lepton_SFObjTightLH[1]+(Mll02!=best_Z_Mll)*lepton_SFObjLoose[1])*((Mll01==best_Z_Mll)*lepton_SFObjTightLH[2]+(Mll01!=best_Z_Mll)*lepton_SFObjLoose[2]) ) ))>-0.10)"
: Dataset[dataset] : Background -- number of events passed: 904396 / sum of weights: 2391.94
: Dataset[dataset] : Background -- efficiency : 0.263441
: Dataset[dataset] : you have opted for interpreting the requested number of training/testing events
: to be the number of events AFTER your preselection cuts
:
: Dataset[dataset] : you have opted for interpreting the requested number of training/testing events
: to be the number of events AFTER your preselection cuts
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Signal -- training events : 16827
: Signal -- testing events : 16827
: Signal -- training and testing events: 33654
: Dataset[dataset] : Signal -- due to the preselection a scaling factor has been applied to the numbers of requested events: 0.276748
: Background -- training events : 452198
: Background -- testing events : 452198
: Background -- training and testing events: 904396
: Dataset[dataset] : Background -- due to the preselection a scaling factor has been applied to the numbers of requested events: 0.306426
:
DataSetInfo : Correlation matrix (Signal):
: -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
: best_Z_Mll DeltaJet01_var HT HT_had HT_lep jet_eta_0 jet_eta_1 jj_dR_var jj_Pt_var jj_Pz_var leadJet_pt lep1Z_pt_var lep2Z_pt_var lep3_pt_var leptons_jets_MET_tot_invMass M_T_Wlv MET_RefFinal_et Mjj01 mll_1_var mll_2_var Mlll012 subleadJet_pt sumPz_var total_charge W_pt_var Zll_leadJet_invMass Zpt_var
: best_Z_Mll: +1.000 +0.008 +0.043 +0.023 +0.050 +0.008 -0.019 +0.000 +0.030 -0.014 +0.023 +0.048 +0.052 +0.016 +0.036 +0.007 +0.016 +0.007 +0.022 +0.009 +0.029 +0.013 -0.021 -0.007 +0.019 +0.041 +0.039
: DeltaJet01_var: +0.008 +1.000 -0.013 -0.004 -0.018 -0.014 -0.025 -0.002 -0.008 -0.023 -0.008 -0.022 -0.016 -0.001 -0.007 +0.019 -0.004 +0.013 -0.005 +0.008 +0.000 +0.007 -0.016 +0.004 -0.012 -0.014 -0.023
: HT: +0.043 -0.013 +1.000 +0.848 +0.829 -0.012 -0.019 -0.066 +0.789 -0.024 +0.842 +0.707 +0.524 +0.534 +0.868 +0.113 +0.369 +0.522 +0.456 +0.385 +0.463 +0.539 -0.046 -0.007 +0.610 +0.734 +0.738
: HT_had: +0.023 -0.004 +0.848 +1.000 +0.407 -0.009 -0.017 -0.028 +0.834 -0.024 +0.962 +0.364 +0.276 +0.232 +0.737 +0.031 +0.313 +0.691 +0.080 +0.079 +0.085 +0.715 -0.034 +0.006 +0.393 +0.671 +0.384
: HT_lep: +0.050 -0.018 +0.829 +0.407 +1.000 -0.012 -0.016 -0.084 +0.480 -0.016 +0.436 +0.836 +0.611 +0.676 +0.718 +0.163 +0.305 +0.171 +0.702 +0.580 +0.708 +0.176 -0.044 -0.018 +0.637 +0.556 +0.867
: jet_eta_0: +0.008 -0.014 -0.012 -0.009 -0.012 +1.000 +0.426 +0.002 -0.010 +0.772 -0.010 -0.020 +0.009 -0.003 -0.015 +0.021 -0.009 -0.001 -0.018 -0.002 -0.015 -0.004 +0.652 -0.009 -0.018 -0.014 -0.015
: jet_eta_1: -0.019 -0.025 -0.019 -0.017 -0.016 +0.426 +1.000 +0.008 -0.020 +0.586 -0.018 -0.018 +0.007 -0.012 -0.014 +0.010 -0.001 -0.010 -0.018 +0.006 -0.012 -0.009 +0.508 -0.014 -0.014 -0.002 -0.012
: jj_dR_var: +0.000 -0.002 -0.066 -0.028 -0.084 +0.002 +0.008 +1.000 -0.219 +0.013 -0.030 -0.097 -0.054 -0.023 +0.011 +0.064 -0.024 +0.336 -0.010 -0.003 -0.011 -0.011 +0.010 +0.012 -0.061 -0.048 -0.103
: jj_Pt_var: +0.030 -0.008 +0.789 +0.834 +0.480 -0.010 -0.020 -0.219 +1.000 -0.029 +0.894 +0.432 +0.317 +0.275 +0.692 +0.001 +0.341 +0.339 +0.094 +0.087 +0.099 +0.362 -0.044 +0.001 +0.456 +0.704 +0.456
: jj_Pz_var: -0.014 -0.023 -0.024 -0.024 -0.016 +0.772 +0.586 +0.013 -0.029 +1.000 -0.027 -0.030 +0.012 -0.001 -0.023 +0.020 -0.021 -0.006 -0.010 +0.014 -0.003 -0.008 +0.791 -0.003 -0.024 -0.014 -0.022
: leadJet_pt: +0.023 -0.008 +0.842 +0.962 +0.436 -0.010 -0.018 -0.030 +0.894 -0.027 +1.000 +0.391 +0.289 +0.252 +0.737 +0.031 +0.342 +0.602 +0.084 +0.080 +0.088 +0.496 -0.038 +0.002 +0.428 +0.714 +0.409
: lep1Z_pt_var: +0.048 -0.022 +0.707 +0.364 +0.836 -0.020 -0.018 -0.097 +0.432 -0.030 +0.391 +1.000 +0.465 +0.218 +0.615 +0.020 +0.358 +0.127 +0.525 +0.278 +0.482 +0.155 -0.046 +0.001 +0.420 +0.611 +0.951
: lep2Z_pt_var: +0.052 -0.016 +0.524 +0.276 +0.611 +0.009 +0.007 -0.054 +0.317 +0.012 +0.289 +0.465 +1.000 +0.165 +0.463 -0.002 +0.257 +0.112 +0.279 +0.502 +0.356 +0.137 -0.008 -0.006 +0.315 +0.455 +0.686
: lep3_pt_var: +0.016 -0.001 +0.534 +0.232 +0.676 -0.003 -0.012 -0.023 +0.275 -0.001 +0.252 +0.218 +0.165 +1.000 +0.455 +0.301 +0.046 +0.131 +0.624 +0.573 +0.649 +0.094 -0.027 -0.034 +0.604 +0.141 +0.234
: leptons_jets_MET_tot_invMass: +0.036 -0.007 +0.868 +0.737 +0.718 -0.015 -0.014 +0.011 +0.692 -0.023 +0.737 +0.615 +0.463 +0.455 +1.000 +0.164 +0.531 +0.558 +0.507 +0.444 +0.520 +0.455 -0.050 -0.001 +0.667 +0.780 +0.645
: M_T_Wlv: +0.007 +0.019 +0.113 +0.031 +0.163 +0.021 +0.010 +0.064 +0.001 +0.020 +0.031 +0.020 -0.002 +0.301 +0.164 +1.000 +0.201 +0.080 +0.109 +0.099 +0.113 +0.018 +0.015 -0.016 +0.005 +0.029 +0.014
: MET_RefFinal_et: +0.016 -0.004 +0.369 +0.313 +0.305 -0.009 -0.001 -0.024 +0.341 -0.021 +0.342 +0.358 +0.257 +0.046 +0.531 +0.201 +1.000 +0.162 +0.114 +0.078 +0.110 +0.121 -0.036 +0.015 +0.737 +0.210 +0.365
: Mjj01: +0.007 +0.013 +0.522 +0.691 +0.171 -0.001 -0.010 +0.336 +0.339 -0.006 +0.602 +0.127 +0.112 +0.131 +0.558 +0.080 +0.162 +1.000 +0.033 +0.045 +0.037 +0.657 -0.005 +0.001 +0.186 +0.387 +0.136
: mll_1_var: +0.022 -0.005 +0.456 +0.080 +0.702 -0.018 -0.018 -0.010 +0.094 -0.010 +0.084 +0.525 +0.279 +0.624 +0.507 +0.109 +0.114 +0.033 +1.000 +0.722 +0.975 +0.038 -0.036 -0.009 +0.473 +0.246 +0.515
: mll_2_var: +0.009 +0.008 +0.385 +0.079 +0.580 -0.002 +0.006 -0.003 +0.087 +0.014 +0.080 +0.278 +0.502 +0.573 +0.444 +0.099 +0.078 +0.045 +0.722 +1.000 +0.850 +0.047 -0.020 -0.020 +0.416 +0.201 +0.387
: Mlll012: +0.029 +0.000 +0.463 +0.085 +0.708 -0.015 -0.012 -0.011 +0.099 -0.003 +0.088 +0.482 +0.356 +0.649 +0.520 +0.113 +0.110 +0.037 +0.975 +0.850 +1.000 +0.043 -0.035 -0.013 +0.486 +0.247 +0.505
: subleadJet_pt: +0.013 +0.007 +0.539 +0.715 +0.176 -0.004 -0.009 -0.011 +0.362 -0.008 +0.496 +0.155 +0.137 +0.094 +0.455 +0.018 +0.121 +0.657 +0.038 +0.047 +0.043 +1.000 -0.011 +0.012 +0.154 +0.305 +0.173
: sumPz_var: -0.021 -0.016 -0.046 -0.034 -0.044 +0.652 +0.508 +0.010 -0.044 +0.791 -0.038 -0.046 -0.008 -0.027 -0.050 +0.015 -0.036 -0.005 -0.036 -0.020 -0.035 -0.011 +1.000 -0.009 -0.051 -0.034 -0.039
: total_charge: -0.007 +0.004 -0.007 +0.006 -0.018 -0.009 -0.014 +0.012 +0.001 -0.003 +0.002 +0.001 -0.006 -0.034 -0.001 -0.016 +0.015 +0.001 -0.009 -0.020 -0.013 +0.012 -0.009 +1.000 -0.005 +0.008 -0.001
: W_pt_var: +0.019 -0.012 +0.610 +0.393 +0.637 -0.018 -0.014 -0.061 +0.456 -0.024 +0.428 +0.420 +0.315 +0.604 +0.667 +0.005 +0.737 +0.186 +0.473 +0.416 +0.486 +0.154 -0.051 -0.005 +1.000 +0.253 +0.440
: Zll_leadJet_invMass: +0.041 -0.014 +0.734 +0.671 +0.556 -0.014 -0.002 -0.048 +0.704 -0.014 +0.714 +0.611 +0.455 +0.141 +0.780 +0.029 +0.210 +0.387 +0.246 +0.201 +0.247 +0.305 -0.034 +0.008 +0.253 +1.000 +0.640
: Zpt_var: +0.039 -0.023 +0.738 +0.384 +0.867 -0.015 -0.012 -0.103 +0.456 -0.022 +0.409 +0.951 +0.686 +0.234 +0.645 +0.014 +0.365 +0.136 +0.515 +0.387 +0.505 +0.173 -0.039 -0.001 +0.440 +0.640 +1.000
: -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
DataSetInfo : Correlation matrix (Background):
: -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
: best_Z_Mll DeltaJet01_var HT HT_had HT_lep jet_eta_0 jet_eta_1 jj_dR_var jj_Pt_var jj_Pz_var leadJet_pt lep1Z_pt_var lep2Z_pt_var lep3_pt_var leptons_jets_MET_tot_invMass M_T_Wlv MET_RefFinal_et Mjj01 mll_1_var mll_2_var Mlll012 subleadJet_pt sumPz_var total_charge W_pt_var Zll_leadJet_invMass Zpt_var
: best_Z_Mll: +1.000 +0.005 +0.036 +0.005 +0.064 +0.000 +0.005 +0.000 +0.010 +0.001 +0.007 +0.066 +0.058 +0.019 +0.032 +0.010 +0.013 +0.004 +0.047 +0.037 +0.062 -0.001 +0.002 +0.009 +0.020 +0.038 +0.048
: DeltaJet01_var: +0.005 +1.000 +0.002 +0.002 +0.001 +0.005 -0.002 +0.008 -0.004 +0.001 +0.000 +0.002 -0.005 +0.001 +0.005 -0.011 +0.001 +0.004 +0.009 +0.006 +0.009 +0.006 +0.005 -0.007 +0.006 +0.000 +0.001
: HT: +0.036 +0.002 +1.000 +0.894 +0.814 +0.003 +0.002 -0.017 +0.816 +0.009 +0.892 +0.667 +0.460 +0.535 +0.832 +0.098 +0.305 +0.528 +0.397 +0.331 +0.411 +0.563 +0.006 +0.014 +0.581 +0.716 +0.695
: HT_had: +0.005 +0.002 +0.894 +1.000 +0.469 +0.005 +0.003 +0.034 +0.796 +0.009 +0.958 +0.402 +0.282 +0.280 +0.776 +0.014 +0.323 +0.664 +0.108 +0.105 +0.119 +0.724 +0.008 +0.026 +0.440 +0.662 +0.425
: HT_lep: +0.064 +0.001 +0.814 +0.469 +1.000 -0.001 +0.000 -0.077 +0.577 +0.005 +0.518 +0.794 +0.542 +0.692 +0.636 +0.177 +0.182 +0.181 +0.644 +0.518 +0.656 +0.173 +0.001 -0.006 +0.577 +0.556 +0.823
: jet_eta_0: +0.000 +0.005 +0.003 +0.005 -0.001 +1.000 +0.127 +0.012 -0.000 +0.735 +0.003 +0.001 -0.002 -0.001 +0.006 +0.011 +0.000 +0.010 +0.003 +0.000 +0.002 +0.009 +0.618 -0.004 -0.006 +0.001 -0.001
: jet_eta_1: +0.005 -0.002 +0.002 +0.003 +0.000 +0.127 +1.000 -0.007 +0.005 +0.420 +0.004 +0.002 +0.002 -0.003 +0.001 +0.010 +0.008 -0.003 +0.002 +0.001 +0.003 -0.001 +0.325 +0.003 -0.001 +0.004 +0.002
: jj_dR_var: +0.000 +0.008 -0.017 +0.034 -0.077 +0.012 -0.007 +1.000 -0.177 +0.001 +0.014 -0.069 -0.039 -0.045 +0.117 +0.004 -0.038 +0.392 -0.012 -0.013 -0.014 +0.069 +0.003 -0.008 -0.065 +0.022 -0.075
: jj_Pt_var: +0.010 -0.004 +0.816 +0.796 +0.577 -0.000 +0.005 -0.177 +1.000 +0.007 +0.880 +0.496 +0.343 +0.345 +0.670 +0.010 +0.379 +0.303 +0.124 +0.122 +0.138 +0.293 +0.004 +0.028 +0.530 +0.670 +0.526
: jj_Pz_var: +0.001 +0.001 +0.009 +0.009 +0.005 +0.735 +0.420 +0.001 +0.007 +1.000 +0.007 +0.005 +0.001 +0.004 +0.008 +0.007 +0.004 +0.007 +0.008 +0.004 +0.007 +0.010 +0.786 +0.001 +0.002 -0.001 +0.004
: leadJet_pt: +0.007 +0.000 +0.892 +0.958 +0.518 +0.003 +0.004 +0.014 +0.880 +0.007 +1.000 +0.444 +0.311 +0.311 +0.756 +0.014 +0.353 +0.555 +0.116 +0.113 +0.128 +0.497 +0.005 +0.028 +0.483 +0.701 +0.468
: lep1Z_pt_var: +0.066 +0.002 +0.667 +0.402 +0.794 +0.001 +0.002 -0.069 +0.496 +0.005 +0.444 +1.000 +0.377 +0.173 +0.521 +0.015 +0.209 +0.158 +0.458 +0.194 +0.412 +0.151 +0.001 +0.024 +0.278 +0.607 +0.936
: lep2Z_pt_var: +0.058 -0.005 +0.460 +0.282 +0.542 -0.002 +0.002 -0.039 +0.343 +0.001 +0.311 +0.377 +1.000 +0.121 +0.366 +0.001 +0.154 +0.112 +0.190 +0.430 +0.276 +0.105 +0.000 +0.024 +0.204 +0.420 +0.621
: lep3_pt_var: +0.019 +0.001 +0.535 +0.280 +0.692 -0.001 -0.003 -0.045 +0.345 +0.004 +0.311 +0.173 +0.121 +1.000 +0.414 +0.301 +0.032 +0.104 +0.574 +0.528 +0.608 +0.100 +0.001 -0.047 +0.643 +0.153 +0.185
: leptons_jets_MET_tot_invMass: +0.032 +0.005 +0.832 +0.776 +0.636 +0.006 +0.001 +0.117 +0.670 +0.008 +0.756 +0.521 +0.366 +0.414 +1.000 +0.124 +0.428 +0.693 +0.425 +0.363 +0.444 +0.531 +0.005 +0.029 +0.573 +0.773 +0.549
: M_T_Wlv: +0.010 -0.011 +0.098 +0.014 +0.177 +0.011 +0.010 +0.004 +0.010 +0.007 +0.014 +0.015 +0.001 +0.301 +0.124 +1.000 +0.179 +0.016 +0.129 +0.124 +0.139 +0.008 +0.007 -0.006 -0.018 +0.021 +0.013
: MET_RefFinal_et: +0.013 +0.001 +0.305 +0.323 +0.182 +0.000 +0.008 -0.038 +0.379 +0.004 +0.353 +0.209 +0.154 +0.032 +0.428 +0.179 +1.000 +0.151 +0.066 +0.046 +0.066 +0.130 +0.003 +0.073 +0.685 +0.178 +0.225
: Mjj01: +0.004 +0.004 +0.528 +0.664 +0.181 +0.010 -0.003 +0.392 +0.303 +0.007 +0.555 +0.158 +0.112 +0.104 +0.693 +0.016 +0.151 +1.000 +0.052 +0.049 +0.057 +0.680 +0.008 +0.018 +0.182 +0.423 +0.166
: mll_1_var: +0.047 +0.009 +0.397 +0.108 +0.644 +0.003 +0.002 -0.012 +0.124 +0.008 +0.116 +0.458 +0.190 +0.574 +0.425 +0.129 +0.066 +0.052 +1.000 +0.646 +0.965 +0.049 +0.001 -0.022 +0.424 +0.219 +0.442
: mll_2_var: +0.037 +0.006 +0.331 +0.105 +0.518 +0.000 +0.001 -0.013 +0.122 +0.004 +0.113 +0.194 +0.430 +0.528 +0.363 +0.124 +0.046 +0.049 +0.646 +1.000 +0.813 +0.047 -0.000 -0.015 +0.374 +0.166 +0.303
: Mlll012: +0.062 +0.009 +0.411 +0.119 +0.656 +0.002 +0.003 -0.014 +0.138 +0.007 +0.128 +0.412 +0.276 +0.608 +0.444 +0.139 +0.066 +0.057 +0.965 +0.813 +1.000 +0.054 -0.000 -0.021 +0.445 +0.222 +0.431
: subleadJet_pt: -0.001 +0.006 +0.563 +0.724 +0.173 +0.009 -0.001 +0.069 +0.293 +0.010 +0.497 +0.151 +0.105 +0.100 +0.531 +0.008 +0.130 +0.680 +0.049 +0.047 +0.054 +1.000 +0.012 +0.010 +0.168 +0.317 +0.160
: sumPz_var: +0.002 +0.005 +0.006 +0.008 +0.001 +0.618 +0.325 +0.003 +0.004 +0.786 +0.005 +0.001 +0.000 +0.001 +0.005 +0.007 +0.003 +0.008 +0.001 -0.000 -0.000 +0.012 +1.000 -0.006 +0.000 -0.001 +0.001
: total_charge: +0.009 -0.007 +0.014 +0.026 -0.006 -0.004 +0.003 -0.008 +0.028 +0.001 +0.028 +0.024 +0.024 -0.047 +0.029 -0.006 +0.073 +0.018 -0.022 -0.015 -0.021 +0.010 -0.006 +1.000 +0.022 +0.024 +0.028
: W_pt_var: +0.020 +0.006 +0.581 +0.440 +0.577 -0.006 -0.001 -0.065 +0.530 +0.002 +0.483 +0.278 +0.204 +0.643 +0.573 -0.018 +0.685 +0.182 +0.424 +0.374 +0.445 +0.168 +0.000 +0.022 +1.000 +0.238 +0.300
: Zll_leadJet_invMass: +0.038 +0.000 +0.716 +0.662 +0.556 +0.001 +0.004 +0.022 +0.670 -0.001 +0.701 +0.607 +0.420 +0.153 +0.773 +0.021 +0.178 +0.423 +0.219 +0.166 +0.222 +0.317 -0.001 +0.024 +0.238 +1.000 +0.638
: Zpt_var: +0.048 +0.001 +0.695 +0.425 +0.823 -0.001 +0.002 -0.075 +0.526 +0.004 +0.468 +0.936 +0.621 +0.185 +0.549 +0.013 +0.225 +0.166 +0.442 +0.303 +0.431 +0.160 +0.001 +0.028 +0.300 +0.638 +1.000
: -----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
DataSetFactory : [dataset] :
:
Factory : [1mTrain all methods[0m
Factory : [dataset] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'best_Z_Mll' <---> Output : variable 'best_Z_Mll'
: Input : variable 'DeltaJet01_var' <---> Output : variable 'DeltaJet01_var'
: Input : variable 'HT' <---> Output : variable 'HT'
: Input : variable 'HT_had' <---> Output : variable 'HT_had'
: Input : variable 'HT_lep' <---> Output : variable 'HT_lep'
: Input : variable 'jet_eta_0' <---> Output : variable 'jet_eta_0'
: Input : variable 'jet_eta_1' <---> Output : variable 'jet_eta_1'
: Input : variable 'jj_dR_var' <---> Output : variable 'jj_dR_var'
: Input : variable 'jj_Pt_var' <---> Output : variable 'jj_Pt_var'
: Input : variable 'jj_Pz_var' <---> Output : variable 'jj_Pz_var'
: Input : variable 'leadJet_pt' <---> Output : variable 'leadJet_pt'
: Input : variable 'lep1Z_pt_var' <---> Output : variable 'lep1Z_pt_var'
: Input : variable 'lep2Z_pt_var' <---> Output : variable 'lep2Z_pt_var'
: Input : variable 'lep3_pt_var' <---> Output : variable 'lep3_pt_var'
: Input : variable 'leptons_jets_MET_tot_invMass' <---> Output : variable 'leptons_jets_MET_tot_invMass'
: Input : variable 'M_T_Wlv' <---> Output : variable 'M_T_Wlv'
: Input : variable 'MET_RefFinal_et' <---> Output : variable 'MET_RefFinal_et'
: Input : variable 'Mjj01' <---> Output : variable 'Mjj01'
: Input : variable 'mll_1_var' <---> Output : variable 'mll_1_var'
: Input : variable 'mll_2_var' <---> Output : variable 'mll_2_var'
: Input : variable 'Mlll012' <---> Output : variable 'Mlll012'
: Input : variable 'subleadJet_pt' <---> Output : variable 'subleadJet_pt'
: Input : variable 'sumPz_var' <---> Output : variable 'sumPz_var'
: Input : variable 'total_charge' <---> Output : variable 'total_charge'
: Input : variable 'W_pt_var' <---> Output : variable 'W_pt_var'
: Input : variable 'Zll_leadJet_invMass' <---> Output : variable 'Zll_leadJet_invMass'
: Input : variable 'Zpt_var' <---> Output : variable 'Zpt_var'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: ---------------------------------------------------------------------------------------------------------------------------------------------------------------
: best_Z_Mll: 90698. 3653.4 [ 81200. 1.0120e+05 ]
: DeltaJet01_var: 1.5611 0.94270 [ 3.2187e-06 3.1416 ]
: HT: 3.8833e+05 1.9958e+05 [ 2.0000e+05 4.8365e+06 ]
: HT_had: 1.7889e+05 1.3052e+05 [ 50050. 4.2093e+06 ]
: HT_lep: 2.0944e+05 1.0201e+05 [ 61869. 2.4711e+06 ]
: jet_eta_0: 0.0068565 1.2294 [ -2.4999 2.4999 ]
: jet_eta_1: 0.0014935 1.3141 [ -2.5000 2.5000 ]
: jj_dR_var: 2.6866 1.4446 [ 0.36504 7.6620 ]
: jj_Pt_var: 1.2870e+05 1.0470e+05 [ 170.20 2.0848e+06 ]
: jj_Pz_var: 1585.9 3.3124e+05 [ -4.9201e+06 4.2300e+06 ]
: leadJet_pt: 1.2631e+05 1.0384e+05 [ 25049. 2.1540e+06 ]
: lep1Z_pt_var: 97588. 61711. [ 15259. 1.6955e+06 ]
: lep2Z_pt_var: 41053. 25071. [ 15000. 7.2602e+05 ]
: lep3_pt_var: 70795. 56426. [ 15000. 1.8605e+06 ]
: leptons_jets_MET_tot_invMass: 6.5342e+05 3.2964e+05 [ 1.7586e+05 7.5542e+06 ]
: M_T_Wlv: 68809. 45530. [ -134.54 2.9700e+06 ]
: MET_RefFinal_et: 67634. 58179. [ 2.8813 1.4752e+06 ]
: Mjj01: 1.8123e+05 1.8817e+05 [ 12475. 6.5184e+06 ]
: mll_1_var: 1.5703e+05 1.1171e+05 [ 119.46 3.5717e+06 ]
: mll_2_var: 1.0049e+05 71400. [ 178.88 1.6074e+06 ]
: Mlll012: 2.1708e+05 1.1598e+05 [ 85064. 3.6430e+06 ]
: subleadJet_pt: 52586. 42806. [ 25000. 2.0553e+06 ]
: sumPz_var: 4416.8 5.4219e+05 [ -1.0200e+07 4.6495e+06 ]
: total_charge: 0.11934 0.99285 [ -1.0000 1.0000 ]
: W_pt_var: 1.0815e+05 86359. [ 102.05 1.9493e+06 ]
: Zll_leadJet_invMass: 3.1388e+05 2.0153e+05 [ 93874. 6.0190e+06 ]
: Zpt_var: 1.0859e+05 86369. [ 95.067 1.8980e+06 ]
: ---------------------------------------------------------------------------------------------------------------------------------------------------------------
: [32m
: <PlotVariables> Will not produce scatter plots ==>
: | The number of 27 input variables and 0 target values would require 351 two-dimensional
: | histograms, which would occupy the computer's memory. Note that this
: | suppression does not have any consequences for your analysis, other
: | than not disposing of these scatter plots. You can modify the maximum
: | number of input variables allowed to generate scatter plots in your
: | script via the command line:
: | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = <some int>;"[0m
:
: Some more output
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: -----------------------------------------------------
: Rank : Variable : Separation
: -----------------------------------------------------
: 1 : Mjj01 : 5.856e-02
: 2 : HT_lep : 2.924e-02
: 3 : W_pt_var : 2.495e-02
: 4 : Mlll012 : 2.295e-02
: 5 : Zpt_var : 2.292e-02
: 6 : mll_1_var : 2.174e-02
: 7 : HT : 1.959e-02
: 8 : lep1Z_pt_var : 1.866e-02
: 9 : mll_2_var : 1.737e-02
: 10 : MET_RefFinal_et : 1.717e-02
: 11 : jj_dR_var : 1.361e-02
: 12 : leptons_jets_MET_tot_invMass : 1.343e-02
: 13 : lep2Z_pt_var : 1.335e-02
: 14 : lep3_pt_var : 1.212e-02
: 15 : jj_Pt_var : 9.460e-03
: 16 : subleadJet_pt : 8.968e-03
: 17 : sumPz_var : 6.716e-03
: 18 : HT_had : 5.803e-03
: 19 : Zll_leadJet_invMass : 4.980e-03
: 20 : M_T_Wlv : 4.957e-03
: 21 : leadJet_pt : 4.120e-03
: 22 : best_Z_Mll : 3.804e-03
: 23 : DeltaJet01_var : 3.689e-03
: 24 : jet_eta_1 : 3.480e-03
: 25 : jj_Pz_var : 3.471e-03
: 26 : jet_eta_0 : 2.264e-03
: 27 : total_charge : 1.726e-03
: -----------------------------------------------------
Factory : Train method: BDTG for Classification
:
<WARNING> : Note, you have events with negative event weight in the sample, but you've chosen to ignore them
: Events with weight == 0 are going to be simply ignored
BDTG : #events: (reweighted) sig: 225957 bkg: 225957
: #events: (unweighted) sig: 16665 bkg: 435249
: Training 715 Decision Trees ... patience please
0%, time left: unknown
6%, time left: 7 mins
12%, time left: 6 mins
19%, time left: 6 mins
25%, time left: 5 mins
31%, time left: 5 mins
37%, time left: 290 sec
43%, time left: 261 sec
50%, time left: 231 sec
56%, time left: 201 sec
62%, time left: 172 sec
68%, time left: 143 sec
75%, time left: 114 sec
81%, time left: 85 sec
87%, time left: 57 sec
93%, time left: 28 sec
: Elapsed time for training with 469025 events: 476 sec
BDTG : [dataset] : Evaluation of BDTG on training sample (469025 events)
0%, time left: unknown
6%, time left: 17 sec
12%, time left: 16 sec
18%, time left: 15 sec
25%, time left: 14 sec
31%, time left: 12 sec
37%, time left: 11 sec
43%, time left: 10 sec
50%, time left: 9 sec
56%, time left: 8 sec
62%, time left: 7 sec
68%, time left: 5 sec
75%, time left: 4 sec
81%, time left: 3 sec
87%, time left: 2 sec
93%, time left: 1 sec
: Elapsed time for evaluation of 469025 events: 19.1 sec
: Creating xml weight file: [0;36mdataset/weights/TMVAClassification_BDTG.weights.xml[0m
: Creating standalone class: [0;36mdataset/weights/TMVAClassification_BDTG.class.C[0m
Factory : Training finished
:
: Ranking input variables (method specific)...
BDTG : Ranking result (top variable is best ranked)
: --------------------------------------------------------------
: Rank : Variable : Variable Importance
: --------------------------------------------------------------
: 1 : Mjj01 : 6.998e-02
: 2 : jet_eta_1 : 6.435e-02
: 3 : jet_eta_0 : 6.137e-02
: 4 : DeltaJet01_var : 5.870e-02
: 5 : best_Z_Mll : 5.522e-02
: 6 : jj_dR_var : 5.113e-02
: 7 : subleadJet_pt : 4.089e-02
: 8 : MET_RefFinal_et : 4.009e-02
: 9 : sumPz_var : 3.683e-02
: 10 : M_T_Wlv : 3.656e-02
: 11 : HT_lep : 3.609e-02
: 12 : mll_2_var : 3.284e-02
: 13 : W_pt_var : 3.264e-02
: 14 : mll_1_var : 3.179e-02
: 15 : leadJet_pt : 3.122e-02
: 16 : jj_Pt_var : 2.920e-02
: 17 : Mlll012 : 2.909e-02
: 18 : Zpt_var : 2.848e-02
: 19 : leptons_jets_MET_tot_invMass : 2.823e-02
: 20 : lep2Z_pt_var : 2.794e-02
: 21 : jj_Pz_var : 2.726e-02
: 22 : lep1Z_pt_var : 2.627e-02
: 23 : lep3_pt_var : 2.618e-02
: 24 : HT_had : 2.572e-02
: 25 : Zll_leadJet_invMass : 2.457e-02
: 26 : HT : 2.373e-02
: 27 : total_charge : 2.363e-02
: --------------------------------------------------------------
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: [0;36mdataset/weights/TMVAClassification_BDTG.weights.xml[0m
Factory : [1mTest all methods[0m
Factory : Test method: BDTG for Classification performance
:
BDTG : [dataset] : Evaluation of BDTG on testing sample (469025 events)
0%, time left: unknown
6%, time left: 16 sec
12%, time left: 14 sec
18%, time left: 13 sec
25%, time left: 12 sec
31%, time left: 11 sec
37%, time left: 10 sec
43%, time left: 9 sec
50%, time left: 8 sec
56%, time left: 7 sec
62%, time left: 6 sec
68%, time left: 5 sec
75%, time left: 4 sec
81%, time left: 3 sec
87%, time left: 2 sec
93%, time left: 1 sec
: Elapsed time for evaluation of 469025 events: 16.8 sec
Factory : [1mEvaluate all methods[0m
Factory : Evaluate classifier: BDTG
:
BDTG : [dataset] : Loop over test events and fill histograms with classifier response...
:
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: ---------------------------------------------------------------------------------------------------------------------------------------------------------------
: best_Z_Mll: 90732. 3667.7 [ 81200. 1.0120e+05 ]
: DeltaJet01_var: 1.5620 0.94684 [ 1.1047e-06 3.1416 ]
: HT: 3.8686e+05 1.9950e+05 [ 2.0000e+05 5.8260e+06 ]
: HT_had: 1.7810e+05 1.3127e+05 [ 50087. 3.6284e+06 ]
: HT_lep: 2.0876e+05 1.0107e+05 [ 60419. 4.6224e+06 ]
: jet_eta_0: 0.0024535 1.2319 [ -2.5000 2.5000 ]
: jet_eta_1: 0.016198 1.3129 [ -2.5000 2.5000 ]
: jj_dR_var: 2.7018 1.4392 [ 0.37665 7.6236 ]
: jj_Pt_var: 1.2783e+05 1.0524e+05 [ 72.716 2.6795e+06 ]
: jj_Pz_var: 1355.3 3.2920e+05 [ -4.0110e+06 4.5652e+06 ]
: leadJet_pt: 1.2601e+05 1.0459e+05 [ 25065. 2.6520e+06 ]
: lep1Z_pt_var: 97461. 61358. [ 15328. 2.2006e+06 ]
: lep2Z_pt_var: 40864. 24837. [ 15000. 8.1635e+05 ]
: lep3_pt_var: 70432. 55786. [ 15000. 4.5220e+06 ]
: leptons_jets_MET_tot_invMass: 6.5119e+05 3.2874e+05 [ 1.8861e+05 1.7946e+07 ]
: M_T_Wlv: 68399. 45504. [ -148.07 8.8813e+06 ]
: MET_RefFinal_et: 67098. 58140. [ 14.679 4.3608e+06 ]
: Mjj01: 1.8156e+05 1.8750e+05 [ 13350. 5.5532e+06 ]
: mll_1_var: 1.5552e+05 1.1178e+05 [ 110.59 3.6190e+06 ]
: mll_2_var: 99295. 70010. [ 130.22 2.2830e+06 ]
: Mlll012: 2.1538e+05 1.1531e+05 [ 85613. 3.7704e+06 ]
: subleadJet_pt: 52090. 42694. [ 25000. 1.7360e+06 ]
: sumPz_var: 4077.1 5.3851e+05 [ -5.1097e+06 1.8941e+07 ]
: total_charge: 0.12064 0.99270 [ -1.0000 1.0000 ]
: W_pt_var: 1.0747e+05 85878. [ 37.976 1.8944e+06 ]
: Zll_leadJet_invMass: 3.1430e+05 2.0136e+05 [ 94241. 5.9270e+06 ]
: Zpt_var: 1.0804e+05 85806. [ 85.933 3.0157e+06 ]
: ---------------------------------------------------------------------------------------------------------------------------------------------------------------
: [32m
: <PlotVariables> Will not produce scatter plots ==>
: | The number of 27 input variables and 0 target values would require 351 two-dimensional
: | histograms, which would occupy the computer's memory. Note that this
: | suppression does not have any consequences for your analysis, other
: | than not disposing of these scatter plots. You can modify the maximum
: | number of input variables allowed to generate scatter plots in your
: | script via the command line:
: | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = <some int>;"[0m
:
: Some more output
:
: Evaluation results ranked by best signal efficiency and purity (area)
: -------------------------------------------------------------------------------------------------------------------
: DataSet MVA
: Name: Method: ROC-integ
: dataset BDTG : 0.709
: -------------------------------------------------------------------------------------------------------------------
:
: Testing efficiency compared to training efficiency (overtraining check)
: -------------------------------------------------------------------------------------------------------------------
: DataSet MVA Signal efficiency: from test sample (from training sample)
: Name: Method: @B=0.01 @B=0.10 @B=0.30
: -------------------------------------------------------------------------------------------------------------------
: dataset BDTG : 0.071 (0.076) 0.328 (0.335) 0.608 (0.613)
: -------------------------------------------------------------------------------------------------------------------
:
Dataset:dataset : Created tree 'TestTree' with 469025 events
:
Dataset:dataset : Created tree 'TrainTree' with 469025 events
:
Factory : [1mThank you for using TMVA![0m
: [1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html[0m
==> Wrote root file: TMVA.root
==> TMVAClassification is done!